Crowdsourcing biomedical research: leveraging communities as innovation engines
Julio Saez-Rodriguez,James C. Costello,Stephen H. Friend,Michael R. Kellen,Lara M. Mangravite,Pablo Meyer,Thea Norman,Gustavo Stolovitzky,Gustavo Stolovitzky +8 more
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TLDR
Crowdsourcing the analysis of complex and massive data has emerged as a framework to find robust methodologies to solve diverse and important biomedical problems, and foster the creation and dissemination of well-curated data repositories.Abstract:
Considerable resources are required to gain maximal insights into the diverse big data sets in biomedicine. In this Review, the authors discuss how crowdsourcing, in the form of collaborative competitions (known as Challenges), can engage the scientific community to provide the diverse expertise and methodological approaches that can robustly address some of the most pressing questions in genetics, genomics and biomedical sciences. The generation of large-scale biomedical data is creating unprecedented opportunities for basic and translational science. Typically, the data producers perform initial analyses, but it is very likely that the most informative methods may reside with other groups. Crowdsourcing the analysis of complex and massive data has emerged as a framework to find robust methodologies. When the crowdsourcing is done in the form of collaborative scientific competitions, known as Challenges, the validation of the methods is inherently addressed. Challenges also encourage open innovation, create collaborative communities to solve diverse and important biomedical problems, and foster the creation and dissemination of well-curated data repositories.read more
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Journal ArticleDOI
Next-Generation Machine Learning for Biological Networks
Diogo M. Camacho,Katherine M. Collins,Rani K. Powers,James C. Costello,James J. Collins,James J. Collins,James J. Collins +6 more
TL;DR: A primer on machine learning for life scientists is provided, including an introduction to deep learning, which could impact disease biology, drug discovery, microbiome research, and synthetic biology.
Journal ArticleDOI
Key Parameters of Tumor Epitope Immunogenicity Revealed Through a Consortium Approach Improve Neoantigen Prediction
Daniel K. Wells,Marit M. van Buuren,Kristen K. Dang,Vanessa M. Hubbard-Lucey,Kathleen C. F. Sheehan,Katie M. Campbell,Andrew Lamb,Jeffrey P. Ward,John Sidney,Ana Belen Blazquez,Andrew J. Rech,Jesse M. Zaretsky,Begonya Comin-Anduix,Alphonsus H. C. Ng,William Chour,Thomas Yu,Hira Rizvi,Jia M. Chen,Patrice Manning,Gabriela Steiner,Xengie Doan,Aly A. Khan,Amit A. Lugade,Ana M. Mijalkovic Lazic,Angela Frentzen,Arbel D. Tadmor,Ariella Sasson,Arjun A. Rao,Baikang Pei,Barbara Schrörs,Beata Berent-Maoz,Beatriz M. Carreno,Bin Song,Bjoern Peters,Bo Li,Brandon W. Higgs,Brian Stevenson,Christian Iseli,Christopher A. Miller,Christopher A. Morehouse,Cornelis J. M. Melief,Cristina Puig-Saus,Daphne van Beek,David Balli,David Gfeller,David Haussler,Dirk Jäger,Eduardo Cortes,Ekaterina Esaulova,Elham Sherafat,Francisco Arcila,Gabor Bartha,Geng Liu,George Coukos,Guilhem Richard,Han Chang,Han Si,Inka Zörnig,Ioannis