Genome-wide analyses of behavioural traits biased by misreports and longitudinal changes
Genome-wide analyses of behavioural traits biased by misreports and longitudinal changes
Abstract Genome-wide association studies (GWAS) have discovered numerous genetic variants associated with human behavioural traits. However, behavioural traits are subject to misreports and longitudinal changes (MLC) which can cause biases in GWAS and follow-up analyses. Here, we demonstrate that individuals with higher disease burden in the UK Biobank (n = 455,607) are more likely to misreport or reduce their alcohol consumption (AC) levels, and propose a correction procedure to mitigate the MLC-induced biases. The AC GWAS signals removed by the MLC corrections are enriched in metabolic/cardiovascular traits. Almost all the previously reported negative estimates of genetic correlations between AC and common diseases become positive/non-significant after the MLC corrections. We also observe MLC biases for smoking and physical activities in the UK Biobank. Our findings provide a plausible explanation of the controversy about the effects of AC on health outcomes and a caution for future analyses of self-reported behavioural traits in biobank data.
Visscher Peter M.、Xue Angli、Zhu Zhihong、Wray Naomi R.、Yang Jian、Jiang Longda、Zeng Jian
Institute for Molecular Bioscience, The University of QueenslandInstitute for Molecular Bioscience, The University of QueenslandInstitute for Molecular Bioscience, The University of QueenslandInstitute for Molecular Bioscience, The University of Queensland||Queensland Brain Institute, The University of QueenslandInstitute for Molecular Bioscience, The University of Queensland||Institute for Advanced Research, Wenzhou Medical UniversityInstitute for Molecular Bioscience, The University of QueenslandInstitute for Molecular Bioscience, The University of Queensland
医学研究方法遗传学生物科学研究方法、生物科学研究技术
Visscher Peter M.,Xue Angli,Zhu Zhihong,Wray Naomi R.,Yang Jian,Jiang Longda,Zeng Jian.Genome-wide analyses of behavioural traits biased by misreports and longitudinal changes[EB/OL].(2025-03-28)[2025-06-23].https://www.medrxiv.org/content/10.1101/2020.06.15.20131284.点此复制
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