Comparative transcriptome analysis reveals the core molecular network in pattern-triggered immunity in Sorghum bicolor
Pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) is the first line of defense in plant disease resistance. However, the molecular mechanisms of plant PTI vary across species, making it challenging to identify a core set of trait-associated genes. This study aimed to investigate...
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Veröffentlicht in: | International journal of biological macromolecules 2023-07, Vol.242 (Pt 3), p.124834-124834, Article 124834 |
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creator | Fang, Yuanpeng Zhou, Bingqian Guo, Yushan Jiang, Junmei Li, Xiangyang Xie, Xin |
description | Pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) is the first line of defense in plant disease resistance. However, the molecular mechanisms of plant PTI vary across species, making it challenging to identify a core set of trait-associated genes. This study aimed to investigate key factors that influence PTI and identify the core molecular network in Sorghum bicolor, a C4 plant. We performed comprehensive weighted gene co-expression network analysis and temporal expression analysis of large-scale transcriptome data from various sorghum cultivars under different PAMP treatments. Our results revealed that the type of PAMP had a stronger influence on the PTI network than did the sorghum cultivar. Following PAMP treatment, 30 genes with stable downregulated expression and 158 genes with stable upregulated expression were identified, including genes encoding potential pattern recognition receptors whose expression was upregulated within 1 h of treatment. PAMP treatment altered the expression of resistance-related, signaling, salt-sensitive, heavy metal-related, and transporter genes. These findings provide novel insights into the core genes involved in plant PTI and are expected to facilitate the identification and application of resistance genes in plant breeding studies.
•The sorghum immune response is influenced by PAMP type at the transcriptome level.•Core genes were identified using WGCNA and treatment time expression analyses.•The main PAMP-induced immune response time was 3–6 h.•PAMPs induced stable upregulation of 158 genes and downregulation of 30 genes.•Gene expression of pattern recognition receptors was upregulated within 1 h. |
doi_str_mv | 10.1016/j.ijbiomac.2023.124834 |
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•The sorghum immune response is influenced by PAMP type at the transcriptome level.•Core genes were identified using WGCNA and treatment time expression analyses.•The main PAMP-induced immune response time was 3–6 h.•PAMPs induced stable upregulation of 158 genes and downregulation of 30 genes.•Gene expression of pattern recognition receptors was upregulated within 1 h.</description><identifier>ISSN: 0141-8130</identifier><identifier>EISSN: 1879-0003</identifier><identifier>DOI: 10.1016/j.ijbiomac.2023.124834</identifier><identifier>PMID: 37207754</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Comparative transcriptome ; Pathogen-associated molecular pattern ; Pattern recognition receptor ; Pattern-triggered immunity ; Sorghum bicolor ; Weighted gene co-expression network analysis</subject><ispartof>International journal of biological macromolecules, 2023-07, Vol.242 (Pt 3), p.124834-124834, Article 124834</ispartof><rights>2023</rights><rights>Copyright © 2023. Published by Elsevier B.V.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c315t-237304a1cf667b9de6bf842354299856c4ca18c9387d0e2583dbcf7c03b965683</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.ijbiomac.2023.124834$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3536,27903,27904,45974</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37207754$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Fang, Yuanpeng</creatorcontrib><creatorcontrib>Zhou, Bingqian</creatorcontrib><creatorcontrib>Guo, Yushan</creatorcontrib><creatorcontrib>Jiang, Junmei</creatorcontrib><creatorcontrib>Li, Xiangyang</creatorcontrib><creatorcontrib>Xie, Xin</creatorcontrib><title>Comparative transcriptome analysis reveals the core molecular network in pattern-triggered immunity in Sorghum bicolor</title><title>International journal of biological macromolecules</title><addtitle>Int J Biol Macromol</addtitle><description>Pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) is the first line of defense in plant disease resistance. However, the molecular mechanisms of plant PTI vary across species, making it challenging to identify a core set of trait-associated genes. This study aimed to investigate key factors that influence PTI and identify the core molecular network in Sorghum bicolor, a C4 plant. We performed comprehensive weighted gene co-expression network analysis and temporal expression analysis of large-scale transcriptome data from various sorghum cultivars under different PAMP treatments. Our results revealed that the type of PAMP had a stronger influence on the PTI network than did the sorghum cultivar. Following PAMP treatment, 30 genes with stable downregulated expression and 158 genes with stable upregulated expression were identified, including genes encoding potential pattern recognition receptors whose expression was upregulated within 1 h of treatment. PAMP treatment altered the expression of resistance-related, signaling, salt-sensitive, heavy metal-related, and transporter genes. These findings provide novel insights into the core genes involved in plant PTI and are expected to facilitate the identification and application of resistance genes in plant breeding studies.
