Population stratification in GWAS meta-analysis should be standardized to the best available reference datasets

Sarmanova, A.; Morris, T. T.; Lawson, D. J.

doi:10.1101/2020.09.03.281568

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bioRxiv · 10.1101/2020.09.03.281568

Population stratification in GWAS meta-analysis should be standardized to the best available reference datasets

Sarmanova, A.·Morris, T. T.·Lawson, D. J.

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Abstract

Population stratification has recently been demonstrated to bias genetic studies even in relatively homogeneous populations such as within the British Isles. A key component to correcting for stratification in genome-wide association studies (GWAS) is accurately identifying and controlling for the underlying structure present in the sample. Meta-analysis across cohorts is increasingly important for achieving very large sample sizes, but comes with the major disadvantage that each individual cohort corrects for different population stratification. Here we demonstrate that correcting for structure against an external reference adds significant value to meta-analysis. We treat the UK Biobank as a collection of smaller studies, each of which is geographically localised. We provide software to standardize an external dataset against a reference, provide the UK Biobank principal component loadings for this purpose, and demonstrate the value of this with an analysis of the geographically sampled ALSPAC cohort.

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Sarmanova, A., Morris, T. T., Lawson, D. J.. 2020-09-04. Population stratification in GWAS meta-analysis should be standardized to the best available reference datasets. https://doi.org/10.1101/2020.09.03.281568

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