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Builds the per-block ctwas-shape input set (z_snp, weights, region_info, snp_map, LD_map, the LD- and SNP-info loader closures, plus optional z_gene) that the downstream ctwas steps consume. This is step 1 of the three-step ctwasPipeline split.

Usage

assembleCtwasInputs(
  gwasSumStats,
  twasWeights,
  twasZ = NULL,
  fineMappingResult = NULL,
  method = NULL,
  twasWeightCutoff = 0,
  csMinCor = 0.8,
  minPipCutoff = 0,
  maxNumVariants = Inf
)

Arguments

gwasSumStats

A GwasSumStats whose elements are LD blocks (at least two), keyed by its blockId column, with getQcInfo() non-empty. Build it with loadGwasSumStatsFromManifest(..., ldBlocks = <blocks>) and pass it through summaryStatsQc.

twasWeights

The per-gene weight source. Either (a) a FLAT TwasWeights / QtlFineMappingResult (or a homogeneous list of them) carrying region provenance – each gene is placed into its home LD block internally by start(region) (matching cTWAS's p0 assignment rule); or (b) a pre-bucketed NAMED LIST keyed by region_id (keys a SUBSET of gwasSumStats's), used as-is. Blocks without any TWAS weights still contribute their SNP-level signal to ctwas's joint group prior estimate (the legacy whole-chromosome pattern where only a few of many LD blocks carry gene weights). A gene whose cis span straddles a block boundary is homed by its single anchor; the cross-block signal is cTWAS's boundary-gene concern (mergeCtwasBoundaryRegions), not placement.

twasZ

Optional GRanges of TWAS Z-scores (output of causalInferencePipeline). When supplied, the per-(trait, context) Z is used as the z_gene input to ctwas_sumstats so it is not recomputed.

fineMappingResult

Optional QtlFineMappingResult or GwasFineMappingResult carrying the per-variant PIP and credible-set membership data used by the CS / PIP rescue filters (csMinCor and minPipCutoff). When NULL (default) the smart filters are no-ops; only the magnitude filter (twasWeightCutoff) and the per-gene cap (maxNumVariants, ordered by |weight|) apply.

method

Optional character (length 1). Picks which TWAS method's weights to feed into ctwas for each (study, context, trait) gene. When NULL (default): use "ensemble" if that method is present across the weight sources; otherwise use the sole method when only one is present; otherwise run every method as an independent cTWAS run (one CtwasResult row-set per method). Passing the name explicitly (e.g. "mrash") restricts the run to that single method.

twasWeightCutoff

Numeric (length 1). Drop variants with |weight| < twasWeightCutoff from each gene's weight matrix before ctwas sees it. Default 0 (no filter).

csMinCor

Numeric (length 1). When fineMappingResult is provided, variants belonging to any 95% credible set with purity (min_abs_corr) >= csMinCor are marked as must-keep and survive the per-gene cap. Default 0.8. Ignored without a fineMappingResult.

minPipCutoff

Numeric (length 1). When fineMappingResult is provided, variants with PIP greater than minPipCutoff are marked as must-keep and survive the per-gene cap. Default 0 (no PIP rescue). Ignored without a fineMappingResult.

maxNumVariants

Numeric (length 1). Cap on per-gene variant count. When the gene has more variants than this, keep all must-keep variants and fill remaining slots by descending PIP (when available) or descending |weight|. Default Inf (no cap).

Value

A list with elements z_snp, z_gene (NULL when no twasZ), weights, region_info, snp_map, LD_map, LD_loader_fun, snpinfo_loader_fun, and resolvedMethod.

Details

The returned list is the SHARED STATE threaded through estCtwasParam -> screenCtwasRegions -> finemapCtwasRegions. Callers can short-circuit at any step (e.g. override the estimated priors before fine-mapping) or call ctwasPipeline() for the one-shot path.