Xenarios,Ion I. Mandoiu,Irsan Kooi,James P. Conway,Jan H. Kessler,Jason A. Greenbaum,Jason Perera,Jason Harris,Jasreet Hundal,Jennifer M. Shelton,Jianmin Wang,Jiaqian Wang,Joel Greshock,Jonathon Blake,Joseph D. Szustakowski,Julia Kodysh,Juliet Forman,Lei Wei,Leo J. Lee,Lorenzo F. Fanchi,Maarten Slagter,Maren Lang,Markus Mueller,Martin Löwer,Mathias Vormehr,Maxim N. Artyomov,Michael A. Kuziora,Michael F. Princiotta,Michal Bassani-Sternberg,Mignonette H. Macabali,Milica R. Kojicic,Naibo Yang,Nevena M. Ilic Raicevic,Nicolas Guex,Nicolas Robine,Niels Halama,Nikola M. Skundric,Ognjen Milicevic,Pascal Gellert,Patrick Jongeneel,Pornpimol Charoentong,Pramod K. Srivastava,Prateek Tanden,Priyanka Shah,Qiang Hu,Ravi Gupta,Richard Chen,Robert A. Petit,Robert Ziman,Rolf Hilker,Sachet A. Shukla,Sahar Al Seesi,Sean Michael Boyle,Si Qiu,Siranush Sarkizova,Sofie R. Salama,Song Liu,Song Wu,Sriram Sridhar,Steven L. C. Ketelaars,Suchit Jhunjhunwala,Tatiana Shcheglova,Thierry Schuepbach,Todd Creasy,Veliborka Josipovic,Vladimir B. Kovacevic,Weixuan Fu,Willem-Jan Krebber,Yi-Hsiang Hsu,Yinong Sebastian,Zeynep Kosaloglu Yalcin,Zhiqin Huang,Taha Merghoub,Taha Merghoub,Justin Guinney,Justin Guinney,Adam Kolom,Cheryl Selinsky,Antoni Ribas,Antoni Ribas,Matthew D. Hellmann,Nir Hacohen,Nir Hacohen,Alessandro Sette,Alessandro Sette,James R. Heath,Nina Bhardwaj,Fred Ramsdell,Robert D. Schreiber,Ton N. Schumacher,Pia Kvistborg,Nadine Defranoux +149 more
TL;DR: A model of tumor epitope immunogenicity was developed that filtered out 98% of non-immunogenic peptides with a precision above 0.70 and was validated in an independent cohort of 310 epitopes prioritized from tumor sequencing data and assessed for T cell binding.
Journal ArticleDOI
Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen
Michael P. Menden,Michael P. Menden,Dennis Wang,Dennis Wang,Michael Mason,Bence Szalai,Bence Szalai,Bence Szalai,Krishna C. Bulusu,Yuanfang Guan,Thomas Yu,Jaewoo Kang,Minji Jeon,Russell D. Wolfinger,Tin Nguyen,Mikhail Zaslavskiy,In Sock Jang,Zara Ghazoui,Mehmet Eren Ahsen,Robert Vogel,Elias Chaibub Neto,Thea Norman,Eric Tang,Mathew J. Garnett,Giovanni Y. Di Veroli,Stephen Fawell,Gustavo Stolovitzky,Gustavo Stolovitzky,Justin Guinney,Jonathan R. Dry,Julio Saez-Rodriguez,Julio Saez-Rodriguez,Julio Saez-Rodriguez +32 more
TL;DR: A large drug combination dataset, consisting of 11,576 experiments from 910 combinations across 85 molecularly characterized cancer cell lines, and results of a DREAM Challenge to evaluate computational strategies for predicting synergistic drug pairs and biomarkers are reported.
Journal ArticleDOI
How Machine Learning Will Transform Biomedicine
TL;DR: A vision for how machine learning can transform three broad areas of biomedicine: clinical diagnostics, precision treatments, and health monitoring, where the goal is to maintain health through a range of diseases and the normal aging process is outlined.
References
More filters
Journal ArticleDOI
An integrated encyclopedia of DNA elements in the human genome
TL;DR: The Encyclopedia of DNA Elements project provides new insights into the organization and regulation of the authors' genes and genome, and is an expansive resource of functional annotations for biomedical research.
