Quantifying the role of transcript levels in mediating DNA methylation effects on complex traits and diseases

被引:11
|
作者
Sadler, Marie C. [1 ,2 ,3 ]
Auwerx, Chiara [1 ,2 ,3 ,4 ]
Lepik, Kaido [1 ,2 ,3 ]
Porcu, Eleonora [1 ,2 ,3 ,4 ]
Kutalik, Zoltan [1 ,2 ,3 ]
机构
[1] Univ Ctr Primary Care & Publ Hlth, Lausanne, Switzerland
[2] Swiss Inst Bioinformat, Lausanne, Switzerland
[3] Univ Lausanne, Dept Computat Biol, Lausanne, Switzerland
[4] Univ Lausanne, Ctr Integrat Genom, Lausanne, Switzerland
基金
瑞士国家科学基金会;
关键词
MENDELIAN RANDOMIZATION; GENE-EXPRESSION; PROMOTER; ATLAS; GWAS; EQTL; CHALLENGES; VARIANTS; LOCI;
D O I
10.1038/s41467-022-35196-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
High-dimensional omics datasets provide valuable resources to determine the causal role of molecular traits in mediating the path from genotype to phenotype. Making use of molecular quantitative trait loci (QTL) and genomewide association study (GWAS) summary statistics, we propose amultivariable Mendelian randomization (MVMR) framework to quantify the proportion of the impact of the DNA methylome (DNAm) on complex traits that is propagated through the assayed transcriptome. Evaluating 50 complex traits, we find that on average at least 28.3% (95% CI: [26.9%-29.8%]) of DNAm-to-trait effects are mediated through (typically multiple) transcripts in the cis-region. Several regulatorymechanisms arehypothesized, including methylation of the promoter probe cg10385390 (chr1:8'022'505) increasing the risk for inflammatory bowel disease by reducing PARK7 expression. The proposed integrative framework can be extended to other omics layers to identify causal molecular chains, providing a powerful tool to map and interpret GWAS signals.
引用
收藏
页数:14
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