Examples

data(ctwasWeightsExample)
ldDir <- system.file("extdata", "ld_reference", "chr22",
  package = "pecotmr")
ldStem <- file.path(ldDir, "protocol_example.LD.chr22")
gwasTsv <- system.file("extdata", "manifests",
  "protocol_example.twas.gwas_sumstats.chr22.tsv.gz", package = "pecotmr")
mani <- data.frame(study = "gwas1", sumStatsPath = gwasTsv)
blocks <- GenomicRanges::GRanges("chr22",
  IRanges::IRanges(c(10000000, 15000001), c(15000000, 19000000)),
  blockId = c("chr22_1", "chr22_2"))
gss <- loadGwasSumStatsFromManifest(manifest = mani, genome = "hg38",
  ldSketch = ldStem, region = "chr22:10000000-19000000", ldBlocks = blocks)
#> Warning: GwasSumStats[study=gwas1]: no effect-allele frequency declared (map `af: <col>` to export a directional af); top_loci$af will be NA. A directionless `maf`/`FRQ` is used for QC only, never as af.
gwasByRegion <- summaryStatsQc(gss, mafCutoff = 0.0025)
#> [gwas1] QC track: harmonization kept 20 of 20 variant(s) (corrected: sign-flipped 0, strand-flipped 0; dropped 0).
#> [gwas1] QC summary: 20 in -> 20 out | corrected: sign-flip 0, strand-flip 0
#> [gwas1] QC track: harmonization kept 155 of 155 variant(s) (corrected: sign-flipped 0, strand-flipped 0; dropped 0).
#> [gwas1] QC summary: 155 in -> 155 out | corrected: sign-flip 0, strand-flip 0
assembleCtwasInputs(gwasSumStats = gwasByRegion,
  twasWeights = list(ctwasWeightsExample))
#> $z_snp
#>                                                                                                                                                                                                                                                                                                                                                                                   id
#> 1                                                                                                                                                                                                                                                                                                                                                                 chr22:10685239:C:T
#> 2                                                                                                                                                                                                                                                                                                                                                                 chr22:10761227:G:A
#> 3                                                                                                                                                                                                                                                                                                                                                                 chr22:11285239:C:T
#> 4                                                                                                                                                                                                                                                                                                                                                                 chr22:11601805:G:A
#> 5                                                                                                                                                                                                                                                                                                                                                                 chr22:11791698:G:T
#> 6                                                                                                                                                                                                                                                                                                                                                                 chr22:11797697:C:T
#> 7                                                                                                                                                                                                                                                                                                                                                                 chr22:12044872:A:C
#> 8                                                                                                                                                                                                                                                                                                                                                                 chr22:12194389:G:A
#> 9                                                                                                                                                                                                                                                                                                                                                                 chr22:12207043:C:T
#> 10                                                                                                                                                                                                                                                                                                                                                                chr22:12350816:G:A
#> 11                                                                                                                                                                                                                                                                                                                                                                chr22:12352464:C:A
#> 12                                                                                                                                                                                                                                                                                                                                                                chr22:12370627:C:T
#> 13                                                                                                                                                                                                                                                                                                                                                                chr22:12383838:G:A
#> 14                                                                                                                                                                                                                                                                                                                                            chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*
#> 15                                                                                                                                                                                                                                                                                                                                                chr22:12571377:AGAAAGAAAGAAAGAAG:*
#> 16                                                                                                                                                                                                                                                                                                                                                        chr22:12571385:AGAAAGAAG:*
#> 17                                                                                                                                                                                                                                                                                                                                                       chr22:12571386:GAAAGAAGGA:*
#> 18                                                                                                                                                                                                                                                                                                                            chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*
#> 19                                                                                                                                                                                                                                                                                                                                                                chr22:12576050:T:A
#> 20                                                                                                                                                                                                                                                                                                                                                                chr22:12640661:G:T
#> 21                                                                                                                                                                                                                                                                                                                                                                chr22:15574750:C:A
#> 22                                                                                                                                                                                                                                                                                                                                                                chr22:15635104:C:A
#> 23                                                                                                                                                                                                                                                                                                                                                                chr22:15689224:A:C
#> 24                                                                                                                                                                                                                                                                                                                                                                chr22:15773180:G:A
#> 25                                                                                                                                                                                                                                                                                                                    chr22:15837995:CTTTCTTTCTTTCTTTTTCTTT:CTTTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                                                                                                                                                                                  chr22:15838001:TTCTTTCTTTTTCTTTC:TTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                                                                                                                                                                              chr22:15838002:TCTTTCTTTTTCTTTCTTC:*
#> 28                                                                                                                                                                                                                                                                                                                                      chr22:15838003:CTTTCTTTTTCTTT:ATTTCTTTTTCTTT
#> 29                                                                                                                                                                                                                                                                                                                                    chr22:15838003:CTTTCTTTTTCTTT:CTTTTTCTTTTTCTTT
#> 30                                                                                                                                                                                                                                                                           chr22:15838010:TTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC:TCTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                                                                                                                                                                                                chr22:15839920:G:A
#> 32                                                                                                                                                                                                                                                                                                                                                                chr22:15919156:A:T
#> 33                                                                                                                                                                                                                                                                                                                                                                chr22:15927084:C:T
#> 34                                                                                                                                                                                                                                                                                                                                                                chr22:15947643:T:C
#> 35                                                                                                                                                                                                                                                                                                                                                                chr22:15984722:T:C
#> 36                                                                                                                                                                                                                                                                                                                                                                chr22:16073625:G:T
#> 37                                                                                                                                                                                                                                                                                                                                                                chr22:16102937:C:T
#> 38                                                                                                                                                                                                                                                                                                                                                               chr22:16111042:C:CA
#> 39                                                                                                                                                                                                                                                                                                                                                                chr22:16112049:C:A
#> 40                                                                                                                                                                                                                                                                                                                                                              chr22:16112091:TG:CG
#> 41                                                                                                                                                                                                                                                                                                                                                                chr22:16115854:C:T
#> 42                                                                                                                                                                                                                                                                                                                                                                chr22:16124912:C:T
#> 43                                                                                                                                                                                                                                                                                                                                                                chr22:16132992:A:G
#> 44                                                                                                                                                                                                                                                                                                                                                                chr22:16187126:A:G
#> 45                                                                                                                                                                                                                                                                                                                                                                chr22:16207293:A:G
#> 46                                                                                                                                                                                                                                                                                                                                                                chr22:16214693:C:A
#> 47                                                                                                                                                                                                                                                                                                                                                                chr22:16217062:A:G
#> 48                                                                                                                                                                                                                                                                                                                                                                chr22:16224528:T:C
#> 49                                                                                                                                                                                                                                                                                                                                                                chr22:16234309:C:T
#> 50                                                                                                                                                                                                                                                                                                                                                                chr22:16244919:T:C
#> 51                                                                                                                                                                                                                                                                                                                                chr22:16254612:GGAAGGAAGGAAGGAAA:AGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                                                                                                                                                                                                chr22:16258960:C:A
#> 53                                                                                                                                                                                                                                                                                                                                                                chr22:16262035:G:A
#> 54                                                                                                                                                                                                                                                                                                                                         chr22:16262334:GATTCCATTCGATGATTCCATTCA:G
#> 55                                                                                                                                                                                                                                                                                                               chr22:16262336:TTCCATTCGATGATTCCATTCAATTCCATTCGATGATGATTCCATTCGAG:*
#> 56                                                                                                                                                                                                                                                                                                                                            chr22:16262338:CCATTCGATGATTCCATTCAA:*
#> 57                                                                                                                                                       chr22:16386749:TCCGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCCCCGCCACCGCGGCTTTTTGTCCC:*
#> 58                                                                                                                                                                                                                                                                                      chr22:16386751:CGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCG:*
#> 59  chr22:16386752:GCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC:CCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                                                                                                                                                                                                chr22:16400343:T:C
#> 61                                                                                                                                                                                                                                                                                                                                                                chr22:16427771:T:C
#> 62                                                                                                                                                                                                                                                                                                                                                                chr22:16439458:A:G
#> 63                                                                                                                                                                                                                                                                                                                                                                chr22:16442170:G:A
#> 64                                                                                                                                                                                                                                                                                                                                                                chr22:16549730:A:G
#> 65                                                                                            chr22:16560460:ACAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAGGAAAGCCAGCCTGCCAAGCCAGCCAAGCCAGCCAGCCACTCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGCCAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCCAGCCAGCCAGCCCACACAGCCAAGC:*
#> 66                                                                                            chr22:16560533:TCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC:CCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                                                                                                                   chr22:16566547:ACAGCCAAGACAGCCAGCCAGCCACGCAAGCCAAGCCAGCCAGCCAGGCAAGCCAGGCATGCCAGCCAAGCCATCCAGCCAGCCAAGCCAGGCGGCCAGCCAAGCCAGCCAAGCCACCCGGCCAGCCAAGCCACCCAAGCCACCCGGCCAGCCAGGCATCCAAGCCAGCCAAGT:*
#> 68                                                                            chr22:16566742:CAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA:TAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                                                                                                                                                                                    chr22:16841646:CAAAAAAAAAAAAAA:AAAAAAAAAAAAAAA
#> 70                                                                                                                                                                                                                                                                                                                                                          chr22:16845585:TCA:TCACA
#> 71                                                                                                                                                                                                                                                                                                                                                          chr22:16909478:TCTCTCC:*
#> 72                                                                                                                                                                                                                                                                                                             chr22:16909479:CTCTCCCTCTCTCTCTCTCTCTCTCCCT:CCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                                                                                                                                                                        chr22:16909480:TCTCCCTCTCTCTCTCTCTCTCTCC:*
#> 74                                                                                                                                                                                                                                                                                                                                       chr22:16909481:CTCCCTCTCTCTCTCTCTCTCTCCCT:*
#> 75                                                                                                                                                                                                                                                                                                                                                                chr22:16970638:G:A
#> 76                                                                                                                                                                                                                                                                                                                                                                chr22:16973012:G:A
#> 77                                                                                                                                                                                                                                                                                                                                                                chr22:17014255:C:T
#> 78                                                                                                                                                                                                                                                                                                                                                                chr22:17051853:C:T
#> 79                                                                                                                                                                                                                                                                                                                                                 chr22:17079499:GAAAAAAA:GAAAAAAAA
#> 80                                                                                                                                                                                                                                                                                                                                                               chr22:17113082:AG:A
#> 81                                                                                                                                                                                                                                                                                                                                                                chr22:17136539:C:T
#> 82                                                                                                                                                                                                                                                                                                                                                           chr22:17154616:CTT:CTTT
#> 83                                                                                                                                                                                                                                                                                                                                                            chr22:17154616:CTTT:CT
#> 84                                                                                                                                                                                                                                                                                                                                                chr22:17157085:TACACACAC:CACACACAC
#> 85                                                                                                                                                                                                                                                                                                                                                        chr22:17157085:TACACACAC:T
#> 86                                                                                                                                                                                                                                                                                                                                        chr22:17157085:TACACACAC:TACACACACACACACAC
#> 87                                                                                                                                                                                                                                                                                                                                    chr22:17157085:TACACACAC:TACACACACACACACACACAC
#> 88                                                                                                                                                                                                                                                                                                                                chr22:17157085:TACACACAC:TACACACACACACACACACACACAC
#> 89                                                                                                                                                                                                                                                                                                                                                                chr22:17168884:C:T
#> 90                                                                                                                                                                                                                                                                                                                                                                chr22:17172477:C:T
#> 91                                                                                                                                                                                                                                                                                                                                                             chr22:17187665:TAA:TA
#> 92                                                                                                                                                                                                                                                                                                                                                           chr22:17187665:TAA:TAAA
#> 93                                                                                                                                                                                                                                                                                                                                                               chr22:17187977:G:GC
#> 94                                                                                                                                                                                                                                                                                                                                                             chr22:17209889:AT:ATT
#> 95                                                                                                                                                                                                                                                                                                                                                       chr22:17216769:AAAAC:ACAAAC
#> 96                                                                                                                                                                                                                                                                                                                                                         chr22:17216770:AAAC:ACAAC
#> 97                                                                                                                                                                                                                                                                                                                                                               chr22:17216771:A:AC
#> 98                                                                                                                                                                                                                                                                                                                                                                chr22:17216771:C:A
#> 99                                                                                                                                                                                                                                                                                                                                                            chr22:17216789:C:CACAT
#> 100                                                                                                                                                                                                                                                                                                                                                               chr22:17216799:G:T
#> 101                                                                                                                                                                                                                                                                                                                                                              chr22:17221295:GT:G
#> 102                                                                                                                                                                                                                                                                                                                                                               chr22:17302680:G:A
#> 103                                                                                                                                                                                                                                                                                                                                                               chr22:17303055:C:T
#> 104                                                                                                                                                                                                                                                                                                                                                               chr22:17326841:T:C
#> 105                                                                                                                                                                                                                                                                                                                                                     chr22:17327911:TACACAC:TACAC
#> 106                                                                                                                                                                                                                                                                                                                                                              chr22:17331260:C:CT
#> 107                                                                                                                                                                                                                                                                                                                                                               chr22:17350100:T:C
#> 108                                                                                                                                                                                                                                                                                                                                                               chr22:17375405:A:G
#> 109                                                                                                                                                                                                                                                                                                                                                         chr22:17379581:GGTGT:GGT
#> 110                                                                                                                                                                                                                                                                                                                                                     chr22:17379581:GGTGT:GGTGTGT
#> 111                                                                                                                                                                                                                                                                                                                                                   chr22:17379581:GGTGT:GGTGTGTGT
#> 112                                                                                                                                                                                                                                                                                                                                                 chr22:17379581:GGTGT:GGTGTGTGTGT
#> 113                                                                                                                                                                                                                                                                                                                                                               chr22:17427850:G:T
#> 114                                                                                                                                                                                                                                                                                                                                                               chr22:17429117:G:A
#> 115                                                                                                                                                                                                                                                                                                                                                               chr22:17449676:C:A
#> 116                                                                                                                                                                                                                                                                                                                                                               chr22:17466675:G:T
#> 117                                                                                                                                                                                                                                                                                                                        chr22:17469609:TCCAGTAAGAATCCAGTTCTC:TCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                                                                                                                                                                                                           chr22:17469610:TCA:CCA
#> 119                                                                                                                                                                                                                                                                                                                                                               chr22:17518422:C:T
