The power of genetic diversity in genome-wide association studies of lipids.
The power of genetic diversity in genome-wide association studies of lipids.
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DOI:
10.1038/s41586-021-04064-3
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发表时间:
2021-12
期刊:
影响因子:
64.8
通讯作者:
Willer CJ
中科院分区:
文献类型:
--
作者:
Graham SE;Clarke SL;Wu KH;Kanoni S;Zajac GJM;Ramdas S;Surakka I;Ntalla I;Vedantam S;Winkler TW;Locke AE;Marouli E;Hwang MY;Han S;Narita A;Choudhury A;Bentley AR;Ekoru K;Verma A;Trivedi B;Martin HC;Hunt KA;Hui Q;Klarin D;Zhu X;Thorleifsson G;Helgadottir A;Gudbjartsson DF;Holm H;Olafsson I;Akiyama M;Sakaue S;Terao C;Kanai M;Zhou W;Brumpton BM;Rasheed H;Ruotsalainen SE;Havulinna AS;Veturi Y;Feng Q;Rosenthal EA;Lingren T;Pacheco JA;Pendergrass SA;Haessler J;Giulianini F;Bradford Y;Miller JE;Campbell A;Lin K;Millwood IY;Hindy G;Rasheed A;Faul JD;Zhao W;Weir DR;Turman C;Huang H;Graff M;Mahajan A;Brown MR;Zhang W;Yu K;Schmidt EM;Pandit A;Gustafsson S;Yin X;Luan J;Zhao JH;Matsuda F;Jang HM;Yoon K;Medina-Gomez C;Pitsillides A;Hottenga JJ;Willemsen G;Wood AR;Ji Y;Gao Z;Haworth S;Mitchell RE;Chai JF;Aadahl M;Yao J;Manichaikul A;Warren HR;Ramirez J;Bork-Jensen J;Kårhus LL;Goel A;Sabater-Lleal M;Noordam R;Sidore C;Fiorillo E;McDaid AF;Marques-Vidal P;Wielscher M;Trompet S;Sattar N;Møllehave LT;Thuesen BH;Munz M;Zeng L;Huang J;Yang B;Poveda A;Kurbasic A;Lamina C;Forer L;Scholz M;Galesloot TE;Bradfield JP;Daw EW;Zmuda JM;Mitchell JS;Fuchsberger C;Christensen H;Brody JA;Feitosa MF;Wojczynski MK;Preuss M;Mangino M;Christofidou P;Verweij N;Benjamins JW;Engmann J;Kember RL;Slieker RC;Lo KS;Zilhao NR;Le P;Kleber ME;Delgado GE;Huo S;Ikeda DD;Iha H;Yang J;Liu J;Leonard HL;Marten J;Schmidt B;Arendt M;Smyth LJ;Cañadas-Garre M;Wang C;Nakatochi M;Wong A;Hutri-Kähönen N;Sim X;Xia R;Huerta-Chagoya A;Fernandez-Lopez JC;Lyssenko V;Ahmed M;Jackson AU;Yousri NA;Irvin MR;Oldmeadow C;Kim HN;Ryu S;Timmers PRHJ;Arbeeva L;Dorajoo R;Lange LA;Chai X;Prasad G;Lorés-Motta L;Pauper M;Long J;Li X;Theusch E;Takeuchi F;Spracklen CN;Loukola A;Bollepalli S;Warner SC;Wang YX;Wei WB;Nutile T;Ruggiero D;Sung YJ;Hung YJ;Chen S;Liu F;Yang J;Kentistou KA;Gorski M;Brumat M;Meidtner K;Bielak LF;Smith JA;Hebbar P;Farmaki AE;Hofer E;Lin M;Xue C;Zhang J;Concas MP;Vaccargiu S;van der Most PJ;Pitkänen N;Cade BE;Lee J;van der Laan SW;Chitrala KN;Weiss S;Zimmermann ME;Lee JY;Choi HS;Nethander M;Freitag-Wolf S;Southam L;Rayner NW;Wang CA;Lin SY;Wang JS;Couture C;Lyytikäinen LP;Nikus K;Cuellar-Partida G;Vestergaard H;Hildalgo B;Giannakopoulou O;Cai Q;Obura MO;van Setten J;Li X;Schwander K;Terzikhan N;Shin JH;Jackson RD;Reiner AP;Martin LW;Chen Z;Li L;Highland HM;Young KL;Kawaguchi T;Thiery J;Bis JC;Nadkarni GN;Launer LJ;Li H;Nalls MA;Raitakari OT;Ichihara S;Wild SH;Nelson CP;Campbell H;Jäger S;Nabika T;Al-Mulla F;Niinikoski H;Braund PS;Kolcic I;Kovacs P;Giardoglou T;Katsuya T;Bhatti KF;de Kleijn D;de Borst GJ;Kim EK;Adams HHH;Ikram MA;Zhu