Imputation across genotyping arrays for genome-wide association studies: assessment of bias and a correction strategy.
Imputation across genotyping arrays for genome-wide association studies: assessment of bias and a correction strategy.
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DOI：
10.1007/s00439-013-1266-7
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发表时间：
2013-05
期刊：
影响因子：
5.3
通讯作者：
Page, Grier P.
中科院分区：
文献类型：
--
作者：
Johnson, Eric O.;Hancock, Dana B.;Levy, Joshua L.;Gaddis, Nathan C.;Saccone, Nancy L.;Bierut, Laura J.;Page, Grier P.
公开共享全基因组关联数据的一个巨大前景是创建复合对照组的潜力。然而，研究通常使用不同的基因分型阵列，并且对一组常见的SNP的插补显示出实质性的偏倚：这是一个没有广泛适用的解决方案的问题。基于使用不同基因分型的SNP集作为输入产生差异插补误差并因此在对照的复合集中产生偏差的想法，我们检查了以下每一项发生的程度：（1）基于基因分型的SNP的联合的插补（即，在一个或多个阵列上可用的SNP）导致偏倚，如插补的基因型和任意分配的病例/对照状态之间的虚假关联（1型错误）所证明的;（2）基于基因分型的SNP的交叉的插补（即，所有阵列上可用的SNP）并不证明这种偏倚;以及（3）插补质量因基因分型SNP集的交叉点的大小而异。在欧洲裔美国人和非洲裔美国人中进行插补，参考HapMap II期和III期数据。基于Illumina 1 M和550 v3阵列中基因分型的SNP的联合的插补显示0.2%的SNP的假关联：每插补的百万个SNP约2，000个假阳性。对于非常相似的阵列（550 v1 vs. 550 v3），偏倚仍然存在问题，对于不相似的阵列（Illumina 1 M vs. Affyoung 6.0），偏倚很大。在所有情况下，基于基因分型的SNP的交叉（少至基因分型的总SNP的30%）的插补消除了这种偏倚，同时仍然实现良好的插补质量。
A great promise of publicly sharing genome-wide association data is the potential to create composite sets of controls. However, studies often use different genotyping arrays, and imputation to a common set of SNPs has shown substantial bias: a problem which has no broadly applicable solution. Based on the idea that using differing genotyped SNP sets as inputs creates differential imputation errors and thus bias in the composite set of controls, we examined the degree to which each of the following occurs: (1) imputation based on the union of genotyped SNPs (i.e., SNPs available on one or more arrays) results in bias, as evidenced by spurious associations (type 1 error) between imputed genotypes and arbitrarily assigned case/control status; (2) imputation based on the intersection of geno-typed SNPs (i.e., SNPs available on all arrays) does not evidence such bias; and (3) imputation quality varies by the size of the intersection of genotyped SNP sets. Imputations were conducted in European Americans and African Americans with reference to HapMap phase II and III data. Imputation based on the union of genotyped SNPs across the Illumina 1M and 550v3 arrays showed spurious associations for 0.2 % of SNPs: ~2,000 false positives per million SNPs imputed. Biases remained problematic for very similar arrays (550v1 vs. 550v3) and were substantial for dissimilar arrays (Illumina 1M vs. Affymetrix 6.0). In all instances, imputing based on the intersection of genotyped SNPs (as few as 30 % of the total SNPs genotyped) eliminated such bias while still achieving good imputation quality.
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影响因子：
4.5
作者：
Spencer CC;Su Z;Donnelly P;Marchini J
通讯作者：
Marchini J
影响因子：
2.1
作者：
Li, Yun;Willer, Cristen J.;Ding, Jun;Scheet, Paul;Abecasis, Goncalo R.
通讯作者：
Abecasis, Goncalo R.
影响因子：
5.3
作者：
Sinnott JA;Kraft P
通讯作者：
Kraft P
影响因子：
2.1
作者：
Zhuang, Joanna J.;Zondervan, Krina;Nyberg, Fredrik;Harbron, Chris;Jawaid, Ansar;Cardon, Lon R.;Barratt, Bryan J.;Morris, Andrew P.
通讯作者：
Morris, Andrew P.
