Integrating common and rare genetic variation in diverse human populations.
- Authors
- International HapMap 3 Consortium; Altshuler, David M; Gibbs, Richard A; Peltonen, Leena; Altshuler, David M; Gibbs, Richard A; Peltonen, Leena; Dermitzakis, Emmanouil; Schaffner, Stephen F; Yu, Fuli; Peltonen, Leena; Dermitzakis, Emmanouil; Bonnen, Penelope E; Altshuler, David M; Gibbs, Richard A; de Bakker, Paul I W; Deloukas, Panos; Gabriel, Stacey B; Gwilliam, Rhian; Hunt, Sarah; Inouye, Michael; Jia, Xiaoming; Palotie, Aarno; Parkin, Melissa; Whittaker, Pamela; Yu, Fuli; Chang, Kyle; Hawes, Alicia; Lewis, Lora R; Ren, Yanru; Wheeler, David; Gibbs, Richard A; Muzny, Donna Marie; Barnes, Chris; Darvishi, Katayoon; Hurles, Matthew; Korn, Joshua M; Kristiansson, Kati; Lee, Charles; McCarrol, Steven A; Nemesh, James; Dermitzakis, Emmanouil; Keinan, Alon; Montgomery, Stephen B; Pollack, Samuela; Price, Alkes L; Soranzo, Nicole; Bonnen, Penelope E; Gibbs, Richard A; Gonzaga-Jauregui, Claudia; Keinan, Alon; Price, Alkes L; Yu, Fuli; Anttila, Verneri; Brodeur, Wendy; Daly, Mark J; Leslie, Stephen; McVean, Gil; Moutsianas, Loukas; Nguyen, Huy; Schaffner, Stephen F; Zhang, Qingrun; Ghori, Mohammed J R; McGinnis, Ralph; McLaren, William; Pollack, Samuela; Price, Alkes L; Schaffner, Stephen F; Takeuchi, Fumihiko; Grossman, Sharon R; Shlyakhter, Ilya; Hostetter, Elizabeth B; Sabeti, Pardis C; Adebamowo, Clement A; Foster, Morris W; Gordon, Deborah R; Licinio, Julio; Manca, Maria Cristina; Marshall, Patricia A; Matsuda, Ichiro; Ngare, Duncan; Wang, Vivian Ota; Reddy, Deepa; Rotimi, Charles N; Royal, Charmaine D; Sharp, Richard R; Zeng, Changqing; Brooks, Lisa D; McEwen, Jean E
- Year
- 2010
- Journal
- Nature
- PMID
- 20811451
- DOI
- 10.1038/nature09298
- PMCID
- PMC3173859
Despite great progress in identifying genetic variants that influence human disease, most inherited risk remains unexplained. A more complete understanding requires genome-wide studies that fully examine less common alleles in populations with a wide range of ancestry. To inform the design and interpretation of such studies, we genotyped 1.6 million common single nucleotide polymorphisms (SNPs) in 1,184 reference individuals from 11 global populations, and sequenced ten 100-kilobase regions in 692 of these individuals. This integrated data set of common and rare alleles, called 'HapMap 3', includes both SNPs and copy number polymorphisms (CNPs). We characterized population-specific differences among low-frequency variants, measured the improvement in imputation accuracy afforded by the larger reference panel, especially in imputing SNPs with a minor allele frequency of <or=5%, and demonstrated the feasibility of imputing newly discovered CNPs and SNPs. This expanded public resource of genome variants in global populations supports deeper interrogation of genomic variation and its role in human disease, and serves as a step towards a high-resolution map of the landscape of human genetic variation.
Size and frequency spectra of common and rare CNPsa, Estimated size distribution of common CNPs calculated from the physical span of the genomic probes supporting each CNP event. b, Allele frequency spectrum for biallelic CNPs calculated from integer CNP genotypes for the samples analysed in this work.
SNP discovery informativeness across populationsa, b, For each of 7 populations for which at least 60 individuals were resequenced, we considered a sample of 30 individuals, another non-overlapping sample of 30 individuals from the same population, and a sample of 30 individuals from each of the 6 other populations (results are averaged over 1,000 random samplings). Out of all SNPs that are either polymorphic (a) or polymorphic with a minor allele with at most two copies in the sample of 30 individuals (b), here we present the fraction that are also polymorphic in a different sample, starting with the other sample from the same population (black bars). The black bars serve as a baseline that accounts for the effect of sampling stochasticity and sequencing errors on SNP discovery. The different y-axis scales used reflect the lower likelihood of a low-frequency variant being seen in a different sample.
