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10.1093/nar/gkw166

http://scihub22266oqcxt.onion/10.1093/nar/gkw166
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suck abstract from ncbi


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pmid26975659
      Nucleic+Acids+Res 2016 ; 44 (10 ): e100
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  • NetDecoder: a network biology platform that decodes context-specific biological networks and gene activities #MMPMID26975659
  • da Rocha EL ; Ung CY ; McGehee CD ; Correia C ; Li H
  • Nucleic Acids Res 2016[Jun]; 44 (10 ): e100 PMID26975659 show ga
  • The sequential chain of interactions altering the binary state of a biomolecule represents the 'information flow' within a cellular network that determines phenotypic properties. Given the lack of computational tools to dissect context-dependent networks and gene activities, we developed NetDecoder, a network biology platform that models context-dependent information flows using pairwise phenotypic comparative analyses of protein-protein interactions. Using breast cancer, dyslipidemia and Alzheimer's disease as case studies, we demonstrate NetDecoder dissects subnetworks to identify key players significantly impacting cell behaviour specific to a given disease context. We further show genes residing in disease-specific subnetworks are enriched in disease-related signalling pathways and information flow profiles, which drive the resulting disease phenotypes. We also devise a novel scoring scheme to quantify key genes-network routers, which influence many genes, key targets, which are influenced by many genes, and high impact genes, which experience a significant change in regulation. We show the robustness of our results against parameter changes. Our network biology platform includes freely available source code (http://www.NetDecoder.org) for researchers to explore genome-wide context-dependent information flow profiles and key genes, given a set of genes of particular interest and transcriptome data. More importantly, NetDecoder will enable researchers to uncover context-dependent drug targets.
  • |*Protein Interaction Maps [MESH]
  • |*Software [MESH]
  • |*Transcriptome [MESH]
  • |Algorithms [MESH]
  • |Alzheimer Disease/genetics/metabolism [MESH]
  • |Breast Neoplasms/genetics/metabolism [MESH]
  • |Computational Biology/*methods [MESH]
  • |Databases, Factual [MESH]
  • |Dyslipidemias/genetics/metabolism [MESH]
  • |Female [MESH]
  • |Gene Regulatory Networks [MESH]
  • |Humans [MESH]


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