影响因子：
64.8
作者：
Altshuler, David;Durbin, Richard M.;Abecasis, Goncalo R.;Bentley, David R.;Chakravarti, Aravinda;Clark, Andrew G.;Collins, Francis S.;De la Vega, Francisco M.;Donnelly, Peter;Egholm, Michael;Flicek, Paul;Gabriel, Stacey B.;Gibbs, Richard A.;Knoppers, Bartha M.;Lander, Eric S.;Lehrach, Hans;Mardis, Elaine R.;McVean, Gil A.;Nickerson, DebbieA.;Peltonen, Leena;Schafer, Alan J.;Sherry, Stephen T.;Wang, Jun;Wilson, Richard K.;Gibbs, Richard A.;Deiros, David;Metzker, Mike;Muzny, Donna;Reid, Jeff;Wheeler, David;Wang, Jun;Li, Jingxiang;Jian, Min;Li, Guoqing;Li, Ruiqiang;Liang, Huiqing;Tian, Geng;Wang, Bo;Wang, Jian;Wang, Wei;Yang, Huanming;Zhang, Xiuqing;Zheng, Huisong;Lander, Eric S.;Altshuler, David L.;Ambrogio, Lauren;Bloom, Toby;Cibulskis, Kristian;Fennell, Tim J.;Gabriel, Stacey B.;Jaffe, David B.;Shefler, Erica;Sougnez, Carrie L.;Bentley, David R.;Gormley, Niall;Humphray, Sean;Kingsbury, Zoya;Koko-Gonzales, Paula;Stone, Jennifer;McKernan, Kevin J.;Costa, Gina L.;Ichikawa, Jeffry K.;Lee, Clarence C.;Sudbrak, Ralf;Lehrach, Hans;Borodina, Tatiana A.;Dahl, Andreas;Davydov, Alexey N.;Marquardt, Peter;Mertes, Florian;Nietfeld, Wilfiried;Rosenstiel, Philip;Schreiber, Stefan;Soldatov, Aleksey V.;Timmermann, Bernd;Tolzmann, Marius;Egholm, Michael;Affourtit, Jason;Ashworth, Dana;Attiya, Said;Bachorski, Melissa;Buglione, Eli;Burke, Adam;Caprio, Amanda;Celone, Christopher;Clark, Shauna;Conners, David;Desany, Brian;Gu, Lisa;Guccione, Lorri;Kao, Kalvin;Kebbel, Andrew;Knowlton, Jennifer;Labrecque, Matthew;McDade, Louise;Mealmaker, Craig;Minderman, Melissa;Nawrocki, Anne;Niazi, Faheem;Pareja, Kristen;Ramenani, Ravi;Riches, David;Song, Wanmin;Turcotte, Cynthia;Wang, Shally;Mardis, Elaine R.;Dooling, David;Fulton, Lucinda;Fulton, Robert;Weinstock, George;Durbin, Richard M.;Burton, John;Carter, David M.;Churcher, Carol;Coffey, Alison;Cox, Anthony;Palotie, Aarno;Quail, Michael;Skelly, Tom;Stalker, James;Swerdlow, Harold P.;Turner, Daniel;De Witte, Anniek;Giles, Shane;Gibbs, Richard A.;Wheeler, David;Bainbridge, Matthew;Challis, Danny;Sabo, Aniko;Yu, Fuli;Yu, Jin;Wang, Jun;Fang, Xiaodong;Guo, Xiaosen;Li, Ruiqiang;Li, Yingrui;Luo, Ruibang;Tai, Shuaishuai;Wu, Honglong;Zheng, Hancheng;Zheng, Xiaole;Zhou, Yan;Yang, Huanming;Marth, Gabor T.;Garrison, Erik P.;Huang, Weichun;Indap, Amit;Kural, Deniz;Lee, Wan-Ping;Leong, Wen Fung;Huang, Weichun;Indap, Amit;Kural, Deniz;Lee, Wan-Ping;Leong, Wen Fung;Quinlan, Aaron R.;Stewart, Chip;Stromberg, Michael P.;Ward, Alistair N.;Wu, Jiantao;Lee, Charles;Mills, Ryan E.;Shi, Xinghua;Daly, Mark J.;DePristo, Mark A.;Altshuler, David L.;Ball, Aaron D.;Banks, Eric;Bloom, Toby;Browning, Brian L.;Cibulskis, Kristian;Fennell, Tim J.;Garimella, Kiran V.;Grossman, Sharon R.;Handsaker, Robert E.;Hanna, Matt;Hartl, Chris;Jaffe, David B.;Kernytsky, Andrew M.;Korn, Joshua M.;Li, Heng;Maguire, Jared R.;McCarroll, Steven A.;McKenna, Aaron;Nemesh, James C.;Philippakis, Anthony A.;Poplin, Ryan E.;Price, Alkes;Rivas, Manuel A.;Sabeti, Pardis