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Genetic analyses of diverse populations improves discovery for complex traits

机译:对不同种群进行遗传分析可改善对复杂性状的发现

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摘要

Genome-wide association studies (GWAS) have laid the foundation for investigations into the biology of complex traits, drug development and clinical guidelines. However, the majority of discovery efforts are based on data from populations of European ancestry(1-3). In light of the differential genetic architecture that is known to exist between populations, bias in representation can exacerbate existing disease and healthcare disparities. Critical variants may be missed if they have a low frequency or are completely absent in European populations, especially as the field shifts its attention towards rare variants, which are more likely to be population-specific(4-10). Additionally, effect sizes and their derived risk prediction scores derived in one population may not accurately extrapolate to other populations(11,12). Here we demonstrate the value of diverse, multi-ethnic participants in large-scale genomic studies. The Population Architecture using Genomics and Epidemiology (PAGE) study conducted a GWAS of 26 clinical and behavioural phenotypes in 49,839 non-European individuals. Using strategies tailored for analysis of multi-ethnic and admixed populations, we describe a framework for analysing diverse populations, identify 27 novel loci and 38 secondary signals at known loci, as well as replicate 1,444 GWAS catalogue associations across these traits. Our data show evidence of effect-size heterogeneity across ancestries for published GWAS associations, substantial benefits for fine-mapping using diverse cohorts and insights into clinical implications. In the United States-where minority populations have a disproportionately higher burden of chronic conditions(13) the lack of representation of diverse populations in genetic research will result in inequitable access to precision medicine for those with the highest burden of disease. We strongly advocate for continued, large genome-wide efforts in diverse populations to maximize genetic discovery and reduce health disparities.
机译:全基因组关联研究(GWAS)为研究复杂性状生物学,药物开发和临床指南奠定了基础。但是,大多数发现工作都是基于欧洲血统的数据(1-3)。鉴于人们之间存在着不同的遗传结构,代表制偏见会加剧现有的疾病和医疗保健差距。如果关键变体的发生频率较低或在欧洲人群中完全不存在,则可能会错过这些变体,尤其是当该领域将注意力转移到稀有变体上时,这种变体更可能是针对特定人群的(4-10)。此外,在一个人群中得出的效应大小及其衍生的风险预测分数可能无法准确地外推到其他人群(11,12)。在这里,我们证明了大规模基因组研究中不同种族的参与者的价值。使用基因组学和流行病学(PAGE)进行的人口结构研究对49,839名非欧洲人进行了26种临床和行为表型的GWAS。使用针对多族裔和混合族群的分析量身定制的策略,我们描述了一个用于分析不同族群的框架,确定了27个新基因座和38个次级信号在已知基因座,以及在这些特征之间复制了1,444个GWAS目录关联。我们的数据显示了已公布的GWAS协会跨祖先的效应大小异质性的证据,使用不同队列进行精细映射的实质性好处以及对临床意义的见解。在美国,少数民族人口的慢性病负担特别高(13),遗传研究中缺乏不同人群的代表性将导致疾病负担最大的人获得精确医学的机会不平等。我们强烈主张在不同人群中继续进行大型的全基因组研究,以最大程度地挖掘基因并减少健康差异。

著录项

  • 来源
    《Nature》 |2019年第7762期|514-518|共5页
  • 作者

    Wojcik Genevieve L.; Graff Mariaelisa; Nishimura Katherine K.; Tao Ran; Haessler Jeffrey; Gignoux Christopher R.; Highland Heather M.; Patel Yesha M.; Sorokin Elena P.; Avery Christy L.; Belbin Gillian M.; Bien Stephanie A.; Cheng Iona; Cullina Sinead; Hodonsky Chani J.; Hu Yao; Huckins Laura M.; Jeff Janina; Justice Anne E.; Kocarnik Jonathan M.; Lim Unhee; Lin Bridget M.; Lu Yingchang; Nelson Sarah C.; Park Sung-Shim L.; Poisner Hannah; Preuss Michael H.; Richard Melissa A.; Schurmann Claudia; Setiawan Veronica W.; Sockell Alexandra; Vahi Karan; Verbanck Marie; Vishnu Abhishek; Walker Ryan W.; Young Kristin L.; Zubair Niha; Acuna-Alonso Victor; Ambite Jose Luis; Barnes Kathleen C.; Boerwinkle Eric; Bottinger Erwin P.; Bustamante Carlos D.; Caberto Christian; Canizales-Quinteros Samuel; Conomos Matthew P.; Deelman Ewa; Do Ron; Doheny Kimberly; Fernandez-Rhodes Lindsay; Fornage Myriam; Hailu Benyam; Heiss Gerardo; Henn Brenna M.; Hindorff Lucia A.; Jackson Rebecca D.; Laurie Cecelia A.; Laurie Cathy C.; Li Yuqing; Lin Dan-Yu; Moreno-Estrada Andres; Nadkarni Girish; Norman Paul J.; Pooler Loreall C.; Reiner Alexander P.; Romm Jane; Sabatti Chiara; Sandoval Karla; Sheng Xin; Stahl Eli A.; Stram Daniel O.; Thornton Timothy A.; Wassel Christina L.; Wilkens Lynne R.; Winkler Cheryl A.; Yoneyama Sachi; Buyske Steven; Haiman Christopher A.; Kooperberg Charles; Le Marchand Loic; Loos Ruth J. F.; Matise Tara C.; North Kari E.; Peters Ulrike; Kenny Eimear E.; Carlson Christopher S.;

