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

Yue Fan, Tauras P. Vilgalys, Shiquan Sun, Qinke Peng, Jenny Tung, Xiang Zhou
doi: https://doi.org/10.1101/615039
Yue Fan
1Systems Engineering Institute, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, P. R. China
2Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
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Tauras P. Vilgalys
3Departments of Evolutionary Anthropology and Biology, Duke University, Durham, NC 27708, USA
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Shiquan Sun
2Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
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Qinke Peng
1Systems Engineering Institute, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, P. R. China
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Jenny Tung
3Departments of Evolutionary Anthropology and Biology, Duke University, Durham, NC 27708, USA
4Duke University Population Research Institute, Duke University, Durham, NC 27708, USA
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Xiang Zhou
2Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
5Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
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  • For correspondence: xzhousph@umich.edu
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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.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted September 30, 2019.
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IMAGE: High-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis
Yue Fan, Tauras P. Vilgalys, Shiquan Sun, Qinke Peng, Jenny Tung, Xiang Zhou
bioRxiv 615039; doi: https://doi.org/10.1101/615039
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IMAGE: High-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis
Yue Fan, Tauras P. Vilgalys, Shiquan Sun, Qinke Peng, Jenny Tung, Xiang Zhou
bioRxiv 615039; doi: https://doi.org/10.1101/615039

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