•The sorghum immune response is influenced by PAMP type at the transcriptome level.•Core genes were identified using WGCNA and treatment time expression analyses.•The main PAMP-induced immune response time was 3–6 h.•PAMPs induced stable upregulation of 158 genes and downregulation of 30 genes.•Gene expression of pattern recognition receptors was upregulated within 1 h.</description><subject>Comparative transcriptome</subject><subject>Pathogen-associated molecular pattern</subject><subject>Pattern recognition receptor</subject><subject>Pattern-triggered immunity</subject><subject>Sorghum bicolor</subject><subject>Weighted gene co-expression network analysis</subject><issn>0141-8130</issn><issn>1879-0003</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNqFkEuP0zAQxy0EYruFr7DykUuKH4nt3EAVL2klDsDZcpxJ1yWOw9jpqt-eVN3lymmkmf9D8yPkjrMdZ1y9P-7CsQspOr8TTMgdF7WR9Quy4Ua3FWNMviQbxmteGS7ZDbnN-bhuVcPNa3IjtWBaN_WGnPYpzg5dCSegBd2UPYa5pAjUTW4855ApwgncmGl5AOoTAo1pBL-MDukE5THhbxomOrtSAKeqYDgcAKGnIcZlCuV8uf5IeHhYIu2CT2PCN-TVsEbC26e5Jb8-f_q5_1rdf__ybf_xvvKSN6USUktWO-4HpXTX9qC6wdRCNrVoW9MoX3vHjW-l0T0D0RjZd37QnsmuVY0yckveXXNnTH8WyMXGkD2Mo5sgLdkKw5VWjVgzt0RdpR5TzgiDnTFEh2fLmb0wt0f7zNxemNsr89V499SxdBH6f7ZnyKvgw1UA66enAGizDzB56AOCL7ZP4X8dfwE0LZhD</recordid><startdate>20230701</startdate><enddate>20230701</enddate><creator>Fang, Yuanpeng</creator><creator>Zhou, Bingqian</creator><creator>Guo, Yushan</creator><creator>Jiang, Junmei</creator><creator>Li, Xiangyang</creator><creator>Xie, Xin</creator><general>Elsevier B.V</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20230701</creationdate><title>Comparative transcriptome analysis reveals the core molecular network in pattern-triggered immunity in Sorghum bicolor</title><author>Fang, Yuanpeng ; Zhou, Bingqian ; Guo, Yushan ; Jiang, Junmei ; Li, Xiangyang ; Xie, Xin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c315t-237304a1cf667b9de6bf842354299856c4ca18c9387d0e2583dbcf7c03b965683</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Comparative transcriptome</topic><topic>Pathogen-associated molecular pattern</topic><topic>Pattern recognition receptor</topic><topic>Pattern-triggered immunity</topic><topic>Sorghum bicolor</topic><topic>Weighted gene co-expression network analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Fang, Yuanpeng</creatorcontrib><creatorcontrib>Zhou, Bingqian</creatorcontrib><creatorcontrib>Guo, Yushan</creatorcontrib><creatorcontrib>Jiang, Junmei</creatorcontrib><creatorcontrib>Li, Xiangyang</creatorcontrib><creatorcontrib>Xie, Xin</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>International journal of biological macromolecules</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Fang, Yuanpeng</au><au>Zhou, Bingqian</au><au>Guo, Yushan</au><au>Jiang, Junmei</au><au>Li, Xiangyang</au><au>Xie, Xin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Comparative transcriptome analysis reveals the core molecular network in pattern-triggered immunity in Sorghum bicolor</atitle><jtitle>International journal of biological macromolecules</jtitle><addtitle>Int J Biol Macromol</addtitle><date>2023-07-01</date><risdate>2023</risdate><volume>242</volume><issue>Pt 3</issue><spage>124834</spage><epage>124834</epage><pages>124834-124834</pages><artnum>124834</artnum><issn>0141-8130</issn><eissn>1879-0003</eissn><abstract>Pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) is the first line of defense in plant disease resistance. However, the molecular mechanisms of plant PTI vary across species, making it challenging to identify a core set of trait-associated genes. This study aimed to investigate key factors that influence PTI and identify the core molecular network in Sorghum bicolor, a C4 plant. We performed comprehensive weighted gene co-expression network analysis and temporal expression analysis of large-scale transcriptome data from various sorghum cultivars under different PAMP treatments. Our results revealed that the type of PAMP had a stronger influence on the PTI network than did the sorghum cultivar. Following PAMP treatment, 30 genes with stable downregulated expression and 158 genes with stable upregulated expression were identified, including genes encoding potential pattern recognition receptors whose expression was upregulated within 1 h of treatment. PAMP treatment altered the expression of resistance-related, signaling, salt-sensitive, heavy metal-related, and transporter genes. These findings provide novel insights into the core genes involved in plant PTI and are expected to facilitate the identification and application of resistance genes in plant breeding studies.
•The sorghum immune response is influenced by PAMP type at the transcriptome level.•Core genes were identified using WGCNA and treatment time expression analyses.•The main PAMP-induced immune response time was 3–6 h.•PAMPs induced stable upregulation of 158 genes and downregulation of 30 genes.•Gene expression of pattern recognition receptors was upregulated within 1 h.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>37207754</pmid><doi>10.1016/j.ijbiomac.2023.124834</doi><tpages>1</tpages></addata></record> |
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subjects | Comparative transcriptome Pathogen-associated molecular pattern Pattern recognition receptor Pattern-triggered immunity Sorghum bicolor Weighted gene co-expression network analysis |
title | Comparative transcriptome analysis reveals the core molecular network in pattern-triggered immunity in Sorghum bicolor |
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