Some experiences and opportunities for big data in translational research.
Some experiences and opportunities for big data in translational research.
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DOI：
10.1038/gim.2013.121
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发表时间：
2013-10
期刊：
影响因子：
--
通讯作者：
中科院分区：
文献类型：
--
作者：
医疗保健已变得越来越信息密集。基因组数据的出现与患者护理相结合，显着提高了临床数据的复杂性和数量。当今的转化研究越来越多地接受这个数据密集型世界中的新生物医学发现，从而进入“大数据”领域。电子病历和基因组学联盟给我们带来了许多教训，同时商品计算方法的进步使学术界能够以经济实惠的方式管理和处理大数据。尽管采用大数据方法和理念可以带来巨大的希望，但临床数据的异质性和复杂性尤其给大数据推理和临床应用带来了额外的挑战。然而，现有和新兴的数据标准可以增强异构临床信息源的最终可比性和一致性，这有望为混乱的临床数据带来秩序。特别是有意义的使用数据标准已经简化了识别电子健康记录中临床表型模式的任务。
Health care has become increasingly information intensive. The advent of genomic data, integrated into patient care, significantly accelerates the complexity and amount of clinical data. Translational research in the present day increasingly embraces new biomedical discovery in this data-intensive world, thus entering the domain of “big data.” The Electronic Medical Records and Genomics consortium has taught us many lessons, while simultaneously advances in commodity computing methods enable the academic community to affordably manage and process big data. Although great promise can emerge from the adoption of big data methods and philosophy, the heterogeneity and complexity of clinical data, in particular, pose additional challenges for big data inferencing and clinical application. However, the ultimate comparability and consistency of heterogeneous clinical information sources can be enhanced by existing and emerging data standards, which promise to bring order to clinical data chaos. Meaningful Use data standards in particular have already simplified the task of identifying clinical phenotyping patterns in electronic health records.
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影响因子：
12.3
作者：
Langmead B;Schatz MC;Lin J;Pop M;Salzberg SL
通讯作者：
Salzberg SL
影响因子：
4.1
作者：
Lubin, Ira M.;Caggana, Michele;McGovern, Margaret M.
通讯作者：
McGovern, Margaret M.
DOI：
10.1038/gim.2012.157
发表时间：
2013-04
期刊：
Genetics in medicine : official journal of the American College of Medical Genetics
影响因子：
--
作者：
通讯作者：
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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.
影响因子：
48
作者：
Clarke, Laura;Zheng-Bradley, Xiangqun;Smith, Richard;Kulesha, Eugene;Xiao, Chunlin;Toneva, Iliana;Vaughan, Brendan;Preuss, Don;Leinonen, Rasko;Shumway, Martin;Sherry, Stephen;Flicek, Paul
通讯作者：
Flicek, Paul