#> 120                                                                                                                                                                                                                                                                                                                                                     chr22:17523010:GAAAAA:AAAAAA
#> 121                                                                                                                                                                                                                                                                                                                                                         chr22:17523010:GAAAAA:GA
#> 122                                                                                                                                                                                                                                                                                                                                                               chr22:17577230:G:A
#> 123                                                                                                                                                                                                                                                                                                                                                         chr22:17585626:ATTTATT:A
#> 124                                                                                                                                                                                                                                                                                                                                                             chr22:17585630:ATT:*
#> 125                                                                                                                                                                                                                                                                                                                                                               chr22:17658972:T:C
#> 126                                                                                                                                                                                                                                                                                                                                                               chr22:17667743:T:A
#> 127                                                                                                                                                                                                                                                                                                                                                              chr22:17683132:CA:C
#> 128                                                                                                                                                                                                                                                                                                                                                           chr22:17683132:CA:CAAA
#> 129                                                                                                                                                                                                                                                                                                                                                              chr22:17687818:CT:C
#> 130                                                                                                                                                                                                                                                                                                                                                               chr22:17706998:A:G
#> 131                                                                                                                                                                                                                                                                                                                                                         chr22:17721525:AT:ATTTTT
#> 132                                                                                                                                                                                                                                                                                                                                                          chr22:17721525:ATTTT:AT
#> 133                                                                                                                                                                                                                                                                                                                                                               chr22:17726847:G:A
#> 134                                                                                                                                                                                                                                                                                                                                                             chr22:17734310:CTT:C
#> 135                                                                                                                                                                                                                                                                                                                                                               chr22:17763207:A:G
#> 136                                                                                                                                                                                                                                                                                                                                        chr22:17765138:TCAAGACATCCTCCACAGAGGACC:T
#> 137                                                                                                                                                                                                                                                                                                                                                            chr22:17768872:CAA:CA
#> 138                                                                                                                                                                                                                                                                                                                                                          chr22:17768872:CAA:CAAA
#> 139                                                                                                                                                                                                                                                                                                                                                           chr22:17839567:CTTT:CT
#> 140                                                                                                                                                                                                                                                                                                                                                          chr22:17839567:CTTT:CTT
#> 141                                                                                                                                                                                                                                                                                                                                                              chr22:17846396:T:TA
#> 142                                                                                                                                                                                                                                                                                                                                                               chr22:17860245:C:A
#> 143                                                                                                                     chr22:17876770:AGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG:GGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                                                                                                                                                                          chr22:17876799:TTATGGAGGTTAGGGAGGTTAG:*
#> 145                                                                                                                                                                                                                                                                              chr22:17876802:TGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAG:*
#> 146                                                                                                                                                                                                                                                                                                                                     chr22:17876803:GGAGGTTAGGGAGGTTAGGGAGGTTAT:*
#> 147                                                                                                                                                                                                                                                                                                                                                           chr22:17876805:AGGTT:*
#> 148                                                                                                                                                                                                                                                                                                                                                            chr22:17876807:GTTA:*
#> 149                                                                                                                                                                                                                                                                                                                                                           chr22:17876808:TTAGG:*
#> 150                                                                                                                                                                                                                                                                                                                                                 chr22:17876810:AGGGAGGTTAGGGAG:*
#> 151                                                                                                                                                                                                                                                                                                                                                               chr22:17879807:G:A
#> 152                                                                                                                                                                                                                                                                                                                                                               chr22:17880174:G:A
#> 153                                                                                                                                                                                                                                                                                                                                                            chr22:17898107:TAA:TA
#> 154                                                                                                                                                                                                                                                                                                                                                          chr22:17898107:TAA:TAAA
#> 155                                                                                                                                                                                                                                                                                                                                                chr22:17929265:ATTTTTTTTT:ATTTTTT
#> 156                                                                                                                                                                                                                                                                                                                                               chr22:17929265:ATTTTTTTTT:ATTTTTTT
#> 157                                                                                                                                                                                                                                                                                                                                              chr22:17929265:ATTTTTTTTT:ATTTTTTTT
#> 158                                                                                                                                                                                                                                                                                                                                                               chr22:17949102:C:T
#> 159                                                                                                                                                                                                                                                                                                                                                               chr22:17955812:G:A
#> 160                                                                                                                                                                                                                                                                                                                                                       chr22:17967486:A:ACACACACC
#> 161                                                                                                                                                                                                                                                                                                                                                         chr22:17967486:A:ACACACC
#> 162                                                                                                                                                                                                                                                                                                                                         chr22:17967492:ACCCACACACACC:ACACACACACC
#> 163                                                                                                                                                                                                                                                                                                                                                               chr22:17967494:C:*
#> 164                                                                                                                                                                                                                                                                                                                                                            chr22:17977536:TA:TAA
#> 165                                                                                                                                                                                                                                                                                                                                                           chr22:17998075:G:GTGAA
#> 166                                                                                                                                                                                                                                                                                                                                                               chr22:18001877:A:C
#> 167                                                                                                                                                                                                                                                                                                                                                               chr22:18064272:A:T
#> 168                                                                                                                                                                                                                                                                                                                                                              chr22:18150441:CA:C
#> 169                                                                                                                                                                                                                                                                                                                                                               chr22:18159414:A:G
#> 170                                                                                                                                                                                                                                                                                                                                                               chr22:18160557:T:C
#> 171                                                                                                                                                                                                                                                                                                                                                             chr22:18166484:T:TGA
#> 172                                                                                                                                                                                                                                                                                                                                                               chr22:18173426:C:A
#> 173                                                                                                                                                                                                                                                                                       chr22:18730960:GTATACATAAGATATATTATATATAATATATTATATAAATGTATTATATATAACATATTATATATAATATATT:*
#> 174                                                                                                                                                                                                                                                                                                                                                               chr22:18731027:T:C
#> 175                                                                                                                                                                                                                                                                                                                                                               chr22:18850784:T:G
#>     chrom      pos
#> 1      22 10685239
#> 2      22 10761227
#> 3      22 11285239
#> 4      22 11601805
#> 5      22 11791698
#> 6      22 11797697
#> 7      22 12044872
#> 8      22 12194389
#> 9      22 12207043
#> 10     22 12350816
#> 11     22 12352464
#> 12     22 12370627
#> 13     22 12383838
#> 14     22 12571373
#> 15     22 12571377
#> 16     22 12571385
#> 17     22 12571386
#> 18     22 12571389
#> 19     22 12576050
#> 20     22 12640661
#> 21     22 15574750
#> 22     22 15635104
#> 23     22 15689224
#> 24     22 15773180
#> 25     22 15837995
#> 26     22 15838001
#> 27     22 15838002
#> 28     22 15838003
#> 29     22 15838003
#> 30     22 15838010
#> 31     22 15839920
#> 32     22 15919156
#> 33     22 15927084
#> 34     22 15947643
#> 35     22 15984722
#> 36     22 16073625
#> 37     22 16102937
#> 38     22 16111042
#> 39     22 16112049
#> 40     22 16112091
#> 41     22 16115854
#> 42     22 16124912
#> 43     22 16132992
#> 44     22 16187126
#> 45     22 16207293
#> 46     22 16214693
#> 47     22 16217062
#> 48     22 16224528
#> 49     22 16234309
#> 50     22 16244919
#> 51     22 16254612
#> 52     22 16258960
#> 53     22 16262035
#> 54     22 16262334
#> 55     22 16262336
#> 56     22 16262338
#> 57     22 16386749
#> 58     22 16386751
#> 59     22 16386752
#> 60     22 16400343
#> 61     22 16427771
#> 62     22 16439458
#> 63     22 16442170
#> 64     22 16549730
#> 65     22 16560460
#> 66     22 16560533
#> 67     22 16566547
#> 68     22 16566742
#> 69     22 16841646
#> 70     22 16845585
#> 71     22 16909478
#> 72     22 16909479
#> 73     22 16909480
#> 74     22 16909481
#> 75     22 16970638
#> 76     22 16973012
#> 77     22 17014255
#> 78     22 17051853
#> 79     22 17079499
#> 80     22 17113082
#> 81     22 17136539
#> 82     22 17154616
#> 83     22 17154616
#> 84     22 17157085
#> 85     22 17157085
#> 86     22 17157085
#> 87     22 17157085
#> 88     22 17157085
#> 89     22 17168884
#> 90     22 17172477
#> 91     22 17187665
#> 92     22 17187665
#> 93     22 17187977
#> 94     22 17209889
#> 95     22 17216769
#> 96     22 17216770
#> 97     22 17216771
#> 98     22 17216771
#> 99     22 17216789
#> 100    22 17216799
#> 101    22 17221295
#> 102    22 17302680
#> 103    22 17303055
#> 104    22 17326841
#> 105    22 17327911
#> 106    22 17331260
#> 107    22 17350100
#> 108    22 17375405
#> 109    22 17379581
#> 110    22 17379581
#> 111    22 17379581
#> 112    22 17379581
#> 113    22 17427850
#> 114    22 17429117
#> 115    22 17449676
#> 116    22 17466675
#> 117    22 17469609
#> 118    22 17469610
#> 119    22 17518422
#> 120    22 17523010
#> 121    22 17523010
#> 122    22 17577230
#> 123    22 17585626
#> 124    22 17585630
#> 125    22 17658972
#> 126    22 17667743
#> 127    22 17683132
#> 128    22 17683132
#> 129    22 17687818
#> 130    22 17706998
#> 131    22 17721525
#> 132    22 17721525
#> 133    22 17726847
#> 134    22 17734310
#> 135    22 17763207
#> 136    22 17765138
#> 137    22 17768872
#> 138    22 17768872
#> 139    22 17839567
#> 140    22 17839567
#> 141    22 17846396
#> 142    22 17860245
#> 143    22 17876770
#> 144    22 17876799
#> 145    22 17876802
#> 146    22 17876803
#> 147    22 17876805
#> 148    22 17876807
#> 149    22 17876808
#> 150    22 17876810
#> 151    22 17879807
#> 152    22 17880174
#> 153    22 17898107
#> 154    22 17898107
#> 155    22 17929265
#> 156    22 17929265
#> 157    22 17929265
#> 158    22 17949102
#> 159    22 17955812
#> 160    22 17967486
#> 161    22 17967486
#> 162    22 17967492
#> 163    22 17967494
#> 164    22 17977536
#> 165    22 17998075
#> 166    22 18001877
#> 167    22 18064272
#> 168    22 18150441
#> 169    22 18159414
#> 170    22 18160557
#> 171    22 18166484
#> 172    22 18173426
#> 173    22 18730960
#> 174    22 18731027
#> 175    22 18850784
#>                                                                                                                                                                                   A1
#> 1                                                                                                                                                                                  T
#> 2                                                                                                                                                                                  A
#> 3                                                                                                                                                                                  T
#> 4                                                                                                                                                                                  A
#> 5                                                                                                                                                                                  T
#> 6                                                                                                                                                                                  T
#> 7                                                                                                                                                                                  C
#> 8                                                                                                                                                                                  A
#> 9                                                                                                                                                                                  T
#> 10                                                                                                                                                                                 A
#> 11                                                                                                                                                                                 A
#> 12                                                                                                                                                                                 T
#> 13                                                                                                                                                                                 A
#> 14                                                                                                                                                                                 *
#> 15                                                                                                                                                                                 *
#> 16                                                                                                                                                                                 *
#> 17                                                                                                                                                                                 *
#> 18                                                                                                                                                                                 *
#> 19                                                                                                                                                                                 A
#> 20                                                                                                                                                                                 T
#> 21                                                                                                                                                                                 A
#> 22                                                                                                                                                                                 A
#> 23                                                                                                                                                                                 C
#> 24                                                                                                                                                                                 A
#> 25                                                                                                                                                          CTTTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                   TTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                 *
#> 28                                                                                                                                                                    ATTTCTTTTTCTTT
#> 29                                                                                                                                                                  CTTTTTCTTTTTCTTT
#> 30                                                                                                                                      TCTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                 A
#> 32                                                                                                                                                                                 T
#> 33                                                                                                                                                                                 T
#> 34                                                                                                                                                                                 C
#> 35                                                                                                                                                                                 C
#> 36                                                                                                                                                                                 T
#> 37                                                                                                                                                                                 T
#> 38                                                                                                                                                                                CA
#> 39                                                                                                                                                                                 A
#> 40                                                                                                                                                                                CG
#> 41                                                                                                                                                                                 T
#> 42                                                                                                                                                                                 T
#> 43                                                                                                                                                                                 G
#> 44                                                                                                                                                                                 G
#> 45                                                                                                                                                                                 G
#> 46                                                                                                                                                                                 A
#> 47                                                                                                                                                                                 G
#> 48                                                                                                                                                                                 C
#> 49                                                                                                                                                                                 T
#> 50                                                                                                                                                                                 C
#> 51                                                                                                                                                                 AGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                 A
#> 53                                                                                                                                                                                 A
#> 54                                                                                                                                                                                 G
#> 55                                                                                                                                                                                 *
#> 56                                                                                                                                                                                 *
#> 57                                                                                                                                                                                 *
#> 58                                                                                                                                                                                 *
#> 59  CCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                 C
#> 61                                                                                                                                                                                 C
#> 62                                                                                                                                                                                 G
#> 63                                                                                                                                                                                 A
#> 64                                                                                                                                                                                 G
#> 65                                                                                                                                                                                 *
#> 66                                               CCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                                                                                                                 *
#> 68                                       TAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                   AAAAAAAAAAAAAAA
#> 70                                                                                                                                                                             TCACA
#> 71                                                                                                                                                                                 *
#> 72                                                                                                                                                         CCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                 *
#> 74                                                                                                                                                                                 *
#> 75                                                                                                                                                                                 A
#> 76                                                                                                                                                                                 A
#> 77                                                                                                                                                                                 T
#> 78                                                                                                                                                                                 T
#> 79                                                                                                                                                                         GAAAAAAAA
#> 80                                                                                                                                                                                 A
#> 81                                                                                                                                                                                 T
#> 82                                                                                                                                                                              CTTT
#> 83                                                                                                                                                                                CT
#> 84                                                                                                                                                                         CACACACAC
#> 85                                                                                                                                                                                 T
#> 86                                                                                                                                                                 TACACACACACACACAC
#> 87                                                                                                                                                             TACACACACACACACACACAC
#> 88                                                                                                                                                         TACACACACACACACACACACACAC
#> 89                                                                                                                                                                                 T
#> 90                                                                                                                                                                                 T
#> 91                                                                                                                                                                                TA
#> 92                                                                                                                                                                              TAAA
#> 93                                                                                                                                                                                GC
#> 94                                                                                                                                                                               ATT
#> 95                                                                                                                                                                            ACAAAC
#> 96                                                                                                                                                                             ACAAC
#> 97                                                                                                                                                                                AC
#> 98                                                                                                                                                                                 A
#> 99                                                                                                                                                                             CACAT
#> 100                                                                                                                                                                                T
#> 101                                                                                                                                                                                G
#> 102                                                                                                                                                                                A
#> 103                                                                                                                                                                                T
#> 104                                                                                                                                                                                C
#> 105                                                                                                                                                                            TACAC
#> 106                                                                                                                                                                               CT
#> 107                                                                                                                                                                                C
#> 108                                                                                                                                                                                G
#> 109                                                                                                                                                                              GGT
#> 110                                                                                                                                                                          GGTGTGT
#> 111                                                                                                                                                                        GGTGTGTGT
#> 112                                                                                                                                                                      GGTGTGTGTGT
#> 113                                                                                                                                                                                T
#> 114                                                                                                                                                                                A
#> 115                                                                                                                                                                                A
#> 116                                                                                                                                                                                T
#> 117                                                                                                                                                             TCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                              CCA
