Manifold learning for human population structure studies.
Manifold learning for human population structure studies.
复制标题
用于人口结构研究的流形学习。
DOI：
10.1371/journal.pone.0029901
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发表时间：
2012
期刊：
影响因子：
3.7
通讯作者：
Xiong M
中科院分区：
文献类型：
--
作者：
Siu H;Jin L;Xiong M
下一代测序平台产生的群体遗传学数据的维度非常高。然而，决定种群结构的序列数据的“内在维数”要低得多。这促使我们使用局部线性嵌入（LLE），它将高维基因组数据投影到低维，邻域保持嵌入，作为人口结构和历史推断的一般框架。为了便于应用LLE的群体遗传分析，我们系统地研究了几个重要性质的LLE和主成分分析（PCA）之间的联系。确定一组可用于群体结构分析的标记和基因组区域将为群体遗传学和关联研究提供宝贵的信息。除了识别LLE相关或PCA相关的结构信息标记外，我们还开发了一种新的统计方法，该方法将基因组区域中的基因组信息内容整合在一起，以共同研究其与种群结构的关联，并使用LASSO算法在基因组中搜索这些区域。我们将所开发的方法应用于1000个基因组计划中的低覆盖率试点数据集和HapMap的PHASE III墨西哥数据集。在CEU、YRI和ASI中，与LLE相关的常见变异分别占25.1%、44.9%和21.4%，而与LLE相关的罕见变异分别占89.2%、92.4%和75.1%。这表明，罕见的变异，这往往是私人的特定群体，有更高的权力，以确定人口的子结构比常见的变异。初步结果表明，新一代测序技术提供了丰富的资源，LLE为群体结构分析提供了强有力的工具。
The dimension of the population genetics data produced by next-generation sequencing platforms is extremely high. However, the “intrinsic dimensionality” of sequence data, which determines the structure of populations, is much lower. This motivates us to use locally linear embedding (LLE) which projects high dimensional genomic data into low dimensional, neighborhood preserving embedding, as a general framework for population structure and historical inference. To facilitate application of the LLE to population genetic analysis, we systematically investigate several important properties of the LLE and reveal the connection between the LLE and principal component analysis (PCA). Identifying a set of markers and genomic regions which could be used for population structure analysis will provide invaluable information for population genetics and association studies. In addition to identifying the LLE-correlated or PCA-correlated structure informative marker, we have developed a new statistic that integrates genomic information content in a genomic region for collectively studying its association with the population structure and LASSO algorithm to search such regions across the genomes. We applied the developed methodologies to a low coverage pilot dataset in the 1000 Genomes Project and a PHASE III Mexico dataset of the HapMap. We observed that 25.1%, 44.9% and 21.4% of the common variants and 89.2%, 92.4% and 75.1% of the rare variants were the LLE-correlated markers in CEU, YRI and ASI, respectively. This showed that rare variants, which are often private to specific populations, have much higher power to identify population substructure than common variants. The preliminary results demonstrated that next generation sequencing offers a rich resources and LLE provide a powerful tool for population structure analysis.
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DOI：
10.1073/pnas.0812824106
发表时间：
2009-03-10
影响因子：
11.1
作者：
Kryukov, Gregory V.;Shpunt, Alexander;Sunyaev, Shamil R.
通讯作者：
Sunyaev, Shamil R.
影响因子：
9.8
作者：
Li, Bingshan;Leal, Suzanne M.
通讯作者：
Leal, Suzanne M.
影响因子：
4.5
作者：
Paschou, Peristera;Ziv, Elad;Burchard, Esteban G.;Choudhry, Shweta;Rodriguez-Cintron, William;Mahoney, Michael W.;Drineas, Petros
通讯作者：
Drineas, Petros
影响因子：
9.8
作者：
Biswas, Shameek;Scheinfeldt, Laura B.;Akey, Joshua M.
通讯作者：
Akey, Joshua M.
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.