The prediction of Alzheimer's disease through multi-trait genetic modeling.
The prediction of Alzheimer's disease through multi-trait genetic modeling.
复制标题
通过多性状遗传模型预测阿尔茨海默病。
DOI：
10.3389/fnagi.2023.1168638
复制
发表时间：
2023
影响因子：
4.8
通讯作者：
中科院分区：
文献类型：
--
作者：
为了更好地捕捉阿尔茨海默病（AD）的多基因结构，我们开发了一个联合遗传评分，MetaGRS。我们纳入了来自两个独立队列的AD和24个其他性状的遗传变异，NACC（n = 3，174，训练集）和UPitt（n = 2，053，验证集）。MetaGRS的一个标准差增加与AD风险增加约57%相关[风险比（HR）= 1.577，p = 7.17 E-56]，与单独AD GRS的HR（HR = 1.579，p = 1.20 E-56）几乎没有差异，表明两种模型的效用相似。我们还进行了APOE分层分析，以评估e4等位基因在风险预测中的作用。与组合模型相似，我们的分层结果并未显示MetaGRS有显著改善。我们的研究表明，MetaGRS的预测能力显著优于没有任何遗传信息的参考模型，但实际上与AD GRS的预测能力相当。
To better capture the polygenic architecture of Alzheimer’s disease (AD), we developed a joint genetic score, MetaGRS. We incorporated genetic variants for AD and 24 other traits from two independent cohorts, NACC (n = 3,174, training set) and UPitt (n = 2,053, validation set). One standard deviation increase in the MetaGRS is associated with about 57% increase in the AD risk [hazard ratio (HR) = 1.577, p = 7.17 E-56], showing little difference from the HR for AD GRS alone (HR = 1.579, p = 1.20E-56), suggesting similar utility of both models. We also conducted APOE-stratified analyses to assess the role of the e4 allele on risk prediction. Similar to that of the combined model, our stratified results did not show a considerable improvement of the MetaGRS. Our study showed that the prediction power of the MetaGRS significantly outperformed that of the reference model without any genetic information, but was effectively equivalent to the prediction power of the AD GRS.
登录
查看更多内容
影响因子：
30.8
作者：
Bellenguez, Celine;Kucukali, Fahri;Jansen, Iris E.;Kleineidam, Luca;Moreno-Grau, Sonia;Amin, Najaf;Naj, Adam C.;Campos-Martin, Rafael;Grenier-Boley, Benjamin;Andrade, Victor;Holmans, Peter A.;Boland, Anne;Damotte, Vincent;van der Lee, Sven J.;Costa, Marcos R.;Kuulasmaa, Teemu;Yang, Qiong;De Rojas, Itziar;Bis, Joshua C.;Yaqub, Amber;Prokic, Ivana;Chapuis, Julien;Ahmad, Shahzad;Giedraitis, Vilmantas;Aarsland, Dag;Garcia-Gonzalez, Pablo;Abdelnour, Carla;Alarcon-Martin, Emilio;Alcolea, Daniel;Alegret, Montserrat;Alvarez, Ignacio;Alvarez, Victoria;Armstrong, Nicola J.;Tsolaki, Anthoula;Antunez, Carmen;Appollonio, Ildebrando;Arcaro, Marina;Archetti, Silvana;Arias Pastor, Alfonso;Arosio, Beatrice;Athanasiu, Lavinia;Bailly, Henri;Banaj, Nerisa;Baquero, Miquel;Barral, Sandra;Beiser, Alexa;Pastor, Ana Belen;Below, Jennifer E.;Benchek, Penelope;Benussi, Luisa;Berr, Claudine;Besse, Celine;Bessi, Valentina;Binetti, Giuliano;Bizarro, Alessandra;Blesa, Rafael;Boada, Merce;Boerwinkle, Eric;Borroni, Barbara;Boschi, Silvia;Bossu, Paola;Brathen, Geir;Bressler, Jan;Bresner, Catherine;Brodaty, Henry;Brookes, Keeley J.;Ignacio Brusco, Luis;Buiza-Rueda, Dolores;Burger, Katharina;Burholt, Vanessa;Bush, William S.;Calero, Miguel;Cantwell, Laura B.;Chene, Genevieve;Chung, Jaeyoon;Cuccaro, Michael L.;Cecchetti, Roberta;Cervera-Carles, Laura;Charbonnier, Camille;Chen, Hung-Hsin;Chillotti, Caterina;Ciccone, Simona;Claassen, Jurgen