Journal ArticleDOI
Tissue-based map of the human proteome
Mathias Uhlén,Mathias Uhlén,Linn Fagerberg,Björn M. Hallström,Cecilia Lindskog,Per Oksvold,Adil Mardinoglu,Åsa Sivertsson,Caroline Kampf,Evelina Sjöstedt,Evelina Sjöstedt,Anna Asplund,IngMarie Olsson,Karolina Edlund,Emma Lundberg,Sanjay Navani,Cristina Al-Khalili Szigyarto,Jacob Odeberg,Dijana Djureinovic,Jenny Ottosson Takanen,Sophia Hober,Tove Alm,Per-Henrik Edqvist,Holger Berling,Hanna Tegel,Jan Mulder,Johan Rockberg,Peter Nilsson,Jochen M. Schwenk,Marica Hamsten,Kalle von Feilitzen,Mattias Forsberg,Lukas Persson,Fredric Johansson,Martin Zwahlen,Gunnar von Heijne,Jens Nielsen,Jens Nielsen,Fredrik Pontén +38 more
TL;DR: In this paper, a map of the human tissue proteome based on an integrated omics approach that involves quantitative transcriptomics at the tissue and organ level, combined with tissue microarray-based immunohistochemistry, to achieve spatial localization of proteins down to the single-cell level.
Journal ArticleDOI
The cancer genome atlas pan-cancer analysis project
John N. Weinstein,John N. Weinstein,Eric A. Collisson,Gordon B. Mills,Kenna R. Mills Shaw,Kenna R. Mills Shaw,Brad Ozenberger,Kyle Ellrott,Kyle Ellrott,Chris Sander,Joshua M. Stuart,Joshua M. Stuart,Kyle Chang,Chad J. Creighton,Caleb F. Davis,Lawrence A. Donehower,Jennifer Drummond,David A. Wheeler,Adrian Ally,Miruna Balasundaram,Inanc Birol,Inanc Birol,Inanc Birol,Yaron S.N. Butterfield,Andy Chu,Eric Chuah,Hye Jung E. Chun,Noreen Dhalla,Ranabir Guin,Martin Hirst,Carrie Hirst,Robert A. Holt,Steven J.M. Jones,Darlene Lee,Haiyan I. Li,Marco A. Marra,Michael Mayo,Richard A. Moore,Andrew J. Mungall,A. Gordon Robertson,Jacqueline E. Schein,Payal Sipahimalani,Angela Tam,Nina Thiessen,Richard Varhol,Rameen Beroukhim,Ami S. Bhatt,Angela N. Brooks,Andrew D. Cherniack,Samuel S. Freeman,Stacey Gabriel,Elena Helman,Joonil Jung,Matthew Meyerson,Akinyemi I. Ojesina,Chandra Sekhar Pedamallu,Gordon Saksena,Steven E. Schumacher,Barbara Tabak,Travis I. Zack,Travis I. Zack,Eric S. Lander,Christopher A. Bristow,Angela Hadjipanayis,Psalm Haseley,Raju Kucherlapati,Semin Lee,Eunjung Lee,Lovelace J. Luquette,Harshad S. Mahadeshwar,Angeliki Pantazi,Michael Parfenov,Michael Parfenov,Peter J. Park,Alexei Protopopov,Xiaojia Ren,Netty Santoso,Jonathan G. Seidman,Sahil Seth,Xingzhi Song,Jiabin Tang,Ruibin Xi,Ruibin Xi,Ruibin Xi,Andrew Wei Xu,Lixing Yang,Dong Zeng,J. Todd Auman,Saianand Balu,Elizabeth Buda,Cheng Fan,Katherine A. Hoadley,Corbin D. Jones,Shaowu Meng,Piotr A. Mieczkowski,Joel S. Parker,Charles M. Perou,Jeffrey Roach,Yan