Coexpression network revealing the plasticity and robustness of population transcriptome during the initial stage of domesticating energy crop Miscanthus lutarioriparius
Key message Coexpression network revealing genes with Co-variation Expression pattern (CE) and those with Top rank of Expression fold change (TE) played different roles in responding to new environment of Miscanthus lutarioriparius . Variation in gene expression level, the product of genetic and/or...
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creator | Xing, Shilai Tao, Chengcheng Song, Zhihong Liu, Wei Yan, Juan Kang, Lifang Lin, Cong Sang, Tao |
description | Key message
Coexpression network revealing genes with Co-variation Expression pattern (CE) and those with Top rank of Expression fold change (TE) played different roles in responding to new environment of
Miscanthus lutarioriparius
.
Variation in gene expression level, the product of genetic and/or environmental perturbation, determines the robustness-to-plasticity spectrum of a phenotype in plants. Understanding how expression variation of plant population response to a new field is crucial to domesticate energy crops. Weighted Gene Coexpression Network Analysis (WGCNA) was used to explore the patterns of expression variation based on 72
Miscanthus lutarioriparius
transcriptomes from two contrasting environments, one near the native habitat and the other in one harsh domesticating region. The 932 genes with Co-variation Expression pattern (CE) and other 932 genes with Top rank of Expression fold change (TE) were identified and the former were strongly associated with the water use efficiency (
r
≥ 0.55,
P
≤ 10
−7
). Functional enrichment of CE genes were related to three organelles, which well matched the annotation of twelve motifs identified from their conserved noncoding sequence; while TE genes were mostly related to biotic and/or abiotic stress. The expression robustness of CE genes with high genetic diversity kept relatively stable between environments while the harsh environment reduced the expression robustness of TE genes with low genetic diversity. The expression plasticity of CE genes was increased less than that of TE genes. These results suggested that expression variation of CE genes and TE genes could account for the robustness and plasticity of acclimation ability of
Miscanthus
, respectively. The patterns of expression variation revealed by transcriptomic network would shed new light on breeding and domestication of energy crops. |
doi_str_mv | 10.1007/s11103-018-0754-5 |
format | Article |
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Coexpression network revealing genes with Co-variation Expression pattern (CE) and those with Top rank of Expression fold change (TE) played different roles in responding to new environment of
Miscanthus lutarioriparius
.
Variation in gene expression level, the product of genetic and/or environmental perturbation, determines the robustness-to-plasticity spectrum of a phenotype in plants. Understanding how expression variation of plant population response to a new field is crucial to domesticate energy crops. Weighted Gene Coexpression Network Analysis (WGCNA) was used to explore the patterns of expression variation based on 72
Miscanthus lutarioriparius
transcriptomes from two contrasting environments, one near the native habitat and the other in one harsh domesticating region. The 932 genes with Co-variation Expression pattern (CE) and other 932 genes with Top rank of Expression fold change (TE) were identified and the former were strongly associated with the water use efficiency (
r
≥ 0.55,
P
≤ 10
−7
). Functional enrichment of CE genes were related to three organelles, which well matched the annotation of twelve motifs identified from their conserved noncoding sequence; while TE genes were mostly related to biotic and/or abiotic stress. The expression robustness of CE genes with high genetic diversity kept relatively stable between environments while the harsh environment reduced the expression robustness of TE genes with low genetic diversity. The expression plasticity of CE genes was increased less than that of TE genes. These results suggested that expression variation of CE genes and TE genes could account for the robustness and plasticity of acclimation ability of
