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Decros G, Dussarrat T, Baldet P, Cassan C, Cabasson C, Dieuaide-Noubhani M, Destailleur A, Flandin A, Prigent S, Mori K, Colombié S, Jorly J, Gibon Y, Beauvoit B, Pétriacq P. Enzyme-based kinetic modelling of ASC-GSH cycle during tomato fruit development reveals the importance of reducing power and ROS availability. THE NEW PHYTOLOGIST 2023; 240:242-257. [PMID: 37548068 DOI: 10.1111/nph.19160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 07/02/2023] [Indexed: 08/08/2023]
Abstract
The ascorbate-glutathione (ASC-GSH) cycle is at the heart of redox metabolism, linking the major redox buffers with central metabolism through the processing of reactive oxygen species (ROS) and pyridine nucleotide metabolism. Tomato fruit development is underpinned by changes in redox buffer contents and their associated enzyme capacities, but interactions between them remain unclear. Based on quantitative data obtained for the core redox metabolism, we built an enzyme-based kinetic model to calculate redox metabolite concentrations with their corresponding fluxes and control coefficients. Dynamic and associated regulations of the ASC-GSH cycle throughout the whole fruit development were analysed and pointed to a sequential metabolic control of redox fluxes by ASC synthesis, NAD(P)H and ROS availability depending on the developmental phase. Furthermore, we highlighted that monodehydroascorbate reductase and the availability of reducing power were found to be the main regulators of the redox state of ASC and GSH during fruit growth under optimal conditions. Our kinetic modelling approach indicated that tomato fruit development displayed growth phase-dependent redox metabolism linked with central metabolism via pyridine nucleotides and H2 O2 availability, while providing a new tool to the scientific community to investigate redox metabolism in fruits.
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Affiliation(s)
- Guillaume Decros
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Thomas Dussarrat
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Pierre Baldet
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Cédric Cassan
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | - Cécile Cabasson
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | | | - Alice Destailleur
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Amélie Flandin
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | - Sylvain Prigent
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | - Kentaro Mori
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Sophie Colombié
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | - Joana Jorly
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Yves Gibon
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
| | - Bertrand Beauvoit
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
| | - Pierre Pétriacq
- INRAE, UMR1332 BFP, University of Bordeaux, Villenave d'Ornon, 33882, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, Villenave d'Ornon, 33140, France
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Alegre GFS, Pastore GM. NAD+ Precursors Nicotinamide Mononucleotide (NMN) and Nicotinamide Riboside (NR): Potential Dietary Contribution to Health. Curr Nutr Rep 2023; 12:445-464. [PMID: 37273100 PMCID: PMC10240123 DOI: 10.1007/s13668-023-00475-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/19/2023] [Indexed: 06/06/2023]
Abstract
PURPOSE OF REVIEW NAD+ is a vital molecule that takes part as a redox cofactor in several metabolic reactions besides being used as a substrate in important cellular signaling in regulation pathways for energetic, genotoxic, and infectious stress. In stress conditions, NAD+ biosynthesis and levels decrease as well as the activity of consuming enzymes rises. Dietary precursors can promote NAD+ biosynthesis and increase intracellular levels, being a potential strategy for reversing physiological decline and preventing diseases. In this review, we will show the biochemistry and metabolism of NAD+ precursors NR (nicotinamide riboside) and NMN (nicotinamide mononucleotide), the latest findings on their beneficial physiological effects, their interplay with gut microbiota, and the future perspectives for research in nutrition and food science fields. RECENT FINDINGS NMN and NR demonstrated protect against diabetes, Alzheimer disease, endothelial dysfunction, and inflammation. They also reverse gut dysbiosis and promote beneficial effects at intestinal and extraintestinal levels. NR and NMN have been found in vegetables, meat, and milk, and microorganisms in fermented beverages can also produce them. NMN and NR can be obtained through the diet either in their free form or as metabolites derivate from the digestion of NAD+. The prospection of NR and NMN to find potential food sources and their dietary contribution in increasing NAD+ levels are still an unexplored field of research. Moreover, it could enable the development of new functional foods and processing strategies to maintain and enhance their physiological benefits, besides the studies of new raw materials for extraction and biotechnological development.
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Affiliation(s)
- Gabriela Fabiana Soares Alegre
- Department of Food Science and Nutrition, Faculty of Food Engineering, State University of Campinas, Campinas, Brazil.