Shi,Grace O. Silva,Donghui Tan,Umadevi Veluvolu,Scot Waring,Matthew D. Wilkerson,Junyuan Wu,Wei Zhao,Tom Bodenheimer,D. Neil Hayes,D. Neil Hayes,Alan P. Hoyle,Stuart R. Jeffreys,Lisle E. Mose,Janae V. Simons,Mathew G. Soloway,Stephen B. Baylin,Benjamin P. Berman,Moiz S. Bootwalla,Ludmila Danilova,James G. Herman,Toshinori Hinoue,Peter W. Laird,Suhn K. Rhie,Hui Shen,Timothy J. Triche,Daniel J. Weisenberger,Scott L. Carter,Kristian Cibulskis,Lynda Chin,Jianhua Zhang,Carrie Sougnez,Min Wang,Gad Getz,Gad Getz,Huyen Dinh,Harshavardhan Doddapaneni,Richard A. Gibbs,Preethi Gunaratne,Preethi Gunaratne,Yi Han,Divya Kalra,Christie Kovar,Lora Lewis,Margaret B. Morgan,Donna Morton,Donna Muzny,Jeffrey G. Reid,Liu Xi,Juok Cho,Daniel DiCara,Scott Frazer,Nils Gehlenborg,David I. Heiman,Jaegil Kim,Michael S. Lawrence,Pei Lin,Yingchun Liu,Michael S. Noble,Petar Stojanov,Doug Voet,Hailei Zhang,Lihua Zou,Chip Stewart,Brady Bernard,Ryan Bressler,Andrea Eakin,Lisa Iype,Theo A. Knijnenburg,Roger Kramer,Richard Kreisberg,Kalle Leinonen,Jake Lin,Yuexin Liu,Michael Miller,Sheila M. Reynolds,Hector Rovira,Ilya Shmulevich,Vesteinn Thorsson,Da Yang,Wei Zhang,Samirkumar B. Amin,Chang-Jiun Wu,Chia Chin Wu,Rehan Akbani,Kenneth Aldape,Keith A. Baggerly,Bradley McIntosh Broom,Tod D. Casasent,James Cleland,Deepti Dodda,Mary Elizabeth Edgerton,Leng Han,Shelley M. Herbrich,Zhenlin Ju,Hoon Kim,Hoon Kim,Seth Lerner,Jun Li,Han Liang,Wenbin Liu,Philip L. Lorenzi,Yiling Lu,James M. Melott,Lam Nguyen,Lam Nguyen,Xiaoping Su,Roeland Verhaak,Wenyi Wang,Andrew J. Wong,Andrew J. Wong,Yang Yang,Jun Yao,Rong Yao,Kosuke Yoshihara,Yuan Yuan,Yuan Yuan,W. K. Alfred Yung,Nianxiang Zhang,Siyuan Zheng,Michael B. Ryan,Michael B. Ryan,David W. Kane,David W. Kane,B. Arman Aksoy,Giovanni Ciriello,Gideon Dresdner,Jianjiong Gao,Benjamin Gross,Anders Jacobsen,André Kahles,Marc Ladanyi,William Lee,Kjong-Van Lehmann,Martin L. Miller,Ricardo Ramirez,Gunnar Rätsch,Boris Reva,Nikolaus Schultz,Yasin Senbabaoglu,Ronglai Shen,Rileen Sinha,S. Onur Sumer,Yichao Sun,Barry S. Taylor,Barry S. Taylor,Barry S. Taylor,Nils Weinhold,Suzanne S. Fei,Paul T. Spellman,Christopher C. Benz,Christopher C. Benz,Daniel E. Carlin,Daniel E. Carlin,Melisssa Cline,Melisssa Cline,Brian Craft,Brian Craft,Mary Goldman,David Haussler,David Haussler,David Haussler,Singer Ma,Singer Ma,Sam Ng,Sam Ng,Evan O. Paull,Evan O. Paull,Amie Radenbaugh,Amie Radenbaugh,Sofie R. Salama,Sofie R. Salama,Sofie R. Salama,Artem Sokolov,Artem Sokolov,Teresa Swatloski,Teresa Swatloski,Vladislav Uzunangelov,Vladislav Uzunangelov,Peter Waltman,Peter