Metascape provides a biologist-oriented resource for the analysis of systems-level datasets

被引:8573
作者
Zhou, Yingyao [1 ]
Zhou, Bin [1 ]
Pache, Lars [2 ]
Chang, Max [3 ]
Khodabakhshi, Alireza Hadj [1 ]
Tanaseichuk, Olga [1 ]
Benner, Christopher [3 ]
Chanda, Sumit K. [2 ]
机构
[1] Genom Inst Novartis Res Fdn, 10675 John Jay Hopkins Dr, San Diego, CA 92121 USA
[2] Sanford Burnham Prebys Med Discovery Inst, Infect & Inflammatory Dis Ctr, Immun & Pathogenesis Program, 10901 North Torrey Pines Rd, La Jolla, CA 10901 USA
[3] Univ Calif San Diego, Dept Med, 9500 Gilman Dr, La Jolla, CA 92093 USA
关键词
SET ENRICHMENT ANALYSIS; PROTEIN-INTERACTION NETWORKS; GENE ONTOLOGY; FUNCTIONAL INTERPRETATION; WEB SERVER; PATHWAY; VIRUS; TOOLS; METAANALYSIS; ANNOTATIONS;
D O I
10.1038/s41467-019-09234-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A critical component in the interpretation of systems-level studies is the inference of enriched biological pathways and protein complexes contained within OMICs datasets. Successful analysis requires the integration of a broad set of current biological databases and the application of a robust analytical pipeline to produce readily interpretable results. Metascape is a web-based portal designed to provide a comprehensive gene list annotation and analysis resource for experimental biologists. In terms of design features, Metascape combines functional enrichment, interactome analysis, gene annotation, and membership search to leverage over 40 independent knowledgebases within one integrated portal. Additionally, it facilitates comparative analyses of datasets across multiple independent and orthogonal experiments. Metascape provides a significantly simplified user experience through a one-click Express Analysis interface to generate interpretable outputs. Taken together, Metascape is an effective and efficient tool for experimental biologists to comprehensively analyze and interpret OMICs-based studies in the big data era.
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页数:10
相关论文
共 58 条
[41]   Algorithms and tools for protein-protein interaction networks clustering, with a special focus on population-based stochastic methods [J].
Pizzuti, Clara ;
Rombo, Simona E. .
BIOINFORMATICS, 2014, 30 (10) :1343-1352
[42]   g:Profiler-a web server for functional interpretation of gene lists (2016 update) [J].
Reimand, Juri ;
Arak, Tambet ;
Adler, Priit ;
Kolberg, Liis ;
Reisberg, Sulev ;
Peterson, Hedi ;
Vilo, Jaak .
NUCLEIC ACIDS RESEARCH, 2016, 44 (W1) :W83-W89
[43]   CORUM: the comprehensive resource of mammalian protein complexes-2009 [J].
Ruepp, Andreas ;
Waegele, Brigitte ;
Lechner, Martin ;
Brauner, Barbara ;
Dunger-Kaltenbach, Irmtraud ;
Fobo, Gisela ;
Frishman, Goar ;
Montrone, Corinna ;
Mewes, H. -Werner .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D497-D501
[44]   Java']Java Treeview-extensible visualization of microarray data [J].
Saldanha, AJ .
BIOINFORMATICS, 2004, 20 (17) :3246-3248
[45]   Cytoscape: A software environment for integrated models of biomolecular interaction networks [J].
Shannon, P ;
Markiel, A ;
Ozier, O ;
Baliga, NS ;
Wang, JT ;
Ramage, D ;
Amin, N ;
Schwikowski, B ;
Ideker, T .
GENOME RESEARCH, 2003, 13 (11) :2498-2504
[46]   Protein complexes and functional modules in molecular networks [J].
Spirin, V ;
Mirny, LA .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (21) :12123-12128
[47]   Multi-omics enrichment analysis using the GeneTrail2 web service [J].
Stoeckel, Daniel ;
Kehl, Tim ;
Trampert, Patrick ;
Schneider, Lara ;
Backes, Christina ;
Ludwig, Nicole ;
Gerasch, Andreas ;
Kaufmann, Michael ;
Gessler, Manfred ;
Graf, Norbert ;
Meese, Eckart ;
Keller, Andreas ;
Lenhof, Hans-Peter .
BIOINFORMATICS, 2016, 32 (10) :1502-1508
[48]   Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles [J].
Subramanian, A ;
Tamayo, P ;
Mootha, VK ;
Mukherjee, S ;
Ebert, BL ;
Gillette, MA ;
Paulovich, A ;
Pomeroy, SL ;
Golub, TR ;
Lander, ES ;
Mesirov, JP .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (43) :15545-15550
[49]   agriGO v2.0: a GO analysis toolkit for the agricultural community, 2017 update [J].
Tian, Tian ;
Liu, Yue ;
Yan, Hengyu ;
You, Qi ;
Yi, Xin ;
Du, Zhou ;
Xu, Wenying ;
Su, Zhen .
NUCLEIC ACIDS RESEARCH, 2017, 45 (W1) :W122-W129
[50]   Meta- and Orthogonal Integration of Influenza "OMICs'' Data Defines a Role for UBR4 in Virus Budding [J].
Tripathi, Shashank ;
Pohl, Marie O. ;
Zhou, Yingyao ;
Rodriguez-Frandsen, Ariel ;
Wang, Guojun ;
Stein, David A. ;
Moulton, Hong M. ;
DeJesus, Paul ;
Che, Jianwei ;
Mulder, Lubbertus C. F. ;
Yangueez, Emilio ;
Andenmatten, Dario ;
Pache, Lars ;
Manicassamy, Balaji ;
Albrecht, Randy A. ;
Gonzalez, Maria G. ;
Nguyen, Quy ;
Brass, Abraham ;
Elledge, Stephen ;
White, Michael ;
Shapira, Sagi ;
Hacohen, Nir ;
Karlas, Alexander ;
Meyer, Thomas F. ;
Shales, Michael ;
Gatorano, Andre ;
Johnson, Jeffrey R. ;
Jang, Gwen ;
Johnson, Tasha ;
Verschueren, Erik ;
Sanders, Doug ;
Krogan, Nevan ;
Shaw, Megan ;
Koenig, Renate ;
Stertz, Silke ;
Garcia-Sastre, Adolfo ;
Chanda, Sumit K. .
CELL HOST & MICROBE, 2015, 18 (06) :723-735