- Laboratory of Bioflavours and Bioactive Compounds-Rua Monteiro Lobato, Cidade Universitária "Zeferino Vaz" Barão Geraldo, 80-CEP 13083-862, Campinas, SP, Brazil.
| | - Glaucia Maria Pastore
- Department of Food Science and Nutrition, Faculty of Food Engineering, State University of Campinas, Campinas, Brazil
- Laboratory of Bioflavours and Bioactive Compounds-Rua Monteiro Lobato, Cidade Universitária "Zeferino Vaz" Barão Geraldo, 80-CEP 13083-862, Campinas, SP, Brazil
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3
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Liu Y, Wu P, Li B, Wang W, Zhu B. Phosphoribosyltransferases and Their Roles in Plant Development and Abiotic Stress Response. Int J Mol Sci 2023; 24:11828. [PMID: 37511586 PMCID: PMC10380321 DOI: 10.3390/ijms241411828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/19/2023] [Accepted: 07/21/2023] [Indexed: 07/30/2023] Open
Abstract
Glycosylation is a widespread glycosyl modification that regulates gene expression and metabolite bioactivity in all life processes of plants. Phosphoribosylation is a special glycosyl modification catalyzed by phosphoribosyltransferase (PRTase), which functions as a key step in the biosynthesis pathway of purine and pyrimidine nucleotides, histidine, tryptophan, and coenzyme NAD(P)+ to control the production of these essential metabolites. Studies in the past decades have reported that PRTases are indispensable for plant survival and thriving, whereas the complicated physiological role of PRTases in plant life and their crosstalk is not well understood. Here, we comprehensively overview and critically discuss the recent findings on PRTases, including their classification, as well as the function and crosstalk in regulating plant development, abiotic stress response, and the balance of growth and stress responses. This review aims to increase the understanding of the role of plant PRTase and also contribute to future research on the trade-off between plant growth and stress response.
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Affiliation(s)
- Ye Liu
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Peiwen Wu
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Bowen Li
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Weihao Wang
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China
| | - Benzhong Zhu
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China
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4
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Xu J, Zhang W, Zhang P, Sun W, Han Y, Li L. A comprehensive analysis of copy number variations in diverse apple populations. BMC Genomics 2023; 24:256. [PMID: 37170226 PMCID: PMC10176694 DOI: 10.1186/s12864-023-09347-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Accepted: 08/16/2022] [Indexed: 05/13/2023] Open
Abstract
BACKGROUND As an important source of genetic variation, copy number variation (CNV) can alter the dosage of DNA segments, which in turn may affect gene expression level and phenotype. However, our knowledge of CNV in apple is still limited. Here, we obtained high-confidence CNVs and investigated their functional impact based on genome resequencing data of two apple populations, cultivars and wild relatives. RESULTS In this study, we identified 914,610 CNVs comprising 14,839 CNV regions (CNVRs) from 346 apple accessions, including 289 cultivars and 57 wild relatives. CNVRs summed to 71.19 Mb, accounting for 10.03% of the apple genome. Under the low linkage disequilibrium (LD) with nearby SNPs, they could also accurately reflect the population structure of apple independent of SNPs. Furthermore, A total of 3,621 genes were covered by CNVRs and functionally involved in biological processes such as defense response, reproduction and metabolic processes. In addition, the population differentiation index ([Formula: see text]) analysis between cultivars and wild relatives revealed 127 CN-differentiated genes, which may contribute to trait differences in these two populations. CONCLUSIONS This study was based on identification of CNVs from 346 diverse apple accessions, which to our knowledge was the largest dataset for CNV analysis in apple. Our work presented the first comprehensive CNV map and provided valuable resources for understanding genomic variations in apple.
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Affiliation(s)
- Jinsheng Xu
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Weihan Zhang
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Ping Zhang
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Weicheng Sun
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Yuepeng Han
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Wuhan, 430074, China.
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Li Li
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China.
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, 430070, China.
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5
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Momo J, Rawoof A, Kumar A, Islam K, Ahmad I, Ramchiary N. Proteomics of Reproductive Development, Fruit Ripening, and Stress Responses in Tomato. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2023; 71:65-95. [PMID: 36584279 DOI: 10.1021/acs.jafc.2c06564] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
The fruits of the tomato crop (Solanum lycopersicum L.) are increasingly consumed by humans worldwide. Due to their rich nutritional quality, pharmaceutical properties, and flavor, tomato crops have gained a salient role as standout crops among other plants. Traditional breeding and applied functional research have made progress in varying tomato germplasms to subdue biotic and abiotic stresses. Proteomic investigations within a span of few decades have assisted in consolidating the functional genomics and transcriptomic research. However, due to the volatility and dynamicity of proteins in the regulation of various biosynthetic pathways, there is a need for continuing research in the field of proteomics to establish a network that could enable a more comprehensive understanding of tomato growth and development. With this view, we provide a comprehensive review of proteomic studies conducted on the tomato plant in past years, which will be useful for future breeders and researchers working to improve the tomato crop.
