Integrated transcriptomics and metabolomics analysis reveals key regulatory network that response to cold stress in common Bean (Phaseolus vulgaris L.)
Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive c...
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Published in | BMC plant biology Vol. 23; no. 1; p. 85 |
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Main Authors | , , , , , , |
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Language | English |
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09.02.2023
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Abstract | Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation. |
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AbstractList | Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation. Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation. Keywords: Common bean, Cold stress, Transcriptomics, Metabolomics, Regulatory network Abstract Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation. Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation.Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation. |
ArticleNumber | 85 |
Audience | Academic |
Author | Feng, Guojun Yan, Zhishan Li, Mengdi Li, Yanmei Liu, Dajun Yang, Xiaoxu Liu, Chang |
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Cites_doi | 10.1007/s10725-007-9166-2 10.1016/j.tplants.2007.07.002 10.1104/pp.17.00622 10.7717/peerj.8704 10.1016/S1389-0344(02)00003-5 10.1371/journal.pone.0109262 10.1371/journal.pone.0092598 10.1016/j.cj.2019.09.002 10.1016/j.plantsci.2019.03.003 10.3390/ijms222312707 10.1021/np970237h 10.26353/j.itahort/2020.2.5565 10.1007/s00344-020-10246-6 10.1096/fj.08-118414 10.1007/s11738-013-1402-y 10.1186/s12864-017-3871-7 10.1021/cb900269u 10.1007/s12210-008-0022-8 10.1002/pmic.200401148 10.3389/fpls.2017.01613 10.3390/ijms19092497 10.1007/s11105-020-01210-5 10.3389/fpls.2017.00552 10.1016/j.jprot.2016.06.007 10.4236/ajps.2020.112013 10.1371/journal.pone.0050785 10.1186/s12870-019-2192-1 10.1111/jpi.12115 10.11648/j.ajbio.20150304.15 10.1007/s12041-021-01317-y 10.1007/s10535-008-0120-6 10.3109/07388551.2010.487186 10.1021/acs.jafc.8b02924 10.1104/pp.103.024190 10.1016/S0014-5793(97)01182-4 10.1016/S0955-2863(02)00208-5 10.1007/s00299-016-2073-0 10.1016/j.gene.2018.10.066 10.1016/j.plaphy.2019.03.033 10.1016/0031-9422(91)83693-F 10.1007/s00468-004-0368-1 10.3390/molecules24091826 10.1159/000417522 10.1270/jsbbs.65.363 |
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Keywords | Metabolomics Common bean Cold stress Transcriptomics Regulatory network |
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References | P Rodziewicz (4094_CR5) 2014; 36 M Trovato (4094_CR40) 2008; 19 C Qi (4094_CR36) 2019; 283 X Wang (4094_CR32) 2016; 146 B Gu (4094_CR4) 2020; 38 D Maiwald (4094_CR38) 2003; 133 KE Heim (4094_CR42) 2002; 13 L Corcuera (4094_CR35) 2005; 19 M Ferrali (4094_CR43) 1997; 416 S Cui (4094_CR6) 2005; 5 VC Sgarbieri (4094_CR26) 1989; 60 A Buchholz (4094_CR19) 2002; 9 P Battal (4094_CR50) 2008; 45 S Luo (4094_CR41) 2009; 23 J Jin (4094_CR21) 2017; 18 A Anwar (4094_CR13) 2018; 19 Y Ma (4094_CR7) 2009; 8 S Etsuo (4094_CR17) 2015; 65 MC Hiz (4094_CR24) 2014; 9 M Czaplińska (4094_CR44) 2012; 58 X Huang (4094_CR49) 2017; 8 S Guan (4094_CR11) 2019; 685 K Dev Sharma (4094_CR34) 2021; 100 GJ Feng (4094_CR27) 2016; 24 VS Bajwa (4094_CR48) 2014; 56 C Wasternack (4094_CR52) 2010; 5 X Xue-Xuan (4094_CR9) 2010; 30 J Li (4094_CR47) 2019; 24 4094_CR30 H Pedranzani (4094_CR12) 2007; 52 V Chinnusamy (4094_CR29) 2007; 12 AJ Simkin (4094_CR37) 2017; 175 V Srivastava (4094_CR15) 2015; 3 Y Zhao (4094_CR22) 2019; 7 G Cui (4094_CR33) 2019; 19 R Bulgari (4094_CR16) 2020; 27 H Weber (4094_CR39) 1999; 11 BP Naidu (4094_CR8) 1991; 30 4094_CR25 Y Yang (4094_CR14) 2020; 2 A Tyczewska (4094_CR18) 2016; 63 UC Jha (4094_CR1) 2017; 36 H Jian (4094_CR23) 2020; 8 M Farooq (4094_CR28) 2018; 66 D Zhuang (4094_CR3) 2021; 21 P Cos (4094_CR45) 1998; 61 P Elssa (4094_CR31) 2017; 8 X Wang (4094_CR51) 2021; 22 X Peng (4094_CR10) 2021; 40 XM Kong (4094_CR2) 2019; 139 XQ Liu (4094_CR20) 2015; 33 K Kosová (4094_CR46) 2008; 52 |
