Using the UK Biobank as a global reference of worldwide populations: application to measuring ancestry diversity from GWAS summary statistics.
prospective_cohort · Level II
Where this comes from
- Record sourced from PubMed, PMID 35604078.
- Also identified by DOI 10.1093/bioinformatics/btac348 and PMC identifier 9237724.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
Measuring genetic diversity is an important problem because increasing genetic diversity is a key to making new genetic discoveries, while also being a major source of confounding to be aware of in genetics studies. Using the UK Biobank data, a prospective cohort study with deep genetic and phenotypic data collected on almost 500 000 individuals from across the UK, we carefully define 21 distinct ancestry groups from all four corners of the world. These ancestry groups can serve as a global reference of worldwide populations, with a handful of applications. Here, we develop a method that uses allele frequencies and principal components derived from these ancestry groups to effectively measure ancestry proportions from allele frequencies of any genetic dataset. This method is implemented in function snp_ancestry_summary of R package bigsnpr. Supplementary data are available at Bioinformatics online.
Medical subject headings
- Genome-Wide Association Study
- Biological Specimen Banks