Miscanthus
, respectively. The patterns of expression variation revealed by transcriptomic network would shed new light on breeding and domestication of energy crops.</description><identifier>ISSN: 0167-4412</identifier><identifier>EISSN: 1573-5028</identifier><identifier>DOI: 10.1007/s11103-018-0754-5</identifier><identifier>PMID: 30006693</identifier><language>eng</language><publisher>Dordrecht: Springer Netherlands</publisher><subject>Acclimation ; Acclimatization ; Andropogon - genetics ; Biochemistry ; Biofuels ; Biomedical and Life Sciences ; Conserved sequence ; Crops ; Crops, Agricultural - genetics ; Domestication ; Energy ; Energy crops ; Gene expression ; Gene Expression Regulation, Plant - genetics ; Gene Regulatory Networks - genetics ; Genes, Plant - genetics ; Genetic diversity ; Life Sciences ; Miscanthus ; Organelles ; Phenotypes ; Plant breeding ; Plant Pathology ; Plant populations ; Plant Sciences ; Plasticity ; Transcriptome - genetics ; Water use ; Water use efficiency</subject><ispartof>Plant molecular biology, 2018-08, Vol.97 (6), p.489-506</ispartof><rights>Springer Nature B.V. 2018</rights><rights>Plant Molecular Biology is a copyright of Springer, (2018). All Rights Reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c372t-6f05d7c0784aa634b9edcf3eadd73998bc9ead03ad57188bd8bf68412659b0c93</citedby><cites>FETCH-LOGICAL-c372t-6f05d7c0784aa634b9edcf3eadd73998bc9ead03ad57188bd8bf68412659b0c93</cites><orcidid>0000-0002-0545-2263</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11103-018-0754-5$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11103-018-0754-5$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,778,782,27907,27908,41471,42540,51302</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30006693$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Xing, Shilai</creatorcontrib><creatorcontrib>Tao, Chengcheng</creatorcontrib><creatorcontrib>Song, Zhihong</creatorcontrib><creatorcontrib>Liu, Wei</creatorcontrib><creatorcontrib>Yan, Juan</creatorcontrib><creatorcontrib>Kang, Lifang</creatorcontrib><creatorcontrib>Lin, Cong</creatorcontrib><creatorcontrib>Sang, Tao</creatorcontrib><title>Coexpression network revealing the plasticity and robustness of population transcriptome during the initial stage of domesticating energy crop Miscanthus lutarioriparius</title><title>Plant molecular biology</title><addtitle>Plant Mol Biol</addtitle><addtitle>Plant Mol Biol</addtitle><description>Key message
Coexpression network revealing genes with Co-variation Expression pattern (CE) and those with Top rank of Expression fold change (TE) played different roles in responding to new environment of
Miscanthus lutarioriparius
.
Variation in gene expression level, the product of genetic and/or environmental perturbation, determines the robustness-to-plasticity spectrum of a phenotype in plants. Understanding how expression variation of plant population response to a new field is crucial to domesticate energy crops. Weighted Gene Coexpression Network Analysis (WGCNA) was used to explore the patterns of expression variation based on 72
Miscanthus lutarioriparius
transcriptomes from two contrasting environments, one near the native habitat and the other in one harsh domesticating region. The 932 genes with Co-variation Expression pattern (CE) and other 932 genes with Top rank of Expression fold change (TE) were identified and the former were strongly associated with the water use efficiency (
r
≥ 0.55,
P
≤ 10
−7
). Functional enrichment of CE genes were related to three organelles, which well matched the annotation of twelve motifs identified from their conserved noncoding sequence; while TE genes were mostly related to biotic and/or abiotic stress. The expression robustness of CE genes with high genetic diversity kept relatively stable between environments while the harsh environment reduced the expression robustness of TE genes with low genetic diversity. The expression plasticity of CE genes was increased less than that of TE genes. These results suggested that expression variation of CE genes and TE genes could account for the robustness and plasticity of acclimation ability of