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Affiliation(s)
- John Momo
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, Delhi 110067, India
| | - Abdul Rawoof
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, Delhi 110067, India
| | - Ajay Kumar
- Department of Plant Sciences, School of Biological Sciences, Central University of Kerala, Kasaragod, Kerala 671316, India
| | - Khushbu Islam
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, Delhi 110067, India
| | - Ilyas Ahmad
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, Delhi 110067, India
| | - Nirala Ramchiary
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, Delhi 110067, India
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6
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Batista-Silva W, Carvalho de Oliveira A, Martins AO, Siqueira JA, Rodrigues-Salvador A, Omena-Garcia RP, Medeiros DB, Peres LEP, Ribeiro DM, Zsögön A, Fernie AR, Nunes-Nesi A, Araújo WL. Reduced auxin signalling through the cyclophilin gene DIAGEOTROPICA impacts tomato fruit development and metabolism during ripening. JOURNAL OF EXPERIMENTAL BOTANY 2022; 73:4113-4128. [PMID: 35383842 DOI: 10.1093/jxb/erac143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 04/04/2022] [Indexed: 06/14/2023]
Abstract
Auxin is an important hormone playing crucial roles during fruit growth and ripening; however, the metabolic impact of changes in auxin signalling during tomato (Solanum lycopersicum L.) ripening remains unclear. Here, we investigated the significance of changes in auxin signalling during different stages of fruit development by analysing changes in tomato fruit quality and primary metabolism using mutants with either lower or higher auxin sensitivity [diageotropica (dgt) and entire mutants, respectively]. Altered auxin sensitivity modifies metabolism, through direct impacts on fruit respiration and fruit growth. We verified that the dgt mutant plants exhibit reductions in fruit set, total fruit dry weight, fruit size, number of seeds per fruit, and fresh weight loss during post-harvest. Sugar accumulation was associated with delayed fruit ripening in dgt, probably connected with reduced ethylene levels and respiration, coupled with a lower rate of starch degradation. In contrast, despite exhibiting parthenocarpy, increased auxin perception (entire) did not alter fruit ripening, leading to only minor changes in primary metabolism. By performing a comprehensive analysis, our results connect auxin signalling and metabolic changes during tomato fruit development, indicating that reduced auxin signalling led to extensive changes in sugar concentration and starch metabolism during tomato fruit ripening.
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Affiliation(s)
- Willian Batista-Silva
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | | | | | - João Antonio Siqueira
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | | | - Rebeca P Omena-Garcia
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - David Barbosa Medeiros
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
- Central Metabolism Group, Max Planck Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Lázaro Eustáquio Pereira Peres
- Departmento de Ciências Biológicas, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Brazil
| | - Dimas Mendes Ribeiro
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - Agustín Zsögön
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - Alisdair R Fernie
- Central Metabolism Group, Max Planck Institute of Molecular Plant Physiology, D-14476 Potsdam-Golm, Germany
| | - Adriano Nunes-Nesi
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - Wagner L Araújo
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
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7
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Dussarrat T, Prigent S, Latorre C, Bernillon S, Flandin A, Díaz FP, Cassan C, Van Delft P, Jacob D, Varala K, Joubes J, Gibon Y, Rolin D, Gutiérrez RA, Pétriacq P. Predictive metabolomics of multiple Atacama plant species unveils a core set of generic metabolites for extreme climate resilience. THE NEW PHYTOLOGIST 2022; 234:1614-1628. [PMID: 35288949 PMCID: PMC9324839 DOI: 10.1111/nph.18095] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 02/28/2022] [Indexed: 06/14/2023]
Abstract
Current crop yield of the best ideotypes is stagnating and threatened by climate change. In this scenario, understanding wild plant adaptations in extreme ecosystems offers an opportunity to learn about new mechanisms for resilience. Previous studies have shown species specificity for metabolites involved in plant adaptation to harsh environments. Here, we combined multispecies ecological metabolomics and machine learning-based generalized linear model predictions to link the metabolome to the plant environment in a set of 24 species belonging to 14 families growing along an altitudinal gradient in the Atacama Desert. Thirty-nine common compounds predicted the plant environment with 79% accuracy, thus establishing the plant metabolome as an excellent integrative predictor of environmental fluctuations. These metabolites were independent of the species and validated both statistically and biologically using an independent dataset from a different sampling year. Thereafter, using multiblock predictive regressions, metabolites were linked to climatic and edaphic stressors such as freezing temperature, water deficit and high solar irradiance. These findings indicate that plants from different evolutionary trajectories use a generic metabolic toolkit to face extreme environments. These core metabolites, also present in agronomic species, provide a unique metabolic goldmine for improving crop performances under abiotic pressure.
