A Bioinformatician's Guide to Metagenomics
- 1 December 2008
- journal article
- review article
- Published by American Society for Microbiology in Microbiology and Molecular Biology Reviews
- Vol. 72 (4), 557-578
- https://doi.org/10.1128/mmbr.00009-08
Abstract
SUMMARY As random shotgun metagenomic projects proliferate and become the dominant source of publicly available sequence data, procedures for the best practices in their execution and analysis become increasingly important. Based on our experience at the Joint Genome Institute, we describe the chain of decisions accompanying a metagenomic project from the viewpoint of the bioinformatic analysis step by step. We guide the reader through a standard workflow for a metagenomic project beginning with presequencing considerations such as community composition and sequence data type that will greatly influence downstream analyses. We proceed with recommendations for sampling and data generation including sample and metadata collection, community profiling, construction of shotgun libraries, and sequencing strategies. We then discuss the application of generic sequence processing steps (read preprocessing, assembly, and gene prediction and annotation) to metagenomic data sets in contrast to genome projects. Different types of data analyses particular to metagenomes are then presented, including binning, dominant population analysis, and gene-centric analysis. Finally, data management issues are presented and discussed. We hope that this review will assist bioinformaticians and biologists in making better-informed decisions on their journey during a metagenomic project.Keywords
This publication has 156 references indexed in Scilit:
- The minimum information about a genome sequence (MIGS) specificationNature Biotechnology, 2008
- Millimeter‐scale genetic gradients and community‐level molecular convergence in a hypersaline microbial matMolecular Systems Biology, 2008
- Metagenomic and functional analysis of hindgut microbiota of a wood-feeding higher termiteNature, 2007
- Use of simulated data sets to evaluate the fidelity of metagenomic processing methodsNature Methods, 2007
- Genome dynamics in a natural archaeal populationProceedings of the National Academy of Sciences, 2007
- An obesity-associated gut microbiome with increased capacity for energy harvestNature, 2006
- Genomic analysis of the uncultivated marine crenarchaeote Cenarchaeum symbiosumProceedings of the National Academy of Sciences, 2006
- Microbial diversity in the deep sea and the underexplored “rare biosphere”Proceedings of the National Academy of Sciences, 2006
- A Sanger/pyrosequencing hybrid approach for the generation of high-quality draft assemblies of marine microbial genomesProceedings of the National Academy of Sciences, 2006
- Community structure and metabolism through reconstruction of microbial genomes from the environmentNature, 2004