Miscanthus
, respectively. The patterns of expression variation revealed by transcriptomic network would shed new light on breeding and domestication of energy crops.</description><subject>Acclimation</subject><subject>Acclimatization</subject><subject>Andropogon - genetics</subject><subject>Biochemistry</subject><subject>Biofuels</subject><subject>Biomedical and Life Sciences</subject><subject>Conserved sequence</subject><subject>Crops</subject><subject>Crops, Agricultural - genetics</subject><subject>Domestication</subject><subject>Energy</subject><subject>Energy crops</subject><subject>Gene expression</subject><subject>Gene Expression Regulation, Plant - genetics</subject><subject>Gene Regulatory Networks - genetics</subject><subject>Genes, Plant - genetics</subject><subject>Genetic diversity</subject><subject>Life Sciences</subject><subject>Miscanthus</subject><subject>Organelles</subject><subject>Phenotypes</subject><subject>Plant breeding</subject><subject>Plant Pathology</subject><subject>Plant populations</subject><subject>Plant Sciences</subject><subject>Plasticity</subject><subject>Transcriptome - genetics</subject><subject>Water use</subject><subject>Water use efficiency</subject><issn>0167-4412</issn><issn>1573-5028</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>8G5</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><recordid>eNp1kcuO1DAQRS0EYpqBD2CDLLFhEyjHie0sUYuXNIgNrCPHdno8pO3gB9CfxF9SUc-AhMTKXpxzXa5LyFMGLxmAfJUZY8AbYKoB2XdNf4_sWC9500Or7pMdMCGbrmPtBXmU8w0AWlw8JBccAIQY-I782kf3c00uZx8DDa78iOkrTe6704sPB1quHV0XnYs3vpyoDpamONVcAio0znSNa1102eySdMgm-bXEo6O2prsAH3zxeqG56IPbJIvAFokeIi64dDhRk-JKP_psdCjXNdOlFp18xDw8an5MHsx6ye7J7XlJvrx983n_vrn69O7D_vVVY7hsSyNm6K00IFWnteDdNDhrZu60tZIPg5rMgHfg2vaSKTVZNc1C4Y5EP0xgBn5JXpxz1xS_VRxzPOJMbll0cLHmsQUJbSehF4g-_we9iTUFnA4pMbSs5aCQYmcKP5hzcvO4Jn_U6TQyGLcex3OPI_Y4bj2OPTrPbpPrdHT2j3FXHALtGcjrtmaX_j79_9TfkxOuDA</recordid><startdate>20180801</startdate><enddate>20180801</enddate><creator>Xing, Shilai</creator><creator>Tao, Chengcheng</creator><creator>Song, Zhihong</creator><creator>Liu, Wei</creator><creator>Yan, Juan</creator><creator>Kang, Lifang</creator><creator>Lin, Cong</creator><creator>Sang, Tao</creator><general>Springer Netherlands</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7TM</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>8AO</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>M7P</scope><scope>MBDVC</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>RC3</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-0545-2263</orcidid></search><sort><creationdate>20180801</creationdate><title>Coexpression network revealing the plasticity and robustness of population transcriptome during the initial stage of domesticating energy crop Miscanthus lutarioriparius</title><author>Xing, Shilai ; Tao, Chengcheng ; Song, Zhihong ; Liu, Wei ; Yan, Juan ; Kang, Lifang ; Lin, Cong ; Sang, Tao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c372t-6f05d7c0784aa634b9edcf3eadd73998bc9ead03ad57188bd8bf68412659b0c93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Acclimation</topic><topic>Acclimatization</topic><topic>Andropogon - genetics</topic><topic>Biochemistry</topic><topic>Biofuels</topic><topic>Biomedical and Life Sciences</topic><topic>Conserved sequence</topic><topic>Crops</topic><topic>Crops, Agricultural - genetics</topic><topic>Domestication</topic><topic>Energy</topic><topic>Energy crops</topic><topic>Gene expression</topic><topic>Gene Expression Regulation, Plant - genetics</topic><topic>Gene Regulatory Networks - genetics</topic><topic>Genes, Plant - genetics</topic><topic>Genetic diversity</topic><topic>Life Sciences</topic><topic>Miscanthus</topic><topic>Organelles</topic><topic>Phenotypes</topic><topic>Plant breeding</topic><topic>Plant Pathology</topic><topic>Plant populations</topic><topic>Plant Sciences</topic><topic>Plasticity</topic><topic>Transcriptome - genetics</topic><topic>Water use</topic><topic>Water use