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Affiliation(s)
- Thomas Dussarrat
- Departamento de Genética Molecular y MicrobiologíaPontificia Universidad Católica de ChileFONDAP Center for Genome Regulation and Millenium Institute for Integrative Biology (iBio)Av Libertador Bernardo O'Higgins 340SantiagoChile
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
| | - Sylvain Prigent
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Claudio Latorre
- Departamento de EcologíaPontificia Universidad Católica de ChileAv Libertador Bernardo O'Higgins 340SantiagoChile
- Institute of Ecology and Biodiversity (IEB)Las Palmeras3425ÑuñoaSantiagoChile
| | - Stéphane Bernillon
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Amélie Flandin
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Francisca P. Díaz
- Departamento de Genética Molecular y MicrobiologíaPontificia Universidad Católica de ChileFONDAP Center for Genome Regulation and Millenium Institute for Integrative Biology (iBio)Av Libertador Bernardo O'Higgins 340SantiagoChile
| | - Cédric Cassan
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Pierre Van Delft
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
- Laboratoire de Biogenèse Membranaire, CNRSUniv. Bordeaux, UMR 5200Villenave d'OrnonFrance
| | - Daniel Jacob
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Kranthi Varala
- Department of Horticulture and Landscape ArchitecturePurdue UniversityWest LafayetteIN47907USA
- Center for Plant BiologyPurdue UniversityWest LafayetteIN47907USA
| | - Jérôme Joubes
- Laboratoire de Biogenèse Membranaire, CNRSUniv. Bordeaux, UMR 5200Villenave d'OrnonFrance
| | - Yves Gibon
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Dominique Rolin
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
| | - Rodrigo A. Gutiérrez
- Departamento de Genética Molecular y MicrobiologíaPontificia Universidad Católica de ChileFONDAP Center for Genome Regulation and Millenium Institute for Integrative Biology (iBio)Av Libertador Bernardo O'Higgins 340SantiagoChile
| | - Pierre Pétriacq
- Univ. BordeauxINRAEUMR1332 BFP, 33882Villenave d'OrnonFrance
- Bordeaux MetabolomeMetaboHUBPHENOME‐EMPHASIS33140Villenave d'OrnonFrance
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8
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Smith EN, Schwarzländer M, Ratcliffe RG, Kruger NJ. Shining a light on NAD- and NADP-based metabolism in plants. TRENDS IN PLANT SCIENCE 2021; 26:1072-1086. [PMID: 34281784 DOI: 10.1016/j.tplants.2021.06.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 06/16/2021] [Accepted: 06/17/2021] [Indexed: 05/20/2023]
Abstract
The pyridine nucleotides nicotinamide adenine dinucleotide [NAD(H)] and nicotinamide adenine dinucleotide phosphate [NADP(H)] simultaneously act as energy transducers, signalling molecules, and redox couples. Recent research into photosynthetic optimisation, photorespiration, immunity, hypoxia/oxygen signalling, development, and post-harvest metabolism have all identified pyridine nucleotides as key metabolites. Further understanding will require accurate description of NAD(P)(H) metabolism, and genetically encoded fluorescent biosensors have recently become available for this purpose. Although these biosensors have begun to provide novel biological insights, their limitations must be considered and the information they provide appropriately interpreted. We provide a framework for understanding NAD(P)(H) metabolism and explore what fluorescent biosensors can, and cannot, tell us about plant biology, looking ahead to the pressing questions that could be answered with further development of these tools.
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Affiliation(s)
- Edward N Smith
- Department of Plant Sciences, University of Oxford, Oxford OX1 3RB, UK; Current address: Department of Molecular Systems Biology, University of Groningen, 9747 AG Groningen, The Netherlands.
