Prediction of individual genetic risk to prostate cancer using a polygenic score.
Prediction of individual genetic risk to prostate cancer using a polygenic score.
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使用多基因评分预测前列腺癌的个体遗传风险。
DOI:
10.1002/pros.23037
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发表时间:
2015-09
期刊:
影响因子:
--
通讯作者:
Wiklund F
中科院分区:
文献类型:
--
作者:
Szulkin R;Whitington T;Eklund M;Aly M;Eeles RA;Easton D;Kote-Jarai ZS;Amin Al Olama A;Benlloch S;Muir K;Giles GG;Southey MC;Fitzgerald LM;Henderson BE;Schumacher F;Haiman CA;Schleutker J;Wahlfors T;Tammela TL;Nordestgaard BG;Key TJ;Travis RC;Neal DE;Donovan JL;Hamdy FC;Pharoah P;Pashayan N;Khaw KT;Stanford JL;Thibodeau SN;McDonnell SK;Schaid DJ;Maier C;Vogel W;Luedeke M;Herkommer K;Kibel AS;Cybulski C;Lubiński J;Kluźniak W;Cannon-Albright L;Brenner H;Butterbach K;Stegmaier C;Park JY;Sellers T;Lin HY;Slavov C;Kaneva R;Mitev V;Batra J;Clements JA;Australian Prostate Cancer BioResource;Spurdle A;Teixeira MR;Paulo P;Maia S;Pandha H;Michael A;Kierzek A;Practical Consortium;Gronberg H;Wiklund F
Polygenic risk scores comprising established susceptibility variants have shown to be informative classifiers for several complex diseases including prostate cancer. For prostate cancer it is unknown if inclusion of genetic markers that have so far not been associated with prostate cancer risk at a genome-wide significant level will improve disease prediction. We built polygenic risk scores in a large training set comprising over 25,000 individuals. Initially 65 established prostate cancer susceptibility variants were selected. After LD pruning additional variants were prioritized based on their association with prostate cancer. Six-fold cross validation was performed to assess genetic risk scores and optimize the number of additional variants to be included. The final model was evaluated in an independent study population including 1,370 cases and 1,239 controls. The polygenic risk score with 65 established susceptibility variants provided an area under the curve (AUC) of 0.67. Adding an additional 68 novel variants significantly increased the AUC to 0.68 (P = 0.0012) and the net reclassification index with 0.21 (P = 8.5 E-08). All novel variants were located in genomic regions established as associated with prostate cancer risk. Inclusion of additional genetic variants from established prostate cancer susceptibility regions improves disease prediction.
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影响因子:
2
作者:
Pencina, Michael J.;D'Agostino, Ralph B., Sr.;Steyerberg, Ewout W.
通讯作者:
Steyerberg, Ewout W.
影响因子:
8.8
作者:
Janssens, A. Cecile J. W.;Moonesinghe, Ramal;Khoury, Muin J.
通讯作者:
Khoury, Muin J.
影响因子:
8.8
作者:
Leongamornlert, D.;Mahmud, N.;Tymrakiewicz, M.;Saunders, E.;Dadaev, T.;Castro, E.;Goh, C.;Govindasami, K.;Guy, M.;O'Brien, L.;Sawyer, E.;Hall, A.;Wilkinson, R.;Easton, D.;Goldgar, D.;Eeles, R.;Kote-Jarai, Z.
通讯作者:
Kote-Jarai, Z.
