Article ; Online: GxEsum
Genome Biology, Vol 22, Iss 1, Pp 1-
a novel approach to estimate the phenotypic variance explained by genome-wide GxE interaction based on GWAS summary statistics for biobank-scale data
2021 Volume 17
Abstract: Abstract Genetic variation in response to the environment, that is, genotype-by-environment interaction (GxE), is fundamental in the biology of complex traits and diseases. However, existing methods are computationally demanding and infeasible to handle ... ...
Abstract | Abstract Genetic variation in response to the environment, that is, genotype-by-environment interaction (GxE), is fundamental in the biology of complex traits and diseases. However, existing methods are computationally demanding and infeasible to handle biobank-scale data. Here, we introduce GxEsum, a method for estimating the phenotypic variance explained by genome-wide GxE based on GWAS summary statistics. Through comprehensive simulations and analysis of UK Biobank with 288,837 individuals, we show that GxEsum can handle a large-scale biobank dataset with controlled type I error rates and unbiased GxE estimates, and its computational efficiency can be hundreds of times higher than existing GxE methods. |
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Keywords | GxE interaction ; Whole-genome approach ; Biobank-scale data ; Reaction norm model ; LDSC ; Biology (General) ; QH301-705.5 ; Genetics ; QH426-470 |
Subject code | 310 |
Language | English |
Publishing date | 2021-06-01T00:00:00Z |
Publisher | BMC |
Document type | Article ; Online |
Database | BASE - Bielefeld Academic Search Engine (life sciences selection) |
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