| | - Markus Schwarzländer
- Institute of Plant Biology and Biotechnology (IBBP), Westfälische Wilhelms-Universität Münster, D-48143 Münster, Germany
| | | | - Nicholas J Kruger
- Department of Plant Sciences, University of Oxford, Oxford OX1 3RB, UK
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9
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Deslous P, Bournonville C, Decros G, Okabe Y, Mauxion JP, Jorly J, Gadin S, Brès C, Mori K, Ferrand C, Prigent S, Ariizumi T, Ezura H, Hernould M, Rothan C, Pétriacq P, Gibon Y, Baldet P. Overproduction of ascorbic acid impairs pollen fertility in tomato. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:3091-3107. [PMID: 33530105 DOI: 10.1093/jxb/erab040] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Accepted: 01/28/2021] [Indexed: 06/12/2023]
Abstract
Ascorbate is a major antioxidant buffer in plants. Several approaches have been used to increase the ascorbate content of fruits and vegetables. Here, we combined forward genetics with mapping-by-sequencing approaches using an ethyl methanesulfonate (EMS)-mutagenized Micro-Tom population to identify putative regulators underlying a high-ascorbate phenotype in tomato fruits. Among the ascorbate-enriched mutants, the family with the highest fruit ascorbate level (P17C5, up to 5-fold wild-type level) had strongly impaired flower development and produced seedless fruit. Genetic characterization was performed by outcrossing P17C5 with cv. M82. We identified the mutation responsible for the ascorbate-enriched trait in a cis-acting upstream open reading frame (uORF) involved in the downstream regulation of GDP-l-galactose phosphorylase (GGP). Using a specific CRISPR strategy, we generated uORF-GGP1 mutants and confirmed the ascorbate-enriched phenotype. We further investigated the impact of the ascorbate-enriched trait in tomato plants by phenotyping the original P17C5 EMS mutant, the population of outcrossed P17C5 × M82 plants, and the CRISPR-mutated line. These studies revealed that high ascorbate content is linked to impaired floral organ architecture, particularly anther and pollen development, leading to male sterility. RNA-seq analysis suggested that uORF-GGP1 acts as a regulator of ascorbate synthesis that maintains redox homeostasis to allow appropriate plant development.
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Affiliation(s)
- Paul Deslous
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Céline Bournonville
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Guillaume Decros
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Yoshihiro Okabe
- Gene Research Centre, Faculty of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennodai Tsukuba, Ibaraki 205-8572, Japan
| | | | - Joana Jorly
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Stéphanie Gadin
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Cécile Brès
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Kentaro Mori
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Carine Ferrand
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Sylvain Prigent
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Tohru Ariizumi
- Gene Research Centre, Faculty of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennodai Tsukuba, Ibaraki 205-8572, Japan
| | - Hiroshi Ezura
- Gene Research Centre, Faculty of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennodai Tsukuba, Ibaraki 205-8572, Japan
| | - Michel Hernould
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Christophe Rothan
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Pierre Pétriacq
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Yves Gibon
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
| | - Pierre Baldet
- Université de Bordeaux, INRAE, UMR 1332 BFP, 33882 Villenave d'Ornon, France
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10
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da Silva Linge C, Cai L, Fu W, Clark J, Worthington M, Rawandoozi Z, Byrne DH, Gasic K. Multi-Locus Genome-Wide Association Studies Reveal Fruit Quality Hotspots in Peach Genome. FRONTIERS IN PLANT SCIENCE 2021; 12:644799. [PMID: 33732279 PMCID: PMC7959719 DOI: 10.3389/fpls.2021.644799] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 02/04/2021] [Indexed: 05/23/2023]
Abstract
Peach is one of the most important fruit crops in the world, with the global annual production about 24.6 million tons. The United States is the fourth-largest producer after China, Spain, and Italy. Peach consumption has decreased over the last decade, most likely due to inconsistent quality of the fruit on the market. Thus, marker-assisted selection for fruit quality traits is highly desired in fresh market peach breeding programs and one of the major goals of the RosBREED project. The ability to use DNA information to select for desirable traits would enable peach breeders to efficiently plan crosses and select seedlings with desired quality traits early in the selection process before fruiting. Therefore, we assembled a multi-locus genome wide association study (GWAS) of 620 individuals from three public fresh market peach breeding programs (Arkansas, Texas, and South Carolina). The material was genotyped using 9K SNP array and the traits were phenotyped for three phenological (bloom date, ripening date, and days after bloom) and 11 fruit quality-related traits (blush, fruit diameter, fruit weight, adherence, fruit firmness, redness around pit, fruit texture, pit weight, soluble solid concentration, titratable acidity, and pH) over three seasons (2010, 2011, and 2012). Multi-locus association analyses, carried out using mrMLM 4.0 and FarmCPU R packages, revealed a total of 967 and 180 quantitative trait nucleotides (QTNs), respectively. Among the 88 consistently reliable QTNs detected using multiple multi-locus GWAS methods and/or at least two seasons, 44 were detected for the first time. Fruit quality hotspots were identified on chromosomes 1, 3, 4, 5, 6, and 8. Out of 566 candidate genes detected in the genomic regions harboring the QTN clusters, 435 were functionally annotated. Gene enrichment analyses revealed 68 different gene ontology (GO) terms associated with fruit quality traits. Data reported here advance our understanding of genetic mechanisms underlying important fruit quality traits and further support the development of DNA tools for breeding.
