FunSeq2: a framework for prioritizing noncoding regulatory variants in cancer

被引:235
作者
Fu, Yao [1 ]
Liu, Zhu [2 ]
Lou, Shaoke [3 ]
Bedford, Jason [1 ]
Mu, Xinmeng Jasmine [1 ,4 ]
Yip, Kevin Y. [3 ]
Khurana, Ekta [1 ,5 ,6 ]
Gerstein, Mark [1 ,5 ,7 ]
机构
[1] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
[2] Fudan Univ, Sch Life Sci, Shanghai 200433, Peoples R China
[3] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
[4] Broad Inst Harvard & MIT, Cambridge, MA 02142 USA
[5] Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USA
[6] Weill Cornell Med Coll, Dept Physiol & Biophys, New York, NY 10065 USA
[7] Yale Univ, Dept Comp Sci, New Haven, CT 06520 USA
来源
GENOME BIOLOGY | 2014年 / 15卷 / 10期
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
TERT PROMOTER MUTATIONS; SOMATIC MUTATIONS; DIFFERENTIAL EXPRESSION; PERSONAL GENOMES; ENHANCERS; PHOSPHORYLATION; ANNOTATION; ELEMENTS; NETWORK; GENES;
D O I
10.1186/s13059-014-0480-5
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Identification of noncoding drivers from thousands of somatic alterations in a typical tumor is a difficult and unsolved problem. We report a computational framework, FunSeq2, to annotate and prioritize these mutations. The framework combines an adjustable data context integrating large-scale genomics and cancer resources with a streamlined variant-prioritization pipeline. The pipeline has a weighted scoring system combining: inter- and intra-species conservation; loss- and gain-of-function events for transcription-factor binding; enhancer-gene linkages and network centrality; and per-element recurrence across samples. We further highlight putative drivers with information specific to a particular sample, such as differential expression. FunSeq2 is available from funseq2.gersteinlab.org.
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页数:15
相关论文
共 55 条
[1]   Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[2]   An integrated map of genetic variation from 1,092 human genomes [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[3]   Differential expression analysis for sequence count data [J].
Anders, Simon ;
Huber, Wolfgang .
GENOME BIOLOGY, 2010, 11 (10)
[4]   Punctuated Evolution of Prostate Cancer Genomes [J].
Baca, Sylvan C. ;
Prandi, Davide ;
Lawrence, Michael S. ;
Mosquera, Juan Miguel ;
Romanel, Alessandro ;
Drier, Yotam ;
Park, Kyung ;
Kitabayashi, Naoki ;
MacDonald, Theresa Y. ;
Ghandi, Mahmoud ;
Van Allen, Eliezer ;
Kryukov, Gregory V. ;
Sboner, Andrea ;
Theurillat, Jean-Philippe ;
Soong, T. David ;
Nickerson, Elizabeth ;
Auclair, Daniel ;
Tewari, Ashutosh ;
Beltran, Himisha ;
Onofrio, Robert C. ;
Boysen, Gunther ;
Guiducci, Candace ;
Barbieri, Christopher E. ;
Cibulskis, Kristian ;
Sivachenko, Andrey ;
Carter, Scott L. ;
Saksena, Gordon ;
Voet, Douglas ;
Ramos, Alex H. ;
Winckler, Wendy ;
Cipicchio, Michelle ;
Ardlie, Kristin ;
Kantoff, Philip W. ;
Berger, Michael F. ;
Gabriel, Stacey B. ;
Golub, Todd R. ;
Meyerson, Matthew ;
Lander, Eric S. ;
Elemento, Olivier ;
Getz, Gad ;
Demichelis, Francesca ;
Rubin, Mark A. ;
Garraway, Levi A. .
CELL, 2013, 153 (03) :666-677
[5]   Ultraconserved elements in the human genome [J].
Bejerano, G ;
Pheasant, M ;
Makunin, I ;
Stephen, S ;
Kent, WJ ;
Mattick, JS ;
Haussler, D .
