Methylation QTL (mQTL) Resources#
Methylation quantitative trait loci (mQTL) identify genetic variants that influence DNA methylation levels at CpG sites. DNA methylation is a stable epigenetic mark that regulates gene expression and is implicated in aging and neurodegeneration. This resource provides mQTL summary statistics, fine-mapping results, and colocalization analyses across brain tissues from multiple AD cohorts.
Overview#
mQTL mapping was performed on EPIC or 450K array methylation data from brain tissue, using the FunGen-xQTL pipeline. Beta-values were M-value transformed, batch corrected, and adjusted for cell-type proportions and principal components before tensorQTL-based association testing. Fine-mapping was performed using SuSiE-RSS (or fSuSiE for multi-context). Pairwise colocalization with AD GWAS fine-mapping uses a novel epigenetic fine-mapping approach developed for this resource.
Available Datasets#
Brain Tissue#
| Dataset | Cohort / Brain Region | Synapse |
|---|---|---|
| ROSMAP DLPFC | ROSMAP dorsolateral prefrontal cortex | syn69670592 |
| MSBB | Mount Sinai Brain Bank, 4 brain regions | — |
| Knight ADRC | Knight ADRC brain (WashU) | — |
Analyses Performed#
Single-Context Fine-Mapping#
Fine-mapping using SuSiE-RSS per CpG site, providing:
- Posterior inclusion probabilities (PIPs)
- 95% credible sets
- Effect sizes on methylation M-values
Multi-Context Fine-Mapping#
For ROSMAP and MSBB multi-region mQTL, fSuSiE integrates methylation signals across brain regions. Multi-context fine-mapping results are at syn69670592.
AD GWAS Colocalization#
Bulk mQTL–AD GWAS pairwise colocalization uses a novel fine-mapping approach for epigenetic data to identify methylation-level mechanisms of AD risk variants. Results available at syn69865816 and syn69670630.
Multi-Context Colocalization#
ColocBoost multi-context colocalization across mQTL datasets and cohorts is available at syn69670597.
Data Access#
| Resource | Synapse ID |
|---|---|
| Fine-mapping models (mQTL) | syn69670592 |
| Colocalization models | syn69670597 |
| AD–mQTL colocalization results | syn69865816 |
| AD–mQTL colocalization models | syn69670630 |