ShotgunFunctionalizeR: an R-package for functional comparison of metagenomes
Open Access
- 20 August 2009
- journal article
- research article
- Published by Oxford University Press (OUP) in Bioinformatics
- Vol. 25 (20), 2737-2738
- https://doi.org/10.1093/bioinformatics/btp508
Abstract
Summary: Microorganisms are ubiquitous in nature and constitute intrinsic parts of almost every ecosystem. A culture-independent and powerful way to study microbial communities is metagenomics. In such studies, functional analysis is performed on fragmented genetic material from multiple species in the community. The recent advances in high-throughput sequencing have greatly increased the amount of data in metagenomic projects. At present, there is an urgent need for efficient statistical tools to analyse these data. We have created ShotgunFunctionalizeR, an R-package for functional comparison of metagenomes. The package contains tools for importing, annotating and visualizing metagenomic data produced by shotgun high-throughput sequencing. ShotgunFunctionalizeR contains several statistical procedures for assessing functional differences between samples, both for individual genes and for entire pathways. In addition to standard and previously published methods, we have developed and implemented a novel approach based on a Poisson model. This procedure is highly flexible and thus applicable to a wide range of different experimental designs. We demonstrate the potential of ShotgunFunctionalizeR by performing a regression analysis on metagenomes sampled at multiple depths in the Pacific Ocean. Availability:http://shotgun.zool.gu.se Contact:dalevi@chalmers.se; erik.kristiansson@zool.gu.se Supplementary information: supplementary data are available at Bioinformatics online.Keywords
This publication has 15 references indexed in Scilit:
- Visual and statistical comparison of metagenomesBioinformatics, 2009
- A Bioinformatician's Guide to MetagenomicsMicrobiology and Molecular Biology Reviews, 2008
- The metagenomics RAST server – a public resource for the automatic phylogenetic and functional analysis of metagenomesBMC Bioinformatics, 2008
- IMG/M: a data management and analysis system for metagenomesNucleic Acids Research, 2007
- The Plate Debate: Cultivable communities have no utility in contemporary environmental microbial ecologyFEMS Microbiology Ecology, 2007
- CAMERA: A Community Resource for MetagenomicsPLoS Biology, 2007
- Enrichment or depletion of a GO category within a class of genes: which test?Bioinformatics, 2006
- Community Genomics Among Stratified Microbial Assemblages in the Ocean's InteriorScience, 2006
- The KEGG databases at GenomeNetNucleic Acids Research, 2002
- The ENZYME database in 2000Nucleic Acids Research, 2000