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asd_microbiome_aab_qtab's Introduction

README: ASD_microbiome_AAB_QTAB code

Author: Chloe X Yap

Date: 8 October 2021

DOI

Description:

This repository contains code used in the AAB and QTAB stool metagenomics analysis, and accompanying the paper titled, "Autism-gut microbiome connections may reflect autism-related dietary diversity".

Contents:

metagenomics_analysis_taxonomic_manuscript.Rmd

  • contains code for most analyses (eg. microbiome diversity, differential abundance, linear models)
  • N.B. the code contained here is specific to the taxonomic for demonstration purposes. However, where mentioned in the manuscript, identical analyses were performed for functional datasets.

diet/

  • AES_PCs_ACRC_QTAB_manuscript.html
    • .html knitted .Rmd document
    • includes code and figures from exploratory analysis of dietary data

osca_variancecomponent/

  • metagenomics_analysis_osca_prep_manuscript.Rmd

    • .Rmd file used to pre-process microbiome count data (taxonomic and functional).
    • output of this code is used as input into OSCA, using commands in metagenomics_analysis_osca_manuscript.sh
  • metagenomics_analysis_osca_manuscript.sh

    • .sh file with OSCA commands to generate ORMs, and to perform variance component analysis

linktaxafunc/

  • metagenomics_analysis_linktaxafunc_manuscript.R
    • R script to extract:
      • count table for genes directly and specifically mapping to Romboutsia timonensis ("direct" analysis)
      • count table for genes that are within the Romboutsia timonensis genome, but can be encoded by any other species ("indirect" analysis)
  • metagenomics_analysis_linktaxafunc_ancom_direct_manuscript.R
    • R code used to perform the "direct" analysis
    • input the "direct" analysis output from metagenomics_analysis_linktaxafunc_manuscript.R (eg. "aab_Romboutsia.timonensis_MICROBAgenes.txt")
    • differential abundance analysis (ANCOMv2.1)

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