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A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data
BACKGROUND: The DNA metabarcoding approach has become one of the most used techniques to study the taxa composition of various sample types. To deal with the high amount of data generated by the high-throughput sequencing process, a bioinformatics workflow is required and the QIIME2 platform has eme...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9264521/ https://www.ncbi.nlm.nih.gov/pubmed/35804326 http://dx.doi.org/10.1186/s12863-022-01067-5 |
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author | Dubois, Benjamin Debode, Frédéric Hautier, Louis Hulin, Julie Martin, Gilles San Delvaux, Alain Janssen, Eric Mingeot, Dominique |
author_facet | Dubois, Benjamin Debode, Frédéric Hautier, Louis Hulin, Julie Martin, Gilles San Delvaux, Alain Janssen, Eric Mingeot, Dominique |
author_sort | Dubois, Benjamin |
collection | PubMed |
description | BACKGROUND: The DNA metabarcoding approach has become one of the most used techniques to study the taxa composition of various sample types. To deal with the high amount of data generated by the high-throughput sequencing process, a bioinformatics workflow is required and the QIIME2 platform has emerged as one of the most reliable and commonly used. However, only some pre-formatted reference databases dedicated to a few barcode sequences are available to assign taxonomy. If users want to develop a new custom reference database, several bottlenecks still need to be addressed and a detailed procedure explaining how to develop and format such a database is currently missing. In consequence, this work is aimed at presenting a detailed workflow explaining from start to finish how to develop such a curated reference database for any barcode sequence. RESULTS: We developed DB4Q2, a detailed workflow that allowed development of plant reference databases dedicated to ITS2 and rbcL, two commonly used barcode sequences in plant metabarcoding studies. This workflow addresses several of the main bottlenecks connected with the development of a curated reference database. The detailed and commented structure of DB4Q2 offers the possibility of developing reference databases even without extensive bioinformatics skills, and avoids ‘black box’ systems that are sometimes encountered. Some filtering steps have been included to discard presumably fungal and misidentified sequences. The flexible character of DB4Q2 allows several key sequence processing steps to be included or not, and downloading issues can be avoided. Benchmarking the databases developed using DB4Q2 revealed that they performed well compared to previously published reference datasets. CONCLUSION: This study presents DB4Q2, a detailed procedure to develop custom reference databases in order to carry out taxonomic analyses with QIIME2, but also with other bioinformatics platforms if desired. This work also provides ready-to-use plant ITS2 and rbcL databases for which the prediction accuracy has been assessed and compared to that of other published databases. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12863-022-01067-5. |
format | Online Article Text |
id | pubmed-9264521 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92645212022-07-09 A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data Dubois, Benjamin Debode, Frédéric Hautier, Louis Hulin, Julie Martin, Gilles San Delvaux, Alain Janssen, Eric Mingeot, Dominique BMC Genom Data Research BACKGROUND: The DNA metabarcoding approach has become one of the most used techniques to study the taxa composition of various sample types. To deal with the high amount of data generated by the high-throughput sequencing process, a bioinformatics workflow is required and the QIIME2 platform has emerged as one of the most reliable and commonly used. However, only some pre-formatted reference databases dedicated to a few barcode sequences are available to assign taxonomy. If users want to develop a new custom reference database, several bottlenecks still need to be addressed and a detailed procedure explaining how to develop and format such a database is currently missing. In consequence, this work is aimed at presenting a detailed workflow explaining from start to finish how to develop such a curated reference database for any barcode sequence. RESULTS: We developed DB4Q2, a detailed workflow that allowed development of plant reference databases dedicated to ITS2 and rbcL, two commonly used barcode sequences in plant metabarcoding studies. This workflow addresses several of the main bottlenecks connected with the development of a curated reference database. The detailed and commented structure of DB4Q2 offers the possibility of developing reference databases even without extensive bioinformatics skills, and avoids ‘black box’ systems that are sometimes encountered. Some filtering steps have been included to discard presumably fungal and misidentified sequences. The flexible character of DB4Q2 allows several key sequence processing steps to be included or not, and downloading issues can be avoided. Benchmarking the databases developed using DB4Q2 revealed that they performed well compared to previously published reference datasets. CONCLUSION: This study presents DB4Q2, a detailed procedure to develop custom reference databases in order to carry out taxonomic analyses with QIIME2, but also with other bioinformatics platforms if desired. This work also provides ready-to-use plant ITS2 and rbcL databases for which the prediction accuracy has been assessed and compared to that of other published databases. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12863-022-01067-5. BioMed Central 2022-07-08 /pmc/articles/PMC9264521/ /pubmed/35804326 http://dx.doi.org/10.1186/s12863-022-01067-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Dubois, Benjamin Debode, Frédéric Hautier, Louis Hulin, Julie Martin, Gilles San Delvaux, Alain Janssen, Eric Mingeot, Dominique A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title | A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title_full | A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title_fullStr | A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title_full_unstemmed | A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title_short | A detailed workflow to develop QIIME2-formatted reference databases for taxonomic analysis of DNA metabarcoding data |
title_sort | detailed workflow to develop qiime2-formatted reference databases for taxonomic analysis of dna metabarcoding data |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9264521/ https://www.ncbi.nlm.nih.gov/pubmed/35804326 http://dx.doi.org/10.1186/s12863-022-01067-5 |
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