X;Asselbergs FW;Kraaijeveld AO;Beulens JWJ;Shu XO;Rallidis LS;Pedersen O;Hansen T;Mitchell P;Hewitt AW;Kähönen M;Pérusse L;Bouchard C;Tönjes A;Chen YI;Pennell CE;Mori TA;Lieb W;Franke A;Ohlsson C;Mellström D;Cho YS;Lee H;Yuan JM;Koh WP;Rhee SY;Woo JT;Heid IM;Stark KJ;Völzke H;Homuth G;Evans MK;Zonderman AB;Polasek O;Pasterkamp G;Hoefer IE;Redline S;Pahkala K;Oldehinkel AJ;Snieder H;Biino G;Schmidt R;Schmidt H;Chen YE;Bandinelli S;Dedoussis G;Thanaraj TA;Kardia SLR;Kato N;Schulze MB;Girotto G;Jung B;Böger CA;Joshi PK;Bennett DA;De Jager PL;Lu X;Mamakou V;Brown M;Caulfield MJ;Munroe PB;Guo X;Ciullo M;Jonas JB;Samani NJ;Kaprio J;Pajukanta P;Adair LS;Bechayda SA;de Silva HJ;Wickremasinghe AR;Krauss RM;Wu JY;Zheng W;den Hollander AI;Bharadwaj D;Correa A;Wilson JG;Lind L;Heng CK;Nelson AE;Golightly YM;Wilson JF;Penninx B;Kim HL;Attia J;Scott RJ;Rao DC;Arnett DK;Hunt SC;Walker M;Koistinen HA;Chandak GR;Yajnik CS;Mercader JM;Tusié-Luna T;Aguilar-Salinas CA;Villalpando CG;Orozco L;Fornage M;Tai ES;van Dam RM;Lehtimäki T;Chaturvedi N;Yokota M;Liu J;Reilly DF;McKnight AJ;Kee F;Jöckel KH;McCarthy MI;Palmer CNA;Vitart V;Hayward C;Simonsick E;van Duijn CM;Lu F;Qu J;Hishigaki H;Lin X;März W;Parra EJ;Cruz M;Gudnason V;Tardif JC;Lettre G;'t Hart LM;Elders PJM;Damrauer SM;Kumari M;Kivimaki M;van der Harst P;Spector TD;Loos RJF;Province MA;Psaty BM;Brandslund I;Pramstaller PP;Christensen K;Ripatti S;Widén E;Hakonarson H;Grant SFA;Kiemeney LALM;de Graaf J;Loeffler M;Kronenberg F;Gu D;Erdmann J;Schunkert H;Franks PW;Linneberg A;Jukema JW;Khera AV;Männikkö M;Jarvelin MR;Kutalik Z;Cucca F;Mook-Kanamori DO;van Dijk KW;Watkins H;Strachan DP;Grarup N;Sever P;Poulter N;Rotter JI;Dantoft TM;Karpe F;Neville MJ;Timpson NJ;Cheng CY;Wong TY;Khor CC;Sabanayagam C;Peters A;Gieger C;Hattersley AT;Pedersen NL;Magnusson PKE;Boomsma DI;de Geus EJC;Cupples LA;van Meurs JBJ;Ghanbari M;Gordon-Larsen P;Huang W;Kim YJ;Tabara Y;Wareham NJ;Langenberg C;Zeggini E;Kuusisto J;Laakso M;Ingelsson E;Abecasis G;Chambers JC;Kooner JS;de Vries PS;Morrison AC;North KE;Daviglus M;Kraft P;Martin NG;Whitfield JB;Abbas S;Saleheen D;Walters RG;Holmes MV;Black C;Smith BH;Justice AE;Baras A;Buring JE;Ridker PM;Chasman DI;Kooperberg C;Wei WQ;Jarvik GP;Namjou B;Hayes MG;Ritchie MD;Jousilahti P;Salomaa V;Hveem K;Åsvold BO;Kubo M;Kamatani Y;Okada Y;Murakami Y;Thorsteinsdottir U;Stefansson K;Ho YL;Lynch JA;Rader DJ;Tsao PS;Chang KM;Cho K;O'Donnell CJ;Gaziano JM;Wilson P;Rotimi CN;Hazelhurst S;Ramsay M;Trembath RC;van Heel DA;Tamiya G;Yamamoto M;Kim BJ;Mohlke KL;Frayling TM;Hirschhorn JN;Kathiresan S;VA Million Veteran Program;Global Lipids Genetics Consortium*;Boehnke M;Natarajan P;Peloso GM;Brown CD;Morris AP;Assimes TL;Deloukas P;Sun YV;Willer CJ