Effect of sample size on SNP ascertainmentThe number of SNPs discovered as a function of sample size by averaging over 1,000 random samplings. For each population, we randomly sampled without replacement a subset of the individuals of any possible size and considered which SNPs were polymorphic in the resequencing data for that sample. For any given sample size, many more variants are discovered in populations with genetic proximity to Africa (LWK, ASW and YRI), compared to populations of non-African ancestry.
Haplotype sharing around SNPs and CNPsa, b, Extent of haplotype homozygosity around variant alleles of various frequencies. Shown are SNPs from the ENCODE sequence, CNPs of comparable frequency, SNPs from the arrays and on randomly grouped chromosomes, and (for YRI) the maximum possible sharing for a genotyping error rate of 0.2%. a, CEU. b, YRI.
Imputation accuracy and reference panel sizea, b, Mean r2 between true and imputed genotype dosage for SNPs imputed from a HapMap-II-sized panel of 120 CEU chromosomes (HMII-CEU) or a HapMap 3 panel of 410 European-ancestry chromosomes (CEU+TSI). Scatter plots show Affymetrix 500K SNPs on chromosome 20 imputed for 1,393 subjects of the 1958 British birth cohort. a, Rare SNPs (MAF <0.5%). b, Low-frequency SNPs (MAF = 0.5β5%).
Imputation: new populations, new variantsa, b, Mean r2 between true and imputed genotype dosage as a function of copies of minor allele in the reference panel. a, The loss in imputation accuracy when the reference population differs slightly from the target population (CEU imputed into CEU compared to CEU into TSI; and YRI into YRI compared to YRI into LWK). b, Imputation accuracy for newly discovered variants (CNPs and ENCODE SNPs).
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| Analysis of Comprehensive Pharmacogenomic Profiling of VIP Variants Among the Genetically Isolated Chechen Subpopulation from Jordan. | Al-Eitan LN et al. | β | 2020 | β |
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| Assessing Genetic Overlap Between Platelet Parameters and Neurodegenerative Disorders. | Tirozzi A et al. | β | 2020 | β |
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| Association of West African ancestry and blood pressure control among African Americans taking antihypertensive medication in the Jackson Heart Study. | Van Tassell JC et al. | β | 2020 | β |
| AuthentiCT: a model of ancient DNA damage to estimate the proportion of present-day DNA contamination. | PeyrΓ©gne S et al. | β | 2020 | β |
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| Copy Number Variation of the <i>PIGY</i> Gene in Sheep and Its Association Analysis with Growth Traits. | Feng Z et al. | β | 2020 | β |
| Currently Applied Molecular Assays for Identifying <i>ESR1</i> Mutations in Patients with Advanced Breast Cancer. | Lee N et al. | β | 2020 | β |
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| Gene expression profiling identifies pathways involved in seed maturation of Jatropha curcas. | Maghuly F et al. | β | 2020 | β |
| Genetic Architecture of Parkinson's Disease in the Indian Population: Harnessing Genetic Diversity to Address Critical Gaps in Parkinson's Disease Research. | Rajan R et al. | β | 2020 | β |
| Genetic mapping of etiologic brain cell types for obesity. | Timshel PN et al. | β | 2020 | β |
| Genetic variability of T cell responses in hypersensitivity pneumonitis identified using the BXD genetic reference panel. | Wang J et al. | β | 2020 | β |
| Genome-wide association study identifies 143 loci associated with 25 hydroxyvitamin D concentration. | Revez JA et al. | β | 2020 | β |
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| Genome-wide association study of MRI markers of cerebral small vessel disease in 42,310 participants. | Persyn E et al. | β | 2020 | β |
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| Investigating Causality Between Blood Metabolites and Emotional and Behavioral Responses to Traumatic Stress: a Mendelian Randomization Study. | Carvalho CM et al. | β | 2020 | β |
| KRGDB: the large-scale variant database of 1722 Koreans based on whole genome sequencing. | Jung KS et al. | β | 2020 | β |
