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

Publication ,  Journal Article
Fan, Y; Vilgalys, TP; Sun, S; Peng, Q; Tung, J; Zhou, X
Published in: Genome biology
October 2019

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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Published In

Genome biology

DOI

EISSN

1474-760X

ISSN

1474-7596

Publication Date

October 2019

Volume

20

Issue

1

Start / End Page

220

Related Subject Headings

  • Wolves
  • Quantitative Trait Loci
  • Papio
  • Genomics
  • DNA Methylation
  • Chromosome Mapping
  • Bioinformatics
  • Animals
  • 08 Information and Computing Sciences
  • 06 Biological Sciences
 

Citation

APA
Chicago
ICMJE
MLA
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Fan, Y., Vilgalys, T. P., Sun, S., Peng, Q., Tung, J., & Zhou, X. (2019). IMAGE: high-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis. Genome Biology, 20(1), 220. https://doi.org/10.1186/s13059-019-1813-1
Fan, Yue, Tauras P. Vilgalys, Shiquan Sun, Qinke Peng, Jenny Tung, and Xiang Zhou. “IMAGE: high-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis.Genome Biology 20, no. 1 (October 2019): 220. https://doi.org/10.1186/s13059-019-1813-1.
Fan, Yue, et al. “IMAGE: high-powered detection of genetic effects on DNA methylation using integrated methylation QTL mapping and allele-specific analysis.Genome Biology, vol. 20, no. 1, Oct. 2019, p. 220. Epmc, doi:10.1186/s13059-019-1813-1.

Published In

Genome biology

DOI

EISSN

1474-760X

ISSN

1474-7596

Publication Date

October 2019

Volume

20

Issue

1

Start / End Page

220

Related Subject Headings

  • Wolves
  • Quantitative Trait Loci
  • Papio
  • Genomics
  • DNA Methylation
  • Chromosome Mapping
  • Bioinformatics
  • Animals
  • 08 Information and Computing Sciences
  • 06 Biological Sciences