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Using eQTL weights to improve power for genome-wide association studies: a genetic study of childhood asthma.

Abstract:
Increasing evidence suggests that single nucleotide polymorphisms (SNPs) associated with complex traits are more likely to be expression quantitative trait loci (eQTLs). Incorporating eQTL information hence has potential to increase power of genome-wide association studies (GWAS). In this paper, we propose using eQTL weights as prior information in SNP based association tests to improve test power while maintaining control of the family-wise error rate (FWER) or the false discovery rate (FDR). We apply the proposed methods to the analysis of a GWAS for childhood asthma consisting of 1296 unrelated individuals with German ancestry. The results confirm that eQTLs are enriched for previously reported asthma SNPs. We also find that some SNPs are insignificant using procedures without eQTL weighting, but become significant using eQTL-weighted Bonferroni or Benjamini-Hochberg procedures, while controlling the same FWER or FDR level. Some of these SNPs have been reported by independent studies in recent literature. The results suggest that the eQTL-weighted procedures provide a promising approach for improving power of GWAS. We also report the results of our methods applied to the large-scale European GABRIEL consortium data.

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Publisher copy:
10.3389/fgene.2013.00103

Authors


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Institution:
University of Oxford
Division:
MSD
Department:
RDM
Sub department:
RDM Cardiovascular Medicine
Role:
Author


Journal:
Frontiers in genetics More from this journal
Volume:
4
Issue:
MAY
Pages:
103
Publication date:
2013-01-01
DOI:
EISSN:
1664-8021


Language:
English
Keywords:
Pubs id:
pubs:430124
UUID:
uuid:c84878a6-8dd5-4beb-b4ce-9400a47cc9d7
Local pid:
pubs:430124
Source identifiers:
430124
Deposit date:
2013-11-17

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