| Large-scale genome-wide association study in a Japanese population identifies novel susceptibility loci across different diseases. | Ishigaki K et al. | β | 2020 | β |
| LD scores are associated with differences in allele frequencies between populations but LD score regression can still distinguish confounding from polygenicity. | Alexander M et al. | β | 2020 | β |
| Leveraging genome-wide data to investigate differences between opioid use vs. opioid dependence in 41,176 individuals from the Psychiatric Genomics Consortium. | Polimanti R et al. | β | 2020 | β |
| Lighting up single-nucleotide variation in situ in single cells and tissues. | Zhang K et al. | β | 2020 | β |
| Links Between Inflammatory Bowel Disease and Chronic Obstructive Pulmonary Disease. | Raftery AL et al. | β | 2020 | β |
| Machine Learning based histology phenotyping to investigate the epidemiologic and genetic basis of adipocyte morphology and cardiometabolic traits. | Glastonbury CA et al. | β | 2020 | β |
| Multi-ethnic transcriptome-wide association study of prostate cancer. | Fiorica PN et al. | β | 2020 | β |
| Novel insights into non-HLA alloimmunity in kidney transplantation. | Reindl-Schwaighofer R et al. | β | 2020 | β |
| On the cross-population generalizability of gene expression prediction models. | Keys KL et al. | β | 2020 | β |
| Polygenic and environmental influences on the course of African Americans' alcohol use from early adolescence through young adulthood. | Rabinowitz JA et al. | β | 2020 | β |
| Polygenic Risk Scores and Physical Activity. | Kujala UM et al. | β | 2020 | β |
| Population-Specific Genetic and Expression Differentiation in Europeans. | Jiang X et al. | β | 2020 | β |
| Precise and Cost-Effective Nanopore Sequencing for Post-GWAS Fine-Mapping and Causal Variant Identification. | Magdy T et al. | β | 2020 | β |
| Progress, Challenges, and Surprises in Annotating the Human Genome. | Zerbino DR et al. | β | 2020 | β |
| Quantifying genetic effects on disease mediated by assayed gene expression levels. | Yao DW et al. | β | 2020 | β |
| Quantifying the Predictive Accuracy of a Polygenic Risk Score for Predicting Incident Cancer Cases : Application to the CARTaGENE Cohort. | DuhazΓ© J et al. | β | 2020 | β |
| Racial/ethnic differences in circulating natriuretic peptide levels: The Diabetes Prevention Program. | Gupta DK et al. | β | 2020 | β |
| Recent shifts in the genomic ancestry of Mexican Americans may alter the genetic architecture of biomedical traits. | Spear ML et al. | β | 2020 | β |
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| Sequencing and imputation in GWAS: Cost-effective strategies to increase power and genomic coverage across diverse populations. | Quick C et al. | β | 2020 | β |
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| The Evolution of Constitutional Sequence Variant Interpretation. | Mester J et al. | β | 2020 | β |
| The genetic architecture of the association between eating behaviors and obesity: combining genetic twin modeling and polygenic risk scores. | Masip G et al. | β | 2020 | β |
| The GTEx Consortium atlas of genetic regulatory effects across human tissues. | GTEx Consortium | β | 2020 | β |
| The impact of post-alignment processing procedures on whole-exome sequencing data. | Borges MG et al. | β | 2020 | β |
| Theoretical and empirical quantification of the accuracy of polygenic scores in ancestry divergent populations. | Wang Y et al. | β | 2020 | β |
| The pathogenesis of systemic lupus erythematosus: Harnessing big data to understand the molecular basis of lupus. | Catalina MD et al. | β | 2020 | β |
| The ΞΌ-opioid receptor gene A118G polymorphism is associated with insecure attachment in children with disruptive mood regulation disorder and their mothers. | Cimino S et al. | β | 2020 | β |
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| Urinary Albumin, Sodium, and Potassium and Cardiovascular Outcomes in the UK Biobank: Observational and Mendelian Randomization Analyses. | Zanetti D et al. | β | 2020 | β |
| Whole-Genome Resequencing of Twenty <i>Branchiostoma belcheri</i> Individuals Provides a Brand-New Variant Dataset for <i>Branchiostoma</i>. | Bi C et al. | β | 2020 | β |
| WITHDRAWN: Genetics of Parkinson's disease. | Lill CM | β | 2020 | β |
