ArticlePLoS genetics2019
Use of >100,000 NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium whole genome sequences improves imputation quality and detection of rare variant associations in admixed African and Hispanic/Latino populations.
Article in PLoS genetics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 204 papers, 10 of them syntheses that pooled it.
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Who cites it
204 citing papers in PubMed, 10 syntheses or guidelines pooled it, 317 citations in OpenAlex.
- Meta-analysis of genome-wide associations and polygenic risk prediction for atrial fibrillation in more than 180,000 cases.Nature genetics · 2025Pooled it
- Genome-wide meta-analysis identifies ancestry-specific loci for Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Pooled it
- The power of TOPMed imputation for the discovery of Latino-enriched rare variants associated with type 2 diabetes.Diabetologia · 2023Pooled it
- Genetic loci of beta-aminoisobutyric acid are associated with aging-related mild cognitive impairment.Translational psychiatry · 2023Pooled it
- Trans-ethnic genome-wide association study of blood metabolites in the Chronic Renal Insufficiency Cohort (CRIC) study.Kidney international · 2022Pooled it
- Recessive Genome-Wide Meta-analysis Illuminates Genetic Architecture of Type 2 Diabetes.Diabetes · 2022Pooled it
- A genome-wide association meta-analysis identifies new eosinophilic esophagitis loci.The Journal of allergy and clinical immunology · 2022Pooled it
- Pooled it
- Large trans-ethnic meta-analysis identifies AKR1C4 as a novel gene associated with age at menarche.Human reproduction (Oxford, England) · 2021Pooled it
- Common genetic risk variants identified in the SPARK cohort support DDHD2 as a candidate risk gene for autism.Translational psychiatry · 2020Pooled it
- Association between ABO and Duffy blood types and circulating chemokines and cytokines.Genes and immunity · 2021Trial
- A Comprehensive Assessment of the Shared Genetic Architecture between Myopia and Open-Angle Glaucoma.Ophthalmology science · 2026Article
- Explaining the unexplained admixture mapping signals via rare variants: the HCHS/SOL.Human molecular genetics · 2026Article
- The Soifua Manuia reference panel with 2,570 Samoan haplotypes improves genotype imputation quality among Samoans.Communications biology · 2026Article
- Transcriptome-wide association studies implicate RCC1 and PHACTR4 in prostate cancer survival.European journal of human genetics : EJHG · 2026Article
- Targeting TDP-43 in sporadic amyotrophic lateral sclerosis.Journal of neurology · 2026Review
- Longitudinal characterization of mosaic chromosomal alterations identifies factors influencing clonal dynamics of leukocytes.Nature communications · 2026Article
- An efficient LASSO framework for admixture-aware polygenic scores.HGG advances · 2026Article
- Explicitly modeling genetic ancestry to improve polygenic prediction accuracy for height in a large, admixed cohort of US Latinos: Findings from HCHS/SOL.HGG advances · 2026Article
- Cross-ancestry evaluation of idiopathic pulmonary fibrosis genetic risk variants.medRxiv : the preprint server for health sciences · 2026Article
144 more citing papers are in PubMed but not listed here.
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80 authors at 20 institutions in 1 country.
Funding
Abstract
Most genome-wide association and fine-mapping studies to date have been conducted in individuals of European descent, and genetic studies of populations of Hispanic/Latino and African ancestry are limited. In addition, these populations have more complex linkage disequilibrium structure. In order to better define the genetic architecture of these understudied populations, we leveraged >100,000 phased sequences available from deep-coverage whole genome sequencing through the multi-ethnic NHLBI Trans-Omics for Precision Medicine (TOPMed) program to impute genotypes into admixed African and Hispanic/Latino samples with genome-wide genotyping array data. We demonstrated that using TOPMed sequencing data as the imputation reference panel improves genotype imputation quality in these populations, which subsequently enhanced gene-mapping power for complex traits. For rare variants with minor allele frequency (MAF) < 0.5%, we observed a 2.3- to 6.1-fold increase in the number of well-imputed variants, with 11-34% improvement in average imputation quality, compared to the state-of-the-art 1000 Genomes Project Phase 3 and Haplotype Reference Consortium reference panels. Impressively, even for extremely rare variants with minor allele count <10 (including singletons) in the imputation target samples, average information content rescued was >86%. Subsequent association analyses of TOPMed reference panel-imputed genotype data with hematological traits (hemoglobin (HGB), hematocrit (HCT), and white blood cell count (WBC)) in ~21,600 African-ancestry and ~21,700 Hispanic/Latino individuals identified associations with two rare variants in the HBB gene (rs33930165 with higher WBC [p = 8.8x10-15] in African populations, rs11549407 with lower HGB [p = 1.5x10-12] and HCT [p = 8.8x10-10] in Hispanics/Latinos). By comparison, neither variant would have been genome-wide significant if either 1000 Genomes Project Phase 3 or Haplotype Reference Consortium reference panels had been used for imputation. Our findings highlight the utility of the TOPMed imputation reference panel for identification of novel rare variant associations not previously detected in similarly sized genome-wide studies of under-represented African and Hispanic/Latino populations.
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