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Code to analyze the data from DNA-encoded libraries (DELs)

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DEL_analysis

This repository provides relevant code and files to reproduce the analysis from our paper: https://chemrxiv.org/engage/chemrxiv/article-details/6438943f08c86922ffeffe57

DOI

Organization

Overall layout

Associated code and files for different procedures are separated into distinct directories, outlined below. Each level of organization also contains a separate README.md file that better details what can be found. The recommended order for running the code is presented in the Manifest.

Manifest:

  • data_preparation: clean DEL data and prepare for single building block level analysis
  • similarity_calculation: calculate 2D/3D Tanimoto similarity of building blocks
  • data_analysis: analyze the data from an experimental DEL screen
  • prediction: predict the activity of new compounds using previous experimental information
  • SI: additional figures and analysis
  • environment.yml: environment file
  • figures: directory of PDFs of all figures in the main text
  • SI_figures: directory of PDFs of all figures in the Supporting Information

Requirements

The content here relies primarily on open-source tools and we provide files to reproduce the environment we used to run the analyses. Some materials require an OpenEye license, which is free for academics.

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Code to analyze the data from DNA-encoded libraries (DELs)

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