bioRxiv (Cold Spring Harbor Laboratory) · 2017 · 65 citations · 32 references
Life SciencesBioinformaticsMicrobiologyGenomicsMetagenomicsMicrobiome ResearchFunctional MetagenomicsGut MicrobiotaMetagenomic AnalysisMetagenomic AnnotationMicrobiome Data AnalysisTaxonomic ProfilingBioinformatic Analysis PipelinesDisease Classification SystemsHuman Gut MetagenomicsHuman MicrobiomeMetadataMetagenomic ClassificationMetagenomic SequencingOpen-source Software Development
We present curatedMetagenomicData, a Bioconductor and command-line interface to thousands of metagenomic profiles from the Human Microbiome Project and other publicly available datasets, and ExperimentHub, a platform for convenient cloud-based distribution of data to the R desktop. The resource provides standardized per-participant metadata linked to bacterial, fungal, archaeal, and viral taxonomic abundances, as well as quantitative metabolic functional profiles. The datasets can be immediately analyzed in R or other software with a minimum of bioinformatic expertise and no preprocessing of data. We demonstrate identification of taxonomic/functional correlations, an investigation of gut “enterotypes”, and a comparison of the accuracy of disease classification from different data types. These documented analyses can be reproduced efficiently on a laptop, without the barriers of working with large-scale, raw sequencing data. The building and expansion of curatedMetagenomicData is based entirely on open source software and pipelines, to facilitate the addition of new microbiome datasets and methods.
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