ArticleFrontiers in genetics2021
Imputation Performance in Latin American Populations: Improving Rare Variants Representation With the Inclusion of Native American Genomes.
Article in Frontiers in genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Multiple-testing corrections in case-control studies using identity-by-descent segments.American journal of human genetics · 2026Article
- Admixture Mapping of Lipid Traits in Hispanic Americans.Journal of the American Heart Association · 2025Article
- Methodological opportunities in genomic data analysis to advance health equity.Nature reviews. Genetics · 2025Review
- Multiple-testing corrections in case-control studies using identity-by-descent segments.bioRxiv : the preprint server for biology · 2025Article
- Multiple-testing corrections in selection scans using identity-by-descent segments.bioRxiv : the preprint server for biology · 2025Article
- Editorial: A year in review: discussions in human and medical genomics.Frontiers in genetics · 2025Article
- Comparing the effect of imputation reference panel composition in four distinct Latin American cohorts.bioRxiv : the preprint server for biology · 2024Article
- The Mexican Biobank Project promotes genetic discovery, inclusive science and local capacity building.Disease models & mechanisms · 2024Article
- Atypical Hemolytic Uremic Syndrome: A Nationwide Colombian Pediatric Series.Global pediatric health · 2024Article
- Demographic modeling of admixed Latin American populations from whole genomes.American journal of human genetics · 2023Article
- Article
- A review of ancestrality and admixture in Latin America and the caribbean focusing on native American and African descendant populations.Frontiers in genetics · 2023Review
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Authors and funding
25 authors.
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Abstract
Current Genome-Wide Association Studies (GWAS) rely on genotype imputation to increase statistical power, improve fine-mapping of association signals, and facilitate meta-analyses. Due to the complex demographic history of Latin America and the lack of balanced representation of Native American genomes in current imputation panels, the discovery of locally relevant disease variants is likely to be missed, limiting the scope and impact of biomedical research in these populations. Therefore, the necessity of better diversity representation in genomic databases is a scientific imperative. Here, we expand the 1,000 Genomes reference panel (1KGP) with 134 Native American genomes (1KGP + NAT) to assess imputation performance in Latin American individuals of mixed ancestry. Our panel increased the number of SNPs above the GWAS quality threshold, thus improving statistical power for association studies in the region. It also increased imputation accuracy, particularly in low-frequency variants segregating in Native American ancestry tracts. The improvement is subtle but consistent across countries and proportional to the number of genomes added from local source populations. To project the potential improvement with a higher number of reference genomes, we performed simulations and found that at least 3,000 Native American genomes are needed to equal the imputation performance of variants in European ancestry tracts. This reflects the concerning imbalance of diversity in current references and highlights the contribution of our work to reducing it while complementing efforts to improve global equity in genomic research.
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