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Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice

The study of microorganisms is a field of great interest due to their environmental (e.g., soil contamination) and biomedical (e.g., parasitic diseases, autism) importance. The advent of revolutionary next-generation sequencing techniques, and their application to the hypervariable regions of the 16...

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Autores principales: Terrón-Camero, Laura C., Gordillo-González, Fernando, Salas-Espejo, Eduardo, Andrés-León, Eduardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9777648/
https://www.ncbi.nlm.nih.gov/pubmed/36553546
http://dx.doi.org/10.3390/genes13122280
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author Terrón-Camero, Laura C.
Gordillo-González, Fernando
Salas-Espejo, Eduardo
Andrés-León, Eduardo
author_facet Terrón-Camero, Laura C.
Gordillo-González, Fernando
Salas-Espejo, Eduardo
Andrés-León, Eduardo
author_sort Terrón-Camero, Laura C.
collection PubMed
description The study of microorganisms is a field of great interest due to their environmental (e.g., soil contamination) and biomedical (e.g., parasitic diseases, autism) importance. The advent of revolutionary next-generation sequencing techniques, and their application to the hypervariable regions of the 16S, 18S or 23S ribosomal subunits, have allowed the research of a large variety of organisms more in-depth, including bacteria, archaea, eukaryotes and fungi. Additionally, together with the development of analysis software, the creation of specific databases (e.g., SILVA or RDP) has boosted the enormous growth of these studies. As the cost of sequencing per sample has continuously decreased, new protocols have also emerged, such as shotgun sequencing, which allows the profiling of all taxonomic domains in a sample. The sequencing of hypervariable regions and shotgun sequencing are technologies that enable the taxonomic classification of microorganisms from the DNA present in microbial communities. However, they are not capable of measuring what is actively expressed. Conversely, we advocate that metatranscriptomics is a “new” technology that makes the identification of the mRNAs of a microbial community possible, quantifying gene expression levels and active biological pathways. Furthermore, it can be also used to characterise symbiotic interactions between the host and its microbiome. In this manuscript, we examine the three technologies above, and discuss the implementation of different software and databases, which greatly impact the obtaining of reliable results. Finally, we have developed two easy-to-use pipelines leveraging Nextflow technology. These aim to provide everything required for an average user to perform a metagenomic analysis of marker genes with QIMME2 and a metatranscriptomic study using Kraken2/Bracken.
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spelling pubmed-97776482022-12-23 Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice Terrón-Camero, Laura C. Gordillo-González, Fernando Salas-Espejo, Eduardo Andrés-León, Eduardo Genes (Basel) Article The study of microorganisms is a field of great interest due to their environmental (e.g., soil contamination) and biomedical (e.g., parasitic diseases, autism) importance. The advent of revolutionary next-generation sequencing techniques, and their application to the hypervariable regions of the 16S, 18S or 23S ribosomal subunits, have allowed the research of a large variety of organisms more in-depth, including bacteria, archaea, eukaryotes and fungi. Additionally, together with the development of analysis software, the creation of specific databases (e.g., SILVA or RDP) has boosted the enormous growth of these studies. As the cost of sequencing per sample has continuously decreased, new protocols have also emerged, such as shotgun sequencing, which allows the profiling of all taxonomic domains in a sample. The sequencing of hypervariable regions and shotgun sequencing are technologies that enable the taxonomic classification of microorganisms from the DNA present in microbial communities. However, they are not capable of measuring what is actively expressed. Conversely, we advocate that metatranscriptomics is a “new” technology that makes the identification of the mRNAs of a microbial community possible, quantifying gene expression levels and active biological pathways. Furthermore, it can be also used to characterise symbiotic interactions between the host and its microbiome. In this manuscript, we examine the three technologies above, and discuss the implementation of different software and databases, which greatly impact the obtaining of reliable results. Finally, we have developed two easy-to-use pipelines leveraging Nextflow technology. These aim to provide everything required for an average user to perform a metagenomic analysis of marker genes with QIMME2 and a metatranscriptomic study using Kraken2/Bracken. MDPI 2022-12-03 /pmc/articles/PMC9777648/ /pubmed/36553546 http://dx.doi.org/10.3390/genes13122280 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Terrón-Camero, Laura C.
Gordillo-González, Fernando
Salas-Espejo, Eduardo
Andrés-León, Eduardo
Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title_full Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title_fullStr Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title_full_unstemmed Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title_short Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice
title_sort comparison of metagenomics and metatranscriptomics tools: a guide to making the right choice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9777648/
https://www.ncbi.nlm.nih.gov/pubmed/36553546
http://dx.doi.org/10.3390/genes13122280
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