bioRxivGeneticsPreprint
Disease-associated variants are enriched for altering cell-type-specific gene co-expression relationships
Dan KaptijniD, Corinna LosertiD, Maryna KorshevniukiD, Roy OeleniD, Martijn VochtelooiD, Patrick DeeleniD, Robert WarmerdamiD, Anoek KooijmansiD, Daniel ConsidineiD, Yakov A. TsepiloviD, Gosia TrynkaiD, Harm-Jan WestraiD, Monique G.P. van der WijstiD, Marc Jan BonderiD, Matthias HeinigiD, Lude FrankeiD
- Citations
- 4
Abstract
Genes act within complex regulatory networks, and genetic variants can perturb these networks by altering gene co-expression. Here, we performed co-expression quantitative trait locus (co-eQTL) mapping using single-cell RNA-seq from the sc-eQTLGen consortium (1,330 donors, >2 million cells), enabling sensitive detection and prioritization of informative variant-gene-gene triplets. We identified co-eQTLs for 398 eGenes where a nearby genetic variant affected both the genes expression (cis-gene) and its co-expression with other genes, often implicating upstream regulators. For 181 genes, we inferred a likely upstream transcription factor, with motif disruption predicted for 41 genes. These upstream genes are more often loss-of-function intolerant and show more network connections, providing an explanation for why co-eQTL variants are 2.8x more strongly associated with immune diseases than classical eQTLs. These findings position co-eQTLs as mechanistic links between genetic variation and disease, revealing how variants can rewire cell-type-specific gene networks.
- organism: human
- assay: scRNA-seq
- research focus: gene regulatory network inference
- approach: statistical model
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
- Identification of genetic variants that impact gene co-expression relationships using large-scale single-cell data
Shuang� Li, Katharina Schmid, … Lude Franke·bioRxiv·Apr 20, 2022
- Cell-specific regulatory circuits connect genetic variation to disease susceptibility
Roy Oelen, Maryna Korshevniuk, … Monique G.P. van der Wijst·bioRxiv·Jun 9, 2026
- Co-expression analysis reveals interpretable gene modules controlled by trans-acting genetic variants
Liis Kolberg, Nurlan Kerimov, … Kaur Alasoo·eLifePeer-reviewed·Sep 3, 2020
- Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease.
John Kenneth Baillie, Andrew D. Bretherick, … David Arthur Hume·PLoS Computational BiologyPeer-reviewed·Mar 1, 2018
- Single-cell eQTL mapping identifies disease-specific genetic control of COVID-19 infection
Jennifer Astley, Andrew John Kwok, … Luke Jostins-Dean·medRxiv·Jun 30, 2025
- Trans-eQTLs reveal the architecture of human gene regulatory networks
Robert Warmerdam, Harm-Jan Westra, … Habibul Ahsan·medRxiv·Feb 5, 2026