Cargando…
Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield
This research elucidates the dynamic expression of expansin genes during the wheat grain (Triticum aestivum L.) development process using comprehensive meta-analysis and experimental validation. We leveraged RNA-seq data from multiple public databases, applying stringent criteria for selection, and...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10421294/ https://www.ncbi.nlm.nih.gov/pubmed/37571021 http://dx.doi.org/10.3390/plants12152868 |
_version_ | 1785088940187844608 |
---|---|
author | Mira, Juan P. Arenas-M, Anita Calderini, Daniel F. Canales, Javier |
author_facet | Mira, Juan P. Arenas-M, Anita Calderini, Daniel F. Canales, Javier |
author_sort | Mira, Juan P. |
collection | PubMed |
description | This research elucidates the dynamic expression of expansin genes during the wheat grain (Triticum aestivum L.) development process using comprehensive meta-analysis and experimental validation. We leveraged RNA-seq data from multiple public databases, applying stringent criteria for selection, and identified 60,852 differentially expressed genes across developmental stages. From this pool, 28,558 DEGs were found to exhibit significant temporal regulation in at least two different datasets and were enriched for processes integral to grain development such as carbohydrate metabolism and cell wall organization. Notably, 30% of the 241 known expansin genes showed differential expression during grain growth. Hierarchical clustering and expression level analysis revealed temporal regulation and distinct contributions of expansin subfamilies during the early stages of grain development. Further analysis using co-expression networks underscored the significance of expansin genes, revealing their substantial co-expression with genes involved in cell wall modification. Finally, qPCR validation and grain morphological analysis under field conditions indicated a significant negative correlation between the expression of select expansin genes, and grain size and weight. This study illuminates the potential role of expansin genes in wheat grain development and provides new avenues for targeted genetic improvements in wheat. |
format | Online Article Text |
id | pubmed-10421294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104212942023-08-12 Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield Mira, Juan P. Arenas-M, Anita Calderini, Daniel F. Canales, Javier Plants (Basel) Article This research elucidates the dynamic expression of expansin genes during the wheat grain (Triticum aestivum L.) development process using comprehensive meta-analysis and experimental validation. We leveraged RNA-seq data from multiple public databases, applying stringent criteria for selection, and identified 60,852 differentially expressed genes across developmental stages. From this pool, 28,558 DEGs were found to exhibit significant temporal regulation in at least two different datasets and were enriched for processes integral to grain development such as carbohydrate metabolism and cell wall organization. Notably, 30% of the 241 known expansin genes showed differential expression during grain growth. Hierarchical clustering and expression level analysis revealed temporal regulation and distinct contributions of expansin subfamilies during the early stages of grain development. Further analysis using co-expression networks underscored the significance of expansin genes, revealing their substantial co-expression with genes involved in cell wall modification. Finally, qPCR validation and grain morphological analysis under field conditions indicated a significant negative correlation between the expression of select expansin genes, and grain size and weight. This study illuminates the potential role of expansin genes in wheat grain development and provides new avenues for targeted genetic improvements in wheat. MDPI 2023-08-04 /pmc/articles/PMC10421294/ /pubmed/37571021 http://dx.doi.org/10.3390/plants12152868 Text en © 2023 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 Mira, Juan P. Arenas-M, Anita Calderini, Daniel F. Canales, Javier Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title | Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title_full | Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title_fullStr | Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title_full_unstemmed | Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title_short | Integrated Transcriptome Analysis Identified Key Expansin Genes Associated with Wheat Cell Wall, Grain Weight and Yield |
title_sort | integrated transcriptome analysis identified key expansin genes associated with wheat cell wall, grain weight and yield |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10421294/ https://www.ncbi.nlm.nih.gov/pubmed/37571021 http://dx.doi.org/10.3390/plants12152868 |
work_keys_str_mv | AT mirajuanp integratedtranscriptomeanalysisidentifiedkeyexpansingenesassociatedwithwheatcellwallgrainweightandyield AT arenasmanita integratedtranscriptomeanalysisidentifiedkeyexpansingenesassociatedwithwheatcellwallgrainweightandyield AT calderinidanielf integratedtranscriptomeanalysisidentifiedkeyexpansingenesassociatedwithwheatcellwallgrainweightandyield AT canalesjavier integratedtranscriptomeanalysisidentifiedkeyexpansingenesassociatedwithwheatcellwallgrainweightandyield |