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Atlas feature selection benchmarking

DOI

This repository contains code for benchmarking the effect of feature selection on scRNA-seq atlas construction and use.

For more information please refer to the documentation on the wiki.

Directory structure

  • analysis/ - Notebooks used to perform analysis of the results
    • R/ - R functions used in the analysis notebooks
  • bin/ - Scripts used in Nextflow workflows
    • functions/ - Functions used across multiple scripts
  • conf/ - Nextflow configuration files
  • data/ - Data files used in the analysis. Metric score files can downloaded from figshare.
    • selected-features/ - Selected features files for each dataset. Can be downloaded from figshare.
  • envs/ - conda environment YAML files
  • output/ - Output from Nextflow workflows (not included in git)
  • reports/ - RMarkdown files and functions for output reports generated by the pipeline
  • work/ - The Nextflow working directory (not included in git)
  • workflows/ - Nextflow workflow files
  • LICENSE - The project license
  • main.nf - Main Nextflow workflow file
  • nextflow.config - Main Nextflow config file
  • README.md - This README
  • style_bin.sh - A script for styling the files in bin/

Data files

Data files for this project are available from figshare. The analysis reports in the analysis/ directory assume:

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Code for "Feature selection methods affect the performance of scRNA-seq data integration and querying"

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