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Affiliation(s)
- Cassia da Silva Linge
- Department of Plant and Environmental Sciences, Clemson University, Clemson, SC, United States
| | - Lichun Cai
- Department of Plant and Environmental Sciences, Clemson University, Clemson, SC, United States
- Department of Horticulture, Michigan State University, East Lansing, MI, United States
| | - Wanfang Fu
- Department of Plant and Environmental Sciences, Clemson University, Clemson, SC, United States
| | - John Clark
- Department of Horticulture, University of Arkansas, Fayetteville, AR, United States
| | - Margaret Worthington
- Department of Horticulture, University of Arkansas, Fayetteville, AR, United States
| | - Zena Rawandoozi
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - David H. Byrne
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - Ksenija Gasic
- Department of Plant and Environmental Sciences, Clemson University, Clemson, SC, United States
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11
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Integration of MsrB1 and MsrB2 in the Redox Network during the Development of Orthodox and Recalcitrant Acer Seeds. Antioxidants (Basel) 2020; 9:antiox9121250. [PMID: 33316974 PMCID: PMC7763665 DOI: 10.3390/antiox9121250] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 12/04/2020] [Accepted: 12/07/2020] [Indexed: 02/06/2023] Open
Abstract
Two related tree species, Norway maple (Acer platanoides L.) and sycamore (Acer pseudoplatanus L.), produce desiccation-tolerant (orthodox) and desiccation-sensitive (recalcitrant) seeds, respectively. We compared the seeds of these two species to characterize the developmentally driven changes in the levels of peptide-bound methionine sulfoxide (MetO) and the abundance of methionine sulfoxide reductases (Msrs) B1 and B2, with respect to the cellular redox environment. Protein oxidation at the Met level was dynamic only in Norway maple seeds, and the reduced MsrB2 form was detected only in this species. Cell redox status, characterized by the levels of reduced and oxidized ascorbate, glutathione, and nicotinamide adenine dinucleotide (NAD)/phosphate (NADP), was clearly more reduced in the Norway maple seeds than in the sycamore seeds. Clear correlations between MetO levels, changes in water content and redox status were reported in orthodox Acer seeds. The abundance of Msrs was correlated in both species with redox determinants, mainly ascorbate and glutathione. Our data suggest that MsrB2 is associated with the acquisition of desiccation tolerance and that ascorbate might be involved in the redox pathway enabling the regeneration of Msr via intermediates that are not known yet.
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12
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Zhang Y, Krahnert I, Bolze A, Gibon Y, Fernie AR. Adenine Nucleotide and Nicotinamide Adenine Dinucleotide Measurements in Plants. ACTA ACUST UNITED AC 2020; 5:e20115. [PMID: 32841544 DOI: 10.1002/cppb.20115] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
As the principal co-factors of many metabolic pathways, the measurement of both adenine nucleotides and nicotinamide adenine dinucleotide provides important information about cellular energy metabolism. However, given their rapid and reversible conversion as well as their relatively low concentration ranges, it is difficult to measure these compounds. Here, we describe a highly sensitive and selective ion-pairing HPLC method with fluorescence detection to quantify adenine nucleotides in plants. In addition, nicotinamide adenine dinucleotide is a crucially important redox-active substrate for multiple catabolic and anabolic reactions with the ratios of NAD+ /NADH and NADP+ /NADPH being suggested as indicators of the general intracellular redox potential and hence metabolic state. Here, we describe highly sensitive enzyme cycling-based colorimetric assays (with a detection limit in the pmol range) performed subsequent to a simple extraction procedure involving acid or base extraction to allow the measurement of the cellular levels of these metabolites. © 2020 The Authors. Basic Protocol 1: Preparation of plant material for the measurement Basic Protocol 2: Measurement of ATP, ADP, and AMP via HPLC Basic Protocol 3: NAD+ /NADP+ measurements Basic Protocol 4: NADH/NADPH measurements Basic Protocol 5: Data analysis and quality control approaches.
