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This is the repository for our lab's network model of cardiac fibroblast signal transduction. Includes reaction topology, ODE model, and accompanying analysis scripts.

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Fibroblast_Signaling_Network_Model

This is the repository for our lab's network model of cardiac fibroblast signal transduction. Includes reaction topology, ODE model, and accompanying analysis scripts.

  • Reaction topology: located in cytoscape/snm_1_1_rev4.cys as a Cytoscape Session File (requires Cytoscape 3.1.0 or later) along with XGMML and SIF files.
  • ODE Model: located in data/snm_1_1_rev4.xlsx, and can be directly used in Netflux package for MATLAB. We have also included Python version of the ODE model with accompanying Python parameter and run files.
  • Analysis Scripts: located in utils/ folder
    • ModelValidation: qualitative validation against independent literature set
    • MCInteractionAnalysis: analysis of mechano-chemo interactions based on biochemical dose-response behavior
    • PerturbationAnalysis: analysis of node sensitivity/influence with knockdowns under multiple tension contexts
    • DrugCaseStudies: comparison of model-predicted responses to drug treatments with experimental studies
    • DrugScreen: comprehensive screening of drug treatments for mechano-adaptive behavior

Required software: MATLAB 2017a or later (Parallel Computing Toolbox required for select analyses)

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This is the repository for our lab's network model of cardiac fibroblast signal transduction. Includes reaction topology, ODE model, and accompanying analysis scripts.

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