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Novartis Hackathon 2018 - TMDD model with endogenous ligand

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This is the code used for a publication on the TMDD+L model that includes drug, target and endogenous ligand

This work was started as part of the 2018 Novartis-Academia Quantitative Hackathon

Folder organization

  • data/ - contains data from Charoin presentation for Tocilizumab
  • parameters/ - contains parameter files and data. numbers for the IL-6/IL-6R and PD-1/PD-L1 are what was used in the paper. Numbers for VEGF/VEGFR are more questionable and we are not confident they are all correct. We could not find enough data for the VEGF/VEGFR drugs. Therefore, they are not referenced in the paper. But we keep our work here in case it is later helpful as a starting point.
  • results/ - where results of some scripts were stored. These results are mostly old and not used in the manuscript
  • figures/ - contains figures and tables used in the manuscript

Code organization

  • Task00_Create_All_Plots_And_Tables.R - creates all plots and tables from the manuscript. It makes use of the scripts below.
  • ams_initialize_script.R - called at the top of every R script
  • ivsc_2cmt_RR_V1.R - contains the ODE and the initial conditions for the system we have studied.
  • SCIM_Calculation.R - contains the key code for calculating the theoretical and simulated ASIR and SSIM
    • lumped.parameters.simulation() - calls the ODE in ivsc_2cmt_RR_v1 for a particular set of parameters and doses and computes the SCIM parameters
    • lumped.parameters.theory() - performs the theoretical calculation for SCIM, AFIR, etc., using only the model parameters.
    • compare.thy.sim() - puts the theory and the simulation into a very large table, for use in plotting.

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