A. H. R.;Clark, Christopher;Conti, Elisa;Corma-Gomez, Anais;Costantini, Emanuele;Custodero, Carlo;Daian, Delphine;Dalmasso, Maria Carolina;Daniele, Antonio;Dardiotis, Efthimios;Dartigues, Jean-Francois;de Deyn, Peter Paul;Lopes, Katia de Paiva;De Witte, Lot D.;Debette, Stephanie;Deckert, Jurgen;del Ser, Teodoro;Denning, Nicola;Destefano, Anita;Dichgans, Martin;Diehl-Schmid, Janine;Diez-Fairen, Monica;Rossi, Paolo Dionigi;Djurovic, Srdjan;Duron, Emmanuelle;Duzel, Emrah;Dufouil, Carole;Eiriksdottir, Gudny;Engelborghs, Sebastiaan;Escott-Price, Valentina;Espinosa, Ana;Ewers, Michael;Faber, Kelley M.;Fabrizio, Tagliavini;Nielsen, Sune Fallgaard;Fardo, David W.;Farotti, Lucia;Fenoglio, Chiara;Fernandez-Fuertes, Marta;Ferrari, Raffaele;Ferreira, Catarina B.;Ferri, Evelyn;Fin, Bertrand;Fischer, Peter;Fladby, Tormod;Fliessbach, Klaus;Fongang, Bernard;Fornage, Myriam;Fortea, Juan;Foroud, Tatiana M.;Fostinelli, Silvia;Fox, Nick C.;Franco-Macias, Emlio;Bullido, Maria J.;Frank-Garcia, Ana;Froelich, Lutz;Fulton-Howard, Brian;Galimberti, Daniela;Maria Garcia-Alberca, Jose;Garcia-Madrona, Sebastian;Garcia-Ribas, Guillermo;Ghidoni, Roberta;Giegling, Ina;Giorgio, Giaccone;Goate, Alison M.;Goldhardt, Oliver;Gomez-Fonseca, Duber;Gonzalez-Perez, Antonio;Graff, Caroline;Grande, Giulia;Green, Emma;Grimmer, Timo;Grunblatt, Edna;Grunin, Michelle;Gudnason, Vilmundur;Guetta-Baranes, Tamar;Haapasalo, Annakaisa;Hadjigeorgiou, Georgios;Haines, Jonathan L.;Hamilton-Nelson, Kara L.;Hampel, Harald;Hanon, Olivier;Hardy, John;Hartmann, Annette M.;Hausner, Lucrezia;Harwood, Janet;Heilmann-Heimbach, Stefanie;Helisalmi, Seppo;Heneka, Michael T.;Hernandez, Isabel;Herrmann, Martin J.;Hoffmann, Per;Holmes, Clive;Holstege, Henne;Huerto Vilas, Raquel;Hulsman, Marc;Humphrey, Jack;Biessels, Geert Jan;Jian, Xueqiu;Johansson, Charlotte;Jun, Gyungah R.;Kastumata, Yuriko;Kauwe, John;Kehoe, Patrick G.;Kilander, Lena;Stahlbom, Anne Kinhult;Kivipelto, Miia;Koivisto, Anne;Kornhuber, Johannes;Kosmidis, Mary H.;Kukull, Walter A.;Kuksa, Pavel P.;Kunkle, Brian W.;Kuzma, Amanda B.;Lage, Carmen;Laukka, Erika J.;Launer, Lenore;Lauria, Alessandra;Lee, Chien-Yueh;Lehtisalo, Jenni;Lerch, Ondrej;Lleo, Alberto;Longstreth, William, Jr.;Lopez, Oscar;Lopez de Munain, Adolfo;Love, Seth;Lowemark, Malin;Luckcuck, Lauren;Lunetta, Kathryn L.;Ma, Yiyi;Macias, Juan;Macleod, Catherine A.;Maier, Wolfgang;Mangialasche, Francesca;Spallazzi, Marco;Marquie, Marta;Marshall, Rachel;Martin, Eden R.;Martin Montes, Angel;Martinez Rodriguez, Carmen;Masullo, Carlo;Mayeux, Richard;Mead, Simon;Mecocci, Patrizia;Medina, Miguel;Meggy, Alun;Mehrabian, Shima;Mendoza, Silvia;Menendez-Gonzalez, Manuel;Mir, Pablo;Moebus, Susanne;Mol, Merel;Molina-Porcel, Laura;Montrreal, Laura;Morelli, Laura;Moreno, Fermin;Morgan, Kevin;Mosley, Thomas;Nothen, Markus M.;Muchnik, Carolina;Mukherjee, Shubhabrata;Nacmias, Benedetta;Ngandu, Tiia;Nicolas, Gael;Nordestgaard, Borge