#> 119                                                                                                                                                                                T
#> 120                                                                                                                                                                           AAAAAA
#> 121                                                                                                                                                                               GA
#> 122                                                                                                                                                                                A
#> 123                                                                                                                                                                                A
#> 124                                                                                                                                                                                *
#> 125                                                                                                                                                                                C
#> 126                                                                                                                                                                                A
#> 127                                                                                                                                                                                C
#> 128                                                                                                                                                                             CAAA
#> 129                                                                                                                                                                                C
#> 130                                                                                                                                                                                G
#> 131                                                                                                                                                                           ATTTTT
#> 132                                                                                                                                                                               AT
#> 133                                                                                                                                                                                A
#> 134                                                                                                                                                                                C
#> 135                                                                                                                                                                                G
#> 136                                                                                                                                                                                T
#> 137                                                                                                                                                                               CA
#> 138                                                                                                                                                                             CAAA
#> 139                                                                                                                                                                               CT
#> 140                                                                                                                                                                              CTT
#> 141                                                                                                                                                                               TA
#> 142                                                                                                                                                                                A
#> 143                                                           GGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                *
#> 145                                                                                                                                                                                *
#> 146                                                                                                                                                                                *
#> 147                                                                                                                                                                                *
#> 148                                                                                                                                                                                *
#> 149                                                                                                                                                                                *
#> 150                                                                                                                                                                                *
#> 151                                                                                                                                                                                A
#> 152                                                                                                                                                                                A
#> 153                                                                                                                                                                               TA
#> 154                                                                                                                                                                             TAAA
#> 155                                                                                                                                                                          ATTTTTT
#> 156                                                                                                                                                                         ATTTTTTT
#> 157                                                                                                                                                                        ATTTTTTTT
#> 158                                                                                                                                                                                T
#> 159                                                                                                                                                                                A
#> 160                                                                                                                                                                        ACACACACC
#> 161                                                                                                                                                                          ACACACC
#> 162                                                                                                                                                                      ACACACACACC
#> 163                                                                                                                                                                                *
#> 164                                                                                                                                                                              TAA
#> 165                                                                                                                                                                            GTGAA
#> 166                                                                                                                                                                                C
#> 167                                                                                                                                                                                T
#> 168                                                                                                                                                                                C
#> 169                                                                                                                                                                                G
#> 170                                                                                                                                                                                C
#> 171                                                                                                                                                                              TGA
#> 172                                                                                                                                                                                A
#> 173                                                                                                                                                                                *
#> 174                                                                                                                                                                                C
#> 175                                                                                                                                                                                G
#>                                                                                                                                                                                                                                                                        A2
#> 1                                                                                                                                                                                                                                                                       C
#> 2                                                                                                                                                                                                                                                                       G
#> 3                                                                                                                                                                                                                                                                       C
#> 4                                                                                                                                                                                                                                                                       G
#> 5                                                                                                                                                                                                                                                                       G
#> 6                                                                                                                                                                                                                                                                       C
#> 7                                                                                                                                                                                                                                                                       A
#> 8                                                                                                                                                                                                                                                                       G
#> 9                                                                                                                                                                                                                                                                       C
#> 10                                                                                                                                                                                                                                                                      G
#> 11                                                                                                                                                                                                                                                                      C
#> 12                                                                                                                                                                                                                                                                      C
#> 13                                                                                                                                                                                                                                                                      G
#> 14                                                                                                                                                                                                                                                  AGAAAGAAAGAAAGAAAGAAG
#> 15                                                                                                                                                                                                                                                      AGAAAGAAAGAAAGAAG
#> 16                                                                                                                                                                                                                                                              AGAAAGAAG
#> 17                                                                                                                                                                                                                                                             GAAAGAAGGA
#> 18                                                                                                                                                                                                                                  AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG
#> 19                                                                                                                                                                                                                                                                      T
#> 20                                                                                                                                                                                                                                                                      G
#> 21                                                                                                                                                                                                                                                                      C
#> 22                                                                                                                                                                                                                                                                      C
#> 23                                                                                                                                                                                                                                                                      A
#> 24                                                                                                                                                                                                                                                                      G
#> 25                                                                                                                                                                                                                                                 CTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                                                                                                      TTCTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                                                                                    TCTTTCTTTTTCTTTCTTC
#> 28                                                                                                                                                                                                                                                         CTTTCTTTTTCTTT
#> 29                                                                                                                                                                                                                                                         CTTTCTTTTTCTTT
#> 30                                                                                                                                                                                                                            TTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                                                                                                      G
#> 32                                                                                                                                                                                                                                                                      A
#> 33                                                                                                                                                                                                                                                                      C
#> 34                                                                                                                                                                                                                                                                      T
#> 35                                                                                                                                                                                                                                                                      T
#> 36                                                                                                                                                                                                                                                                      G
#> 37                                                                                                                                                                                                                                                                      C
#> 38                                                                                                                                                                                                                                                                      C
#> 39                                                                                                                                                                                                                                                                      C
#> 40                                                                                                                                                                                                                                                                     TG
#> 41                                                                                                                                                                                                                                                                      C
#> 42                                                                                                                                                                                                                                                                      C
#> 43                                                                                                                                                                                                                                                                      A
#> 44                                                                                                                                                                                                                                                                      A
#> 45                                                                                                                                                                                                                                                                      A
#> 46                                                                                                                                                                                                                                                                      C
#> 47                                                                                                                                                                                                                                                                      A
#> 48                                                                                                                                                                                                                                                                      T
#> 49                                                                                                                                                                                                                                                                      C
#> 50                                                                                                                                                                                                                                                                      T
#> 51                                                                                                                                                                                                                                                      GGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                                                                                                      C
#> 53                                                                                                                                                                                                                                                                      G
#> 54                                                                                                                                                                                                                                               GATTCCATTCGATGATTCCATTCA
#> 55                                                                                                                                                                                                                     TTCCATTCGATGATTCCATTCAATTCCATTCGATGATGATTCCATTCGAG
#> 56                                                                                                                                                                                                                                                  CCATTCGATGATTCCATTCAA
#> 57                                                             TCCGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCCCCGCCACCGCGGCTTTTTGTCCC
#> 58                                                                                                                                                                                            CGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCG
#> 59                                                                                       GCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                                                                                                      T
#> 61                                                                                                                                                                                                                                                                      T
#> 62                                                                                                                                                                                                                                                                      A
#> 63                                                                                                                                                                                                                                                                      G
#> 64                                                                                                                                                                                                                                                                      A
#> 65  ACAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAGGAAAGCCAGCCTGCCAAGCCAGCCAAGCCAGCCAGCCACTCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGCCAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCCAGCCAGCCAGCCCACACAGCCAAGC
#> 66                                                                                                                                    TCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                         ACAGCCAAGACAGCCAGCCAGCCACGCAAGCCAAGCCAGCCAGCCAGGCAAGCCAGGCATGCCAGCCAAGCCATCCAGCCAGCCAAGCCAGGCGGCCAGCCAAGCCAGCCAAGCCACCCGGCCAGCCAAGCCACCCAAGCCACCCGGCCAGCCAGGCATCCAAGCCAGCCAAGT
#> 68                                                                                                                            CAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                                                                                                        CAAAAAAAAAAAAAA
#> 70                                                                                                                                                                                                                                                                    TCA
#> 71                                                                                                                                                                                                                                                                TCTCTCC
#> 72                                                                                                                                                                                                                                           CTCTCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                                                                              TCTCCCTCTCTCTCTCTCTCTCTCC
#> 74                                                                                                                                                                                                                                             CTCCCTCTCTCTCTCTCTCTCTCCCT
#> 75                                                                                                                                                                                                                                                                      G
#> 76                                                                                                                                                                                                                                                                      G
#> 77                                                                                                                                                                                                                                                                      C
#> 78                                                                                                                                                                                                                                                                      C
#> 79                                                                                                                                                                                                                                                               GAAAAAAA
#> 80                                                                                                                                                                                                                                                                     AG
#> 81                                                                                                                                                                                                                                                                      C
#> 82                                                                                                                                                                                                                                                                    CTT
#> 83                                                                                                                                                                                                                                                                   CTTT
#> 84                                                                                                                                                                                                                                                              TACACACAC
#> 85                                                                                                                                                                                                                                                              TACACACAC
#> 86                                                                                                                                                                                                                                                              TACACACAC
#> 87                                                                                                                                                                                                                                                              TACACACAC
#> 88                                                                                                                                                                                                                                                              TACACACAC
#> 89                                                                                                                                                                                                                                                                      C
#> 90                                                                                                                                                                                                                                                                      C
#> 91                                                                                                                                                                                                                                                                    TAA
#> 92                                                                                                                                                                                                                                                                    TAA
#> 93                                                                                                                                                                                                                                                                      G
#> 94                                                                                                                                                                                                                                                                     AT
#> 95                                                                                                                                                                                                                                                                  AAAAC
#> 96                                                                                                                                                                                                                                                                   AAAC
#> 97                                                                                                                                                                                                                                                                      A
#> 98                                                                                                                                                                                                                                                                      C
#> 99                                                                                                                                                                                                                                                                      C
#> 100                                                                                                                                                                                                                                                                     G
#> 101                                                                                                                                                                                                                                                                    GT
#> 102                                                                                                                                                                                                                                                                     G
#> 103                                                                                                                                                                                                                                                                     C
#> 104                                                                                                                                                                                                                                                                     T
#> 105                                                                                                                                                                                                                                                               TACACAC
#> 106                                                                                                                                                                                                                                                                     C
#> 107                                                                                                                                                                                                                                                                     T
#> 108                                                                                                                                                                                                                                                                     A
#> 109                                                                                                                                                                                                                                                                 GGTGT
#> 110                                                                                                                                                                                                                                                                 GGTGT
#> 111                                                                                                                                                                                                                                                                 GGTGT
#> 112                                                                                                                                                                                                                                                                 GGTGT
#> 113                                                                                                                                                                                                                                                                     G
#> 114                                                                                                                                                                                                                                                                     G
#> 115                                                                                                                                                                                                                                                                     C
#> 116                                                                                                                                                                                                                                                                     G
#> 117                                                                                                                                                                                                                                                 TCCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                                                                                                                   TCA
#> 119                                                                                                                                                                                                                                                                     C
#> 120                                                                                                                                                                                                                                                                GAAAAA
#> 121                                                                                                                                                                                                                                                                GAAAAA
#> 122                                                                                                                                                                                                                                                                     G
#> 123                                                                                                                                                                                                                                                               ATTTATT
#> 124                                                                                                                                                                                                                                                                   ATT
#> 125                                                                                                                                                                                                                                                                     T
#> 126                                                                                                                                                                                                                                                                     T
#> 127                                                                                                                                                                                                                                                                    CA
#> 128                                                                                                                                                                                                                                                                    CA
#> 129                                                                                                                                                                                                                                                                    CT
#> 130                                                                                                                                                                                                                                                                     A
#> 131                                                                                                                                                                                                                                                                    AT
#> 132                                                                                                                                                                                                                                                                 ATTTT
#> 133                                                                                                                                                                                                                                                                     G
