Using three-dimensional genome structure to refine eQTL detection
Project Number1R03OD032623-01
Former Number1R03DE031326-01
Contact PI/Project LeaderXU, JINRUI
Awardee OrganizationYALE UNIVERSITY
Description
Abstract Text
SUMMARY
The Genotype-Tissue Expression (GTEx) Program studies the impact of genetic variants
on gene expression in many human cell types and tissues. To identify the expression
quantitative trait loci (eQTLs) of each gene, the genetic variants within one million base pairs (1
Mb) of the transcription start site (TSS) of the gene are considered as the candidates, and then
the GTEx computational pipeline identifies the significant candidates as eQTLs of the gene. This
1 Mb threshold is being widely used as the gold standard in the field to reduce multiple tests.
Using this threshold assumes that genetic variants outside of this distance contribute little to
gene expression, and thus are unlikely to be eQTLs. However, we observed that, on average,
10% of cis-regulatory elements (CREs) are outside of the 1 Mb threshold, herein referred to as
distal CREs. Therefore, the eQTLs in such CREs are missed using the 1 Mb threshold. In
addition, the 1 Mb threshold implicitly assumes that the majority of genomic regions within the
distance to a TSS are CREs that regulate the gene. However, we found that on average CREs
account for only 2.1% of the ±1Mb regions around a TSS. Moreover, it is not uncommon that
CREs skip the closest genes to regulate distal genes. These observations indicate that many
candidate variants within the 1 Mb distance may be noise, and thus impede the detection of
bona fide eQTLs. In line with this, we found that using distance thresholds smaller than 1 Mb
substantially increase the numbers of eQTLs and associated genes. These results together
indicate that the current eQTLs detection can be improved by focusing only on the CREs of
genes. To this end, we will use the genome structure data from 4D Nucleome and other public
data to build CRE-gene linkages. These linkages are expected to detect more eQTLs,
especially the weak ones. The results will enhance the existing GTEx dataset and substantially
improve our understanding of gene expression regulation and human diseases.
Public Health Relevance Statement
PROJECT NARRATIVE:
This project aims to use the linkages between cis-regulatory elements (CREs) and their
target genes to improve the identification of expression quantitative trait loci (eQTLs) in the
Genotype-Tissue Expression (GTEx) program. The CRE-gene linkages will be inferred from the
data generated by 4D Nucleome project and other publications. By focusing on the genetic
variants in the CREs of each gene, we can identify distal eQTLs without increasing much
statistical-test burden and also substantially reduce non-functional variants that interfering the
detection for the bona fide eQTLs.
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