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Affiliation(s)
- Youjun Zhang
- Center of Plant Systems Biology and Biotechnology, Plovdiv, Bulgaria.,Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, Germany
| | - Ina Krahnert
- Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, Germany
| | - Antje Bolze
- Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, Germany
| | - Yves Gibon
- Institut National de la Recherche Agronomique (INRAE), University of Bordeaux, Villenave d'Ornon, France
| | - Alisdair R Fernie
- Center of Plant Systems Biology and Biotechnology, Plovdiv, Bulgaria.,Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, Germany
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13
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Aghdam MS, Palma JM, Corpas FJ. NADPH as a quality footprinting in horticultural crops marketability. Trends Food Sci Technol 2020. [DOI: 10.1016/j.tifs.2020.07.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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14
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Alipour S, Wojciechowska N, Stolarska E, Bilska K, Kalemba EM. NAD(P)-Driven Redox Status Contributes to Desiccation Tolerance in Acer seeds. PLANT & CELL PHYSIOLOGY 2020; 61:1158-1167. [PMID: 32267948 DOI: 10.1093/pcp/pcaa044] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 04/01/2020] [Indexed: 06/11/2023]
Abstract
Desiccation tolerance is a developmental program enabling seed survival in a dry state and is common in seeds categorized as orthodox. We focused on NAD and its phosphorylated form (NADP) because their continual switching between reduced (NAD(P)H) and oxidized (NAD(P)+) forms is involved in the modulation of redox signaling and the determination of the reducing power and further antioxidant responses. Norway maple and sycamore seeds representing the orthodox and recalcitrant categories, respectively, were used as models in a comparison of responses to water loss. The process of desiccation up to 10% water content (WC) was monitored in Norway maple seeds, while dehydration up to 30% WC was monitored in desiccation-sensitive sycamore seeds. Norway maple and sycamore seeds, particularly their embryonic axes, exhibited a distinct redox status during dehydration and desiccation. High NADPH levels, NAD+ accumulation, low and stable NAD(P)H/NAD(P)+ ratios expressed as reducing power and high NADPH-dependent enzyme activity were reported in Norway maple seeds and were considered attributes of orthodox-type seeds. The contrasting results of sycamore seeds contributed to their low antioxidant capacity and high sensitivity to desiccation. NADPH deficiency, low NADPH-dependent enzyme activity and lack of NAD+ accumulation were primary features of sycamore seeds, with implications for their NAD(P)H/NAD(P)+ ratios and reducing power and with effects on many seed traits. Thus, we propose that the distinct levels of pyridine nucleotides and their redox status contribute to orthodox and recalcitrant phenotype differentiation in seeds by affecting cellular redox signaling, metabolism and the antioxidant system.
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Affiliation(s)
- Shirin Alipour
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035 Kórnik, Poland
- Department of Forestry, Faculty of Agriculture and Natural Resources, Lorestan University, Khorramabad, Iran
| | - Natalia Wojciechowska
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035 Kórnik, Poland
- Department of General Botany, Institute of Experimental Biology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 6, 61-614 Poznań, Poland
| | - Ewelina Stolarska
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035 Kórnik, Poland
| | - Karolina Bilska
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035 Kórnik, Poland
| | - Ewa Marzena Kalemba
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035 Kórnik, Poland
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15
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Luna E, Flandin A, Cassan C, Prigent S, Chevanne C, Kadiri CF, Gibon Y, Pétriacq P. Metabolomics to Exploit the Primed Immune System of Tomato Fruit. Metabolites 2020; 10:metabo10030096. [PMID: 32155921 PMCID: PMC7143431 DOI: 10.3390/metabo10030096] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Revised: 03/03/2020] [Accepted: 03/03/2020] [Indexed: 12/25/2022] Open
Abstract
Tomato is a major crop suffering substantial yield losses from diseases, as fruit decay at a postharvest level can claim up to 50% of the total production worldwide. Due to the environmental risks of fungicides, there is an increasing interest in exploiting plant immunity through priming, which is an adaptive strategy that improves plant defensive capacity by stimulating induced mechanisms. Broad-spectrum defence priming can be triggered by the compound ß-aminobutyric acid (BABA). In tomato plants, BABA induces resistance against various fungal and bacterial pathogens and different methods of application result in durable protection. Here, we demonstrate that the treatment of tomato plants with BABA resulted in a durable induced resistance in tomato fruit against Botrytis cinerea, Phytophthora infestans and Pseudomonas syringae. Targeted and untargeted metabolomics were used to investigate the metabolic regulations that underpin the priming of tomato fruit against pathogenic microbes that present different infection strategies. Metabolomic analyses revealed major changes after BABA treatment and after inoculation. Remarkably, primed responses seemed specific to the type of infection, rather than showing a common fingerprint of BABA-induced priming. Furthermore, top-down modelling from the detected metabolic markers allowed for the accurate prediction of the measured resistance to fruit pathogens and demonstrated that soluble sugars are essential to predict resistance to fruit pathogens. Altogether, our results demonstrate that metabolomics is particularly insightful for a better understanding of defence priming in fruit. Further experiments are underway in order to identify key metabolites that mediate broad-spectrum BABA-induced priming in tomato fruit.