#> 134                                                                                                                                                                                                                                                                   CTT
#> 135                                                                                                                                                                                                                                                                     A
#> 136                                                                                                                                                                                                                                              TCAAGACATCCTCCACAGAGGACC
#> 137                                                                                                                                                                                                                                                                   CAA
#> 138                                                                                                                                                                                                                                                                   CAA
#> 139                                                                                                                                                                                                                                                                  CTTT
#> 140                                                                                                                                                                                                                                                                  CTTT
#> 141                                                                                                                                                                                                                                                                     T
#> 142                                                                                                                                                                                                                                                                     C
#> 143                                                                                                                                                AGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                                                                                TTATGGAGGTTAGGGAGGTTAG
#> 145                                                                                                                                                                                    TGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAG
#> 146                                                                                                                                                                                                                                           GGAGGTTAGGGAGGTTAGGGAGGTTAT
#> 147                                                                                                                                                                                                                                                                 AGGTT
#> 148                                                                                                                                                                                                                                                                  GTTA
#> 149                                                                                                                                                                                                                                                                 TTAGG
#> 150                                                                                                                                                                                                                                                       AGGGAGGTTAGGGAG
#> 151                                                                                                                                                                                                                                                                     G
#> 152                                                                                                                                                                                                                                                                     G
#> 153                                                                                                                                                                                                                                                                   TAA
#> 154                                                                                                                                                                                                                                                                   TAA
#> 155                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 156                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 157                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 158                                                                                                                                                                                                                                                                     C
#> 159                                                                                                                                                                                                                                                                     G
#> 160                                                                                                                                                                                                                                                                     A
#> 161                                                                                                                                                                                                                                                                     A
#> 162                                                                                                                                                                                                                                                         ACCCACACACACC
#> 163                                                                                                                                                                                                                                                                     C
#> 164                                                                                                                                                                                                                                                                    TA
#> 165                                                                                                                                                                                                                                                                     G
#> 166                                                                                                                                                                                                                                                                     A
#> 167                                                                                                                                                                                                                                                                     A
#> 168                                                                                                                                                                                                                                                                    CA
#> 169                                                                                                                                                                                                                                                                     A
#> 170                                                                                                                                                                                                                                                                     T
#> 171                                                                                                                                                                                                                                                                     T
#> 172                                                                                                                                                                                                                                                                     C
#> 173                                                                                                                                                                                             GTATACATAAGATATATTATATATAATATATTATATAAATGTATTATATATAACATATTATATATAATATATT
#> 174                                                                                                                                                                                                                                                                     T
#> 175                                                                                                                                                                                                                                                                     T
#>                z study
#> 1    0.669897348 gwas1
#> 2   -2.933840146 gwas1
#> 3   -1.461087314 gwas1
#> 4    1.380249919 gwas1
#> 5    0.919024233 gwas1
#> 6   -1.120649183 gwas1
#> 7    1.592203335 gwas1
#> 8    0.341351535 gwas1
#> 9   -0.197422053 gwas1
#> 10  -2.450772511 gwas1
#> 11   0.703656439 gwas1
#> 12   1.491149983 gwas1
#> 13  -0.799902659 gwas1
#> 14   0.701707417 gwas1
#> 15  -1.154482579 gwas1
#> 16  -0.885757448 gwas1
#> 17  -2.356886120 gwas1
#> 18   1.504130555 gwas1
#> 19  -0.642606099 gwas1
#> 20  -0.148436586 gwas1
#> 21  -0.369669557 gwas1
#> 22   2.060093786 gwas1
#> 23  -1.365424594 gwas1
#> 24  -0.879863066 gwas1
#> 25   1.302031888 gwas1
#> 26  -0.940937683 gwas1
#> 27   0.487766437 gwas1
#> 28  -0.768355209 gwas1
#> 29   0.475296689 gwas1
#> 30  -0.736066147 gwas1
#> 31  -0.962992675 gwas1
#> 32   0.099933461 gwas1
#> 33   2.554708301 gwas1
#> 34  -0.390380768 gwas1
#> 35   0.480652000 gwas1
#> 36   1.328106597 gwas1
#> 37  -2.498801748 gwas1
#> 38  -0.353758398 gwas1
#> 39  -0.891881582 gwas1
#> 40   3.017911741 gwas1
#> 41   0.470594294 gwas1
#> 42  -0.959004494 gwas1
#> 43   0.754848901 gwas1
#> 44  -1.855905901 gwas1
#> 45   0.864983545 gwas1
#> 46  -0.368226737 gwas1
#> 47   0.925424807 gwas1
#> 48   0.826528152 gwas1
#> 49  -0.746489583 gwas1
#> 50  -0.443852792 gwas1
#> 51   0.622144483 gwas1
#> 52   2.140633275 gwas1
#> 53   1.672167723 gwas1
#> 54   0.450538420 gwas1
#> 55  -0.922381817 gwas1
#> 56   0.970297129 gwas1
#> 57   0.314798746 gwas1
#> 58  -1.107864073 gwas1
#> 59  -0.960195073 gwas1
#> 60  -0.760341925 gwas1
#> 61   0.724376860 gwas1
#> 62  -0.006873117 gwas1
#> 63   0.881847048 gwas1
#> 64   3.062602156 gwas1
#> 65   0.343962121 gwas1
#> 66  -1.712041364 gwas1
#> 67   0.803583107 gwas1
#> 68  -0.574844760 gwas1
#> 69  -0.498219437 gwas1
#> 70   4.131720803 gwas1
#> 71  -0.222876318 gwas1
#> 72   0.381879731 gwas1
#> 73   1.049286103 gwas1
#> 74   0.555251420 gwas1
#> 75  -1.545294462 gwas1
#> 76   0.447633421 gwas1
#> 77  -0.756971150 gwas1
#> 78  -2.230811748 gwas1
#> 79  -0.725056455 gwas1
#> 80  -0.024204349 gwas1
#> 81   0.471999922 gwas1
#> 82  -2.737633939 gwas1
#> 83  -0.365189998 gwas1
#> 84  -0.779549150 gwas1
#> 85   2.288184108 gwas1
#> 86   2.562341769 gwas1
#> 87   1.342007543 gwas1
#> 88   0.466882112 gwas1
#> 89   0.003271000 gwas1
#> 90  -0.225474759 gwas1
#> 91  -1.537687049 gwas1
#> 92  -2.248287061 gwas1
#> 93   1.074911790 gwas1
#> 94   3.107043981 gwas1
#> 95   0.280600944 gwas1
#> 96  -0.759671951 gwas1
#> 97   1.085673279 gwas1
#> 98   0.521613583 gwas1
#> 99   0.684947689 gwas1
#> 100 -1.260535702 gwas1
#> 101  0.143854906 gwas1
#> 102 -0.481471483 gwas1
#> 103 -1.932355374 gwas1
#> 104 -2.023208819 gwas1
#> 105 -2.164319369 gwas1
#> 106 -0.995977717 gwas1
#> 107  1.366754672 gwas1
#> 108 -0.864920932 gwas1
#> 109 -0.202001942 gwas1
#> 110 -0.674890563 gwas1
#> 111 -0.416038223 gwas1
#> 112 -0.624174109 gwas1
#> 113 -0.027015339 gwas1
#> 114 -0.535601768 gwas1
#> 115 -0.135411084 gwas1
#> 116 -0.379613534 gwas1
#> 117 -0.369349174 gwas1
#> 118 -0.356709741 gwas1
#> 119  1.839641160 gwas1
#> 120 -0.472479028 gwas1
#> 121  1.459281515 gwas1
#> 122  6.789288191 gwas1
#> 123  0.043790821 gwas1
#> 124  0.969675074 gwas1
#> 125 -1.884907755 gwas1
#> 126 -1.212161942 gwas1
#> 127  4.020978730 gwas1
#> 128 -2.260093565 gwas1
#> 129  1.199758325 gwas1
#> 130 -0.708022102 gwas1
#> 131  2.571985029 gwas1
#> 132  1.022171031 gwas1
#> 133  0.839967121 gwas1
#> 134 -0.173360563 gwas1
#> 135 -1.873758505 gwas1
#> 136 -2.676356303 gwas1
#> 137  3.292765803 gwas1
#> 138 -0.667248777 gwas1
#> 139  0.132170273 gwas1
#> 140 -2.805484334 gwas1
#> 141 -0.771035998 gwas1
#> 142  1.736401755 gwas1
#> 143  0.015668485 gwas1
#> 144  0.366082733 gwas1
#> 145  0.287701865 gwas1
#> 146 -0.761724577 gwas1
#> 147 -1.554413489 gwas1
#> 148 -0.294052435 gwas1
#> 149  0.431650231 gwas1
#> 150 -1.477727803 gwas1
#> 151  2.062125671 gwas1
#> 152 -1.099305382 gwas1
#> 153  0.495291129 gwas1
#> 154  1.242328888 gwas1
#> 155  1.255709137 gwas1
#> 156  0.121123862 gwas1
#> 157 -0.068983875 gwas1
#> 158 -0.427370355 gwas1
#> 159 -0.516884295 gwas1
#> 160 -2.664396295 gwas1
#> 161 -0.324681850 gwas1
#> 162  1.145269644 gwas1
#> 163  1.382946720 gwas1
#> 164  3.268483767 gwas1
#> 165  2.826239506 gwas1
#> 166 -1.805260705 gwas1
#> 167  1.467859008 gwas1
#> 168 -0.794067434 gwas1
#> 169 -1.124449470 gwas1
#> 170  3.398057020 gwas1
#> 171 -1.274528490 gwas1
#> 172  0.325268398 gwas1
#> 173  0.843093142 gwas1
#> 174 -1.469343859 gwas1
#> 175  0.419229791 gwas1
#> 
#> $z_gene
#> NULL
#> 
#> $weights
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$wgt
#>                                                                wgt
#> chr22:10685239:C:T                                      0.21977562
#> chr22:10761227:G:A                                      0.04982515
#> chr22:11285239:C:T                                     -0.21149253
#> chr22:11601805:G:A                                      0.12291149
#> chr22:11791698:G:T                                     -0.04959154
#> chr22:11797697:C:T                                     -0.12839536
#> chr22:12194389:G:A                                     -0.34592750
#> chr22:12207043:C:T                                      0.06026724
#> chr22:12350816:G:A                                     -0.23130292
#> chr22:12352464:C:A                                      0.08731237
#> chr22:12370627:C:T                                      0.13038245
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                 -0.12153569
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                     -0.10692796
#> chr22:12571385:AGAAAGAAG:*                             -0.04899851
#> chr22:12571386:GAAAGAAGGA:*                            -0.04899851
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:* -0.04899851
#> chr22:12576050:T:A                                      0.13001826
#> chr22:12640661:G:T                                      0.18449970
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$R_wgt
#>                                                        chr22:10685239:C:T
#> chr22:10685239:C:T                                            1.000000000
#> chr22:10761227:G:A                                            0.523870971
#> chr22:11285239:C:T                                            0.129208067
#> chr22:11601805:G:A                                            0.089803623
#> chr22:11791698:G:T                                           -0.126888645
#> chr22:11797697:C:T                                           -0.100049383
#> chr22:12194389:G:A                                           -0.145269377
#> chr22:12207043:C:T                                           -0.058161912
#> chr22:12350816:G:A                                           -0.134708464
#> chr22:12352464:C:A                                            0.003790412
#> chr22:12370627:C:T                                           -0.293684481
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        0.026658676
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            0.040043562
#> chr22:12571385:AGAAAGAAG:*                                    0.066304610
#> chr22:12571386:GAAAGAAGGA:*                                   0.066304610
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        0.066304610
#> chr22:12576050:T:A                                            0.151977591
#> chr22:12640661:G:T                                           -0.258330942
#>                                                        chr22:10761227:G:A
#> chr22:10685239:C:T                                            0.523870971
#> chr22:10761227:G:A                                            1.000000000
#> chr22:11285239:C:T                                            0.123137866
#> chr22:11601805:G:A                                            0.007146720
#> chr22:11791698:G:T                                           -0.004667923
#> chr22:11797697:C:T                                           -0.224936929
#> chr22:12194389:G:A                                           -0.090839302
#> chr22:12207043:C:T                                            0.028848584
#> chr22:12350816:G:A                                           -0.255319286
#> chr22:12352464:C:A                                            0.026428704
#> chr22:12370627:C:T                                           -0.036246402
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        0.050967698
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            0.081623059
#> chr22:12571385:AGAAAGAAG:*                                    0.148282577
#> chr22:12571386:GAAAGAAGGA:*                                   0.148282577
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        0.148282577
#> chr22:12576050:T:A                                            0.284423199
#> chr22:12640661:G:T                                           -0.166091729
#>                                                        chr22:11285239:C:T
#> chr22:10685239:C:T                                             0.12920807
#> chr22:10761227:G:A                                             0.12313787
#> chr22:11285239:C:T                                             1.00000000
#> chr22:11601805:G:A                                            -0.01750337
#> chr22:11791698:G:T                                            -0.05832883
#> chr22:11797697:C:T                                            -0.15347765
#> chr22:12194389:G:A                                            -0.13419119
#> chr22:12207043:C:T                                             0.22603533
#> chr22:12350816:G:A                                            -0.14426316
#> chr22:12352464:C:A                                            -0.16916073
#> chr22:12370627:C:T                                            -0.06122762
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.03011705
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.01268563
#> chr22:12571385:AGAAAGAAG:*                                    -0.09982767
#> chr22:12571386:GAAAGAAGGA:*                                   -0.09982767
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.09982767
#> chr22:12576050:T:A                                             0.18340535
#> chr22:12640661:G:T                                            -0.01574898
#>                                                        chr22:11601805:G:A
#> chr22:10685239:C:T                                             0.08980362
#> chr22:10761227:G:A                                             0.00714672
#> chr22:11285239:C:T                                            -0.01750337
#> chr22:11601805:G:A                                             1.00000000
#> chr22:11791698:G:T                                             0.10102718
#> chr22:11797697:C:T                                             0.02761227
#> chr22:12194389:G:A                                            -0.03598847
#> chr22:12207043:C:T                                             0.36222725
#> chr22:12350816:G:A                                             0.17848419
#> chr22:12352464:C:A                                            -0.09401731
#> chr22:12370627:C:T                                            -0.24732310
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.17074015
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.17402121
#> chr22:12571385:AGAAAGAAG:*                                    -0.15385959
#> chr22:12571386:GAAAGAAGGA:*                                   -0.15385959
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.15385959
#> chr22:12576050:T:A                                            -0.16271808
#> chr22:12640661:G:T                                            -0.22773619
#>                                                        chr22:11791698:G:T
#> chr22:10685239:C:T                                           -0.126888645
#> chr22:10761227:G:A                                           -0.004667923
#> chr22:11285239:C:T                                           -0.058328829
#> chr22:11601805:G:A                                            0.101027178
#> chr22:11791698:G:T                                            1.000000000
#> chr22:11797697:C:T                                           -0.114507716
#> chr22:12194389:G:A                                            0.065697688
#> chr22:12207043:C:T                                            0.205472685
#> chr22:12350816:G:A                                           -0.118469220
#> chr22:12352464:C:A                                            0.053955885
#> chr22:12370627:C:T                                            0.086540193
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        0.096458266
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            0.115568791
#> chr22:12571385:AGAAAGAAG:*                                    0.154016463
#> chr22:12571386:GAAAGAAGGA:*                                   0.154016463
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        0.154016463
#> chr22:12576050:T:A                                           -0.065586374
#> chr22:12640661:G:T                                            0.006669406
#>                                                        chr22:11797697:C:T
#> chr22:10685239:C:T                                            -0.10004938
#> chr22:10761227:G:A                                            -0.22493693
#> chr22:11285239:C:T                                            -0.15347765
#> chr22:11601805:G:A                                             0.02761227
#> chr22:11791698:G:T                                            -0.11450772
#> chr22:11797697:C:T                                             1.00000000
#> chr22:12194389:G:A                                             0.35136104
#> chr22:12207043:C:T                                            -0.10424420
#> chr22:12350816:G:A                                             0.05220233
#> chr22:12352464:C:A                                            -0.09506176
#> chr22:12370627:C:T                                             0.08340979
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.15067858
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.14337982
#> chr22:12571385:AGAAAGAAG:*                                    -0.13489865
#> chr22:12571386:GAAAGAAGGA:*                                   -0.13489865
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.13489865
#> chr22:12576050:T:A                                            -0.16529364
#> chr22:12640661:G:T                                             0.13353653
#>                                                        chr22:12194389:G:A
#> chr22:10685239:C:T                                            -0.14526938
#> chr22:10761227:G:A                                            -0.09083930
#> chr22:11285239:C:T                                            -0.13419119
#> chr22:11601805:G:A                                            -0.03598847
#> chr22:11791698:G:T                                             0.06569769
#> chr22:11797697:C:T                                             0.35136104
#> chr22:12194389:G:A                                             1.00000000
#> chr22:12207043:C:T                                            -0.11756369
#> chr22:12350816:G:A                                            -0.14758477
#> chr22:12352464:C:A                                             0.01428417
#> chr22:12370627:C:T                                             0.16977198
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.06212933
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.04351896
#> chr22:12571385:AGAAAGAAG:*                                    -0.02487634
#> chr22:12571386:GAAAGAAGGA:*                                   -0.02487634
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.02487634
#> chr22:12576050:T:A                                            -0.04813459
#> chr22:12640661:G:T                                             0.08166290
#>                                                        chr22:12207043:C:T
#> chr22:10685239:C:T                                            -0.05816191
#> chr22:10761227:G:A                                             0.02884858
#> chr22:11285239:C:T                                             0.22603533
#> chr22:11601805:G:A                                             0.36222725
#> chr22:11791698:G:T                                             0.20547269
#> chr22:11797697:C:T                                            -0.10424420
#> chr22:12194389:G:A                                            -0.11756369
#> chr22:12207043:C:T                                             1.00000000
#> chr22:12350816:G:A                                            -0.10504419
#> chr22:12352464:C:A                                            -0.01480643
#> chr22:12370627:C:T                                            -0.05292622
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.05374898
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.04941408
#> chr22:12571385:AGAAAGAAG:*                                    -0.16423645
#> chr22:12571386:GAAAGAAGGA:*                                   -0.16423645
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.16423645
#> chr22:12576050:T:A                                            -0.12734931
#> chr22:12640661:G:T                                            -0.05134283
#>                                                        chr22:12350816:G:A
#> chr22:10685239:C:T                                            -0.13470846
#> chr22:10761227:G:A                                            -0.25531929
#> chr22:11285239:C:T                                            -0.14426316
#> chr22:11601805:G:A                                             0.17848419
#> chr22:11791698:G:T                                            -0.11846922
#> chr22:11797697:C:T                                             0.05220233
#> chr22:12194389:G:A                                            -0.14758477
#> chr22:12207043:C:T                                            -0.10504419
#> chr22:12350816:G:A                                             1.00000000
#> chr22:12352464:C:A                                             0.03873224
#> chr22:12370627:C:T                                             0.02147026
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.07741414
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.05642252
#> chr22:12571385:AGAAAGAAG:*                                    -0.17257222
#> chr22:12571386:GAAAGAAGGA:*                                   -0.17257222
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.17257222
#> chr22:12576050:T:A                                            -0.04554669
#> chr22:12640661:G:T                                             0.08035299
#>                                                        chr22:12352464:C:A
#> chr22:10685239:C:T                                            0.003790412
#> chr22:10761227:G:A                                            0.026428704
#> chr22:11285239:C:T                                           -0.169160735
#> chr22:11601805:G:A                                           -0.094017309
#> chr22:11791698:G:T                                            0.053955885
#> chr22:11797697:C:T                                           -0.095061757
#> chr22:12194389:G:A                                            0.014284167
#> chr22:12207043:C:T                                           -0.014806428
#> chr22:12350816:G:A                                            0.038732238
#> chr22:12352464:C:A                                            1.000000000
#> chr22:12370627:C:T                                           -0.062975509
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        0.041834565
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            0.076849781
#> chr22:12571385:AGAAAGAAG:*                                   -0.014620856
#> chr22:12571386:GAAAGAAGGA:*                                  -0.014620856
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*       -0.014620856
#> chr22:12576050:T:A                                            0.189219719
#> chr22:12640661:G:T                                           -0.170220536
#>                                                        chr22:12370627:C:T
#> chr22:10685239:C:T                                            -0.29368448
#> chr22:10761227:G:A                                            -0.03624640
#> chr22:11285239:C:T                                            -0.06122762
#> chr22:11601805:G:A                                            -0.24732310
#> chr22:11791698:G:T                                             0.08654019
#> chr22:11797697:C:T                                             0.08340979
#> chr22:12194389:G:A                                             0.16977198
#> chr22:12207043:C:T                                            -0.05292622
#> chr22:12350816:G:A                                             0.02147026
#> chr22:12352464:C:A                                            -0.06297551
#> chr22:12370627:C:T                                             1.00000000
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.10219161
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.08043681
#> chr22:12571385:AGAAAGAAG:*                                    -0.04013377
#> chr22:12571386:GAAAGAAGGA:*                                   -0.04013377
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.04013377
#> chr22:12576050:T:A                                             0.31042358
#> chr22:12640661:G:T                                             0.86662903
#>                                                        chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*
#> chr22:10685239:C:T                                                                 0.02665868
#> chr22:10761227:G:A                                                                 0.05096770
#> chr22:11285239:C:T                                                                -0.03011705
#> chr22:11601805:G:A                                                                -0.17074015
#> chr22:11791698:G:T                                                                 0.09645827
#> chr22:11797697:C:T                                                                -0.15067858
#> chr22:12194389:G:A                                                                -0.06212933
#> chr22:12207043:C:T                                                                -0.05374898
#> chr22:12350816:G:A                                                                -0.07741414
#> chr22:12352464:C:A                                                                 0.04183457
#> chr22:12370627:C:T                                                                -0.10219161
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                                             1.00000000
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                                                 0.95201828
#> chr22:12571385:AGAAAGAAG:*                                                         0.84836834
#> chr22:12571386:GAAAGAAGGA:*                                                        0.84836834
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*                             0.84836834
#> chr22:12576050:T:A                                                                -0.04265345
#> chr22:12640661:G:T                                                                -0.11370964
#>                                                        chr22:12571377:AGAAAGAAAGAAAGAAG:*
#> chr22:10685239:C:T                                                             0.04004356
#> chr22:10761227:G:A                                                             0.08162306
#> chr22:11285239:C:T                                                            -0.01268563
#> chr22:11601805:G:A                                                            -0.17402121
#> chr22:11791698:G:T                                                             0.11556879
#> chr22:11797697:C:T                                                            -0.14337982
#> chr22:12194389:G:A                                                            -0.04351896
#> chr22:12207043:C:T                                                            -0.04941408
#> chr22:12350816:G:A                                                            -0.05642252
#> chr22:12352464:C:A                                                             0.07684978
#> chr22:12370627:C:T                                                            -0.08043681
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                                         0.95201828
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                                             1.00000000
#> chr22:12571385:AGAAAGAAG:*                                                     0.88821190
#> chr22:12571386:GAAAGAAGGA:*                                                    0.88821190
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*                         0.88821190
#> chr22:12576050:T:A                                                            -0.10140658
#> chr22:12640661:G:T                                                            -0.10339807
#>                                                        chr22:12571385:AGAAAGAAG:*
#> chr22:10685239:C:T                                                     0.06630461
#> chr22:10761227:G:A                                                     0.14828258
#> chr22:11285239:C:T                                                    -0.09982767
#> chr22:11601805:G:A                                                    -0.15385959
#> chr22:11791698:G:T                                                     0.15401646
#> chr22:11797697:C:T                                                    -0.13489865
#> chr22:12194389:G:A                                                    -0.02487634
#> chr22:12207043:C:T                                                    -0.16423645
#> chr22:12350816:G:A                                                    -0.17257222
#> chr22:12352464:C:A                                                    -0.01462086
#> chr22:12370627:C:T                                                    -0.04013377
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                                 0.84836834
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                                     0.88821190
#> chr22:12571385:AGAAAGAAG:*                                             1.00000000
#> chr22:12571386:GAAAGAAGGA:*                                            1.00000000
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*                 1.00000000
#> chr22:12576050:T:A                                                    -0.07919564
#> chr22:12640661:G:T                                                    -0.07672631
#>                                                        chr22:12571386:GAAAGAAGGA:*
#> chr22:10685239:C:T                                                      0.06630461
#> chr22:10761227:G:A                                                      0.14828258
#> chr22:11285239:C:T                                                     -0.09982767
#> chr22:11601805:G:A                                                     -0.15385959
#> chr22:11791698:G:T                                                      0.15401646
#> chr22:11797697:C:T                                                     -0.13489865
#> chr22:12194389:G:A                                                     -0.02487634
#> chr22:12207043:C:T                                                     -0.16423645
#> chr22:12350816:G:A                                                     -0.17257222
#> chr22:12352464:C:A                                                     -0.01462086
#> chr22:12370627:C:T                                                     -0.04013377
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                                  0.84836834
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                                      0.88821190
#> chr22:12571385:AGAAAGAAG:*                                              1.00000000
#> chr22:12571386:GAAAGAAGGA:*                                             1.00000000
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*                  1.00000000
#> chr22:12576050:T:A                                                     -0.07919564
#> chr22:12640661:G:T                                                     -0.07672631
#>                                                        chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*
#> chr22:10685239:C:T                                                                                 0.06630461
#> chr22:10761227:G:A                                                                                 0.14828258
#> chr22:11285239:C:T                                                                                -0.09982767
#> chr22:11601805:G:A                                                                                -0.15385959
#> chr22:11791698:G:T                                                                                 0.15401646
#> chr22:11797697:C:T                                                                                -0.13489865
#> chr22:12194389:G:A                                                                                -0.02487634
#> chr22:12207043:C:T                                                                                -0.16423645
#> chr22:12350816:G:A                                                                                -0.17257222
#> chr22:12352464:C:A                                                                                -0.01462086
#> chr22:12370627:C:T                                                                                -0.04013377
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                                                             0.84836834
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                                                                 0.88821190
#> chr22:12571385:AGAAAGAAG:*                                                                         1.00000000
#> chr22:12571386:GAAAGAAGGA:*                                                                        1.00000000
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*                                             1.00000000
#> chr22:12576050:T:A                                                                                -0.07919564
#> chr22:12640661:G:T                                                                                -0.07672631
#>                                                        chr22:12576050:T:A
#> chr22:10685239:C:T                                             0.15197759
#> chr22:10761227:G:A                                             0.28442320
#> chr22:11285239:C:T                                             0.18340535
#> chr22:11601805:G:A                                            -0.16271808
#> chr22:11791698:G:T                                            -0.06558637
#> chr22:11797697:C:T                                            -0.16529364
#> chr22:12194389:G:A                                            -0.04813459
#> chr22:12207043:C:T                                            -0.12734931
#> chr22:12350816:G:A                                            -0.04554669
#> chr22:12352464:C:A                                             0.18921972
#> chr22:12370627:C:T                                             0.31042358
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                        -0.04265345
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                            -0.10140658
#> chr22:12571385:AGAAAGAAG:*                                    -0.07919564
#> chr22:12571386:GAAAGAAGGA:*                                   -0.07919564
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*        -0.07919564
#> chr22:12576050:T:A                                             1.00000000
#> chr22:12640661:G:T                                             0.25477343
#>                                                        chr22:12640661:G:T
#> chr22:10685239:C:T                                           -0.258330942
#> chr22:10761227:G:A                                           -0.166091729
#> chr22:11285239:C:T                                           -0.015748981
#> chr22:11601805:G:A                                           -0.227736186
#> chr22:11791698:G:T                                            0.006669406
#> chr22:11797697:C:T                                            0.133536528
#> chr22:12194389:G:A                                            0.081662903
#> chr22:12207043:C:T                                           -0.051342832
#> chr22:12350816:G:A                                            0.080352990
#> chr22:12352464:C:A                                           -0.170220536
#> chr22:12370627:C:T                                            0.866629027
#> chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:*                       -0.113709642
#> chr22:12571377:AGAAAGAAAGAAAGAAG:*                           -0.103398074
#> chr22:12571385:AGAAAGAAG:*                                   -0.076726305
#> chr22:12571386:GAAAGAAGGA:*                                  -0.076726305
#> chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:*       -0.076726305
#> chr22:12576050:T:A                                            0.254773428
#> chr22:12640661:G:T                                            1.000000000
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$type
#> [1] "bulk_rnaseq"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$context
#> [1] "bulk_rnaseq"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$gene_name
#> [1] "ENSG00000130538"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$study
#> [1] "protocol_example"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$method
#> [1] "susie"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$n_wgt