Waltman,Christina Yau,Jing Zhu,Jing Zhu,Stanley R. Hamilton,Scott Abbott,Rachel Abbott,Nathan D. Dees,Kim D. Delehaunty,Li Ding,David J. Dooling,James M. Eldred,Catrina Fronick,Robert S. Fulton,Lucinda Fulton,Joelle Kalicki-Veizer,Krishna L. Kanchi,Cyriac Kandoth,Daniel C. Koboldt,David E. Larson,Timothy J. Ley,Ling Lin,Charles Lu,Vincent Magrini,Elaine R. Mardis,Michael D. McLellan,Joshua F. McMichael,Christopher A. Miller,Michelle O'Laughlin,Craig Pohl,Heather Schmidt,Scott M. Smith,Jason Walker,John W. Wallis,Michael C. Wendl,Michael C. Wendl,Richard K. Wilson,Todd Wylie,Qunyuan Zhang,Robert A. Burton,Mark A. Jensen,Ari B. Kahn,Todd Pihl,David A. Pot,Yunhu Wan,Douglas A. Levine,Aaron D. Black,Jay Bowen,Jessica Frick,Julie M. Gastier-Foster,Julie M. Gastier-Foster,Hollie A. Harper,Carmen Helsel,Kristen M. Leraas,Tara M. Lichtenberg,Cynthia McAllister,Nilsa C. Ramirez,Nilsa C. Ramirez,Samantha Sharpe,Lisa Wise,Erik Zmuda,Stephen J. Chanock,Tanja Davidsen,John A. Demchok,Greg Eley,Ina Felau,Margi Sheth,Heidi J. Sofia,Louis M. Staudt,Roy Tarnuzzer,Zhining Wang,Liming Yang,Jiashan Zhang,Larsson Omberg,Adam Margolin,Benjamin J. Raphael,Fabio Vandin,Hsin-Ta Wu,Mark D.M. Leiserson,Stephen C. Benz,Charles J. Vaske,Houtan Noushmehr,Houtan Noushmehr,Denise M. Wolf,Laura van 't Veer,Dimitris Anastassiou,Tai Hsien Ou Yang,Nuria Lopez-Bigas,Abel Gonzalez-Perez,David Tamborero,Zheng Xia,Wei Li,Dong Yeon Cho,Teresa M. Przytycka,Mark P. Hamilton,Sean E. McGuire,Sven Nelander,Sven Nelander,Patrik Johansson,Rebecka Jörnsten,Rebecka Jörnsten,Teresia Kling +379 more
TL;DR: The Pan-Cancer initiative compares the first 12 tumor types profiled by TCGA with a major opportunity to develop an integrated picture of commonalities, differences and emergent themes across tumor lineages.
Journal Article
The Cancer Genome Atlas Pan-Cancer analysis project
Kyle Chang,Chad J Creighton,Caleb F. Davis,Lawrence A. Donehower,Jennifer Drummond,David A. Wheeler,Adrian Ally,Miruna Balasundaram,Inanc Birol,Yaron S.N. Butterfield,Andy Chu,Eric Chuah,Hye Jung E. Chun,Noreen Dhalla,Ranabir Guin,Martin Hirst,Carrie Hirst,Robert A. Holt,Steven J.M. Jones,Darlene Lee,Haiyan I. Li,Marco A. Marra,Michael Mayo,Richard A. Moore,Andrew J. Mungall,A. Gordon Robertson,Jacqueline E. Schein,Payal Sipahimalani,Angela Tam,Nina Thiessen,Richard Varhol,Rameen Beroukhim,Ami S. Bhatt,Angela N. Brooks,Andrew D. Cherniack,Samuel S. Freeman,Stacey Gabriel,Elena Helman,Joonil Jung,Matthew Meyerson,Akinyemi I. Ojesina,Chandra Sekhar Pedamallu,Gordon Saksena,Steven E. Schumacher,Barbara Tabak,Travis I. Zack,Eric