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Informative Regions In Viral Genomes
Viruses, far from being just parasites affecting hosts’ fitness, are major players in any microbial ecosystem. In spite of their broad abundance, viruses, in particular bacteriophages, remain largely unknown since only about 20% of sequences obtained from viral community DNA surveys could be annotat...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234400/ https://www.ncbi.nlm.nih.gov/pubmed/34207030 http://dx.doi.org/10.3390/v13061164 |
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author | Moreno-Gallego, Jaime Leonardo Reyes, Alejandro |
author_facet | Moreno-Gallego, Jaime Leonardo Reyes, Alejandro |
author_sort | Moreno-Gallego, Jaime Leonardo |
collection | PubMed |
description | Viruses, far from being just parasites affecting hosts’ fitness, are major players in any microbial ecosystem. In spite of their broad abundance, viruses, in particular bacteriophages, remain largely unknown since only about 20% of sequences obtained from viral community DNA surveys could be annotated by comparison with public databases. In order to shed some light into this genetic dark matter we expanded the search of orthologous groups as potential markers to viral taxonomy from bacteriophages and included eukaryotic viruses, establishing a set of 31,150 ViPhOGs (Eukaryotic Viruses and Phages Orthologous Groups). To do this, we examine the non-redundant viral diversity stored in public databases, predict proteins in genomes lacking such information, and used all annotated and predicted proteins to identify potential protein domains. The clustering of domains and unannotated regions into orthologous groups was done using cogSoft. Finally, we employed a random forest implementation to classify genomes into their taxonomy and found that the presence or absence of ViPhOGs is significantly associated with their taxonomy. Furthermore, we established a set of 1457 ViPhOGs that given their importance for the classification could be considered as markers or signatures for the different taxonomic groups defined by the ICTV at the order, family, and genus levels. |
format | Online Article Text |
id | pubmed-8234400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82344002021-06-27 Informative Regions In Viral Genomes Moreno-Gallego, Jaime Leonardo Reyes, Alejandro Viruses Article Viruses, far from being just parasites affecting hosts’ fitness, are major players in any microbial ecosystem. In spite of their broad abundance, viruses, in particular bacteriophages, remain largely unknown since only about 20% of sequences obtained from viral community DNA surveys could be annotated by comparison with public databases. In order to shed some light into this genetic dark matter we expanded the search of orthologous groups as potential markers to viral taxonomy from bacteriophages and included eukaryotic viruses, establishing a set of 31,150 ViPhOGs (Eukaryotic Viruses and Phages Orthologous Groups). To do this, we examine the non-redundant viral diversity stored in public databases, predict proteins in genomes lacking such information, and used all annotated and predicted proteins to identify potential protein domains. The clustering of domains and unannotated regions into orthologous groups was done using cogSoft. Finally, we employed a random forest implementation to classify genomes into their taxonomy and found that the presence or absence of ViPhOGs is significantly associated with their taxonomy. Furthermore, we established a set of 1457 ViPhOGs that given their importance for the classification could be considered as markers or signatures for the different taxonomic groups defined by the ICTV at the order, family, and genus levels. MDPI 2021-06-18 /pmc/articles/PMC8234400/ /pubmed/34207030 http://dx.doi.org/10.3390/v13061164 Text en © 2021 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 Moreno-Gallego, Jaime Leonardo Reyes, Alejandro Informative Regions In Viral Genomes |
title | Informative Regions In Viral Genomes |
title_full | Informative Regions In Viral Genomes |
title_fullStr | Informative Regions In Viral Genomes |
title_full_unstemmed | Informative Regions In Viral Genomes |
title_short | Informative Regions In Viral Genomes |
title_sort | informative regions in viral genomes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234400/ https://www.ncbi.nlm.nih.gov/pubmed/34207030 http://dx.doi.org/10.3390/v13061164 |
work_keys_str_mv | AT morenogallegojaimeleonardo informativeregionsinviralgenomes AT reyesalejandro informativeregionsinviralgenomes |