  • 作者单位

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Vanderbilt Univ, Med Ctr, Dept Biostat, Nashville, TN USA|Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Nashville, TN USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA|Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Icahn Sch Med Mt Sinai, Ctr Genom Hlth, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA;

    Icahn Sch Med Mt Sinai, Ctr Genom Hlth, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Icahn Sch Med Mt Sinai, Pamela Sklar Div Psychiat Gen, New York, NY 10029 USA;

    Icahn Sch Med Mt Sinai, Ctr Genom Hlth, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Univ Hawaii, Canc Ctr, Epidemiol Program, Honolulu, HI 96822 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Icahn Sch Med Mt Sinai, Ctr Genom Hlth, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ Texas Hlth Sci Ctr Houston, Brown Fdn Inst Mol Med, Houston, TX 77030 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA|Digital Hlth Ctr, Hasso Plattner Inst Digital Engn, Potsdam, Germany|Icahn Sch Med Mt Sinai, Hasso Plattner Inst Digital Hlth Mt Sinai, New York, NY 10029 USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA;

    Univ Southern Calif, Informat Sci Inst, Marina Del Rey, CA USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Escuela Nacl Antropol & Hist, Mexico City, DF, Mexico;

    Univ Southern Calif, Informat Sci Inst, Marina Del Rey, CA USA;

    Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA;

    Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Houston, TX 77030 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA|Digital Hlth Ctr, Hasso Plattner Inst Digital Engn, Potsdam, Germany|Icahn Sch Med Mt Sinai, Hasso Plattner Inst Digital Hlth Mt Sinai, New York, NY 10029 USA;

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA;

    Univ Hawaii, Canc Ctr, Epidemiol Program, Honolulu, HI 96822 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Univ Southern Calif, Informat Sci Inst, Marina Del Rey, CA USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Pamela Sklar Div Psychiat Gen, New York, NY 10029 USA;

    Johns Hopkins Univ, Ctr Inherited Dis Res, Baltimore, MD USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA|Penn State Univ, Dept Biobehav Hlth, University Pk, PA 16802 USA;

    Univ Texas Hlth Sci Ctr Houston, Brown Fdn Inst Mol Med, Houston, TX 77030 USA;

    Natl Inst Minor Hlth & Hlth Dispar, NIH, Bethesda, MD USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Univ Calif Davis, Dept Anthropol, Davis, CA 95616 USA;

    NHGRI, NIH, Bethesda, MD 20892 USA;

    Ohio State Med Ctr, Ctr Clin & Translat Sci, Columbus, OH USA;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA|Canc Prevent Inst Calif, Fremont, CA USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Natl Lab Genom Biodivers UGA LANGEBIO, Irapuato, Mexico;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA;

    Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Johns Hopkins Univ, Ctr Inherited Dis Res, Baltimore, MD USA;

    Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA;

    Natl Lab Genom Biodivers UGA LANGEBIO, Irapuato, Mexico;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Icahn Sch Med Mt Sinai, Pamela Sklar Div Psychiat Gen, New York, NY 10029 USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USA;

    Univ Washington, Dept Biostat, Seattle, WA 98195 USA;

    Univ Vermont, Coll Med, Burlington, VT USA;

    Univ Hawaii, Canc Ctr, Epidemiol Program, Honolulu, HI 96822 USA;

    Frederick Natl Lab, Basic Sci Program, Frederick, MD USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Rutgers State Univ, Dept Stat, New Brunswick, NJ USA;

    Univ Southern Calif, Keck Sch Med, Ctr Genet Epidemiol, Los Angeles, CA 90033 USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Univ Hawaii, Canc Ctr, Epidemiol Program, Honolulu, HI 96822 USA;

    Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Pamela Sklar Div Psychiat Gen, New York, NY 10029 USA;

    Rutgers State Univ, Dept Genet, New Brunswick, NJ USA;

    Univ N Carolina, Dept Epidemiol, Chapel Hill, NC USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

    Icahn Sch Med Mt Sinai, Ctr Genom Hlth, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Pamela Sklar Div Psychiat Gen, New York, NY 10029 USA|Icahn Sch Med Mt Sinai, Dept Med, New York, NY 10029 USA;

    Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA;

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