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TIPP2: metagenomic taxonomic profiling using phylogenetic markers

MOTIVATION: Metagenomics has revolutionized microbiome research by enabling researchers to characterize the composition of complex microbial communities. Taxonomic profiling is one of the critical steps in metagenomic analyses. Marker genes, which are single-copy and universally found across Bacteri...

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Detalles Bibliográficos
Autores principales: Shah, Nidhi, Molloy, Erin K, Pop, Mihai, Warnow, Tandy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8317105/
https://www.ncbi.nlm.nih.gov/pubmed/33471121
http://dx.doi.org/10.1093/bioinformatics/btab023
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author Shah, Nidhi
Molloy, Erin K
Pop, Mihai
Warnow, Tandy
author_facet Shah, Nidhi
Molloy, Erin K
Pop, Mihai
Warnow, Tandy
author_sort Shah, Nidhi
collection PubMed
description MOTIVATION: Metagenomics has revolutionized microbiome research by enabling researchers to characterize the composition of complex microbial communities. Taxonomic profiling is one of the critical steps in metagenomic analyses. Marker genes, which are single-copy and universally found across Bacteria and Archaea, can provide accurate estimates of taxon abundances in the sample. RESULTS: We present TIPP2, a marker gene-based abundance profiling method, which combines phylogenetic placement with statistical techniques to control classification precision and recall. TIPP2 includes an updated set of reference packages and several algorithmic improvements over the original TIPP method. We find that TIPP2 provides comparable or better estimates of abundance than other profiling methods (including Bracken, mOTUsv2 and MetaPhlAn2), and strictly dominates other methods when there are under-represented (novel) genomes present in the dataset. AVAILABILITY AND IMPLEMENTATION: The code for our method is freely available in open-source form at https://github.com/smirarab/sepp/blob/tipp2/README.TIPP.md. The code and procedure to create new reference packages for TIPP2 are available at https://github.com/shahnidhi/TIPP_reference_package. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-83171052021-07-29 TIPP2: metagenomic taxonomic profiling using phylogenetic markers Shah, Nidhi Molloy, Erin K Pop, Mihai Warnow, Tandy Bioinformatics Original Papers MOTIVATION: Metagenomics has revolutionized microbiome research by enabling researchers to characterize the composition of complex microbial communities. Taxonomic profiling is one of the critical steps in metagenomic analyses. Marker genes, which are single-copy and universally found across Bacteria and Archaea, can provide accurate estimates of taxon abundances in the sample. RESULTS: We present TIPP2, a marker gene-based abundance profiling method, which combines phylogenetic placement with statistical techniques to control classification precision and recall. TIPP2 includes an updated set of reference packages and several algorithmic improvements over the original TIPP method. We find that TIPP2 provides comparable or better estimates of abundance than other profiling methods (including Bracken, mOTUsv2 and MetaPhlAn2), and strictly dominates other methods when there are under-represented (novel) genomes present in the dataset. AVAILABILITY AND IMPLEMENTATION: The code for our method is freely available in open-source form at https://github.com/smirarab/sepp/blob/tipp2/README.TIPP.md. The code and procedure to create new reference packages for TIPP2 are available at https://github.com/shahnidhi/TIPP_reference_package. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2021-01-20 /pmc/articles/PMC8317105/ /pubmed/33471121 http://dx.doi.org/10.1093/bioinformatics/btab023 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Papers
Shah, Nidhi
Molloy, Erin K
Pop, Mihai
Warnow, Tandy
TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title_full TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title_fullStr TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title_full_unstemmed TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title_short TIPP2: metagenomic taxonomic profiling using phylogenetic markers
title_sort tipp2: metagenomic taxonomic profiling using phylogenetic markers
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8317105/
https://www.ncbi.nlm.nih.gov/pubmed/33471121
http://dx.doi.org/10.1093/bioinformatics/btab023
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