S. Lander,Christopher A. Bristow,Angela Hadjipanayis,Psalm Haseley,Raju Kucherlapati,Semin Lee,Eunjung Lee,Lovelace J. Luquette,Harshad S. Mahadeshwar,Angeliki Pantazi,Michael Parfenov,Peter J. Park,Alexei Protopopov,Xiaojia Ren,Netty Santoso,Jonathan G. Seidman,Sahil Seth,Xingzhi Song,Jiabin Tang,Ruibin Xi,Andrew Wei Xu,Lixing Yang,Dong Zeng,J. Todd Auman,Saianand Balu,Elizabeth Buda,Cheng Fan,Katherine A. Hoadley,Corbin D. Jones,Shaowu Meng,Piotr A. Mieczkowski,Joel S. Parker,Charles M. Perou,Jeffrey Roach,Yan Shi,Grace O. Silva,Donghui Tan,Umadevi Veluvolu,Scot Waring,Matthew D. Wilkerson,Junyuan Wu,Wei Zhao,Tom Bodenheimer,D. Neil Hayes,Alan P. Hoyle,Stuart R. Jeffreys,Lisle E. Mose,Janae V. Simons,Mathew G. Soloway,Stephen B. Baylin,Benjamin P. Berman,Moiz S. Bootwalla,Ludmila Danilova,James G. Herman,Toshinori Hinoue,Peter W. Laird,Suhn K. Rhie,Hui Shen,Timothy J. Triche,Daniel J. Weisenberger,Scott L. Carter,Kristian Cibulskis,Lynda Chin,Jianhua Zhang,Gad Getz,Carrie Sougnez,Min Wang,Huyen Dinh,Harshavardhan Doddapaneni,Richard A. Gibbs,Preethi H. Gunaratne,Yi Han,Divya Kalra,Christie Kovar,Lora Lewis,Margaret Morgan,Donna Morton,Donna M. Muzny,Jeffrey G. Reid,Liu Xi,Juok Cho,Daniel DiCara,Scott Frazer,Nils Gehlenborg,David I. Heiman,Jaegil Kim,Michael S. Lawrence,Pei Lin,Yingchun Liu,Michael S. Noble,Petar Stojanov,Doug Voet,Hailei Zhang,Lihua Zou,Chip Stewart,Brady Bernard,Ryan Bressler,Andrea Eakin,Lisa Iype,Theo A. Knijnenburg,Roger Kramer,Richard Kreisberg,Kalle Leinonen,Jake Lin,Yuexin Liu,Michael W. Miller,Sheila Reynolds,Hector Rovira,Ilya Shmulevich,Vesteinn Thorsson,Da Yang,Wei Zhang,Samirkumar B. Amin,Chang-Jiun Wu,Chia Chin Wu,Rehan Akbani,Kenneth Aldape,Keith A. Baggerly,Bradley M. Broom,Tod D. Casasent,James Cleland,Chad J. Creighton,Deepti Dodda,Mary E. Edgerton,Leng Han,Shelley M. Herbrich,Zhenlin Ju,Hoon Kim,Seth P. Lerner,Jun Li,Han Liang,Wen-Bin Liu,Philip L. Lorenzi,Yiling Lu,James M. Melott,Gordon B. Mills,Lam Nhat Nguyen,Xiaoping Su,Roeland Verhaak,Wenyi Wang,John N. Weinstein,Andrew Wong,Yang Yang,Jun Yao,Rong Yao,Kosuke Yoshihara,Yuan Yuan,Alfred K Yung,Nianxiang Zhang,Siyuan Zheng,Michael T. Ryan,David W. Kane,B. Arman Aksoy,Giovanni Ciriello,Gideon Dresdner,Jianjiong Gao,Benjamin Gross,Anders Jacobsen,André Kahles,Marc Ladanyi,William H. Lee,Kjong-Van Lehmann,Martin L. Miller,Ricardo Ramirez,Gunnar Rätsch,Boris Reva,Chris Sander,Nikolaus Schultz,Yasin Senbabaoglu,Ronglai Shen,Rileen Sinha,S. Onur Sumer,Yichao Sun,Barry S. Taylor,Nils Weinhold,Suzanne S. Fei,Paul T. Spellman,Christopher C. Benz,Daniel