| Accuracy of Gene Expression Prediction From Genotype Data With PrediXcan Varies Across and Within Continental Populations. | Mikhaylova AV et al. | β | 2019 | β |
| A generalized model for combining dependent SNP-level summary statistics and its extensions to statistics of other levels. | Svishcheva GR | β | 2019 | β |
| A genetic variant associated with multiple sclerosis inversely affects the expression of CD58 and microRNA-548ac from the same gene. | Hecker M et al. | β | 2019 | β |
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| Ambient air pollution, asthma drug response, and telomere length in African American youth. | Lee EY et al. | β | 2019 | β |
| An accurate and powerful method for copy number variation detection. | Xiao F et al. | β | 2019 | β |
| Ancestry-Specific Analyses Reveal Differential Demographic Histories and Opposite Selective Pressures in Modern South Asian Populations. | Yelmen B et al. | β | 2019 | β |
| An estimator of first coalescent time reveals selection on young variants and large heterogeneity in rare allele ages among human populations. | Platt A et al. | β | 2019 | β |
| An UNC5C Allele Predicts Cognitive Decline and Hippocampal Atrophy in Clinically Normal Older Adults. | Yang HS et al. | β | 2019 | β |
| Application of partial least squares in exploring the genome selection signatures between populations. | Sun H et al. | β | 2019 | β |
| Aquaporin 11 rs2276415 variant and progression of chronic kidney disease. | Han B et al. | β | 2019 | β |
| Bivariate causal mixture model quantifies polygenic overlap between complex traits beyond genetic correlation. | Frei O et al. | β | 2019 | β |
| CAV1 polymorphisms rs1049334, rs1049337, rs7804372 might be the potential risk in tumorigenicity of urinary cancer: A systematic review and meta-analysis. | Fan S et al. | β | 2019 | β |
| Common-variant associations with fragile X syndrome. | Crowley JJ et al. | β | 2019 | β |
| Comparison of genotype imputation strategies using a combined reference panel for chicken population. | Ye S et al. | β | 2019 | β |
| Confounding of linkage disequilibrium patterns in large scale DNA based gene-gene interaction studies. | Joiret M et al. | β | 2019 | β |
| Contributions of an Internalizing Symptoms Polygenic Risk Score and Contextual Factors to Alcohol-Related Disorders in African American Young Adults. | Rabinowitz JA et al. | β | 2019 | β |
| Cross-disorder analysis of schizophrenia and 19 immune-mediated diseases identifies shared genetic risk. | Pouget JG et al. | β | 2019 | β |
| Cross-population analysis for functional characterization of type II diabetes variants. | Elmansy D et al. | β | 2019 | β |
| Detecting Population-Differentiation Copy Number Variants in Human Population Tree by Sparse Group Selection. | Zhang H et al. | β | 2019 | β |
| Differential methylation of enhancer at IGF2 is associated with abnormal dopamine synthesis in major psychosis. | Pai S et al. | β | 2019 | β |
| Efficient Mining of Variants From Trios for Ventricular Septal Defect Association Study. | Jiang P et al. | β | 2019 | β |
| Elucidating the editome: bioinformatics approaches for RNA editing detection. | Diroma MA et al. | β | 2019 | β |
| Estimation of DNA contamination and its sources in genotyped samples. | Zajac GJM et al. | β | 2019 | β |
| Evaluating the Accuracy of Imputation Methods in a Five-Way Admixed Population. | Schurz H et al. | β | 2019 | β |
| Evidence of Assortative Mating in Autism Spectrum Disorder. | Connolly S et al. | β | 2019 | β |
| Evolutionary and functional impact of common polymorphic inversions in the human genome. | Giner-Delgado C et al. | β | 2019 | β |
| Exome array analysis of rare and low frequency variants in amyotrophic lateral sclerosis. | Dekker AM et al. | β | 2019 | β |
| Exploring effective approaches for haplotype block phasing. | Al Bkhetan Z et al. | β | 2019 | β |
| Extreme inbreeding in a European ancestry sample from the contemporary UK population. | Yengo L et al. | β | 2019 | β |
| Functional disease architectures reveal unique biological role of transposable elements. | Hormozdiari F et al. | β | 2019 | β |
| Genes with High Network Connectivity Are Enriched for Disease Heritability. | Kim SS et al. | β | 2019 | β |
