Cargando…

Functional meta-omics provide critical insights into long- and short-read assemblies

Real-world evaluations of metagenomic reconstructions are challenged by distinguishing reconstruction artifacts from genes and proteins present in situ. Here, we evaluate short-read-only, long-read-only and hybrid assembly approaches on four different metagenomic samples of varying complexity. We de...

Descripción completa

Detalles Bibliográficos
Autores principales: Galata, Valentina, Busi, Susheel Bhanu, Kunath, Benoît Josef, de Nies, Laura, Calusinska, Magdalena, Halder, Rashi, May, Patrick, Wilmes, Paul, Laczny, Cédric Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8575027/
https://www.ncbi.nlm.nih.gov/pubmed/34453168
http://dx.doi.org/10.1093/bib/bbab330
_version_ 1784595604019609600
author Galata, Valentina
Busi, Susheel Bhanu
Kunath, Benoît Josef
de Nies, Laura
Calusinska, Magdalena
Halder, Rashi
May, Patrick
Wilmes, Paul
Laczny, Cédric Christian
author_facet Galata, Valentina
Busi, Susheel Bhanu
Kunath, Benoît Josef
de Nies, Laura
Calusinska, Magdalena
Halder, Rashi
May, Patrick
Wilmes, Paul
Laczny, Cédric Christian
author_sort Galata, Valentina
collection PubMed
description Real-world evaluations of metagenomic reconstructions are challenged by distinguishing reconstruction artifacts from genes and proteins present in situ. Here, we evaluate short-read-only, long-read-only and hybrid assembly approaches on four different metagenomic samples of varying complexity. We demonstrate how different assembly approaches affect gene and protein inference, which is particularly relevant for downstream functional analyses. For a human gut microbiome sample, we use complementary metatranscriptomic and metaproteomic data to assess the metagenomic data-based protein predictions. Our findings pave the way for critical assessments of metagenomic reconstructions. We propose a reference-independent solution, which exploits the synergistic effects of multi-omic data integration for the in situ study of microbiomes using long-read sequencing data.
format Online
Article
Text
id pubmed-8575027
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-85750272021-11-09 Functional meta-omics provide critical insights into long- and short-read assemblies Galata, Valentina Busi, Susheel Bhanu Kunath, Benoît Josef de Nies, Laura Calusinska, Magdalena Halder, Rashi May, Patrick Wilmes, Paul Laczny, Cédric Christian Brief Bioinform Review Real-world evaluations of metagenomic reconstructions are challenged by distinguishing reconstruction artifacts from genes and proteins present in situ. Here, we evaluate short-read-only, long-read-only and hybrid assembly approaches on four different metagenomic samples of varying complexity. We demonstrate how different assembly approaches affect gene and protein inference, which is particularly relevant for downstream functional analyses. For a human gut microbiome sample, we use complementary metatranscriptomic and metaproteomic data to assess the metagenomic data-based protein predictions. Our findings pave the way for critical assessments of metagenomic reconstructions. We propose a reference-independent solution, which exploits the synergistic effects of multi-omic data integration for the in situ study of microbiomes using long-read sequencing data. Oxford University Press 2021-08-27 /pmc/articles/PMC8575027/ /pubmed/34453168 http://dx.doi.org/10.1093/bib/bbab330 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review
Galata, Valentina
Busi, Susheel Bhanu
Kunath, Benoît Josef
de Nies, Laura
Calusinska, Magdalena
Halder, Rashi
May, Patrick
Wilmes, Paul
Laczny, Cédric Christian
Functional meta-omics provide critical insights into long- and short-read assemblies
title Functional meta-omics provide critical insights into long- and short-read assemblies
title_full Functional meta-omics provide critical insights into long- and short-read assemblies
title_fullStr Functional meta-omics provide critical insights into long- and short-read assemblies
title_full_unstemmed Functional meta-omics provide critical insights into long- and short-read assemblies
title_short Functional meta-omics provide critical insights into long- and short-read assemblies
title_sort functional meta-omics provide critical insights into long- and short-read assemblies
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8575027/
https://www.ncbi.nlm.nih.gov/pubmed/34453168
http://dx.doi.org/10.1093/bib/bbab330
work_keys_str_mv AT galatavalentina functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT busisusheelbhanu functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT kunathbenoitjosef functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT denieslaura functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT calusinskamagdalena functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT halderrashi functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT maypatrick functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT wilmespaul functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies
AT lacznycedricchristian functionalmetaomicsprovidecriticalinsightsintolongandshortreadassemblies