E. Carlin,Melisssa Cline,Brian Craft,Kyle Ellrott,Mary Goldman,David Haussler,Singer Ma,Sam Ng,Evan O. Paull,Amie Radenbaugh,Sofie R. Salama,Artem Sokolov,Joshua M. Stuart,Teresa Swatloski,Vladislav Uzunangelov,Peter Waltman,Christina Yau,Jing Zhu,Stanley R. Hamilton,Scott Abbott,Rachel Abbott,Nathan D. Dees,Kim D. Delehaunty,Li Ding,David J. Dooling,James M. Eldred,Catrina Fronick,Robert S. Fulton,Lucinda Fulton,Joelle Kalicki-Veizer,Krishna-Latha Kanchi,Cyriac Kandoth,Daniel C. Koboldt,David E. Larson,Timothy J. Ley,Ling Lin,Charles Lu,Vincent Magrini,Elaine R. Mardis,Michael D. McLellan,Joshua F. McMichael,Christopher A. Miller,Michelle O'Laughlin,Craig Pohl,Heather Schmidt,Scott M. Smith,Jason Walker,John W. Wallis,Michael C. Wendl,Richard K. Wilson,Todd Wylie,Qunyuan Zhang,Robert A. Burton,Mark A. Jensen,Ari B. Kahn,Todd Pihl,David Pot,Yunhu Wan,Douglas A. Levine,Aaron D. Black,Jay Bowen,Jessica Frick,Julie M. Gastier-Foster,Hollie A. Harper,Carmen Helsel,Kristen M. Leraas,Tara M. Lichtenberg,Cynthia McAllister,Nilsa C. Ramirez,Samantha Sharpe,Lisa Wise,Erik Zmuda,Stephen J. Chanock,Tanja Davidsen,John A. Demchok,Greg Eley,Ina Felau,Brad Ozenberger,Margi Sheth,Heidi J. Sofia,Louis M. Staudt,Roy Tarnuzzer,Zhining Wang,Liming Yang,Jiashan Zhang,Larsson Omberg,Adam A. Margolin,Benjamin J. Raphael,Fabio Vandin,Hsin-Ta Wu,Mark D.M. Leiserson,Stephen C. Benz,Charles J. Vaske,Houtan Noushmehr,Denise M. Wolf,Laura van 't Veer,Eric A. Collisson,Dimitris Anastassiou,Tai-Hsien Ou Yang,Nuria Lopez-Bigas,Abel Gonzalez-Perez,David Tamborero,Zheng Xia,Wei Li,Dong-Yeon Cho,Teresa M. Przytycka,Mark P. Hamilton,Sean E. McGuire,Sven Nelander,Patrik Johansson,Rebecka Jörnsten,Teresia Kling,Jose Miguel Sanchez,Kenna R. Mills Shaw +337 more
TL;DR: The Cancer Genome Atlas (TCGA) Research Network has profiled and analyzed large numbers of human tumors to discover molecular aberrations at the DNA, RNA, protein and epigenetic levels as mentioned in this paper.
Journal ArticleDOI
Potential etiologic and functional implications of genome-wide association loci for human diseases and traits
Lucia A. Hindorff,Praveen Sethupathy,Heather Junkins,Erin M. Ramos,Jayashri P. Mehta,Francis S. Collins,Teri A. Manolio +6 more
TL;DR: An online catalog of SNP-trait associations from published genome-wide association studies for use in investigating genomic characteristics of trait/disease-associated SNPs (TASs) is developed, well-suited to guide future investigations of the role of common variants in complex disease etiology.
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