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Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress

In order to understand the mechanism of desiccation tolerance in Xerophyta schlechteri, we carried out an in silico study to identify hub proteins and functional modules in the nuclear proteome of the leaves. Protein–protein interaction networks were constructed and analyzed from proteome data obtai...

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Autores principales: Shoko, Ryman, Magogo, Babra, Pullen, Jessica, Mudziwapasi, Reagan, Ndlovu, Joice
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10038031/
https://www.ncbi.nlm.nih.gov/pubmed/36969388
http://dx.doi.org/10.1080/19420889.2023.2193000
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author Shoko, Ryman
Magogo, Babra
Pullen, Jessica
Mudziwapasi, Reagan
Ndlovu, Joice
author_facet Shoko, Ryman
Magogo, Babra
Pullen, Jessica
Mudziwapasi, Reagan
Ndlovu, Joice
author_sort Shoko, Ryman
collection PubMed
description In order to understand the mechanism of desiccation tolerance in Xerophyta schlechteri, we carried out an in silico study to identify hub proteins and functional modules in the nuclear proteome of the leaves. Protein–protein interaction networks were constructed and analyzed from proteome data obtained from Abdalla and Rafudeen. We constructed networks in Cytoscape using the GeneMania software and analyzed them using a Network Analyzer. Functional enrichment analysis of key proteins in the respective networks was done using GeneMania network enrichment analysis, and GO (Gene Ontology) terms were summarized using REViGO. Also, community analysis of differentially expressed proteins was conducted using the Cytoscape Apps, GeneMania and ClusterMaker. Functional modules associated with the communities were identified using an online tool, ShinyGO. We identified HSP 70–2 as the super-hub protein among the up-regulated proteins. On the other hand, 40S ribosomal protein S2–3 (a protein added by GeneMANIA) was identified as a super-hub protein associated with the down-regulated proteins. For up-regulated proteins, the enriched biological process terms were those associated with chromatin organization and negative regulation of transcription. In the down-regulated protein-set, terms associated with protein synthesis were significantly enriched. Community analysis identified three functional modules that can be categorized as chromatin organization, anti-oxidant activity and metabolic processes.
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spelling pubmed-100380312023-03-25 Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress Shoko, Ryman Magogo, Babra Pullen, Jessica Mudziwapasi, Reagan Ndlovu, Joice Commun Integr Biol Research Paper In order to understand the mechanism of desiccation tolerance in Xerophyta schlechteri, we carried out an in silico study to identify hub proteins and functional modules in the nuclear proteome of the leaves. Protein–protein interaction networks were constructed and analyzed from proteome data obtained from Abdalla and Rafudeen. We constructed networks in Cytoscape using the GeneMania software and analyzed them using a Network Analyzer. Functional enrichment analysis of key proteins in the respective networks was done using GeneMania network enrichment analysis, and GO (Gene Ontology) terms were summarized using REViGO. Also, community analysis of differentially expressed proteins was conducted using the Cytoscape Apps, GeneMania and ClusterMaker. Functional modules associated with the communities were identified using an online tool, ShinyGO. We identified HSP 70–2 as the super-hub protein among the up-regulated proteins. On the other hand, 40S ribosomal protein S2–3 (a protein added by GeneMANIA) was identified as a super-hub protein associated with the down-regulated proteins. For up-regulated proteins, the enriched biological process terms were those associated with chromatin organization and negative regulation of transcription. In the down-regulated protein-set, terms associated with protein synthesis were significantly enriched. Community analysis identified three functional modules that can be categorized as chromatin organization, anti-oxidant activity and metabolic processes. Taylor & Francis 2023-03-22 /pmc/articles/PMC10038031/ /pubmed/36969388 http://dx.doi.org/10.1080/19420889.2023.2193000 Text en © 2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent.
spellingShingle Research Paper
Shoko, Ryman
Magogo, Babra
Pullen, Jessica
Mudziwapasi, Reagan
Ndlovu, Joice
Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title_full Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title_fullStr Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title_full_unstemmed Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title_short Construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant Xerophyta schlechteri leaves subjected to dehydration stress
title_sort construction and analysis of protein–protein interaction networks based on nuclear proteomics data of the desiccation-tolerant xerophyta schlechteri leaves subjected to dehydration stress
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10038031/
https://www.ncbi.nlm.nih.gov/pubmed/36969388
http://dx.doi.org/10.1080/19420889.2023.2193000
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