| Genetic and Epigenetic Fine Mapping of Complex Trait Associated Loci in the Human Liver. | ΓalΔ±Εkan M et al. | β | 2019 | β |
| Genetic association and transcriptome integration identify contributing genes and tissues at cystic fibrosis modifier loci. | Gong J et al. | β | 2019 | β |
| Genetic evidence for assortative mating on alcohol consumption in the UK Biobank. | Howe LJ et al. | β | 2019 | β |
| Genetic variability of five ADRB2 polymorphisms among Mexican Amerindian ethnicities and the Mestizo population. | Salas-MartΓnez MG et al. | β | 2019 | β |
| Genetic variants at the 16p13 locus confer risk for eosinophilic esophagitis. | Kottyan LC et al. | β | 2019 | β |
| Genetic variants of calcium and vitamin D metabolism in kidney stone disease. | Howles SA et al. | β | 2019 | β |
| Genome-wide Analysis of Common Copy Number Variation and Epithelial Ovarian Cancer Risk. | Reid BM et al. | β | 2019 | β |
| Genome-wide association analysis of 19,629 individuals identifies variants influencing regional brain volumes and refines their genetic co-architecture with cognitive and mental health traits. | Zhao B et al. | β | 2019 | β |
| Genome-wide association meta-analysis and Mendelian randomization analysis confirm the influence of ALDH2 on sleep durationin the Japanese population. | Nishiyama T et al. | β | 2019 | β |
| Genome-Wide Association Studies of Impulsive Personality Traits (BIS-11 and UPPS-P) and Drug Experimentation in up to 22,861 Adult Research Participants Identify Loci in the <i>CACNA1I</i> and <i>CADM2</i> genes. | Sanchez-Roige S et al. | β | 2019 | β |
| Genome-wide association studies of severe P. falciparum malaria susceptibility: progress, pitfalls and prospects. | Damena D et al. | β | 2019 | β |
| Genome-Wide Association Study Confirming a Strong Effect of HLA and Identifying Variants in <i>CSAD/lnc-ITGB7-1</i> on Chromosome 12q13.13 Associated With Susceptibility to Fulminant Type 1 Diabetes. | Kawabata Y et al. | β | 2019 | β |
| Genome-Wide Association Study Identifies a Genetic Prediction Model for Postoperative Survival in Patients with Hepatocellular Carcinoma. | Wei J et al. | β | 2019 | β |
| Genome-wide association study of alcohol consumption and use disorder in 274,424 individuals from multiple populations. | Kranzler HR et al. | β | 2019 | β |
| Genome-wide association study of alcohol use disorder identification test (AUDIT) scores in 20Β 328 research participants of European ancestry. | Sanchez-Roige S et al. | β | 2019 | β |
| Genomewide association study of Parkinson's disease clinical biomarkers in 12 longitudinal patients' cohorts. | Iwaki H et al. | β | 2019 | β |
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| Genomic Evidence for Local Adaptation of Hunter-Gatherers to the African Rainforest. | Lopez M et al. | β | 2019 | β |
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| Germline TP53 mutation spectrum in Sudanese premenopausal breast cancer patients: correlations with reproductive factors. | Aceto GM et al. | β | 2019 | β |
| Identification of common genetic risk variants for autism spectrum disorder. | Grove J et al. | β | 2019 | β |
| Identification of complement-related host genetic risk factors associated with influenza A(H1N1)pdm09 outcome: challenges ahead. | Chatzopoulou F et al. | β | 2019 | β |
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| Innovative strategies for annotating the "relationSNP" between variants and molecular phenotypes. | Miller JE et al. | β | 2019 | β |
| Integration of Genetic Testing and Pathology for the Diagnosis of Adults with FSGS. | Yao T et al. | β | 2019 | β |
| Inverse PCR to perform long-distance haplotyping: main applications to improve preimplantation genetic diagnosis in hemophilia. | Abelleyro MM et al. | β | 2019 | β |
| LEI: A Novel Allele Frequency-Based Feature Selection Method for Multi-ancestry Admixed Populations. | Wathen MJ et al. | β | 2019 | β |
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| L-Serine dietary supplementation is associated with clinical improvement of loss-of-function <i>GRIN2B</i>-related pediatric encephalopathy. | Soto D et al. | β | 2019 | β |
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