#> [1] 18
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$chrom
#> [1] 22
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$p0
#> [1] 10685239
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$p1
#> [1] 18850784
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$molecular_id
#> [1] "ENSG00000130538"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$weight_name
#> [1] "bulk_rnaseq_bulk_rnaseq"
#> 
#> $weights$`chr22_1|protocol_example|bulk_rnaseq|ENSG00000130538|susie`$trait_pos
#> GRanges object with 1 range and 0 metadata columns:
#>       seqnames            ranges strand
#>          <Rle>         <IRanges>  <Rle>
#>   [1]    chr22 10685239-18850784      *
#>   -------
#>   seqinfo: 1 sequence from an unspecified genome; no seqlengths
#> 
#> 
#> 
#> $region_info
#>   region_id chrom    start     stop
#> 1   chr22_1    22 10685239 12640661
#> 2   chr22_2    22 15574750 18850784
#> 
#> $snp_map
#> $snp_map$chr22_1
#>    chrom                                                     id      pos alt
#> 1     22                                     chr22:10685239:C:T 10685239   T
#> 2     22                                     chr22:10761227:G:A 10761227   A
#> 3     22                                     chr22:11285239:C:T 11285239   T
#> 4     22                                     chr22:11601805:G:A 11601805   A
#> 5     22                                     chr22:11791698:G:T 11791698   T
#> 6     22                                     chr22:11797697:C:T 11797697   T
#> 7     22                                     chr22:12044872:A:C 12044872   C
#> 8     22                                     chr22:12194389:G:A 12194389   A
#> 9     22                                     chr22:12207043:C:T 12207043   T
#> 10    22                                     chr22:12350816:G:A 12350816   A
#> 11    22                                     chr22:12352464:C:A 12352464   A
#> 12    22                                     chr22:12370627:C:T 12370627   T
#> 13    22                                     chr22:12383838:G:A 12383838   A
#> 14    22                 chr22:12571373:AGAAAGAAAGAAAGAAAGAAG:* 12571373   *
#> 15    22                     chr22:12571377:AGAAAGAAAGAAAGAAG:* 12571377   *
#> 16    22                             chr22:12571385:AGAAAGAAG:* 12571385   *
#> 17    22                            chr22:12571386:GAAAGAAGGA:* 12571386   *
#> 18    22 chr22:12571389:AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG:* 12571389   *
#> 19    22                                     chr22:12576050:T:A 12576050   A
#> 20    22                                     chr22:12640661:G:T 12640661   T
#>                                      ref
#> 1                                      C
#> 2                                      G
#> 3                                      C
#> 4                                      G
#> 5                                      G
#> 6                                      C
#> 7                                      A
#> 8                                      G
#> 9                                      C
#> 10                                     G
#> 11                                     C
#> 12                                     C
#> 13                                     G
#> 14                 AGAAAGAAAGAAAGAAAGAAG
#> 15                     AGAAAGAAAGAAAGAAG
#> 16                             AGAAAGAAG
#> 17                            GAAAGAAGGA
#> 18 AGAAGGAAAGAAGGAAAGAAAGGAAGAAGGAAAGAAG
#> 19                                     T
#> 20                                     G
#> 
#> $snp_map$chr22_2
#>     chrom
#> 21     22
#> 22     22
#> 23     22
#> 24     22
#> 25     22
#> 26     22
#> 27     22
#> 28     22
#> 29     22
#> 30     22
#> 31     22
#> 32     22
#> 33     22
#> 34     22
#> 35     22
#> 36     22
#> 37     22
#> 38     22
#> 39     22
#> 40     22
#> 41     22
#> 42     22
#> 43     22
#> 44     22
#> 45     22
#> 46     22
#> 47     22
#> 48     22
#> 49     22
#> 50     22
#> 51     22
#> 52     22
#> 53     22
#> 54     22
#> 55     22
#> 56     22
#> 57     22
#> 58     22
#> 59     22
#> 60     22
#> 61     22
#> 62     22
#> 63     22
#> 64     22
#> 65     22
#> 66     22
#> 67     22
#> 68     22
#> 69     22
#> 70     22
#> 71     22
#> 72     22
#> 73     22
#> 74     22
#> 75     22
#> 76     22
#> 77     22
#> 78     22
#> 79     22
#> 80     22
#> 81     22
#> 82     22
#> 83     22
#> 84     22
#> 85     22
#> 86     22
#> 87     22
#> 88     22
#> 89     22
#> 90     22
#> 91     22
#> 92     22
#> 93     22
#> 94     22
#> 95     22
#> 96     22
#> 97     22
#> 98     22
#> 99     22
#> 100    22
#> 101    22
#> 102    22
#> 103    22
#> 104    22
#> 105    22
#> 106    22
#> 107    22
#> 108    22
#> 109    22
#> 110    22
#> 111    22
#> 112    22
#> 113    22
#> 114    22
#> 115    22
#> 116    22
#> 117    22
#> 118    22
#> 119    22
#> 120    22
#> 121    22
#> 122    22
#> 123    22
#> 124    22
#> 125    22
#> 126    22
#> 127    22
#> 128    22
#> 129    22
#> 130    22
#> 131    22
#> 132    22
#> 133    22
#> 134    22
#> 135    22
#> 136    22
#> 137    22
#> 138    22
#> 139    22
#> 140    22
#> 141    22
#> 142    22
#> 143    22
#> 144    22
#> 145    22
#> 146    22
#> 147    22
#> 148    22
#> 149    22
#> 150    22
#> 151    22
#> 152    22
#> 153    22
#> 154    22
#> 155    22
#> 156    22
#> 157    22
#> 158    22
#> 159    22
#> 160    22
#> 161    22
#> 162    22
#> 163    22
#> 164    22
#> 165    22
#> 166    22
#> 167    22
#> 168    22
#> 169    22
#> 170    22
#> 171    22
#> 172    22
#> 173    22
#> 174    22
#> 175    22
#>                                                                                                                                                                                                                                                                                                                                                                                   id
#> 21                                                                                                                                                                                                                                                                                                                                                                chr22:15574750:C:A
#> 22                                                                                                                                                                                                                                                                                                                                                                chr22:15635104:C:A
#> 23                                                                                                                                                                                                                                                                                                                                                                chr22:15689224:A:C
#> 24                                                                                                                                                                                                                                                                                                                                                                chr22:15773180:G:A
#> 25                                                                                                                                                                                                                                                                                                                    chr22:15837995:CTTTCTTTCTTTCTTTTTCTTT:CTTTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                                                                                                                                                                                  chr22:15838001:TTCTTTCTTTTTCTTTC:TTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                                                                                                                                                                              chr22:15838002:TCTTTCTTTTTCTTTCTTC:*
#> 28                                                                                                                                                                                                                                                                                                                                      chr22:15838003:CTTTCTTTTTCTTT:ATTTCTTTTTCTTT
#> 29                                                                                                                                                                                                                                                                                                                                    chr22:15838003:CTTTCTTTTTCTTT:CTTTTTCTTTTTCTTT
#> 30                                                                                                                                                                                                                                                                           chr22:15838010:TTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC:TCTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                                                                                                                                                                                                chr22:15839920:G:A
#> 32                                                                                                                                                                                                                                                                                                                                                                chr22:15919156:A:T
#> 33                                                                                                                                                                                                                                                                                                                                                                chr22:15927084:C:T
#> 34                                                                                                                                                                                                                                                                                                                                                                chr22:15947643:T:C
#> 35                                                                                                                                                                                                                                                                                                                                                                chr22:15984722:T:C
#> 36                                                                                                                                                                                                                                                                                                                                                                chr22:16073625:G:T
#> 37                                                                                                                                                                                                                                                                                                                                                                chr22:16102937:C:T
#> 38                                                                                                                                                                                                                                                                                                                                                               chr22:16111042:C:CA
#> 39                                                                                                                                                                                                                                                                                                                                                                chr22:16112049:C:A
#> 40                                                                                                                                                                                                                                                                                                                                                              chr22:16112091:TG:CG
#> 41                                                                                                                                                                                                                                                                                                                                                                chr22:16115854:C:T
#> 42                                                                                                                                                                                                                                                                                                                                                                chr22:16124912:C:T
#> 43                                                                                                                                                                                                                                                                                                                                                                chr22:16132992:A:G
#> 44                                                                                                                                                                                                                                                                                                                                                                chr22:16187126:A:G
#> 45                                                                                                                                                                                                                                                                                                                                                                chr22:16207293:A:G
#> 46                                                                                                                                                                                                                                                                                                                                                                chr22:16214693:C:A
#> 47                                                                                                                                                                                                                                                                                                                                                                chr22:16217062:A:G
#> 48                                                                                                                                                                                                                                                                                                                                                                chr22:16224528:T:C
#> 49                                                                                                                                                                                                                                                                                                                                                                chr22:16234309:C:T
#> 50                                                                                                                                                                                                                                                                                                                                                                chr22:16244919:T:C
#> 51                                                                                                                                                                                                                                                                                                                                chr22:16254612:GGAAGGAAGGAAGGAAA:AGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                                                                                                                                                                                                chr22:16258960:C:A
#> 53                                                                                                                                                                                                                                                                                                                                                                chr22:16262035:G:A
#> 54                                                                                                                                                                                                                                                                                                                                         chr22:16262334:GATTCCATTCGATGATTCCATTCA:G
#> 55                                                                                                                                                                                                                                                                                                               chr22:16262336:TTCCATTCGATGATTCCATTCAATTCCATTCGATGATGATTCCATTCGAG:*
#> 56                                                                                                                                                                                                                                                                                                                                            chr22:16262338:CCATTCGATGATTCCATTCAA:*
#> 57                                                                                                                                                       chr22:16386749:TCCGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCCCCGCCACCGCGGCTTTTTGTCCC:*
#> 58                                                                                                                                                                                                                                                                                      chr22:16386751:CGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCG:*
#> 59  chr22:16386752:GCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC:CCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                                                                                                                                                                                                chr22:16400343:T:C
#> 61                                                                                                                                                                                                                                                                                                                                                                chr22:16427771:T:C
#> 62                                                                                                                                                                                                                                                                                                                                                                chr22:16439458:A:G
#> 63                                                                                                                                                                                                                                                                                                                                                                chr22:16442170:G:A
#> 64                                                                                                                                                                                                                                                                                                                                                                chr22:16549730:A:G
#> 65                                                                                            chr22:16560460:ACAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAGGAAAGCCAGCCTGCCAAGCCAGCCAAGCCAGCCAGCCACTCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGCCAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCCAGCCAGCCAGCCCACACAGCCAAGC:*
#> 66                                                                                            chr22:16560533:TCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC:CCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                                                                                                                   chr22:16566547:ACAGCCAAGACAGCCAGCCAGCCACGCAAGCCAAGCCAGCCAGCCAGGCAAGCCAGGCATGCCAGCCAAGCCATCCAGCCAGCCAAGCCAGGCGGCCAGCCAAGCCAGCCAAGCCACCCGGCCAGCCAAGCCACCCAAGCCACCCGGCCAGCCAGGCATCCAAGCCAGCCAAGT:*
#> 68                                                                            chr22:16566742:CAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA:TAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                                                                                                                                                                                    chr22:16841646:CAAAAAAAAAAAAAA:AAAAAAAAAAAAAAA
#> 70                                                                                                                                                                                                                                                                                                                                                          chr22:16845585:TCA:TCACA
#> 71                                                                                                                                                                                                                                                                                                                                                          chr22:16909478:TCTCTCC:*
#> 72                                                                                                                                                                                                                                                                                                             chr22:16909479:CTCTCCCTCTCTCTCTCTCTCTCTCCCT:CCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                                                                                                                                                                        chr22:16909480:TCTCCCTCTCTCTCTCTCTCTCTCC:*
#> 74                                                                                                                                                                                                                                                                                                                                       chr22:16909481:CTCCCTCTCTCTCTCTCTCTCTCCCT:*
#> 75                                                                                                                                                                                                                                                                                                                                                                chr22:16970638:G:A
#> 76                                                                                                                                                                                                                                                                                                                                                                chr22:16973012:G:A
#> 77                                                                                                                                                                                                                                                                                                                                                                chr22:17014255:C:T
#> 78                                                                                                                                                                                                                                                                                                                                                                chr22:17051853:C:T
#> 79                                                                                                                                                                                                                                                                                                                                                 chr22:17079499:GAAAAAAA:GAAAAAAAA
#> 80                                                                                                                                                                                                                                                                                                                                                               chr22:17113082:AG:A
#> 81                                                                                                                                                                                                                                                                                                                                                                chr22:17136539:C:T
#> 82                                                                                                                                                                                                                                                                                                                                                           chr22:17154616:CTT:CTTT
#> 83                                                                                                                                                                                                                                                                                                                                                            chr22:17154616:CTTT:CT
#> 84                                                                                                                                                                                                                                                                                                                                                chr22:17157085:TACACACAC:CACACACAC
#> 85                                                                                                                                                                                                                                                                                                                                                        chr22:17157085:TACACACAC:T
#> 86                                                                                                                                                                                                                                                                                                                                        chr22:17157085:TACACACAC:TACACACACACACACAC
#> 87                                                                                                                                                                                                                                                                                                                                    chr22:17157085:TACACACAC:TACACACACACACACACACAC
#> 88                                                                                                                                                                                                                                                                                                                                chr22:17157085:TACACACAC:TACACACACACACACACACACACAC
#> 89                                                                                                                                                                                                                                                                                                                                                                chr22:17168884:C:T
#> 90                                                                                                                                                                                                                                                                                                                                                                chr22:17172477:C:T
#> 91                                                                                                                                                                                                                                                                                                                                                             chr22:17187665:TAA:TA
#> 92                                                                                                                                                                                                                                                                                                                                                           chr22:17187665:TAA:TAAA
#> 93                                                                                                                                                                                                                                                                                                                                                               chr22:17187977:G:GC
#> 94                                                                                                                                                                                                                                                                                                                                                             chr22:17209889:AT:ATT
#> 95                                                                                                                                                                                                                                                                                                                                                       chr22:17216769:AAAAC:ACAAAC
#> 96                                                                                                                                                                                                                                                                                                                                                         chr22:17216770:AAAC:ACAAC
#> 97                                                                                                                                                                                                                                                                                                                                                               chr22:17216771:A:AC
#> 98                                                                                                                                                                                                                                                                                                                                                                chr22:17216771:C:A
#> 99                                                                                                                                                                                                                                                                                                                                                            chr22:17216789:C:CACAT
#> 100                                                                                                                                                                                                                                                                                                                                                               chr22:17216799:G:T
#> 101                                                                                                                                                                                                                                                                                                                                                              chr22:17221295:GT:G
#> 102                                                                                                                                                                                                                                                                                                                                                               chr22:17302680:G:A
#> 103                                                                                                                                                                                                                                                                                                                                                               chr22:17303055:C:T
#> 104                                                                                                                                                                                                                                                                                                                                                               chr22:17326841:T:C
#> 105                                                                                                                                                                                                                                                                                                                                                     chr22:17327911:TACACAC:TACAC
#> 106                                                                                                                                                                                                                                                                                                                                                              chr22:17331260:C:CT
#> 107                                                                                                                                                                                                                                                                                                                                                               chr22:17350100:T:C
#> 108                                                                                                                                                                                                                                                                                                                                                               chr22:17375405:A:G
#> 109                                                                                                                                                                                                                                                                                                                                                         chr22:17379581:GGTGT:GGT
#> 110                                                                                                                                                                                                                                                                                                                                                     chr22:17379581:GGTGT:GGTGTGT
#> 111                                                                                                                                                                                                                                                                                                                                                   chr22:17379581:GGTGT:GGTGTGTGT
#> 112                                                                                                                                                                                                                                                                                                                                                 chr22:17379581:GGTGT:GGTGTGTGTGT
#> 113                                                                                                                                                                                                                                                                                                                                                               chr22:17427850:G:T
#> 114                                                                                                                                                                                                                                                                                                                                                               chr22:17429117:G:A
#> 115                                                                                                                                                                                                                                                                                                                                                               chr22:17449676:C:A
#> 116                                                                                                                                                                                                                                                                                                                                                               chr22:17466675:G:T
#> 117                                                                                                                                                                                                                                                                                                                        chr22:17469609:TCCAGTAAGAATCCAGTTCTC:TCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                                                                                                                                                                                                           chr22:17469610:TCA:CCA
#> 119                                                                                                                                                                                                                                                                                                                                                               chr22:17518422:C:T
#> 120                                                                                                                                                                                                                                                                                                                                                     chr22:17523010:GAAAAA:AAAAAA
#> 121                                                                                                                                                                                                                                                                                                                                                         chr22:17523010:GAAAAA:GA
#> 122                                                                                                                                                                                                                                                                                                                                                               chr22:17577230:G:A
#> 123                                                                                                                                                                                                                                                                                                                                                         chr22:17585626:ATTTATT:A
#> 124                                                                                                                                                                                                                                                                                                                                                             chr22:17585630:ATT:*
#> 125                                                                                                                                                                                                                                                                                                                                                               chr22:17658972:T:C
#> 126                                                                                                                                                                                                                                                                                                                                                               chr22:17667743:T:A
#> 127                                                                                                                                                                                                                                                                                                                                                              chr22:17683132:CA:C
#> 128                                                                                                                                                                                                                                                                                                                                                           chr22:17683132:CA:CAAA