DOI:
10.1158/1055-9965.epi-11-1038
发表时间:
2012-03
期刊:
Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology
影响因子:
--
作者:
Lindström S;Schumacher FR;Cox D;Travis RC;Albanes D;Allen NE;Andriole G;Berndt SI;Boeing H;Bueno-de-Mesquita HB;Crawford ED;Diver WR;Gaziano JM;Giles GG;Giovannucci E;Gonzalez CA;Henderson B;Hunter DJ;Johansson M;Kolonel LN;Ma J;Le Marchand L;Pala V;Stampfer M;Stram DO;Thun MJ;Tjonneland A;Trichopoulos D;Virtamo J;Weinstein SJ;Willett WC;Yeager M;Hayes RB;Severi G;Haiman CA;Chanock SJ;Kraft P
通讯作者:
Kraft P
影响因子:
30.8
作者:
Eeles, Rosalind A.;Al Olama, Ali Amin;Benlloch, Sara;Saunders, Edward J.;Leongamornlert, Daniel A.;Tymrakiewicz, Malgorzata;Ghoussaini, Maya;Luccarini, Craig;Dennis, Joe;Jugurnauth-Little, Sarah;Dadaev, Tokhir;Neal, David E.;Hamdy, Freddie C.;Donovan, Jenny L.;Muir, Ken;Giles, Graham G.;Severi, Gianluca;Wiklund, Fredrik;Gronberg, Henrik;Haiman, Christopher A.;Schumacher, Fredrick;Henderson, Brian E.;Le Marchand, Loic;Lindstrom, Sara;Kraft, Peter;Hunter, David J.;Gapstur, Susan;Chanock, Stephen J.;Berndt, Sonja I.;Albanes, Demetrius;Andriole, Gerald;Schleutker, Johanna;Weischer, Maren;Canzian, Federico;Riboli, Elio;Key, Tim J.;Travis, Ruth C.;Campa, Daniele;Ingles, Sue A.;John, Esther M.;Hayes, Richard B.;Pharoah, Paul D. P.;Pashayan, Nora;Khaw, Kay-Tee;Stanford, Janet L.;Ostrander, Elaine A.;Signorello, Lisa B.;Thibodeau, Stephen N.;Schaid, Dan;Maier, Christiane;Vogel, Walther;Kibel, Adam S.;Cybulski, Cezary;Lubhiski, Jan;Cannon-Albright, Lisa;Brenner, Hermann;Park, Jong Y.;Kaneva, Radka;Batra, Jyotsna;Spurdle, Amanda B.;Clements, Judith A.;Teixeira, Manuel R.;Dicks, Ed;Lee, Andrew;Dunning, Alison M.;Baynes, Caroline;Conroy, Don;Maranian, Melanie J.;Ahmed, Shahana;Govindasami, Koveela;Guy, Michelle;Wilkinson, Rosemary A.;Sawyer, Emma J.;Morgan, Angela;Dearnaley, David P.;Horwich, Alan;Huddart, Robert A.;Khoo, Vincent S.;Parker, Christopher C.;Van As, Nicholas J.;Woodhouse, Christopher J.;Thompson, Alan;Dudderidge, Tim;Ogden, Chris;Cooper, Colin S.;Lophatananon, Artitaya;Cox, Angela;Southey, Melissa C.;Hopper, John L.;English, Dallas R.;Aly, Markus;Adolfsson, Jan;Xu, Jiangfeng;Zheng, Siqun L.;Yeager, Meredith;Kaaks, Rudolf;Diver, W. Ryan;Gaudet, Mia M.;Stern, Mariana C.;Corral, Roman;Joshi, Amit D.;Shahabi, Ahva;Wahlfors, Tiina;Tammela, Teuvo L. J.;Auvinen, Anssi;Virtamo, Jarmo;Klarskov, Peter;Nordestgaard, Borge G.;Roder, M. Andreas;Nielsen, Sune F.;Bojesen, Stig E.;Siddiq, Afshan;FitzGerald, Liesel M.;Kolb, Suzanne;Kwon, Erika M.;Karyadi, Danielle M.;Blot, William J.;Zheng, Wei;Cai, Qiuyin;McDonnell, Shannon K.;Rinckleb, Antje E.;Drake, Bettina;Colditz, Graham;Wokolorczyk, Dominika;Stephenson, Robert A.;Teerlink, Craig;Muller, Heiko;Rothenbacher, Dietrich;Sellers, Thomas A.;Lin, Hui-Yi;Slavov, Chavdar;Mitev, Vanio;Lose, Felicity;Srinivasan, Srilakshmi;Maia, Sofia;Paulo, Paula;Lange, Ethan;Cooney, Kathleen A.;Antoniou, Antonis C.;Vincent, Daniel;Bacot, Francois;Tessier, Daniel C.;Kote-Jarai, Zsofia;Easton, Douglas F.
通讯作者:
Easton, Douglas F.