A network-based approach to eQTL interpretation and SNP functional characterization
Maud FagnyiD, Joseph Nathaniel PaulsoniD, Marieke L. KuijjeriD, Abhijeet R. SonawaneiD, Chien‐Yu CheniD, Camila M. Lopes‐RamosiD, Kimberly GlassiD, John F QuackenbushiD, John PlatigiD
Abstract
Expression quantitative trait locus (eQTL) analysis associates genotype with gene expression, but most eQTL studies only include cis-acting variants and generally examine a single tissue. We used data from 13 tissues obtained by the Genotype-Tissue Expression (GTEx) project v6.0 and, in each tissue, identified both cis- and trans-eQTLs. For each tissue, we represented significant associations between single nucleotide polymorphisms (SNPs) and genes as edges in a bipartite network. These networks are organized into dense, highly modular communities often representing coherent biological processes. Global network hubs are enriched in distal gene regulatory regions such as enhancers, but are devoid of disease-associated SNPs from genome wide association studies. In contrast, local, community-specific network hubs (core SNPs) are preferentially located in regulatory regions such as promoters and enhancers and highly enriched for trait and disease associations. These results provide help explain how many weak-effect SNPs might together influence cellular function and phenotype.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- Organism
- 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
- Connectivity of variants in eQTL networks dictates reproducibility and functionality
Sheila M. Gaynor, Maud Fagny, … John F Quackenbush·bioRxiv·Jan 9, 2019
- Haplotype-based eQTL mapping finds evidence for complex gene regulatory regions poorly tagged by marginal SNPs
Robert Brown, Sriram Sankararaman, Bogdan Paşaniuc·bioRxiv·May 4, 2018
- Learning gene networks under SNP perturbation using SNP and allele-specific expression data
Jun Ho Yoon, Se Young Kim·bioRxiv·Oct 23, 2023
- Trans-eQTLs reveal the architecture of human gene regulatory networks
Robert Warmerdam, Harm-Jan Westra, … Habibul Ahsan·medRxiv·Feb 5, 2026
- Joint eQTL mapping and Inference of Gene Regulatory Network Improves Power of Detecting both cis- and trans-eQTLs
Xin Hua Zhou, Xiaodong Cai·BioinformaticsPeer-reviewed·Sep 6, 2021
- Large-scale trans-eQTLs affect hundreds of transcripts and mediate patterns of transcriptional co-regulation
Boel Brynedal, JinMyung Choi, … Chris Cotsapas·bioRxiv·May 31, 2016