#> 129                                                                                                                                                                                                                                                                                                                                                              chr22:17687818:CT:C
#> 130                                                                                                                                                                                                                                                                                                                                                               chr22:17706998:A:G
#> 131                                                                                                                                                                                                                                                                                                                                                         chr22:17721525:AT:ATTTTT
#> 132                                                                                                                                                                                                                                                                                                                                                          chr22:17721525:ATTTT:AT
#> 133                                                                                                                                                                                                                                                                                                                                                               chr22:17726847:G:A
#> 134                                                                                                                                                                                                                                                                                                                                                             chr22:17734310:CTT:C
#> 135                                                                                                                                                                                                                                                                                                                                                               chr22:17763207:A:G
#> 136                                                                                                                                                                                                                                                                                                                                        chr22:17765138:TCAAGACATCCTCCACAGAGGACC:T
#> 137                                                                                                                                                                                                                                                                                                                                                            chr22:17768872:CAA:CA
#> 138                                                                                                                                                                                                                                                                                                                                                          chr22:17768872:CAA:CAAA
#> 139                                                                                                                                                                                                                                                                                                                                                           chr22:17839567:CTTT:CT
#> 140                                                                                                                                                                                                                                                                                                                                                          chr22:17839567:CTTT:CTT
#> 141                                                                                                                                                                                                                                                                                                                                                              chr22:17846396:T:TA
#> 142                                                                                                                                                                                                                                                                                                                                                               chr22:17860245:C:A
#> 143                                                                                                                     chr22:17876770:AGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG:GGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                                                                                                                                                                          chr22:17876799:TTATGGAGGTTAGGGAGGTTAG:*
#> 145                                                                                                                                                                                                                                                                              chr22:17876802:TGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAG:*
#> 146                                                                                                                                                                                                                                                                                                                                     chr22:17876803:GGAGGTTAGGGAGGTTAGGGAGGTTAT:*
#> 147                                                                                                                                                                                                                                                                                                                                                           chr22:17876805:AGGTT:*
#> 148                                                                                                                                                                                                                                                                                                                                                            chr22:17876807:GTTA:*
#> 149                                                                                                                                                                                                                                                                                                                                                           chr22:17876808:TTAGG:*
#> 150                                                                                                                                                                                                                                                                                                                                                 chr22:17876810:AGGGAGGTTAGGGAG:*
#> 151                                                                                                                                                                                                                                                                                                                                                               chr22:17879807:G:A
#> 152                                                                                                                                                                                                                                                                                                                                                               chr22:17880174:G:A
#> 153                                                                                                                                                                                                                                                                                                                                                            chr22:17898107:TAA:TA
#> 154                                                                                                                                                                                                                                                                                                                                                          chr22:17898107:TAA:TAAA
#> 155                                                                                                                                                                                                                                                                                                                                                chr22:17929265:ATTTTTTTTT:ATTTTTT
#> 156                                                                                                                                                                                                                                                                                                                                               chr22:17929265:ATTTTTTTTT:ATTTTTTT
#> 157                                                                                                                                                                                                                                                                                                                                              chr22:17929265:ATTTTTTTTT:ATTTTTTTT
#> 158                                                                                                                                                                                                                                                                                                                                                               chr22:17949102:C:T
#> 159                                                                                                                                                                                                                                                                                                                                                               chr22:17955812:G:A
#> 160                                                                                                                                                                                                                                                                                                                                                       chr22:17967486:A:ACACACACC
#> 161                                                                                                                                                                                                                                                                                                                                                         chr22:17967486:A:ACACACC
#> 162                                                                                                                                                                                                                                                                                                                                         chr22:17967492:ACCCACACACACC:ACACACACACC
#> 163                                                                                                                                                                                                                                                                                                                                                               chr22:17967494:C:*
#> 164                                                                                                                                                                                                                                                                                                                                                            chr22:17977536:TA:TAA
#> 165                                                                                                                                                                                                                                                                                                                                                           chr22:17998075:G:GTGAA
#> 166                                                                                                                                                                                                                                                                                                                                                               chr22:18001877:A:C
#> 167                                                                                                                                                                                                                                                                                                                                                               chr22:18064272:A:T
#> 168                                                                                                                                                                                                                                                                                                                                                              chr22:18150441:CA:C
#> 169                                                                                                                                                                                                                                                                                                                                                               chr22:18159414:A:G
#> 170                                                                                                                                                                                                                                                                                                                                                               chr22:18160557:T:C
#> 171                                                                                                                                                                                                                                                                                                                                                             chr22:18166484:T:TGA
#> 172                                                                                                                                                                                                                                                                                                                                                               chr22:18173426:C:A
#> 173                                                                                                                                                                                                                                                                                       chr22:18730960:GTATACATAAGATATATTATATATAATATATTATATAAATGTATTATATATAACATATTATATATAATATATT:*
#> 174                                                                                                                                                                                                                                                                                                                                                               chr22:18731027:T:C
#> 175                                                                                                                                                                                                                                                                                                                                                               chr22:18850784:T:G
#>          pos
#> 21  15574750
#> 22  15635104
#> 23  15689224
#> 24  15773180
#> 25  15837995
#> 26  15838001
#> 27  15838002
#> 28  15838003
#> 29  15838003
#> 30  15838010
#> 31  15839920
#> 32  15919156
#> 33  15927084
#> 34  15947643
#> 35  15984722
#> 36  16073625
#> 37  16102937
#> 38  16111042
#> 39  16112049
#> 40  16112091
#> 41  16115854
#> 42  16124912
#> 43  16132992
#> 44  16187126
#> 45  16207293
#> 46  16214693
#> 47  16217062
#> 48  16224528
#> 49  16234309
#> 50  16244919
#> 51  16254612
#> 52  16258960
#> 53  16262035
#> 54  16262334
#> 55  16262336
#> 56  16262338
#> 57  16386749
#> 58  16386751
#> 59  16386752
#> 60  16400343
#> 61  16427771
#> 62  16439458
#> 63  16442170
#> 64  16549730
#> 65  16560460
#> 66  16560533
#> 67  16566547
#> 68  16566742
#> 69  16841646
#> 70  16845585
#> 71  16909478
#> 72  16909479
#> 73  16909480
#> 74  16909481
#> 75  16970638
#> 76  16973012
#> 77  17014255
#> 78  17051853
#> 79  17079499
#> 80  17113082
#> 81  17136539
#> 82  17154616
#> 83  17154616
#> 84  17157085
#> 85  17157085
#> 86  17157085
#> 87  17157085
#> 88  17157085
#> 89  17168884
#> 90  17172477
#> 91  17187665
#> 92  17187665
#> 93  17187977
#> 94  17209889
#> 95  17216769
#> 96  17216770
#> 97  17216771
#> 98  17216771
#> 99  17216789
#> 100 17216799
#> 101 17221295
#> 102 17302680
#> 103 17303055
#> 104 17326841
#> 105 17327911
#> 106 17331260
#> 107 17350100
#> 108 17375405
#> 109 17379581
#> 110 17379581
#> 111 17379581
#> 112 17379581
#> 113 17427850
#> 114 17429117
#> 115 17449676
#> 116 17466675
#> 117 17469609
#> 118 17469610
#> 119 17518422
#> 120 17523010
#> 121 17523010
#> 122 17577230
#> 123 17585626
#> 124 17585630
#> 125 17658972
#> 126 17667743
#> 127 17683132
#> 128 17683132
#> 129 17687818
#> 130 17706998
#> 131 17721525
#> 132 17721525
#> 133 17726847
#> 134 17734310
#> 135 17763207
#> 136 17765138
#> 137 17768872
#> 138 17768872
#> 139 17839567
#> 140 17839567
#> 141 17846396
#> 142 17860245
#> 143 17876770
#> 144 17876799
#> 145 17876802
#> 146 17876803
#> 147 17876805
#> 148 17876807
#> 149 17876808
#> 150 17876810
#> 151 17879807
#> 152 17880174
#> 153 17898107
#> 154 17898107
#> 155 17929265
#> 156 17929265
#> 157 17929265
#> 158 17949102
#> 159 17955812
#> 160 17967486
#> 161 17967486
#> 162 17967492
#> 163 17967494
#> 164 17977536
#> 165 17998075
#> 166 18001877
#> 167 18064272
#> 168 18150441
#> 169 18159414
#> 170 18160557
#> 171 18166484
#> 172 18173426
#> 173 18730960
#> 174 18731027
#> 175 18850784
#>                                                                                                                                                                                  alt
#> 21                                                                                                                                                                                 A
#> 22                                                                                                                                                                                 A
#> 23                                                                                                                                                                                 C
#> 24                                                                                                                                                                                 A
#> 25                                                                                                                                                          CTTTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                   TTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                 *
#> 28                                                                                                                                                                    ATTTCTTTTTCTTT
#> 29                                                                                                                                                                  CTTTTTCTTTTTCTTT
#> 30                                                                                                                                      TCTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                 A
#> 32                                                                                                                                                                                 T
#> 33                                                                                                                                                                                 T
#> 34                                                                                                                                                                                 C
#> 35                                                                                                                                                                                 C
#> 36                                                                                                                                                                                 T
#> 37                                                                                                                                                                                 T
#> 38                                                                                                                                                                                CA
#> 39                                                                                                                                                                                 A
#> 40                                                                                                                                                                                CG
#> 41                                                                                                                                                                                 T
#> 42                                                                                                                                                                                 T
#> 43                                                                                                                                                                                 G
#> 44                                                                                                                                                                                 G
#> 45                                                                                                                                                                                 G
#> 46                                                                                                                                                                                 A
#> 47                                                                                                                                                                                 G
#> 48                                                                                                                                                                                 C
#> 49                                                                                                                                                                                 T
#> 50                                                                                                                                                                                 C
#> 51                                                                                                                                                                 AGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                 A
#> 53                                                                                                                                                                                 A
#> 54                                                                                                                                                                                 G
#> 55                                                                                                                                                                                 *
#> 56                                                                                                                                                                                 *
#> 57                                                                                                                                                                                 *
#> 58                                                                                                                                                                                 *
#> 59  CCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                 C
#> 61                                                                                                                                                                                 C
#> 62                                                                                                                                                                                 G
#> 63                                                                                                                                                                                 A
#> 64                                                                                                                                                                                 G
#> 65                                                                                                                                                                                 *
#> 66                                               CCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                                                                                                                 *
#> 68                                       TAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                   AAAAAAAAAAAAAAA
#> 70                                                                                                                                                                             TCACA
#> 71                                                                                                                                                                                 *
#> 72                                                                                                                                                         CCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                 *
#> 74                                                                                                                                                                                 *
#> 75                                                                                                                                                                                 A
#> 76                                                                                                                                                                                 A
#> 77                                                                                                                                                                                 T
#> 78                                                                                                                                                                                 T
#> 79                                                                                                                                                                         GAAAAAAAA
#> 80                                                                                                                                                                                 A
#> 81                                                                                                                                                                                 T
#> 82                                                                                                                                                                              CTTT
#> 83                                                                                                                                                                                CT
#> 84                                                                                                                                                                         CACACACAC
#> 85                                                                                                                                                                                 T
#> 86                                                                                                                                                                 TACACACACACACACAC
#> 87                                                                                                                                                             TACACACACACACACACACAC
#> 88                                                                                                                                                         TACACACACACACACACACACACAC
#> 89                                                                                                                                                                                 T
#> 90                                                                                                                                                                                 T
#> 91                                                                                                                                                                                TA
#> 92                                                                                                                                                                              TAAA
#> 93                                                                                                                                                                                GC
#> 94                                                                                                                                                                               ATT
#> 95                                                                                                                                                                            ACAAAC
#> 96                                                                                                                                                                             ACAAC
#> 97                                                                                                                                                                                AC
#> 98                                                                                                                                                                                 A
#> 99                                                                                                                                                                             CACAT
#> 100                                                                                                                                                                                T
#> 101                                                                                                                                                                                G
#> 102                                                                                                                                                                                A
#> 103                                                                                                                                                                                T
#> 104                                                                                                                                                                                C
#> 105                                                                                                                                                                            TACAC
#> 106                                                                                                                                                                               CT
#> 107                                                                                                                                                                                C
#> 108                                                                                                                                                                                G
#> 109                                                                                                                                                                              GGT
#> 110                                                                                                                                                                          GGTGTGT
#> 111                                                                                                                                                                        GGTGTGTGT
#> 112                                                                                                                                                                      GGTGTGTGTGT
#> 113                                                                                                                                                                                T
#> 114                                                                                                                                                                                A
#> 115                                                                                                                                                                                A
#> 116                                                                                                                                                                                T
#> 117                                                                                                                                                             TCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                              CCA
#> 119                                                                                                                                                                                T
#> 120                                                                                                                                                                           AAAAAA
#> 121                                                                                                                                                                               GA
#> 122                                                                                                                                                                                A
#> 123                                                                                                                                                                                A
#> 124                                                                                                                                                                                *
#> 125                                                                                                                                                                                C
#> 126                                                                                                                                                                                A
#> 127                                                                                                                                                                                C
#> 128                                                                                                                                                                             CAAA
#> 129                                                                                                                                                                                C
#> 130                                                                                                                                                                                G
#> 131                                                                                                                                                                           ATTTTT
#> 132                                                                                                                                                                               AT
#> 133                                                                                                                                                                                A
#> 134                                                                                                                                                                                C
#> 135                                                                                                                                                                                G
#> 136                                                                                                                                                                                T
#> 137                                                                                                                                                                               CA
#> 138                                                                                                                                                                             CAAA
#> 139                                                                                                                                                                               CT
#> 140                                                                                                                                                                              CTT
#> 141                                                                                                                                                                               TA
#> 142                                                                                                                                                                                A
#> 143                                                           GGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                *
#> 145                                                                                                                                                                                *
#> 146                                                                                                                                                                                *
#> 147                                                                                                                                                                                *
#> 148                                                                                                                                                                                *
#> 149                                                                                                                                                                                *
#> 150                                                                                                                                                                                *
#> 151                                                                                                                                                                                A
#> 152                                                                                                                                                                                A
#> 153                                                                                                                                                                               TA
#> 154                                                                                                                                                                             TAAA
#> 155                                                                                                                                                                          ATTTTTT
#> 156                                                                                                                                                                         ATTTTTTT
#> 157                                                                                                                                                                        ATTTTTTTT
#> 158                                                                                                                                                                                T
#> 159                                                                                                                                                                                A
#> 160                                                                                                                                                                        ACACACACC
#> 161                                                                                                                                                                          ACACACC
#> 162                                                                                                                                                                      ACACACACACC
#> 163                                                                                                                                                                                *
#> 164                                                                                                                                                                              TAA