SCIENCE, 2004, 304 (5675) :1321-1325
[6]   The genomic complexity of primary human prostate cancer [J].
Berger, Michael F. ;
Lawrence, Michael S. ;
Demichelis, Francesca ;
Drier, Yotam ;
Cibulskis, Kristian ;
Sivachenko, Andrey Y. ;
Sboner, Andrea ;
Esgueva, Raquel ;
Pflueger, Dorothee ;
Sougnez, Carrie ;
Onofrio, Robert ;
Carter, Scott L. ;
Park, Kyung ;
Habegger, Lukas ;
Ambrogio, Lauren ;
Fennell, Timothy ;
Parkin, Melissa ;
Saksena, Gordon ;
Voet, Douglas ;
Ramos, Alex H. ;
Pugh, Trevor J. ;
Wilkinson, Jane ;
Fisher, Sheila ;
Winckler, Wendy ;
Mahan, Scott ;
Ardlie, Kristin ;
Baldwin, Jennifer ;
Simons, Jonathan W. ;
Kitabayashi, Naoki ;
MacDonald, Theresa Y. ;
Kantoff, Philip W. ;
Chin, Lynda ;
Gabriel, Stacey B. ;
Gerstein, Mark B. ;
Golub, Todd R. ;
Meyerson, Matthew ;
Tewari, Ashutosh ;
Lander, Eric S. ;
Getz, Gad ;
Rubin, Mark A. ;
Garraway, Levi A. .
NATURE, 2011, 470 (7333) :214-220
[7]   The NIH Roadmap Epigenomics Mapping Consortium [J].
Bernstein, Bradley E. ;
Stamatoyannopoulos, John A. ;
Costello, Joseph F. ;
Ren, Bing ;
Milosavljevic, Aleksandar ;
Meissner, Alexander ;
Kellis, Manolis ;
Marra, Marco A. ;
Beaudet, Arthur L. ;
Ecker, Joseph R. ;
Farnham, Peggy J. ;
Hirst, Martin ;
Lander, Eric S. ;
Mikkelsen, Tarjei S. ;
Thomson, James A. .
NATURE BIOTECHNOLOGY, 2010, 28 (10) :1045-1048
[8]   Annotation of functional variation in personal genomes using RegulomeDB [J].
Boyle, Alan P. ;
Hong, Eurie L. ;
Hariharan, Manoj ;
Cheng, Yong ;
Schaub, Marc A. ;
Kasowski, Maya ;
Karczewski, Konrad J. ;
Park, Julie ;
Hitz, Benjamin C. ;
Weng, Shuai ;
Cherry, J. Michael ;
Snyder, Michael .
GENOME RESEARCH, 2012, 22 (09) :1790-1797
[9]   The cBio Cancer Genomics Portal: An Open Platform for Exploring Multidimensional Cancer Genomics Data [J].
Cerami, Ethan ;
Gao, Jianjiong ;
Dogrusoz, Ugur ;
Gross, Benjamin E. ;
Sumer, Selcuk Onur ;
Aksoy, Buelent Arman ;
Jacobsen, Anders ;
Byrne, Caitlin J. ;
Heuer, Michael L. ;
Larsson, Erik ;
Antipin, Yevgeniy ;
Reva, Boris ;
Goldberg, Arthur P. ;
Sander, Chris ;
Schultz, Nikolaus .
CANCER DISCOVERY, 2012, 2 (05) :401-404
[10]   FunciSNP: an R/bioconductor tool integrating functional non-coding data sets with genetic association studies to identify candidate regulatory SNPs [J].
Coetzee, Simon G. ;
Rhie, Suhn K. ;
Berman, Benjamin P. ;
Coetzee, Gerhard A. ;
Noushmehr, Houtan .
NUCLEIC ACIDS RESEARCH, 2012, 40 (18) :e139