Elevated blood lipid levels are heritable risk factors of cardiovascular disease with varying prevalence worldwide due to differing dietary patterns and medication use. Despite advances in prevention and treatment, particularly through the lowering of low-density lipoprotein cholesterol levels, heart disease remains the leading cause of death worldwide. Genome-wide association studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS have been conducted in European ancestry populations and may have missed genetic variants contributing to lipid level variation in other ancestry groups due to differences in allele frequencies, effect sizes, and linkage-disequilibrium (LD) patterns. Here we conduct a multi-ancestry genome-wide genetic discovery meta-analysis of lipid levels in ~1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support expanding recruitment into new ancestries even with relatively smaller sample sizes. We find that increasing diversity rather than studying additional European ancestry individuals results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in N~295,000 from 6 ancestries), with modest gains in the number of discovered loci and ancestry-specific variants. As GWAS expands its emphasis beyond identifying genes and fundamental biology towards using genetic variants for preventive and precision medicine, we anticipate that increased participant diversity will lead to more accurate and equitable application of polygenic scores in clinical practice.
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影响因子:
30.8
作者:
Iotchkova V;Huang J;Morris JA;Jain D;Barbieri C;Walter K;Min JL;Chen L;Astle W;Cocca M;Deelen P;Elding H;Farmaki AE;Franklin CS;Franberg M;Gaunt TR;Hofman A;Jiang T;Kleber ME;Lachance G;Luan J;Malerba G;Matchan A;Mead D;Memari Y;Ntalla I;Panoutsopoulou K;Pazoki R;Perry JRB;Rivadeneira F;Sabater-Lleal M;Sennblad B;Shin SY;Southam L;Traglia M;van Dijk F;van Leeuwen EM;Zaza G;Zhang W;UK10K Consortium;Amin N;Butterworth A;Chambers JC;Dedoussis G;Dehghan A;Franco OH;Franke L;Frontini M;Gambaro G;Gasparini P;Hamsten A;Issacs A;Kooner JS;Kooperberg C;Langenberg C;Marz W;Scott RA;Swertz MA;Toniolo D;Uitterlinden AG;van Duijn CM;Watkins H;Zeggini E;Maurano MT;Timpson NJ;Reiner AP;Auer PL;Soranzo N
通讯作者:
Soranzo N
影响因子:
30.8
作者:
Das, Sayantan;Forer, Lukas;Schoenherr, Sebastian;Sidore, Carlo;Locke, Adam E.;Kwong, Alan;Vrieze, Scott I.;Chew, Emily Y.;Levy, Shawn;McGue, Matt;Schlessinger, David;Stambolian, Dwight;Loh, Po-Ru;Iacono, William G.;Swaroop, Anand;Scott, Laura J.;Cucca, Francesco;Kronenberg, Florian;Boehnke, Michael;Abecasis, Goncalo R.;Fuchsberger, Christian
通讯作者:
Fuchsberger, Christian
影响因子:
--
作者:
Kathiresan S;Manning AK;Demissie S;D'Agostino RB;Surti A;Guiducci C;Gianniny L;Burtt NP;Melander O;Orho-Melander M;Arnett DK;Peloso GM;Ordovas JM;Cupples LA
通讯作者:
Cupples LA
影响因子:
30.8
作者:
Holmen OL;Zhang H;Fan Y;Hovelson DH;Schmidt EM;Zhou W;Guo Y;Zhang J;Langhammer A;Løchen ML;Ganesh SK;Vatten L;Skorpen F;Dalen H;Zhang J;Pennathur S;Chen J;Platou C;Mathiesen EB;Wilsgaard T;Njølstad I;Boehnke M;Chen YE;Abecasis GR;Hveem K;Willer CJ
通讯作者:
Willer CJ
影响因子:
14.9
作者:
Buniello, Annalisa;MacArthur, Jacqueline A. L.;Parkinson, Helen
通讯作者:
Parkinson, Helen