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SARS-CoV-2 Spike multidms analysis

Analysis of SARS-CoV-2 spike homologs as seen in our manuscript Jointly modeling deep mutational scans identifies shifted mutational effects among SARS-CoV-2 spike homologs. Please see the web page to explore the analysis interactively.

This repository contains the code in the form of a jupyter notebook, as well as the source code for generating the page.

To run the notebook:

  1. clone the repository
git clone https://github.com/matsengrp/SARS-CoV-2_spike_multidms.git
  1. (recommended) create a new environment
mamba create --name multidms-spike python=3.11
mamba activate multidms-spike
  1. install the requirements
pip install -r analysis_requirements.txt
  1. run jupyter notebook
jupyter notebook

Key files

  1. results/spike_analysis/mutations_df.csv contains the respective parameters and phenotype effects for all mutations analyzed in this study.
  2. results/spike_analysis/training_functional_scores.csv contains the curated model training set of barcoded variants and their respective functional scores, for each of the two replicate.

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Comparing DMS datasets for spike from Delta, Omicron BA.1, and Omicron BA.2

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