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Snakemake workflow: E. coli GWAS 2021

Snakemake workflow to reproduce the GWAS analysis on genetic determinants of E. coli bloodstream infections. Given the sensitive information used as covariates in this analysis, users wishing to replicate this study should generate the data contained in the missing data/GWAS_20201217_MEO.csv file. Summary statistics about each variable can be found as supplementary material in the preprint.

Input genomes

The input assemblies can be found under the following bioproject accessions: PRJEB39260 and PRJEB35745. The fasta files should be placed inside the data/fastas directory, and annotated GFFs should be placed inside the data/gffs directory.

Usage

To run the three main GWAS analysis (naive, using covariates and burden test) and the power analysis:

snakemake -p annotate_summary map_summary_nc pyseer_rare pyseer_simulation --cores 36 --use-conda

Snakemake will install the appropriate packages for each step as conda environments. symbolic link to a directory containing the eggnog-mapper database should be placed in data/eggnog-mapper, as well as a symbolic link to the unzipped fasta file from uniref50 (data/uniref50.fasta).

Author

Marco Galardini ([email protected])

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Bacterial GWAS for E. coli BSI genetic determinants

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