Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation

Mounting evidence indicates the key role of nitrogen (N) on diverse processes in plant, including development and defense. Using a combined transcriptomics and metabolomics approach, we studied the response of seedlings to N starvation of two different tetraploid wheat genotypes from the two main do...

Full description

Bibliographic Details
Main Authors: Romina Beleggia, Nooshin Omranian, Yan Holtz, Tania Gioia, Fabio Fiorani, Franca M. Nigro, Nicola Pecchioni, Pasquale De Vita, Ulrich Schurr, Jacques L. David, Zoran Nikoloski, Roberto Papa
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/22/9/4790
id doaj-c13df7e4f30e40d08ddb7f13d55253b8
record_format Article
spelling doaj-c13df7e4f30e40d08ddb7f13d55253b82021-04-30T23:05:26ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-04-01224790479010.3390/ijms22094790Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen StarvationRomina Beleggia0Nooshin Omranian1Yan Holtz2Tania Gioia3Fabio Fiorani4Franca M. Nigro5Nicola Pecchioni6Pasquale De Vita7Ulrich Schurr8Jacques L. David9Zoran Nikoloski10Roberto Papa11Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, ItalySystems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam, GermanyMontpellier SupAgro, UMR Amelioration Genetique et Adaptation des Plantes, 34060 Montpellier, FranceScuola di Scienze Agrarie, Forestali, Alimentari e Ambientali, Università degli Studi della Basilicata, 85100 Potenza, ItalyInstitute of Biosciences and Geosciences (IBG-2): Plant Sciences, Forschungszentrum Julich GmbH, 52428 Julich, GermanyCouncil for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, ItalyCouncil for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, ItalyCouncil for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, ItalyInstitute of Biosciences and Geosciences (IBG-2): Plant Sciences, Forschungszentrum Julich GmbH, 52428 Julich, GermanyMontpellier SupAgro, UMR Amelioration Genetique et Adaptation des Plantes, 34060 Montpellier, FranceSystems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam, GermanyCouncil for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, ItalyMounting evidence indicates the key role of nitrogen (N) on diverse processes in plant, including development and defense. Using a combined transcriptomics and metabolomics approach, we studied the response of seedlings to N starvation of two different tetraploid wheat genotypes from the two main domesticated subspecies: emmer and durum wheat. We found that durum wheat exhibits broader and stronger response in comparison to emmer as seen from the expression pattern of both genes and metabolites and gene enrichment analysis. They showed major differences in the responses to N starvation for transcription factor families, emmer showed differential reduction in the levels of primary metabolites while durum wheat exhibited increased levels of most of them to N starvation. The correlation-based networks, including the differentially expressed genes and metabolites, revealed tighter regulation of metabolism in durum wheat in comparison to emmer. We also found that glutamate and -aminobutyric acid (GABA) had highest values of centrality in the metabolic correlation network, suggesting their critical role in the genotype-specific response to N starvation of emmer and durum wheat, respectively. Moreover, this finding indicates that there might be contrasting strategies associated to GABA and glutamate signaling modulating shoot vs. root growth in the two different wheat subspecies.https://www.mdpi.com/1422-0067/22/9/4790plant nutrition<i>Triticum turgidum</i>transcriptomicsmetabolomicsstressGABA
collection DOAJ
language English
format Article
sources DOAJ
author Romina Beleggia
Nooshin Omranian
Yan Holtz
Tania Gioia
Fabio Fiorani
Franca M. Nigro
Nicola Pecchioni
Pasquale De Vita
Ulrich Schurr
Jacques L. David
Zoran Nikoloski
Roberto Papa
spellingShingle Romina Beleggia
Nooshin Omranian
Yan Holtz
Tania Gioia
Fabio Fiorani
Franca M. Nigro
Nicola Pecchioni
Pasquale De Vita
Ulrich Schurr
Jacques L. David
Zoran Nikoloski
Roberto Papa
Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
International Journal of Molecular Sciences
plant nutrition
<i>Triticum turgidum</i>
transcriptomics
metabolomics
stress
GABA
author_facet Romina Beleggia
Nooshin Omranian
Yan Holtz
Tania Gioia
Fabio Fiorani
Franca M. Nigro
Nicola Pecchioni
Pasquale De Vita
Ulrich Schurr
Jacques L. David
Zoran Nikoloski
Roberto Papa
author_sort Romina Beleggia
title Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
title_short Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
title_full Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
title_fullStr Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
title_full_unstemmed Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation
title_sort comparative analysis based on transcriptomics and metabolomics data reveal differences between emmer and durum wheat in response to nitrogen starvation
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2021-04-01
description Mounting evidence indicates the key role of nitrogen (N) on diverse processes in plant, including development and defense. Using a combined transcriptomics and metabolomics approach, we studied the response of seedlings to N starvation of two different tetraploid wheat genotypes from the two main domesticated subspecies: emmer and durum wheat. We found that durum wheat exhibits broader and stronger response in comparison to emmer as seen from the expression pattern of both genes and metabolites and gene enrichment analysis. They showed major differences in the responses to N starvation for transcription factor families, emmer showed differential reduction in the levels of primary metabolites while durum wheat exhibited increased levels of most of them to N starvation. The correlation-based networks, including the differentially expressed genes and metabolites, revealed tighter regulation of metabolism in durum wheat in comparison to emmer. We also found that glutamate and -aminobutyric acid (GABA) had highest values of centrality in the metabolic correlation network, suggesting their critical role in the genotype-specific response to N starvation of emmer and durum wheat, respectively. Moreover, this finding indicates that there might be contrasting strategies associated to GABA and glutamate signaling modulating shoot vs. root growth in the two different wheat subspecies.
topic plant nutrition
<i>Triticum turgidum</i>
transcriptomics
metabolomics
stress
GABA
url https://www.mdpi.com/1422-0067/22/9/4790
work_keys_str_mv AT rominabeleggia comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT nooshinomranian comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT yanholtz comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT taniagioia comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT fabiofiorani comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT francamnigro comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT nicolapecchioni comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT pasqualedevita comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT ulrichschurr comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT jacquesldavid comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT zorannikoloski comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
AT robertopapa comparativeanalysisbasedontranscriptomicsandmetabolomicsdatarevealdifferencesbetweenemmeranddurumwheatinresponsetonitrogenstarvation
_version_ 1721497200062627840