Analyzing and interpreting genome data at the network level with ConsensusPathDB

被引:318
作者
Herwig, Ralf [1 ]
Hardt, Christopher [1 ]
Lienhard, Matthias [1 ]
Kamburov, Atanas [2 ,3 ,4 ,5 ]
机构
[1] Max Planck Inst Mol Genet, Dept Computat Mol Biol, Berlin, Germany
[2] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
[3] Massachusetts Gen Hosp, Ctr Canc, Boston, MA 02114 USA
[4] Harvard Med Sch, Boston, MA 02115 USA
[5] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
基金
欧盟第七框架计划;
关键词
PROTEIN INTERACTIONS; UREMIC TOXINS; GENE; EXPRESSION; DIFFERENTIATION; CLASSIFICATION; INDIVIDUALS; INHIBITION; METABOLISM; SIGNATURES;
D O I
10.1038/nprot.2016.117
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
ConsensusPathDB consists of a comprehensive collection of human (as well as mouse and yeast) molecular interaction data integrated from 32 different public repositories and a web interface featuring a set of computational methods and visualization tools to explore these data. This protocol describes the use of ConsensusPathDB (http://consensuspathdb.org) with respect to the functional and network-based characterization of biomolecules (genes, proteins and metabolites) that are submitted to the system either as a priority list or together with associated experimental data such as RNA-seq. The tool reports interaction network modules, biochemical pathways and functional information that are significantly enriched by the user's input, applying computational methods for statistical over-representation, enrichment and graph analysis. The results of this protocol can be observed within a few minutes, even with genome-wide data. The resulting network associations can be used to interpret high-throughput data mechanistically, to characterize and prioritize biomarkers, to integrate different omics levels, to design follow-up functional assay experiments and to generate topology for kinetic models at different scales.
引用
收藏
页码:1889 / 1907
页数:19
相关论文
共 53 条
[1]
Primary differentiation in the human blastocyst: Comparative molecular portraits of inner cell mass and trophectoderm cells [J].
Adjaye, J ;
Huntriss, J ;
Herwig, R ;
BenKahla, A ;
Brink, TC ;
Wierling, C ;
Hultschig, C ;
Groth, D ;
Yaspo, ML ;
Picton, HM ;
Gosden, RG ;
Lehrach, H .
STEM CELLS, 2005, 23 (10) :1514-1525
[2]
[Anonymous], NUCL ACIDS RES
[3]
[Anonymous], BMC BIOINF
[4]
Pathguide: a Pathway Resource List [J].
Bader, Gary D. ;
Cary, Michael P. ;
Sander, Chris .
NUCLEIC ACIDS RESEARCH, 2006, 34 :D504-D506
[5]
CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[6]
Genes2Networks: connecting lists of gene symbols using mammalian protein interactions databases [J].
Berger, Seth I. ;
Posner, Jeremy M. ;
Ma'ayan, Avi .
BMC BIOINFORMATICS, 2007, 8 (1)
[7]
Pathway Commons, a web resource for biological pathway data [J].
Cerami, Ethan G. ;
Gross, Benjamin E. ;
Demir, Emek ;
Rodchenkov, Igor ;
Babur, Oezguen ;
Anwar, Nadia ;
Schultz, Nikolaus ;
Bader, Gary D. ;
Sander, Chris .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D685-D690
[8]
Integration of biological networks and gene expression data using Cytoscape [J].
Cline, Melissa S. ;
Smoot, Michael ;
Cerami, Ethan ;
Kuchinsky, Allan ;
Landys, Nerius ;
Workman, Chris ;
Christmas, Rowan ;
Avila-Campilo, Iliana ;
Creech, Michael ;
Gross, Benjamin ;
Hanspers, Kristina ;
Isserlin, Ruth ;
Kelley, Ryan ;
Killcoyne, Sarah ;
Lotia, Samad ;
Maere, Steven ;
Morris, John ;
Ono, Keiichiro ;
Pavlovic, Vuk ;
Pico, Alexander R. ;
Vailaya, Aditya ;
Wang, Peng-Liang ;
Adler, Annette ;
Conklin, Bruce R. ;
Hood, Leroy ;
Kuiper, Martin ;
Sander, Chris ;
Schmulevich, Ilya ;
Schwikowski, Benno ;
Warner, Guy J. ;
Ideker, Trey ;
Bader, Gary D. .
NATURE PROTOCOLS, 2007, 2 (10) :2366-2382
[9]
Comprehensive molecular profiling of lung adenocarcinoma [J].
Collisson, Eric A. ;
Campbell, Joshua D. ;
Brooks, Angela N. ;
Berger, Alice H. ;
Lee, William ;
Chmielecki, Juliann ;
Beer, David G. ;
Cope, Leslie ;
Creighton, Chad J. ;
Danilova, Ludmila ;
Ding, Li ;
Getz, Gad ;
Hammerman, Peter S. ;
Hayes, D. Neil ;
Hernandez, Bryan ;
Herman, James G. ;
Heymach, John V. ;
Jurisica, Igor ;
Kucherlapati, Raju ;
Kwiatkowski, David ;
Ladanyi, Marc ;
Robertson, Gordon ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Sinha, Rileen ;
Sougnez, Carrie ;
Tsao, Ming-Sound ;
Travis, William D. ;
Weinstein, John N. ;
Wigle, Dennis A. ;
Wilkerson, Matthew D. ;
Chu, Andy ;
Cherniack, Andrew D. ;
Hadjipanayis, Angela ;
Rosenberg, Mara ;
Weisenberger, Daniel J. ;
Laird, Peter W. ;
Radenbaugh, Amie ;
Ma, Singer ;
Stuart, Joshua M. ;
Byers, Lauren Averett ;
Baylin, Stephen B. ;
Govindan, Ramaswamy ;
Meyerson, Matthew ;
Rosenberg, Mara ;
Gabriel, Stacey B. ;
Cibulskis, Kristian ;
Sougnez, Carrie ;
Kim, Jaegil ;
Stewart, Chip .
NATURE, 2014, 511 (7511) :543-550
[10]
The Reactome pathway Knowledgebase [J].
Fabregat, Antonio ;
Sidiropoulos, Konstantinos ;
Garapati, Phani ;
Gillespie, Marc ;
Hausmann, Kerstin ;
Haw, Robin ;
Jassal, Bijay ;
Jupe, Steven ;
Korninger, Florian ;
McKay, Sheldon ;
Matthews, Lisa ;
May, Bruce ;
Milacic, Marija ;
Rothfels, Karen ;
Shamovsky, Veronica ;
Webber, Marissa ;
Weiser, Joel ;
Williams, Mark ;
Wu, Guanming ;
Stein, Lincoln ;
Hermjakob, Henning ;
D'Eustachio, Peter .
NUCLEIC ACIDS RESEARCH, 2016, 44 (D1) :D481-D487