Sign in
GenomicsGenome biology
Peer-reviewed journal article

IMAGE:High-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis

Yue Fan, Tauras P. VilgalysiD, Shiquan SuniD, Qinke PengiD, Jenny TungiD, Xiang ZhouiD

Abstract

Identifying genetic variants that are associated with methylation variation - an analysis commonly referred to as methylation quantitative trait locus (mQTL) mapping -- is important for understanding the epigenetic mechanisms underlying genotype-trait associations. Here, we develop a statistical method, IMAGE, for mQTL mapping in sequencing-based methylation studies. IMAGE properly accounts for the count nature of bisulfite sequencing data and incorporates allele-specific methylation patterns from heterozygous individuals to enable more powerful mQTL discovery. We compare IMAGE with existing approaches through extensive simulation. We also apply IMAGE to analyze two bisulfite sequencing studies, in which IMAGE identifies more mQTL than existing approaches.

02 /Specification & Classification

Click any tag to browse matching papers
Citations
19
FWCI
1.41
Field percentile
top 19%

Reproducibility ledger

Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.

Sign in to file a reproducibility report.