rANOMALY: AmplicoN wOrkflow for Microbial community AnaLYsis

F1000Res. 2021 Jan 7:10:7. doi: 10.12688/f1000research.27268.1. eCollection 2021.

Abstract

Bioinformatic tools for marker gene sequencing data analysis are continuously and rapidly evolving, thus integrating most recent techniques and tools is challenging. We present an R package for data analysis of 16S and ITS amplicons based sequencing. This workflow is based on several R functions and performs automatic treatments from fastq sequence files to diversity and differential analysis with statistical validation. The main purpose of this package is to automate bioinformatic analysis, ensure reproducibility between projects, and to be flexible enough to quickly integrate new bioinformatic tools or statistical methods. rANOMALY is an easy to install and customizable R package, that uses amplicon sequence variants (ASV) level for microbial community characterization. It integrates all assets of the latest bioinformatics methods, such as better sequence tracking, decontamination from control samples, use of multiple reference databases for taxonomic annotation, all main ecological analysis for which we propose advanced statistical tests, and a cross-validated differential analysis by four different methods. Our package produces ready to publish figures, and all of its outputs are made to be integrated in Rmarkdown code to produce automated reports.

Keywords: 16S; ITS; R package; amplicon sequencing; metagenomics; microbial community.

MeSH terms

  • High-Throughput Nucleotide Sequencing
  • Metagenomics*
  • Microbiota* / genetics
  • Reproducibility of Results
  • Software
  • Workflow

Grants and funding

The author(s) declared that no grants were involved in supporting this work.