C.;Schaffner, Stephen F.;Shefler, Erica;Shlyakhter, Ilya A.;Cooper, David N.;Ball, Edward V.;Mort, Matthew;Phillips, Andrew D.;Stenson, Peter D.;Sebat, Jonathan;Makarov, Vladimir;Ye, Kenny;Yoon, Seungtai C.;Bustamante, Carlos D.;Clark, Andrew G.;Boyko, Adam;Degenhardt, Jeremiah;Gravel, Simon;Gutenkunst, Ryan N.;Kaganovich, Mark;Keinan, Alon;Lacroute, Phil;Ma, Xia;Reynolds, Andy;Clarke, Laura;Flicek, Paul;Cunningham, Fiona;Herrero, Javier;Keenen, Stephen;Kulesha, Eugene;Leinonen, Rasko;McLaren, WilliamM.;Radhakrishnan, Rajesh;Smith, Richard E.;Zalunin, Vadim;Zheng-Bradley, Xiangqun;Korbel, Jan O.;Stuetz, Adrian M.;Humphray, Sean;Bauer, Markus;Cheetham, R. Keira;Cox, Tony;Eberle, Michael;James, Terena;Kahn, Scott;Murray, Lisa;Ye, Kai;De La Vega, Francisco M.;Fu, Yutao;Hyland, Fiona C. L.;Manning, Jonathan M.;McLaughlin, Stephen F.;Peckham, Heather E.;Sakarya, Onur;Sun, Yongming A.;Tsung, Eric F.;Batzer, Mark A.;Konkel, Miriam K.;Walker, Jerilyn A.;Sudbrak, Ralf;Albrecht, Marcus W.;Amstislavskiy, Vyacheslav S.;Herwig, Ralf;Parkhomchuk, Dimitri V.;Sherry, Stephen T.;Agarwala, Richa;Khouri, Hodam.;Morgulis, Aleksandr O.;Paschall, Justin E.;Phan, Lon D.;Rotmistrovsky, Kirill E.;Sanders, Robert D.;Shumway, Martin F.;Xiao, Chunlin;McVean, Gil A.;Auton, Adam;Iqbal, Zamin;Lunter, Gerton;Marchini, Jonathan L.;Moutsianas, Loukas;Myers, Simon;Tumian, Afidalina;Desany, Brian;Knight, James;Winer, Roger;Craig, David W.;Beckstrom-Sternberg, Steve M.;Christoforides, Alexis;Kurdoglu, Ahmet A.;Pearson, Johnv.;Sinari, Shripad A.;Tembe, Waibhav D.;Haussler, David;Hinrichs, Angie S.;Katzman, Sol J.;Kern, Andrew;Kuhn, Robert M.;Przeworski, Molly;Hernandez, Ryan D.;Howie, Bryan;Kelley, Joanna L.;Melton, S. Cord;Abecasis, Goncalo R.;Li, Yun;Anderson, Paul;Blackwell, Tom;Chen, Wei;Cookson, William O.;Ding, Jun;Kang, Hyun Min;Lathrop, Mark;Liang, Liming;Moffatt, Miriam F.;Scheet, Paul;Sidore, Carlo;Snyder, Matthew;Zhan, Xiaowei;Zoellner, Sebastian;Awadalla, Philip;Casals, Ferran;Idaghdour, Youssef;Keebler, John;Stone, Eric A.;Zilversmit, Martine;Jorde, Lynn;Xing, Jinchuan;Eichler, Evan E.;Aksay, Gozde;Alkan, Can;Hajirasouliha, Iman;Hormozdiari, Fereydoun;Kidd, Jeffrey M.;Sahinalp, S. Cenk;Sudmant, Peter H.;Mardis, Elaine R.;Chen, Ken;Chinwalla, Asif;Ding, Li;Koboldt, Daniel C.;McLellan, Mike D.;Dooling, David;Weinstock, George;Wallis, John W.;Wendl, Michael C.;Zhang, Qunyuan;Durbin, Richard M.;Albers, Cornelis A.;Ayub, Qasim;Balasubramaniam, Senduran;Barrett, Jeffrey C.;Carter, David M.;Chen, Yuan;Conrad, Donald F.;Danecek, Petr;Dermitzakis, Emmanouil T.;Hu, Min;Huang, Ni;Hurles, Matt E.;Jin, Hanjun;Jostins, Luke;Keane, Thomas M.;Keane, Thomas M.;Le, Si Quang;Lindsay, Sarah;Long, Quan;MacArthur, Daniel G.;Montgomery, Stephen B.;Parts, Leopold;Stalker, James;Tyler-Smith, Chris;Walter, Klaudia;Zhang, Yujun;Gerstein, Mark B.;Snyder, Michael;Abyzov, Alexej;Abyzov, Alexej;Balasubramanian, Suganthi;Bjornson, Robert;Du, Jiang;Grubert, Fabian;Habegger, Lukas;Haraksingh, Rajini;Jee, Justin;Khurana, Ekta;Lam, Hugo