G.;Olaso, Robert;Orellana, Adelina;Orsini, Michela;Ortega, Gemma;Padovani, Alessandro;Paolo, Caffarra;Papenberg, Goran;Parnetti, Lucilla;Pasquier, Florence;Pastor, Pau;Peloso, Gina;Perez-Cordon, Alba;Perez-Tur, Jordi;Pericard, Pierre;Peters, Oliver;Pijnenburg, Yolande A. L.;Pineda, Juan A.;Pinol-Ripoll, Gerard;Pisanu, Laudia;Polak, Thomas;Popp, Julius;Posthuma, Danielle;Priller, Josef;Puerta, Raquel;Quenez, Olivier;Quintela, Ines;Thomassen, Jesper Qvist;Rabano, Alberto;Rainero, Innocenzo;Rajabli, Farid;Ramakers, Inez;Real, Luis M.;Reinders, Marcel J. T.;Reitz, Christiane;Reyes-Dumeyer, Dolly;Ridge, Perry;Riedel-Heller, Steffi;Riederer, Peter;Roberto, Natalia;Rodriguez-Rodriguez, Eloy;Rongve, Arvid;Rosas Allende, Irene;Rosende-Roca, Maitee;Luis Royo, Jose;Rubino, Elisa;Rujescu, Dan;Eugenia Saez, Maria;Sakka, Paraskevi;Saltvedt, Ingvild;Bernal Sanchez-Arjona, Maria;Sanchez-Garcia, Florentino;Sanchez Juan, Pascual;Sanchez-Valle, Raquel;Sando, Sigrid B.;Sarnowski, Chloe;Satizabal, Claudia L.;Scamosci, Michela;Scarmeas, Nikolaos;Scarpini, Elio;Scheltens, Philip;Scherbaum, Norbert;Scherer, Martin;Schmid, Matthias;Schneider, Anja;Schott, Jonathan M.;Selbaek, Geir;Seripa, Davide;Serrano, Manuel;Sha, Jin;Shadrin, Alexey A.;Skrobot, Olivia;Slifer, Susan;Snijders, Gijsje J. L.;Soininen, Hilkka;Solfrizzi, Vincenzo;Solomon, Alina;Song, Yeunjoo;Sorbi, Sandro;Sotolongo-Grau, Oscar;Spalletta, Gianfranco;Spottke, Annika;Squassina, Alessio;Stordal, Eystein;Pablo Tartan, Juan;Tarraga, Lluis;Tesi, Niccolo;Thalamuthu, Anbupalam;Thomas, Tegos;Tosto, Giuseppe;Traykov, Latchezar;Tremolizzo, Lucio;Tybjaerg-Hansen, Anne;Uitterlinden, Andre;Ullgren, Abbe;Ulstein, Ingun;Valero, Sergi;Valladares, Otto;Van Broeckhoven, Christine;Vance, Jeffery;Vardarajan, Badri N.;van der Lugt, Aad;Van Dongen, Jasper;van Rooij, Jeroen;van Swieten, John;Vandenberghe, Rik;Verhey, Frans;Vidal, Jean-Sebastien;Vogelgsang, Jonathan;Vyhnalek, Martin;Wagner, Michael;Wallon, David;Wang, Li-San;Wang, Ruiqi;Weinhold, Leonie;Wiltfang, Jens;Windle, Gill;Woods, Bob;Yannakoulia, Mary;Zare, Habil;Zhao, Yi;Zhang, Xiaoling;Zhu, Congcong;Zulaica, Miren;Farrer, Lindsay A.;Psaty, Bruce M.;Ghanbari, Mohsen;Raj, Towfique;Sachdev, Perminder;Mather, Karen;Jessen, Frank;Ikram, M. Arfan;de Mendonca, Alexandre;Hort, Jakub;Tsolaki, Magda;Pericak-Vance, Margaret A.;Amouyel, Philippe;Williams, Julie;Frikke-Schmidt, Ruth;Clarimon, Jordi;Deleuze, Jean-Francois;Rossi, Giacomina;Seshadri, Sudha;Andreassen, Ole A.;Ingelsson, Martin;Hiltunen, Mikko;Sleegers, Kristel;Schellenberg, Gerard D.;van Duijn, Cornelia M.;Sims, Rebecca;van der Flier, Wiesje M.;Ruiz, Agustin;Ramirez, Alfredo;Lambert, Jean-Charles
通讯作者：
Lambert, Jean-Charles
影响因子：
64.8
作者：
Elliott LT;Sharp K;Alfaro-Almagro F;Shi S;Miller KL;Douaud G;Marchini J;Smith SM
通讯作者：
Smith SM
基因发现和多基因预测，从基因组全基因组协会的教育程度研究中，有110万个人。
影响因子：
30.8
作者：
