cNMF BackCalculation

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Test Drug/Condition Effects using The Annotated Cells

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Implementation

This app serves as an access point for the lab and others, offering:

  • Support for the legacy Shiny app’s back-calculation.
  • Pre/post-processing functions to enhance workflow efficiency.
  • A design that evolves to interact with AI agents.
  • User communication through:
    • A central app.
    • A distributed app (via local Docker deployment). This acts as an agent to analyze user patterns and data through crowd-computation.

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Plan

  • Dockerize (Command + App )
  • Deploy @ Google Cloud (Authentication and Google Tools)
  • Deveelop Client Docker (run at local computers and provide also resource power)
  • Agent Model ( extract user info, and behavior with uploaded files )