GHDDI-AILab / Targeting2019-nCoV

Information sharing portal about nCov/SARS/MERS for drug discovery
https://ghddi-ailab.github.io/Targeting2019-nCoV/
MIT License
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[Discuss] Workflow for causal reasoning of host response to coronavirus infection #63

Open djinnome opened 4 years ago

djinnome commented 4 years ago
  1. Viral-host knowledge graph based on literature citations
    • Validate Causaly assertions
    • Provide false positives and false negatives as feedback to Causaly
    • Integrate Causaly assertions with general knowledge of innate immune response and related pathways
  2. data-driven Viral-host interaction network based on pharmacological, biochemistry, and chemical biology data
    • Learn molecular signatures to map this data to the viral-host knowledge graph
    • Fill in gaps in knowledge graph
  3. Causal reasoning over the integrated knowledge and data graph
    • Predict determinants of viral pathogenesis
    • identify targets (or combinations of targets) for medical countermeasures
djinnome commented 4 years ago

Some collaborators:

  1. BioDati
  2. Causaly
  3. Pacific Northwest National Laboratory
  4. Northeastern University Causal Machine Learning