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Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families
The abundance of transcriptomic data and the development of causal inference methods have paved the way for gene network analyses in grapevine. Vitis OneGenE is a transcriptomic data mining tool that finds direct correlations between genes, thus producing association networks. As a proof of concept,...
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/PMC8698957/ https://www.ncbi.nlm.nih.gov/pubmed/34944388 http://dx.doi.org/10.3390/biom11121744 |
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author | Pilati, Stefania Malacarne, Giulia Navarro-Payá, David Tomè, Gabriele Riscica, Laura Cavecchia, Valter Matus, José Tomás Moser, Claudio Blanzieri, Enrico |
author_facet | Pilati, Stefania Malacarne, Giulia Navarro-Payá, David Tomè, Gabriele Riscica, Laura Cavecchia, Valter Matus, José Tomás Moser, Claudio Blanzieri, Enrico |
author_sort | Pilati, Stefania |
collection | PubMed |
description | The abundance of transcriptomic data and the development of causal inference methods have paved the way for gene network analyses in grapevine. Vitis OneGenE is a transcriptomic data mining tool that finds direct correlations between genes, thus producing association networks. As a proof of concept, the stilbene synthase gene regulatory network obtained with OneGenE has been compared with published co-expression analysis and experimental data, including cistrome data for MYB stilbenoid regulators. As a case study, the two secondary metabolism pathways of stilbenoids and lignin synthesis were explored. Several isoforms of laccase, peroxidase, and dirigent protein genes, putatively involved in the final oxidative oligomerization steps, were identified as specifically belonging to either one of these pathways. Manual curation of the predicted sequences exploiting the last available genome assembly, and the integration of phylogenetic and OneGenE analyses, identified a group of laccases exclusively present in grapevine and related to stilbenoids. Here we show how network analysis by OneGenE can accelerate knowledge discovery by suggesting new candidates for functional characterization and application in breeding programs. |
format | Online Article Text |
id | pubmed-8698957 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86989572021-12-24 Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families Pilati, Stefania Malacarne, Giulia Navarro-Payá, David Tomè, Gabriele Riscica, Laura Cavecchia, Valter Matus, José Tomás Moser, Claudio Blanzieri, Enrico Biomolecules Article The abundance of transcriptomic data and the development of causal inference methods have paved the way for gene network analyses in grapevine. Vitis OneGenE is a transcriptomic data mining tool that finds direct correlations between genes, thus producing association networks. As a proof of concept, the stilbene synthase gene regulatory network obtained with OneGenE has been compared with published co-expression analysis and experimental data, including cistrome data for MYB stilbenoid regulators. As a case study, the two secondary metabolism pathways of stilbenoids and lignin synthesis were explored. Several isoforms of laccase, peroxidase, and dirigent protein genes, putatively involved in the final oxidative oligomerization steps, were identified as specifically belonging to either one of these pathways. Manual curation of the predicted sequences exploiting the last available genome assembly, and the integration of phylogenetic and OneGenE analyses, identified a group of laccases exclusively present in grapevine and related to stilbenoids. Here we show how network analysis by OneGenE can accelerate knowledge discovery by suggesting new candidates for functional characterization and application in breeding programs. MDPI 2021-11-23 /pmc/articles/PMC8698957/ /pubmed/34944388 http://dx.doi.org/10.3390/biom11121744 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 Pilati, Stefania Malacarne, Giulia Navarro-Payá, David Tomè, Gabriele Riscica, Laura Cavecchia, Valter Matus, José Tomás Moser, Claudio Blanzieri, Enrico Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title | Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title_full | Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title_fullStr | Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title_full_unstemmed | Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title_short | Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families |
title_sort | vitis onegene: a causality-based approach to generate gene networks in vitis vinifera sheds light on the laccase and dirigent gene families |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8698957/ https://www.ncbi.nlm.nih.gov/pubmed/34944388 http://dx.doi.org/10.3390/biom11121744 |
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