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Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development

Gene co‐expression network analysis is an efficient systems biology approach for the discovery of novel gene functions and trait‐associated gene modules. To identify clusters of functionally related genes involved in soybean nodule formation and development, we performed a weighted gene co‐expressio...

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Autores principales: Piya, Sarbottam, Pantalone, Vince, Zadegan, Sobhan Bahrami, Shipp, Sarah, Lakhssassi, Naoufal, Knizia, Dounya, Krishnan, Hari B., Meksem, Khalid, Hewezi, Tarek
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10189762/
https://www.ncbi.nlm.nih.gov/pubmed/36975024
http://dx.doi.org/10.1111/mpp.13327
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author Piya, Sarbottam
Pantalone, Vince
Zadegan, Sobhan Bahrami
Shipp, Sarah
Lakhssassi, Naoufal
Knizia, Dounya
Krishnan, Hari B.
Meksem, Khalid
Hewezi, Tarek
author_facet Piya, Sarbottam
Pantalone, Vince
Zadegan, Sobhan Bahrami
Shipp, Sarah
Lakhssassi, Naoufal
Knizia, Dounya
Krishnan, Hari B.
Meksem, Khalid
Hewezi, Tarek
author_sort Piya, Sarbottam
collection PubMed
description Gene co‐expression network analysis is an efficient systems biology approach for the discovery of novel gene functions and trait‐associated gene modules. To identify clusters of functionally related genes involved in soybean nodule formation and development, we performed a weighted gene co‐expression network analysis. Two nodule‐specific modules (NSM‐1 and NSM‐2, containing 304 and 203 genes, respectively) were identified. The NSM‐1 gene promoters were significantly enriched in cis‐binding elements for ERF, MYB, and C2H2‐type zinc transcription factors, whereas NSM‐2 gene promoters were enriched in cis‐binding elements for TCP, bZIP, and bHLH transcription factors, suggesting a role of these regulatory factors in the transcriptional activation of nodule co‐expressed genes. The co‐expressed gene modules included genes with potential novel roles in nodulation, including those involved in xylem development, transmembrane transport, the ethylene signalling pathway, cytoskeleton organization, cytokinesis and regulation of the cell cycle, regulation of meristem initiation and growth, transcriptional regulation, DNA methylation, and histone modifications. Functional analysis of two co‐expressed genes using TILLING mutants provided novel insight into the involvement of unsaturated fatty acid biosynthesis and folate metabolism in nodule formation and development. The identified gene co‐expression modules provide valuable resources for further functional genomics studies to dissect the genetic basis of nodule formation and development in soybean.
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spelling pubmed-101897622023-05-18 Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development Piya, Sarbottam Pantalone, Vince Zadegan, Sobhan Bahrami Shipp, Sarah Lakhssassi, Naoufal Knizia, Dounya Krishnan, Hari B. Meksem, Khalid Hewezi, Tarek Mol Plant Pathol Short Communication Gene co‐expression network analysis is an efficient systems biology approach for the discovery of novel gene functions and trait‐associated gene modules. To identify clusters of functionally related genes involved in soybean nodule formation and development, we performed a weighted gene co‐expression network analysis. Two nodule‐specific modules (NSM‐1 and NSM‐2, containing 304 and 203 genes, respectively) were identified. The NSM‐1 gene promoters were significantly enriched in cis‐binding elements for ERF, MYB, and C2H2‐type zinc transcription factors, whereas NSM‐2 gene promoters were enriched in cis‐binding elements for TCP, bZIP, and bHLH transcription factors, suggesting a role of these regulatory factors in the transcriptional activation of nodule co‐expressed genes. The co‐expressed gene modules included genes with potential novel roles in nodulation, including those involved in xylem development, transmembrane transport, the ethylene signalling pathway, cytoskeleton organization, cytokinesis and regulation of the cell cycle, regulation of meristem initiation and growth, transcriptional regulation, DNA methylation, and histone modifications. Functional analysis of two co‐expressed genes using TILLING mutants provided novel insight into the involvement of unsaturated fatty acid biosynthesis and folate metabolism in nodule formation and development. The identified gene co‐expression modules provide valuable resources for further functional genomics studies to dissect the genetic basis of nodule formation and development in soybean. John Wiley and Sons Inc. 2023-03-28 /pmc/articles/PMC10189762/ /pubmed/36975024 http://dx.doi.org/10.1111/mpp.13327 Text en © 2023 The Authors. Molecular Plant Pathology published by British Society for Plant Pathology and John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Short Communication
Piya, Sarbottam
Pantalone, Vince
Zadegan, Sobhan Bahrami
Shipp, Sarah
Lakhssassi, Naoufal
Knizia, Dounya
Krishnan, Hari B.
Meksem, Khalid
Hewezi, Tarek
Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title_full Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title_fullStr Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title_full_unstemmed Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title_short Soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
title_sort soybean gene co‐expression network analysis identifies two co‐regulated gene modules associated with nodule formation and development
topic Short Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10189762/
https://www.ncbi.nlm.nih.gov/pubmed/36975024
http://dx.doi.org/10.1111/mpp.13327
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