#> 165                                                                                                                                                                            GTGAA
#> 166                                                                                                                                                                                C
#> 167                                                                                                                                                                                T
#> 168                                                                                                                                                                                C
#> 169                                                                                                                                                                                G
#> 170                                                                                                                                                                                C
#> 171                                                                                                                                                                              TGA
#> 172                                                                                                                                                                                A
#> 173                                                                                                                                                                                *
#> 174                                                                                                                                                                                C
#> 175                                                                                                                                                                                G
#>                                                                                                                                                                                                                                                                       ref
#> 21                                                                                                                                                                                                                                                                      C
#> 22                                                                                                                                                                                                                                                                      C
#> 23                                                                                                                                                                                                                                                                      A
#> 24                                                                                                                                                                                                                                                                      G
#> 25                                                                                                                                                                                                                                                 CTTTCTTTCTTTCTTTTTCTTT
#> 26                                                                                                                                                                                                                                                      TTCTTTCTTTTTCTTTC
#> 27                                                                                                                                                                                                                                                    TCTTTCTTTTTCTTTCTTC
#> 28                                                                                                                                                                                                                                                         CTTTCTTTTTCTTT
#> 29                                                                                                                                                                                                                                                         CTTTCTTTTTCTTT
#> 30                                                                                                                                                                                                                            TTTCTTTCTTCCTTCCTTCCTTCCTTCCTTCCTCCCTTCCTTC
#> 31                                                                                                                                                                                                                                                                      G
#> 32                                                                                                                                                                                                                                                                      A
#> 33                                                                                                                                                                                                                                                                      C
#> 34                                                                                                                                                                                                                                                                      T
#> 35                                                                                                                                                                                                                                                                      T
#> 36                                                                                                                                                                                                                                                                      G
#> 37                                                                                                                                                                                                                                                                      C
#> 38                                                                                                                                                                                                                                                                      C
#> 39                                                                                                                                                                                                                                                                      C
#> 40                                                                                                                                                                                                                                                                     TG
#> 41                                                                                                                                                                                                                                                                      C
#> 42                                                                                                                                                                                                                                                                      C
#> 43                                                                                                                                                                                                                                                                      A
#> 44                                                                                                                                                                                                                                                                      A
#> 45                                                                                                                                                                                                                                                                      A
#> 46                                                                                                                                                                                                                                                                      C
#> 47                                                                                                                                                                                                                                                                      A
#> 48                                                                                                                                                                                                                                                                      T
#> 49                                                                                                                                                                                                                                                                      C
#> 50                                                                                                                                                                                                                                                                      T
#> 51                                                                                                                                                                                                                                                      GGAAGGAAGGAAGGAAA
#> 52                                                                                                                                                                                                                                                                      C
#> 53                                                                                                                                                                                                                                                                      G
#> 54                                                                                                                                                                                                                                               GATTCCATTCGATGATTCCATTCA
#> 55                                                                                                                                                                                                                     TTCCATTCGATGATTCCATTCAATTCCATTCGATGATGATTCCATTCGAG
#> 56                                                                                                                                                                                                                                                  CCATTCGATGATTCCATTCAA
#> 57                                                             TCCGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCCCCGCCACCGCGGCTTTTTGTCCC
#> 58                                                                                                                                                                                            CGCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCG
#> 59                                                                                       GCCGCCGCCGCGGCTTTTTGCCCCCCACCCCCGCCGCCGCGGCTTTTTACCCGCCGCGGCTTTTTGCCCCCCCGCCGCCGTGGTTTTTTCCCCCCATCTCACCTCCGCTTTTTGCCCGCCGCGGCTTTTTGCCCCCACCCCGCCTCGGCTTTTTGCCAGCCACGGCTTTTTGCCCC
#> 60                                                                                                                                                                                                                                                                      T
#> 61                                                                                                                                                                                                                                                                      T
#> 62                                                                                                                                                                                                                                                                      A
#> 63                                                                                                                                                                                                                                                                      G
#> 64                                                                                                                                                                                                                                                                      A
#> 65  ACAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAGGAAAGCCAGCCTGCCAAGCCAGCCAAGCCAGCCAGCCACTCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGCCAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCCAGCCAGCCAGCCCACACAGCCAAGC
#> 66                                                                                                                                    TCAAGCCAGCCAAGTCAGCGAGCCAACCAAGCCAGCCAACTCAGCCAGCCACCTAAGCCAGCCAAGCCAGCCAGCCAGCCAAGCAAGCCAGCCAGCCAAGCCAGCCAAGCCAGCCAAGCCAGGCAGCCAGC
#> 67                                                                                         ACAGCCAAGACAGCCAGCCAGCCACGCAAGCCAAGCCAGCCAGCCAGGCAAGCCAGGCATGCCAGCCAAGCCATCCAGCCAGCCAAGCCAGGCGGCCAGCCAAGCCAGCCAAGCCACCCGGCCAGCCAAGCCACCCAAGCCACCCGGCCAGCCAGGCATCCAAGCCAGCCAAGT
#> 68                                                                                                                            CAAGCCAGCCAGCTAGCCAAGCCACCCAGCCAGCCAGCCAGCCAAACCAGCCAAGCCAGCCAGCCAGCCAGCCAAGCCAGCCAAGCAAGCCAGCCAGCCAGCCAAGCCACGCAAGCCAGCCAGCCAGCCATGCCAGCCA
#> 69                                                                                                                                                                                                                                                        CAAAAAAAAAAAAAA
#> 70                                                                                                                                                                                                                                                                    TCA
#> 71                                                                                                                                                                                                                                                                TCTCTCC
#> 72                                                                                                                                                                                                                                           CTCTCCCTCTCTCTCTCTCTCTCTCCCT
#> 73                                                                                                                                                                                                                                              TCTCCCTCTCTCTCTCTCTCTCTCC
#> 74                                                                                                                                                                                                                                             CTCCCTCTCTCTCTCTCTCTCTCCCT
#> 75                                                                                                                                                                                                                                                                      G
#> 76                                                                                                                                                                                                                                                                      G
#> 77                                                                                                                                                                                                                                                                      C
#> 78                                                                                                                                                                                                                                                                      C
#> 79                                                                                                                                                                                                                                                               GAAAAAAA
#> 80                                                                                                                                                                                                                                                                     AG
#> 81                                                                                                                                                                                                                                                                      C
#> 82                                                                                                                                                                                                                                                                    CTT
#> 83                                                                                                                                                                                                                                                                   CTTT
#> 84                                                                                                                                                                                                                                                              TACACACAC
#> 85                                                                                                                                                                                                                                                              TACACACAC
#> 86                                                                                                                                                                                                                                                              TACACACAC
#> 87                                                                                                                                                                                                                                                              TACACACAC
#> 88                                                                                                                                                                                                                                                              TACACACAC
#> 89                                                                                                                                                                                                                                                                      C
#> 90                                                                                                                                                                                                                                                                      C
#> 91                                                                                                                                                                                                                                                                    TAA
#> 92                                                                                                                                                                                                                                                                    TAA
#> 93                                                                                                                                                                                                                                                                      G
#> 94                                                                                                                                                                                                                                                                     AT
#> 95                                                                                                                                                                                                                                                                  AAAAC
#> 96                                                                                                                                                                                                                                                                   AAAC
#> 97                                                                                                                                                                                                                                                                      A
#> 98                                                                                                                                                                                                                                                                      C
#> 99                                                                                                                                                                                                                                                                      C
#> 100                                                                                                                                                                                                                                                                     G
#> 101                                                                                                                                                                                                                                                                    GT
#> 102                                                                                                                                                                                                                                                                     G
#> 103                                                                                                                                                                                                                                                                     C
#> 104                                                                                                                                                                                                                                                                     T
#> 105                                                                                                                                                                                                                                                               TACACAC
#> 106                                                                                                                                                                                                                                                                     C
#> 107                                                                                                                                                                                                                                                                     T
#> 108                                                                                                                                                                                                                                                                     A
#> 109                                                                                                                                                                                                                                                                 GGTGT
#> 110                                                                                                                                                                                                                                                                 GGTGT
#> 111                                                                                                                                                                                                                                                                 GGTGT
#> 112                                                                                                                                                                                                                                                                 GGTGT
#> 113                                                                                                                                                                                                                                                                     G
#> 114                                                                                                                                                                                                                                                                     G
#> 115                                                                                                                                                                                                                                                                     C
#> 116                                                                                                                                                                                                                                                                     G
#> 117                                                                                                                                                                                                                                                 TCCAGTAAGAATCCAGTTCTC
#> 118                                                                                                                                                                                                                                                                   TCA
#> 119                                                                                                                                                                                                                                                                     C
#> 120                                                                                                                                                                                                                                                                GAAAAA
#> 121                                                                                                                                                                                                                                                                GAAAAA
#> 122                                                                                                                                                                                                                                                                     G
#> 123                                                                                                                                                                                                                                                               ATTTATT
#> 124                                                                                                                                                                                                                                                                   ATT
#> 125                                                                                                                                                                                                                                                                     T
#> 126                                                                                                                                                                                                                                                                     T
#> 127                                                                                                                                                                                                                                                                    CA
#> 128                                                                                                                                                                                                                                                                    CA
#> 129                                                                                                                                                                                                                                                                    CT
#> 130                                                                                                                                                                                                                                                                     A
#> 131                                                                                                                                                                                                                                                                    AT
#> 132                                                                                                                                                                                                                                                                 ATTTT
#> 133                                                                                                                                                                                                                                                                     G
#> 134                                                                                                                                                                                                                                                                   CTT
#> 135                                                                                                                                                                                                                                                                     A
#> 136                                                                                                                                                                                                                                              TCAAGACATCCTCCACAGAGGACC
#> 137                                                                                                                                                                                                                                                                   CAA
#> 138                                                                                                                                                                                                                                                                   CAA
#> 139                                                                                                                                                                                                                                                                  CTTT
#> 140                                                                                                                                                                                                                                                                  CTTT
#> 141                                                                                                                                                                                                                                                                     T
#> 142                                                                                                                                                                                                                                                                     C
#> 143                                                                                                                                                AGTTATGGAGGTTAGGGAGGTTAGGGAAGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAGGGAG
#> 144                                                                                                                                                                                                                                                TTATGGAGGTTAGGGAGGTTAG
#> 145                                                                                                                                                                                    TGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTATGGAGGTTAGGGAGGTTAGGGAGGTTAG
#> 146                                                                                                                                                                                                                                           GGAGGTTAGGGAGGTTAGGGAGGTTAT
#> 147                                                                                                                                                                                                                                                                 AGGTT
#> 148                                                                                                                                                                                                                                                                  GTTA
#> 149                                                                                                                                                                                                                                                                 TTAGG
#> 150                                                                                                                                                                                                                                                       AGGGAGGTTAGGGAG
#> 151                                                                                                                                                                                                                                                                     G
#> 152                                                                                                                                                                                                                                                                     G
#> 153                                                                                                                                                                                                                                                                   TAA
#> 154                                                                                                                                                                                                                                                                   TAA
#> 155                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 156                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 157                                                                                                                                                                                                                                                            ATTTTTTTTT
#> 158                                                                                                                                                                                                                                                                     C
#> 159                                                                                                                                                                                                                                                                     G
#> 160                                                                                                                                                                                                                                                                     A
#> 161                                                                                                                                                                                                                                                                     A
#> 162                                                                                                                                                                                                                                                         ACCCACACACACC
#> 163                                                                                                                                                                                                                                                                     C
#> 164                                                                                                                                                                                                                                                                    TA
#> 165                                                                                                                                                                                                                                                                     G
#> 166                                                                                                                                                                                                                                                                     A
#> 167                                                                                                                                                                                                                                                                     A
#> 168                                                                                                                                                                                                                                                                    CA
#> 169                                                                                                                                                                                                                                                                     A
#> 170                                                                                                                                                                                                                                                                     T
#> 171                                                                                                                                                                                                                                                                     T
#> 172                                                                                                                                                                                                                                                                     C
#> 173                                                                                                                                                                                             GTATACATAAGATATATTATATATAATATATTATATAAATGTATTATATATAACATATTATATATAATATATT
#> 174                                                                                                                                                                                                                                                                     T
#> 175                                                                                                                                                                                                                                                                     T
#> 
#> 
#> $LD_map
#>   region_id
#> 1   chr22_1
#> 2   chr22_2
#>                                                                                                    LD_file
#> 1 /tmp/RtmppU8QTb/temp_libpath984aa04109/pecotmr/extdata/ld_reference/chr22/protocol_example.LD.chr22.pgen
#> 2 /tmp/RtmppU8QTb/temp_libpath984aa04109/pecotmr/extdata/ld_reference/chr22/protocol_example.LD.chr22.pgen
#>                                                                                                   SNP_file
#> 1 /tmp/RtmppU8QTb/temp_libpath984aa04109/pecotmr/extdata/ld_reference/chr22/protocol_example.LD.chr22.pgen
#> 2 /tmp/RtmppU8QTb/temp_libpath984aa04109/pecotmr/extdata/ld_reference/chr22/protocol_example.LD.chr22.pgen
#> 
#> $LD_loader_fun
#> function (LD_file, ...) 
#> {
#>     panel <- ldPanelsByRegion[[LD_file]]
#>     if (is.null(panel)) {
#>         msg <- glue("ctwasPipeline LD loader: no cached panel for ", 
#>             "LD_file = '{LD_file}'")
#>         abort(msg)
#>     }
#>     panel$R
#> }
#> <bytecode: 0x56441c3e8e18>
#> <environment: 0x56441c3e8600>
#> 
#> $snpinfo_loader_fun
#> function (LD_file, ...) 
#> {
#>     panel <- ldPanelsByRegion[[LD_file]]
#>     if (is.null(panel)) {
#>         msg <- glue("ctwasPipeline snpInfo loader: no cached panel for ", 
#>             "LD_file = '{LD_file}'")
#>         abort(msg)
#>     }
#>     panel$snpInfo
#> }
#> <bytecode: 0x56441c3e76e8>
#> <environment: 0x56441c3ead00>
#> 
#> $resolvedMethod
#> [1] "susie"
#>