References_xml | – volume: 52 start-page: 111 year: 2007 ident: 4094_CR12 publication-title: Plant Growth Regul doi: 10.1007/s10725-007-9166-2 – volume: 12 start-page: 451 issue: 10 year: 2007 ident: 4094_CR29 publication-title: Trends Plant Sci doi: 10.1016/j.tplants.2007.07.002 – volume: 175 start-page: 134 year: 2017 ident: 4094_CR37 publication-title: Plant Physiol doi: 10.1104/pp.17.00622 – volume: 8 year: 2020 ident: 4094_CR23 publication-title: Peer J doi: 10.7717/peerj.8704 – volume: 9 start-page: 5 year: 2002 ident: 4094_CR19 publication-title: Biomol Eng doi: 10.1016/S1389-0344(02)00003-5 – volume: 8 start-page: 2004 year: 2009 ident: 4094_CR7 publication-title: Afr J Biotechnol – volume: 63 start-page: 631 year: 2016 ident: 4094_CR18 publication-title: Acta Biochim – ident: 4094_CR25 doi: 10.1371/journal.pone.0109262 – volume: 9 start-page: e92598 year: 2014 ident: 4094_CR24 publication-title: PLoS ONE doi: 10.1371/journal.pone.0092598 – volume: 7 start-page: 857 year: 2019 ident: 4094_CR22 publication-title: Crop J doi: 10.1016/j.cj.2019.09.002 – volume: 283 start-page: 385 year: 2019 ident: 4094_CR36 publication-title: Plant Sci doi: 10.1016/j.plantsci.2019.03.003 – volume: 22 start-page: 12707 year: 2021 ident: 4094_CR51 publication-title: Int J Mol Sci doi: 10.3390/ijms222312707 – volume: 61 start-page: 71 year: 1998 ident: 4094_CR45 publication-title: J Nat Prod doi: 10.1021/np970237h – volume: 27 start-page: 55 year: 2020 ident: 4094_CR16 publication-title: Italus Hortus doi: 10.26353/j.itahort/2020.2.5565 – volume: 40 start-page: 1992 year: 2021 ident: 4094_CR10 publication-title: J Plant Growth Regul doi: 10.1007/s00344-020-10246-6 – volume: 23 start-page: 464 year: 2009 ident: 4094_CR41 publication-title: FASEB J doi: 10.1096/fj.08-118414 – volume: 36 start-page: 1 year: 2014 ident: 4094_CR5 publication-title: Acta Physiol Plant doi: 10.1007/s11738-013-1402-y – volume: 18 start-page: 496 year: 2017 ident: 4094_CR21 publication-title: BMC Genomics doi: 10.1186/s12864-017-3871-7 – volume: 5 start-page: 63 year: 2010 ident: 4094_CR52 publication-title: ACS Chem Biol doi: 10.1021/cb900269u – volume: 19 start-page: 325 year: 2008 ident: 4094_CR40 publication-title: Rend Lincei doi: 10.1007/s12210-008-0022-8 – volume: 5 start-page: 3162 year: 2005 ident: 4094_CR6 publication-title: Proteomics doi: 10.1002/pmic.200401148 – volume: 33 start-page: 33 year: 2015 ident: 4094_CR20 publication-title: Sci Tech Rev – volume: 8 start-page: 1613 year: 2017 ident: 4094_CR49 publication-title: Front Plant Sci doi: 10.3389/fpls.2017.01613 – volume: 21 start-page: 4721 year: 2021 ident: 4094_CR3 publication-title: BMC Plant Biol – volume: 19 start-page: 2497 issue: 9 year: 2018 ident: 4094_CR13 publication-title: Intern J Molecular Sci. doi: 10.3390/ijms19092497 – volume: 38 start-page: 478 year: 2020 ident: 4094_CR4 publication-title: Plant Mol Biol Rep doi: 10.1007/s11105-020-01210-5 – volume: 8 start-page: 552 year: 2017 ident: 4094_CR31 publication-title: Front Plant Sci doi: 10.3389/fpls.2017.00552 – volume: 24 start-page: 200 year: 2016 ident: 4094_CR27 publication-title: Northern Hortic – volume: 146 start-page: 14 year: 2016 ident: 4094_CR32 publication-title: J Proteom doi: 10.1016/j.jprot.2016.06.007 – volume: 2 start-page: 162 year: 2020 ident: 4094_CR14 publication-title: Am J Plant Sci doi: 10.4236/ajps.2020.112013 – ident: 4094_CR30 doi: 10.1371/journal.pone.0050785 – volume: 19 start-page: 575 issue: 1 year: 2019 ident: 4094_CR33 