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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8317105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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