Y. K.;Leng, Jing;Mu, Xinmeng Jasmine;Urban, Alexander E.;Zhang, Zhengdong;Li, Yingrui;Luo, Ruibang;Marth, Gabor T.;Garrison, Erik P.;Kural, Deniz;Quinlan, Aaron R.;Stewart, Chip;Stromberg, Michael P.;Ward, Alistair N.;Wu, Jiantao;Lee, Charles;Mills, Ryan E.;Shi, Xinghua;McCarroll, Steven A.;Banks, Eric;DePristo, Mark A.;Handsaker, Robert E.;Hartl, Chris;Korn, Joshua M.;Li, Heng;Nemesh, James C.;Sebat, Jonathan;Makarov, Vladimir;Ye, Kenny;Yoon, Seungtai C.;Degenhardt, Jeremiah;Kaganovich, Mark;Clarke, Laura;Smith, Richard E.;Zheng-Bradley, Xiangqun;Korbel, Jan O.;Humphray, Sean;Cheetham, R. Keira;Eberle, Michael;Kahn, Scott;Murray, Lisa;Ye, Kai;De la Vega, Francisco M.;Fu, Yutao;Peckham, Heather E.;Sun, Yongming A.;Batzer, Mark A.;Konkel, Miriam K.;Xiao, Chunlin;Iqbal, Zamin;Desany, Brian;Blackwell, Tom;Snyder, Matthew;Xing, Jinchuan;Eichler, Evan E.;Aksay, Gozde;Alkan, Can;Hajirasouliha, Iman;Hormozdiari, Fereydoun;Kidd, Jeffrey M.;Chen, Ken;Chinwalla, Asif;Ding, Li;McLellan, Mike D.;Wallis, John W.;Hurles, Matt E.;Conrad, Donald F.;Walter, Klaudia;Zhang, Yujun;Gerstein, Mark B.;Snyder, Michael;Abyzov, Alexej;Du, Jiang;Grubert, Fabian;Haraksingh, Rajini;Jee, Justin;Khurana, Ekta;Lam, Hugo Y. K.;Leng, Jing;Mu, Xinmeng Jasmine;Urban, Alexander E.;Zhang, Zhengdong;Gibbs, Richard A.;Bainbridge, Matthew;Challis, Danny;Coafra, Cristian;Dinh, Huyen;Kovar, Christie;Lee, Sandy;Muzny, Donna;Nazareth, Lynne;Reid, Jeff;Sabo, Aniko;Yu, Fuli;Yu, Jin;Marth, Gabor T.;Garrison, Erik P.;Indap, Amit;Leong, Wen Fung;Quinlan, Aaron R.;Stewart, Chip;Ward, Alistair N.;Wu, Jiantao;Cibulskis, Kristian;Fennell, Tim J.;Gabriel, Stacey B.;Garimella, Kiran V.;Hartl, Chris;Shefler, Erica;Sougnez, Carrie L.;Wilkinson, Jane;Clark, Andrew G.;Gravel, Simon;Grubert, Fabian;Clarke, Laura;Flicek, Paul;Smith, Richard E.;Zheng-Bradley, Xiangqun;Sherry, Stephen T.;Khouri, Hoda M.;Paschall, Justin E.;Shumway, Martin F.;Xiao, Chunlin;McVean, Gil A.;Katzman, Sol J.;Abecasis, Goncalo R.;Blackwell, Tom;Mardis, Elaine R.;Dooling, David;Fulton, Lucinda;Fulton, Robert;Koboldt, Daniel C.;Durbin, Richard M.;Balasubramaniam, Senduran;Coffey, Allison;Keane, Thomas M.;MacArthur, Daniel G.;Palotie, Aarno;Scott, Carol;Stalker, James;Tyler-Smith, Chris;Gerstein, Mark B.;Balasubramanian, Suganthi;Chakravarti, Aravinda;Knoppers, Bartha M.;Peltonen, Leena;Abecasis, Goncalo R.;Bustamante, Carlos D.;Gharani, Neda;Gibbs, Richard A.;Jorde, Lynn;Kaye, Jane S.;Kent, Alastair;Li, Taosha;McGuire, Amy L.;McVean, Gil A.;Ossorio, Pilar N.;Rotimi, Charles N.;Su, Yeyang;Toji, Lorraine H.;Tyler-Smith, Chris;Brooks, Lisa D.;Felsenfeld, Adam L.;McEwen, Jean E.;Abdallah, Assya;Juenger, Christopher R.;Clemm, Nicholas C.;Collins, Francis S.;Duncanson, Audrey;Green, Eric D.;Guyer, Mark S.;Peterson, Jane L.;Schafer, Alan J.;Abecasis, Goncalo R.;Altshuler, David L.;Auton, Adam;Brooks, Lisa D.;Durbin, Richard M.;Gibbs, Richard A.;Hurles, Matt E.;McVean, Gil A.
通讯作者：
McVean, Gil A.