Skip to content

This repository contains scripts to run 9 different shotgun metagenomics profiling software on a rat tissue dataset as well as scripts for their downstream analysis (import into R, alpha/beta diversity, & differential abundant analysis).

Notifications You must be signed in to change notification settings

salvadorlab/MetagenomicsToolsEvaluation

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Lepto-Metagenomics

This repository include scripts for profiling microbial communities of 12 rat tissue samples using 9 different metagenomics profiling software. Also include profiling of 3 simulated samples of mice gut microbiome obtained from CAMI Challenge

All the profiling results and their downstream characterization statistics (alpha/beta diversity, differential abundant taxa) were compared and contrast.

Software included:

  • BLASTN
  • DIAMOND (BLASTX/MEGAN)
  • Centrifuge
  • CLARK
  • CLARK-s
  • KRAKEN2 (4 different databases)
    • minikraken
    • standard
    • maxikraken
    • customized (standard + with rat genomes built in)
  • Bracken
  • Kaiju
  • METAPHLAN3

1.pre-process

  • Quality check sequenced reads
  • Map reads to host genomes to filter out host contaminations
  • adapter trimming

2.run_profilers

  • include metagenomics pipeline for 9 different profilers
  • from database building/downloading
  • to summarise profiling results
  • convert profiles to BIOM format

3.MAG

  • script to run nextflow pipeline MAG
  • assemble and bin metagenomics reads

4.benchmark_downstream_analysis

  • read profiling results of all software listed in 2.run_profilers into R
  • compare and contrast profiling results of all software listed
  • conduct alpha & beta diversity characterization for each sample
  • conduct differential abundant analysis for each sample

About

This repository contains scripts to run 9 different shotgun metagenomics profiling software on a rat tissue dataset as well as scripts for their downstream analysis (import into R, alpha/beta diversity, & differential abundant analysis).

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published