publication-title: BMC Plant Biol doi: 10.1186/s12870-019-2192-1 – volume: 56 start-page: 238 year: 2014 ident: 4094_CR48 publication-title: J Pineal Res doi: 10.1111/jpi.12115 – volume: 3 start-page: 145 issue: 4 year: 2015 ident: 4094_CR15 publication-title: American J BioSci doi: 10.11648/j.ajbio.20150304.15 – volume: 100 start-page: 71 year: 2021 ident: 4094_CR34 publication-title: J Genet doi: 10.1007/s12041-021-01317-y – volume: 52 start-page: 601 year: 2008 ident: 4094_CR46 publication-title: Biol Plant doi: 10.1007/s10535-008-0120-6 – volume: 30 start-page: 222 year: 2010 ident: 4094_CR9 publication-title: Crit Rev Biotechnol doi: 10.3109/07388551.2010.487186 – volume: 58 start-page: 235 year: 2012 ident: 4094_CR44 publication-title: Postepy Biochem – volume: 66 start-page: 8887 issue: 34 year: 2018 ident: 4094_CR28 publication-title: J Agric Food Chem doi: 10.1021/acs.jafc.8b02924 – volume: 11 start-page: 485 year: 1999 ident: 4094_CR39 publication-title: Plant Cell – volume: 133 start-page: 191 year: 2003 ident: 4094_CR38 publication-title: Plant Physiol doi: 10.1104/pp.103.024190 – volume: 416 start-page: 123 year: 1997 ident: 4094_CR43 publication-title: FEBS Lett doi: 10.1016/S0014-5793(97)01182-4 – volume: 13 start-page: 572 year: 2002 ident: 4094_CR42 publication-title: J Nutr Biochem doi: 10.1016/S0955-2863(02)00208-5 – volume: 36 start-page: 1 year: 2017 ident: 4094_CR1 publication-title: Plant Cell Rep doi: 10.1007/s00299-016-2073-0 – volume: 685 start-page: 96 year: 2019 ident: 4094_CR11 publication-title: Gene doi: 10.1016/j.gene.2018.10.066 – volume: 45 start-page: 173 year: 2008 ident: 4094_CR50 publication-title: Finn Zool Bot Publishing Board – volume: 139 start-page: 314 year: 2019 ident: 4094_CR2 publication-title: Plant Physiol Biochem doi: 10.1016/j.plaphy.2019.03.033 – volume: 30 start-page: 407 year: 1991 ident: 4094_CR8 publication-title: Phytochemistry doi: 10.1016/0031-9422(91)83693-F – volume: 19 start-page: 99 year: 2005 ident: 4094_CR35 publication-title: Trees doi: 10.1007/s00468-004-0368-1 – volume: 24 start-page: 1826 year: 2019 ident: 4094_CR47 publication-title: Molecules doi: 10.3390/molecules24091826 – volume: 60 start-page: 132 year: 1989 ident: 4094_CR26 publication-title: World Rev Nutr Diet doi: 10.1159/000417522 – volume: 65 start-page: 363 issue: 5 year: 2015 ident: 4094_CR17 publication-title: Breed Sci doi: 10.1270/jsbbs.65.363 |
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SubjectTerms | Abiotic stress Abscisic acid Accumulation Agricultural research amino acid metabolism Amino acids Amino Acids - metabolism Analysis Beans Bioflavonoids Biomarkers Biosynthesis Chilling Cold Cold stress Cold Temperature cold tolerance Cold-Shock Response - genetics Common bean Common beans Cooling Cultivars Enzymes Flavones Flavonoids Flavonoids - metabolism Gene expression Gene Expression Profiling Gene Expression Regulation, Plant Gene regulation Genes Genetic aspects Genetic research Gibberellins Hardiness hormone metabolism Hormones - metabolism Injury analysis Jasmonic acid Legumes Lipids Low temperature Low temperature resistance Malondialdehyde Metabolic pathways Metabolic regulation Metabolism Metabolites Metabolomics Methionine Methionine - metabolism Methods Mimosaceae Phaseolus - genetics Phaseolus - metabolism Phaseolus vulgaris Physiology Plant Breeding Plants Regulatory network Respiration Rice RNA sequencing Seeds stress response stress tolerance temperature Temperature tolerance transcription (genetics) Transcriptome Transcriptomes Transcriptomics |
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Title | Integrated transcriptomics and metabolomics analysis reveals key regulatory network that response to cold stress in common Bean (Phaseolus vulgaris L.) |
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