Lee JJ;Wedow R;Okbay A;Kong E;Maghzian O;Zacher M;Nguyen-Viet TA;Bowers P;Sidorenko J;Karlsson Linnér R;Fontana MA;Kundu T;Lee C;Li H;Li R;Royer R;Timshel PN;Walters RK;Willoughby EA;Yengo L;23andMe Research Team;COGENT (Cognitive Genomics Consortium);Social Science Genetic Association Consortium;Alver M;Bao Y;Clark DW;Day FR;Furlotte NA;Joshi PK;Kemper KE;Kleinman A;Langenberg C;Mägi R;Trampush JW;Verma SS;Wu Y;Lam M;Zhao JH;Zheng Z;Boardman JD;Campbell H;Freese J;Harris KM;Hayward C;Herd P;Kumari M;Lencz T;Luan J;Malhotra AK;Metspalu A;Milani L;Ong KK;Perry JRB;Porteous DJ;Ritchie MD;Smart MC;Smith BH;Tung JY;Wareham NJ;Wilson JF;Beauchamp JP;Conley DC;Esko T;Lehrer SF;Magnusson PKE;Oskarsson S;Pers TH;Robinson MR;Thom K;Watson C;Chabris CF;Meyer MN;Laibson DI;Yang J;Johannesson M;Koellinger PD;Turley P;Visscher PM;Benjamin DJ;Cesarini D
通讯作者：
Cesarini D
影响因子：
16.6
作者：
Day FR;Ong KK;Perry JRB
通讯作者：
Perry JRB
影响因子：
30.8
作者：
Malik R;Chauhan G;Traylor M;Sargurupremraj M;Okada Y;Mishra A;Rutten-Jacobs L;Giese AK;van der Laan SW;Gretarsdottir S;Anderson CD;Chong M;Adams HHH;Ago T;Almgren P;Amouyel P;Ay H;Bartz TM;Benavente OR;Bevan S;Boncoraglio GB;Brown RD Jr;Butterworth AS;Carrera C;Carty CL;Chasman DI;Chen WM;Cole JW;Correa A;Cotlarciuc I;Cruchaga C;Danesh J;de Bakker PIW;DeStefano AL;den Hoed M;Duan Q;Engelter ST;Falcone GJ;Gottesman RF;Grewal RP;Gudnason V;Gustafsson S;Haessler J;Harris TB;Hassan A;Havulinna AS;Heckbert SR;Holliday EG;Howard G;Hsu FC;Hyacinth HI;Ikram MA;Ingelsson E;Irvin MR;Jian X;Jiménez-Conde J;Johnson JA;Jukema JW;Kanai M;Keene KL;Kissela BM;Kleindorfer DO;Kooperberg C;Kubo M;Lange LA;Langefeld CD;Langenberg C;Launer LJ;Lee JM;Lemmens R;Leys D;Lewis CM;Lin WY;Lindgren AG;Lorentzen E;Magnusson PK;Maguire J;Manichaikul A;McArdle PF;Meschia JF;Mitchell BD;Mosley TH;Nalls MA;Ninomiya T;O'Donnell MJ;Psaty BM;Pulit SL;Rannikmäe K;Reiner AP;Rexrode KM;Rice K;Rich SS;Ridker PM;Rost NS;Rothwell PM;Rotter JI;Rundek T;Sacco RL;Sakaue S;Sale MM;Salomaa V;Sapkota BR;Schmidt R;Schmidt CO;Schminke U;Sharma P;Slowik A;Sudlow CLM;Tanislav C;Tatlisumak T;Taylor KD;Thijs VNS;Thorleifsson G;Thorsteinsdottir U;Tiedt S;Trompet S;Tzourio C;van Duijn CM;Walters M;Wareham NJ;Wassertheil-Smoller S;Wilson JG;Wiggins KL;Yang Q;Yusuf S;AFGen Consortium;Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium;International Genomics of Blood Pressure (iGEN-BP) Consortium;INVENT Consortium;STARNET;Bis JC;Pastinen T;Ruusalepp A;Schadt EE;Koplev S;Björkegren JLM;Codoni V;Civelek M;Smith NL;Trégouët DA;Christophersen IE;Roselli C;Lubitz SA;Ellinor PT;Tai ES;Kooner JS;Kato N;He J;van der Harst P;Elliott P;Chambers JC;Takeuchi F;Johnson AD;BioBank Japan Cooperative Hospital Group;COMPASS Consortium;EPIC-CVD Consortium;EPIC-InterAct Consortium;International Stroke Genetics Consortium (ISGC);METASTROKE Consortium;Neurology Working Group of the CHARGE Consortium;NINDS Stroke Genetics Network (SiGN);UK Young Lacunar DNA Study;MEGASTROKE Consortium;Sanghera DK;Melander O;Jern C;Strbian D;Fernandez-Cadenas I;Longstreth WT Jr;Rolfs A;Hata J;Woo D;Rosand J;Pare G;Hopewell JC;Saleheen D;Stefansson K;Worrall BB;Kittner SJ;Seshadri S;Fornage M;Markus HS;Howson JMM;Kamatani Y;Debette S;Dichgans M
通讯作者：
Dichgans M