Back to Search
Start Over
Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
- Source :
- eLife, Vol 10 (2021), eLife
- Publication Year :
- 2021
-
Abstract
- Culture-independent analyses of microbial communities have progressed dramatically in the last decade, particularly due to advances in methods for biological profiling via shotgun metagenomics. Opportunities for improvement continue to accelerate, with greater access to multi-omics, microbial reference genomes, and strain-level diversity. To leverage these, we present bioBakery 3, a set of integrated, improved methods for taxonomic, strain-level, functional, and phylogenetic profiling of metagenomes newly developed to build on the largest set of reference sequences now available. Compared to current alternatives, MetaPhlAn 3 increases the accuracy of taxonomic profiling, and HUMAnN 3 improves that of functional potential and activity. These methods detected novel disease-microbiome links in applications to CRC (1262 metagenomes) and IBD (1635 metagenomes and 817 metatranscriptomes). Strain-level profiling of an additional 4077 metagenomes with StrainPhlAn 3 and PanPhlAn 3 unraveled the phylogenetic and functional structure of the common gut microbe Ruminococcus bromii, previously described by only 15 isolate genomes. With open-source implementations and cloud-deployable reproducible workflows, the bioBakery 3 platform can help researchers deepen the resolution, scale, and accuracy of multi-omic profiling for microbial community studies.
- Subjects :
- 0301 basic medicine
QH301-705.5
Systems biology
Science
Computational biology
Biology
Genome
General Biochemistry, Genetics and Molecular Biology
Workflow
03 medical and health sciences
0302 clinical medicine
Ruminococcus
Humans
Microbiome
Biology (General)
Phylogeny
Profiling (computer programming)
Microbiology and Infectious Disease
Bacteria
General Immunology and Microbiology
Phylogenetic tree
General Neuroscience
Strain (biology)
Microbiota
Computational Biology
microbial genomics
General Medicine
Genomics
Strain-level metagenomics
Research Personnel
Taxonomic identification
Tools and Resources
030104 developmental biology
Metagenomics
computational analysis
Metagenome
Medicine
Phylogenetic profiling
Other
030217 neurology & neurosurgery
Settore BIO/19 - MICROBIOLOGIA GENERALE
Computational and Systems Biology
Human
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- eLife, Vol 10 (2021), eLife
- Accession number :
- edsair.doi.dedup.....afcc158a901d49f2d7e15c0ab8df3b7f