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%
- Assay
- Research Focus
- Approach
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.
Related papers
- Fast and efficient QTL mapper for thousands of molecular phenotypes
Halit Ongen, Alfonso Buil, … Olivier Delaneau·bioRxiv·Aug 7, 2015
- BaseQTL: a Bayesian method to detect eQTLs from RNA-seq data with or without genotypes
Elena Vigorito, Wei‐Yu Lin, … Chris Wallace·bioRxiv·Jul 16, 2020
- Mapping eQTL by leveraging multiple tissues and DNA methylation
Chaitanya R Acharya, Kouros Owzar, Andrew S Allen·BMC BioinformaticsPeer-reviewed·Oct 18, 2017
- Genetic impacts on DNA methylation help elucidate regulatory genomic processes
Sergio Villicaña, Juan Castillo Fernandez, … Jordana T. Bell·Genome biologyPeer-reviewed·Jul 31, 2023
- Identification of tissue-specific and common methylation quantitative trait loci in healthy individuals using MAGAR
Michael Scherer, Gilles Gasparoni, … Jörn Walter·Epigenetics & ChromatinPeer-reviewed·Sep 16, 2021
- A pooling-based approach to mapping genetic variants associated with DNA methylation
Irene Miriam Kaplow, Julia L MacIsaac, … Hunter B Fraser·bioRxiv·Apr 15, 2015