efficiency</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xing, Shilai</creatorcontrib><creatorcontrib>Tao, Chengcheng</creatorcontrib><creatorcontrib>Song, Zhihong</creatorcontrib><creatorcontrib>Liu, Wei</creatorcontrib><creatorcontrib>Yan, Juan</creatorcontrib><creatorcontrib>Kang, Lifang</creatorcontrib><creatorcontrib>Lin, Cong</creatorcontrib><creatorcontrib>Sang, Tao</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nucleic Acids Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection (ProQuest)</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Research Library</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Plant molecular biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Xing, Shilai</au><au>Tao, Chengcheng</au><au>Song, Zhihong</au><au>Liu, Wei</au><au>Yan, Juan</au><au>Kang, Lifang</au><au>Lin, Cong</au><au>Sang, Tao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Coexpression network revealing the plasticity and robustness of population transcriptome during the initial stage of domesticating energy crop Miscanthus lutarioriparius</atitle><jtitle>Plant molecular biology</jtitle><stitle>Plant Mol Biol</stitle><addtitle>Plant Mol Biol</addtitle><date>2018-08-01</date><risdate>2018</risdate><volume>97</volume><issue>6</issue><spage>489</spage><epage>506</epage><pages>489-506</pages><issn>0167-4412</issn><eissn>1573-5028</eissn><abstract>Key message
Coexpression network revealing genes with Co-variation Expression pattern (CE) and those with Top rank of Expression fold change (TE) played different roles in responding to new environment of
Miscanthus lutarioriparius
.
Variation in gene expression level, the product of genetic and/or environmental perturbation, determines the robustness-to-plasticity spectrum of a phenotype in plants. Understanding how expression variation of plant population response to a new field is crucial to domesticate energy crops. Weighted Gene Coexpression Network Analysis (WGCNA) was used to explore the patterns of expression variation based on 72
Miscanthus lutarioriparius
transcriptomes from two contrasting environments, one near the native habitat and the other in one harsh domesticating region. The 932 genes with Co-variation Expression pattern (CE) and other 932 genes with Top rank of Expression fold change (TE) were identified and the former were strongly associated with the water use efficiency (
r
≥ 0.55,
P
≤ 10
−7
). Functional enrichment of CE genes were related to three organelles, which well matched the annotation of twelve motifs identified from their conserved noncoding sequence; while TE genes were mostly related to biotic and/or abiotic stress. The expression robustness of CE genes with high genetic diversity kept relatively stable between environments while the harsh environment reduced the expression robustness of TE genes with low genetic diversity. The expression plasticity of CE genes was increased less than that of TE genes. These results suggested that expression variation of CE genes and TE genes could account for the robustness and plasticity of acclimation ability of
Miscanthus
, respectively. The patterns of expression variation revealed by transcriptomic network would shed new light on breeding and domestication of energy crops.</abstract><cop>Dordrecht</cop><pub>Springer Netherlands</pub><pmid>30006693</pmid><doi>10.1007/s11103-018-0754-5</doi><tpages>18</tpages><orcidid>https://orcid.org/0000-0002-0545-2263</orcidid></addata></record> |
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source | MEDLINE; Springer Nature - Complete Springer Journals |
subjects | Acclimation Acclimatization Andropogon - genetics Biochemistry Biofuels Biomedical and Life Sciences Conserved sequence Crops Crops, Agricultural - genetics Domestication Energy Energy crops Gene expression Gene Expression Regulation, Plant - genetics Gene Regulatory Networks - genetics Genes, Plant - genetics Genetic diversity Life Sciences Miscanthus Organelles Phenotypes Plant breeding Plant Pathology Plant populations Plant Sciences Plasticity Transcriptome - genetics Water use Water use efficiency |
title | Coexpression network revealing the plasticity and robustness of population transcriptome during the initial stage of domesticating energy crop Miscanthus lutarioriparius |
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