Nature Communications · 2019 · 123 citations · 71 references
Life SciencesBioinformaticsOncologyCancer GeneticsMolecular OncologyNetwork BiologyCancer BiomarkersCancer Cell SignalingCancer GenomicsComputational OncologyDisease Network BiologyMolecular Tumor ProfilingDisease Prognostic BiomarkersDruggable Target DiscoveryIntegrated Multi-omics AnalysisNetwork-based Cancer AnalysisPrognostic BiomarkersProtein TargetsProtein-protein Interaction Network AnalysisTherapeutic Target Identification
Alterations in membrane proteins (MPs) and their regulated pathways have been established as cancer hallmarks and extensively targeted in clinical applications. However, the analysis of MP-interacting proteins and downstream pathways across human malignancies remains challenging. Here, we present a systematically integrated method to generate a resource of cancer membrane protein-regulated networks (CaMPNets), containing 63,746 high-confidence protein-protein interactions (PPIs) for 1962 MPs, using expression profiles from 5922 tumors with overall survival outcomes across 15 human cancers. Comprehensive analysis of CaMPNets links MP partner communities and regulated pathways to provide MP-based gene sets for identifying prognostic biomarkers and druggable targets. For example, we identify CHRNA9 with 12 PPIs (e.g., ERBB2) can be a therapeutic target and find its anti-metastasis agent, bupropion, for treatment in nicotine-induced breast cancer. This resource is a study to systematically integrate MP interactions, genomics, and clinical outcomes for helping illuminate cancer-wide atlas and prognostic landscapes in tumor homo/heterogeneity.
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