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Affiliation(s)
- Estrella Luna
- School of Biosciences, Uni. Birmingham, Birmingham B15 2TT, UK
| | - Amélie Flandin
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, 33140 Villenave d’Ornon, France
| | - Cédric Cassan
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, 33140 Villenave d’Ornon, France
| | - Sylvain Prigent
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, 33140 Villenave d’Ornon, France
| | - Chloé Chevanne
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
| | | | - Yves Gibon
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, 33140 Villenave d’Ornon, France
| | - Pierre Pétriacq
- UMR BFP, University Bordeaux, INRAE, 33882 Villenave d’Ornon, France
- Bordeaux Metabolome, MetaboHUB, PHENOME-EMPHASIS, 33140 Villenave d’Ornon, France
- Correspondence:
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16
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Belouah I, Bénard C, Denton A, Blein-Nicolas M, Balliau T, Teyssier E, Gallusci P, Bouchez O, Usadel B, Zivy M, Gibon Y, Colombié S. Transcriptomic and proteomic data in developing tomato fruit. Data Brief 2020; 28:105015. [PMID: 31909114 PMCID: PMC6938935 DOI: 10.1016/j.dib.2019.105015] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2019] [Revised: 11/25/2019] [Accepted: 12/10/2019] [Indexed: 01/06/2023] Open
Abstract
Transcriptomic and proteomic analyses were performed on three replicates of tomato fruit pericarp samples collected at nine developmental stages, each replicate resulting from the pooling of at least 15 fruits. For transcriptome analysis, Illumina-sequenced libraries were mapped on the tomato genome with the aim to obtain absolute quantification of mRNA abundance. To achieve this, spikes were added at the beginning of the RNA extraction procedure. From 34,725 possible transcripts identified in the tomato, 22,877 were quantified in at least one of the nine developmental stages. For the proteome analysis, label-free liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS) was used. Peptide ions, and subsequently the proteins from which they were derived, were quantified by integrating the signal intensities obtained from extracted ion currents (XIC) with the MassChroQ software. Absolute concentrations of individual proteins were estimated for 2375 proteins by using a mixed effects model from log10-transformed intensities and normalized to the total protein content. Transcriptomics data are available via GEO repository with accession number GSE128739. The raw MS output files and identification data were deposited on-line using the PROTICdb database (http://moulon.inra.fr/protic/tomato_fruit_development) and MS proteomics data have also been deposited to the ProteomeXchange with the dataset identifier PXD012877. The main added value of these quantitative datasets is their use in a mathematical model to estimate protein turnover in developing tomato fruit.
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Affiliation(s)
- Isma Belouah
- UMR 1332 BFP, INRA, Univ Bordeaux, F33883, Villenave d’Ornon, France
| | - Camille Bénard
- UMR 1332 BFP, INRA, Univ Bordeaux, F33883, Villenave d’Ornon, France
| | - Alisandra Denton
- Institute for Botany and Molecular Genetics, BioEconomy Science Center, Worringer Weg 3, RWTH Aachen University, Aachen, 52074, Germany
| | - Mélisande Blein-Nicolas
- PAPPSO, GQE - Le Moulon, INRA, Univ. Paris-Sud, CNRS, AgroParisTech, Université Paris-Saclay, 91190 Gif-sur-Yvette, France
| | - Thierry Balliau
- PAPPSO, GQE - Le Moulon, INRA, Univ. Paris-Sud, CNRS, AgroParisTech, Université Paris-Saclay, 91190 Gif-sur-Yvette, France
| | - Emeline Teyssier
- UMR EGFV, Université de Bordeaux, Institut national de la recherche agronomique, Institut des Sciences de la Vigne et du Vin, 210 Chemin de Leysotte, CS 50008, 33882 Villenave-d’Ornon, France
| | - Philippe Gallusci
- UMR EGFV, Université de Bordeaux, Institut national de la recherche agronomique, Institut des Sciences de la Vigne et du Vin, 210 Chemin de Leysotte, CS 50008, 33882 Villenave-d’Ornon, France
| | - Olivier Bouchez
- INRA, US 1426, GeT-PlaGe, Genotoul, Castanet-Tolosan, France
| | - Björn Usadel
- Institute for Botany and Molecular Genetics, BioEconomy Science Center, Worringer Weg 3, RWTH Aachen University, Aachen, 52074, Germany
| | - Michel Zivy
- PAPPSO, GQE - Le Moulon, INRA, Univ. Paris-Sud, CNRS, AgroParisTech, Université Paris-Saclay, 91190 Gif-sur-Yvette, France
| | - Yves Gibon
- UMR 1332 BFP, INRA, Univ Bordeaux, F33883, Villenave d’Ornon, France
| | - Sophie Colombié
- UMR 1332 BFP, INRA, Univ Bordeaux, F33883, Villenave d’Ornon, France
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