» Articles » PMID: 24013639

Systematic Identification of Trans EQTLs As Putative Drivers of Known Disease Associations

Abstract

Identifying the downstream effects of disease-associated SNPs is challenging. To help overcome this problem, we performed expression quantitative trait locus (eQTL) meta-analysis in non-transformed peripheral blood samples from 5,311 individuals with replication in 2,775 individuals. We identified and replicated trans eQTLs for 233 SNPs (reflecting 103 independent loci) that were previously associated with complex traits at genome-wide significance. Some of these SNPs affect multiple genes in trans that are known to be altered in individuals with disease: rs4917014, previously associated with systemic lupus erythematosus (SLE), altered gene expression of C1QB and five type I interferon response genes, both hallmarks of SLE. DeepSAGE RNA sequencing showed that rs4917014 strongly alters the 3' UTR levels of IKZF1 in cis, and chromatin immunoprecipitation and sequencing analysis of the trans-regulated genes implicated IKZF1 as the causal gene. Variants associated with cholesterol metabolism and type 1 diabetes showed similar phenomena, indicating that large-scale eQTL mapping provides insight into the downstream effects of many trait-associated variants.

Citing Articles

Research priorities for non-invasive therapies to improve hydrocephalus outcomes.

Hochstetler A, Hehnly C, Dawes W, Harris D, Sadegh C, Mangano F Fluids Barriers CNS. 2025; 22(1):24.

PMID: 40033423 PMC: 11877769. DOI: 10.1186/s12987-025-00632-1.


High-Throughput Whole-Exome Sequencing and Large-Scale Computational Analysis to Identify the Genetic Biomarkers to Predict the Vedolizumab Response Status in Inflammatory Bowel Disease Patients from Saudi Arabia.

Aljohani H, Anbarserry D, Mosli M, Ujaimi A, Bakhshwin D, Elango R Biomedicines. 2025; 13(2).

PMID: 40002872 PMC: 11852680. DOI: 10.3390/biomedicines13020459.


Exploring the causal relationship between constipation and ileus: Insights from bidirectional Mendelian randomization and genomic data analysis.

Xiao Z, Xiao X, Nie G, Li B, Jiang H Medicine (Baltimore). 2025; 104(7):e41509.

PMID: 39960968 PMC: 11835126. DOI: 10.1097/MD.0000000000041509.


SREBF1, a target gene of multiple sclerosis and coronary heart disease: based on mendelian randomization study.

Du L, Cui Y, Zhou Y, Kwaku O, Ding X, Zeng L Hereditas. 2025; 162(1):22.

PMID: 39953634 PMC: 11827142. DOI: 10.1186/s41065-025-00388-6.


Genetic Markers of Postmortem Brain Iron.

Cornelis M, Fazlollahi A, Bennett D, Schneider J, Ayton S J Neurochem. 2025; 169(2):e16309.

PMID: 39918201 PMC: 11804167. DOI: 10.1111/jnc.16309.


References
1.
Pickrell J, Marioni J, Pai A, Degner J, Engelhardt B, Nkadori E . Understanding mechanisms underlying human gene expression variation with RNA sequencing. Nature. 2010; 464(7289):768-72. PMC: 3089435. DOI: 10.1038/nature08872. View

2.
Abecasis G, Altshuler D, Auton A, Brooks L, Durbin R, Gibbs R . A map of human genome variation from population-scale sequencing. Nature. 2010; 467(7319):1061-73. PMC: 3042601. DOI: 10.1038/nature09534. View

3.
Wain L, Verwoert G, OReilly P, Shi G, Johnson T, Johnson A . Genome-wide association study identifies six new loci influencing pulse pressure and mean arterial pressure. Nat Genet. 2011; 43(10):1005-11. PMC: 3445021. DOI: 10.1038/ng.922. View

4.
Hindorff L, Sethupathy P, Junkins H, Ramos E, Mehta J, Collins F . Potential etiologic and functional implications of genome-wide association loci for human diseases and traits. Proc Natl Acad Sci U S A. 2009; 106(23):9362-7. PMC: 2687147. DOI: 10.1073/pnas.0903103106. View

5.
Hofman A, Van Duijn C, Franco O, Ikram M, Janssen H, Klaver C . The Rotterdam Study: 2012 objectives and design update. Eur J Epidemiol. 2011; 26(8):657-86. PMC: 3168750. DOI: 10.1007/s10654-011-9610-5. View