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gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms
The study of bacterial symbioses has grown exponentially in the recent past. However, existing bioinformatic workflows of microbiome data analysis do commonly not integrate multiple meta-omics levels and are mainly geared toward human microbiomes. Microbiota are better understood when analyzed in th...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7671378/ https://www.ncbi.nlm.nih.gov/pubmed/33575609 http://dx.doi.org/10.1093/nargab/lqaa058 |
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author | Muñoz-Benavent, Maria Hartkopf, Felix Van Den Bossche, Tim Piro, Vitor C García-Ferris, Carlos Latorre, Amparo Renard, Bernhard Y Muth, Thilo |
author_facet | Muñoz-Benavent, Maria Hartkopf, Felix Van Den Bossche, Tim Piro, Vitor C García-Ferris, Carlos Latorre, Amparo Renard, Bernhard Y Muth, Thilo |
author_sort | Muñoz-Benavent, Maria |
collection | PubMed |
description | The study of bacterial symbioses has grown exponentially in the recent past. However, existing bioinformatic workflows of microbiome data analysis do commonly not integrate multiple meta-omics levels and are mainly geared toward human microbiomes. Microbiota are better understood when analyzed in their biological context; that is together with their host or environment. Nevertheless, this is a limitation when studying non-model organisms mainly due to the lack of well-annotated sequence references. Here, we present gNOMO, a bioinformatic pipeline that is specifically designed to process and analyze non-model organism samples of up to three meta-omics levels: metagenomics, metatranscriptomics and metaproteomics in an integrative manner. The pipeline has been developed using the workflow management framework Snakemake in order to obtain an automated and reproducible pipeline. Using experimental datasets of the German cockroach Blattella germanica, a non-model organism with very complex gut microbiome, we show the capabilities of gNOMO with regard to meta-omics data integration, expression ratio comparison, taxonomic and functional analysis as well as intuitive output visualization. In conclusion, gNOMO is a bioinformatic pipeline that can easily be configured, for integrating and analyzing multiple meta-omics data types and for producing output visualizations, specifically designed for integrating paired-end sequencing data with mass spectrometry from non-model organisms. |
format | Online Article Text |
id | pubmed-7671378 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-76713782021-02-10 gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms Muñoz-Benavent, Maria Hartkopf, Felix Van Den Bossche, Tim Piro, Vitor C García-Ferris, Carlos Latorre, Amparo Renard, Bernhard Y Muth, Thilo NAR Genom Bioinform Standard Article The study of bacterial symbioses has grown exponentially in the recent past. However, existing bioinformatic workflows of microbiome data analysis do commonly not integrate multiple meta-omics levels and are mainly geared toward human microbiomes. Microbiota are better understood when analyzed in their biological context; that is together with their host or environment. Nevertheless, this is a limitation when studying non-model organisms mainly due to the lack of well-annotated sequence references. Here, we present gNOMO, a bioinformatic pipeline that is specifically designed to process and analyze non-model organism samples of up to three meta-omics levels: metagenomics, metatranscriptomics and metaproteomics in an integrative manner. The pipeline has been developed using the workflow management framework Snakemake in order to obtain an automated and reproducible pipeline. Using experimental datasets of the German cockroach Blattella germanica, a non-model organism with very complex gut microbiome, we show the capabilities of gNOMO with regard to meta-omics data integration, expression ratio comparison, taxonomic and functional analysis as well as intuitive output visualization. In conclusion, gNOMO is a bioinformatic pipeline that can easily be configured, for integrating and analyzing multiple meta-omics data types and for producing output visualizations, specifically designed for integrating paired-end sequencing data with mass spectrometry from non-model organisms. Oxford University Press 2020-08-05 /pmc/articles/PMC7671378/ /pubmed/33575609 http://dx.doi.org/10.1093/nargab/lqaa058 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics. http://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/), 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 | Standard Article Muñoz-Benavent, Maria Hartkopf, Felix Van Den Bossche, Tim Piro, Vitor C García-Ferris, Carlos Latorre, Amparo Renard, Bernhard Y Muth, Thilo gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title | gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title_full | gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title_fullStr | gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title_full_unstemmed | gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title_short | gNOMO: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
title_sort | gnomo: a multi-omics pipeline for integrated host and microbiome analysis of non-model organisms |
topic | Standard Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7671378/ https://www.ncbi.nlm.nih.gov/pubmed/33575609 http://dx.doi.org/10.1093/nargab/lqaa058 |
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