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AMR phenotype prediction

This snakemake-based pipeline is an integrated software to predict AMR phenotypes (Resistant / Susceptible), based on PhenotypeSeeker 0.7.3, Kover 2.0, and ResFinder 4.0, for 78 species-antibiotic combinations. Recommendation software for each species-antibiotic combination is based on our benchmarking work.

Prerequirements

  • Linux (tested version: AlmaLinux 8.5 )
  • Conda (tested version: Miniconda2 4.8.4), Snakemake (7.25.0)
  • C++/11 capable compiler (e.g. gcc 4.7+, clang 3.5+, Apple/clang 6.0+), see DSK
  • CMake 3.1+, see DSK

Install

bash install/install.sh 

Input file

The input file is a yaml file Config.yaml at the root folder where all options are described:

A. Sample information

Please specify samples' information in sample.txt , where each row contains a strain's sample name, path to genome, and strain species, respectively, separated by a space.

B. Parameters setting

option action values ([default])
dryrun Y or N N
output_path To where to generate the Results folder for the direct results of each software and further visualization. ./
log_path To where to generate the log folder for the intermediate files. ./
n_jobs CPU cores to use. 1
folds_setting Phylogeny background.Can be one of: close, low_similarity, distant_phylo close
Software Can be one or multiple (separated by ",") of: PhenotypeSeeker, Kover, ResFinder ResFinder

Usage

bash main.sh 

Output

Example:

<path_to_results>/results
├── sample_txt1
│   ├── Escherichia_coli_kover_close_result.txt
│   ├── Escherichia_coli_phenotypeseeker_close_result.txt
│   └── Escherichia_coli_resfinder_result.txt
└── sample_txt2
  ├── Escherichia_coli_kover_close_result.txt
  ├── Escherichia_coli_phenotypeseeker_close_result.txt
  └── Escherichia_coli_resfinder_result.txt

Third parties

  1. DSK https://github.com/GATB/dsk accessed on April 2024

  2. ResFinder 4.0 https://bitbucket.org/genomicepidemiology/resfinder/src/master/ accessed on May 2021

License

MIT License

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