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Fernández-Veloso A, Hiniesta-Valero J, Guerra-Castellano A, Tomás-Gallardo L, De la Rosa MA, Díaz-Moreno I. Applying an NMR-based metabolomic workflow to unveil strawberry molecular mechanisms in vernalization. Food Chem 2025; 482:144171. [PMID: 40187312 DOI: 10.1016/j.foodchem.2025.144171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Revised: 03/18/2025] [Accepted: 03/30/2025] [Indexed: 04/07/2025]
Abstract
Nuclear Magnetic Resonance (NMR) is a mature technique in metabolomics due to its non-invasive, highly reproducible, and inherently quantitative nature. However, difficulties in data analysis hinder its standardization in research. Herein, we propose an NMR-based metabolomic workflow that comprises data preprocessing, metabolite annotation, and data analysis. In this work, we apply such workflow to study vernalization, which is a critical process for crop development with largely unknown molecular mechanisms. Our findings suggest that sugar mobility, accessibility, and increased photosynthetic activity support plant viability post-vernalization. In other words, these processes ensure successful transplanting of the plant, highlighting the importance of sufficient cold exposure for flowering, fruiting, and ripening. This study demonstrates that the proposed workflow is suitable to capture metabolic changes in plant development. Such methodology underscores the potential of NMR-based metabolomics as a powerful tool for crop monitoring, aiding in improved agricultural practices and yield optimization.
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Affiliation(s)
- Andrea Fernández-Veloso
- Instituto de Investigaciones Químicas (IIQ), Centro de Investigaciones Científicas Isla de la Cartuja (cicCartuja), Universidad de Sevilla, Consejo Superior de Investigaciones Científicas (CSIC), Avda. Américo Vespucio 49, Sevilla 41092, Spain; ManSciTech S.L, Spain
| | - Jaime Hiniesta-Valero
- Instituto de Investigaciones Químicas (IIQ), Centro de Investigaciones Científicas Isla de la Cartuja (cicCartuja), Universidad de Sevilla, Consejo Superior de Investigaciones Científicas (CSIC), Avda. Américo Vespucio 49, Sevilla 41092, Spain
| | - Alejandra Guerra-Castellano
- Instituto de Investigaciones Químicas (IIQ), Centro de Investigaciones Científicas Isla de la Cartuja (cicCartuja), Universidad de Sevilla, Consejo Superior de Investigaciones Científicas (CSIC), Avda. Américo Vespucio 49, Sevilla 41092, Spain
| | - Laura Tomás-Gallardo
- Proteomics and Biochemistry Unit, Andalusian Center for Developmental Biology/Pablo de Olavide University/CSIC/Junta de Andalucía, Ctra. Utrera Km.1, Seville, 41013, Spain
| | - Miguel A De la Rosa
- Instituto de Investigaciones Químicas (IIQ), Centro de Investigaciones Científicas Isla de la Cartuja (cicCartuja), Universidad de Sevilla, Consejo Superior de Investigaciones Científicas (CSIC), Avda. Américo Vespucio 49, Sevilla 41092, Spain
| | - Irene Díaz-Moreno
- Instituto de Investigaciones Químicas (IIQ), Centro de Investigaciones Científicas Isla de la Cartuja (cicCartuja), Universidad de Sevilla, Consejo Superior de Investigaciones Científicas (CSIC), Avda. Américo Vespucio 49, Sevilla 41092, Spain.
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2
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Gramma V, Olas JJ, Zacharaki V, Ponnu J, Musialak-Lange M, Wahl V. Carbon and nitrogen signaling regulate FLOWERING LOCUS C and impact flowering time in Arabidopsis. PLANT PHYSIOLOGY 2024; 197:kiae594. [PMID: 39531643 DOI: 10.1093/plphys/kiae594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 10/02/2024] [Indexed: 11/16/2024]
Abstract
The timing of flowering in plants is modulated by both carbon (C) and nitrogen (N) signaling pathways. In a previous study, we established a pivotal role of the sucrose-signaling trehalose 6-phosphate pathway in regulating flowering under N-limited short-day conditions. In this work, we show that both wild-type Arabidopsis (Arabidopsis thaliana) plants grown under N-limited conditions and knock-down plants of TREHALOSE PHOSPHATE SYNTHASE 1 induce FLOWERING LOCUS C (FLC) expression, a well-known floral repressor associated with vernalization. When exposed to an extended period of cold, a flc mutant fails to respond to N availability and flowers at the same time under N-limited and full-nutrition conditions. Our data suggest that SUCROSE NON-FERMENTING 1 RELATED KINASE 1-dependent trehalose 6-phosphate-mediated C signaling and a mechanism downstream of N signaling (likely involving NIN-LIKE PROTEIN 7) impact the expression of FLC. Collectively, our data underscore the existence of a multi-factor regulatory system in which the C and N signaling pathways jointly govern the regulation of flowering in plants.
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Affiliation(s)
- Vladislav Gramma
- Max Planck Institute of Molecular Plant Physiology, Department Metabolic Networks, 14476 Potsdam, Germany
| | - Justyna Jadwiga Olas
- Max Planck Institute of Molecular Plant Physiology, Department Metabolic Networks, 14476 Potsdam, Germany
| | - Vasiliki Zacharaki
- Umeå Plant Science Centre, Department of Plant Physiology, Umeå University, 90736 Umeå, Sweden
| | - Jathish Ponnu
- Joseph Gottlieb Kölreuter Institute for Plant Sciences (JKIP), Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany
| | - Magdalena Musialak-Lange
- Max Planck Institute of Molecular Plant Physiology, Department Metabolic Networks, 14476 Potsdam, Germany
| | - Vanessa Wahl
- Max Planck Institute of Molecular Plant Physiology, Department Metabolic Networks, 14476 Potsdam, Germany
- The James Hutton Institute, Department of Cell and Molecular Sciences, Dundee DD2 5DA, UK
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Ćavar Zeljković S, De Diego N, Drašar L, Nisler J, Havlíček L, Spíchal L, Tarkowski P. Comprehensive LC-MS/MS analysis of nitrogen-related plant metabolites. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:5390-5411. [PMID: 38526483 PMCID: PMC11389842 DOI: 10.1093/jxb/erae129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Accepted: 03/23/2024] [Indexed: 03/26/2024]
Abstract
We have developed and validated a novel LC-MS/MS method for simultaneously analyzing amino acids, biogenic amines, and their acetylated and methylated derivatives in plants. This method involves a one-step extraction of 2-5 mg of lyophilized plant material followed by fractionation of different biogenic amine forms, and exploits an efficient combination of hydrophilic interaction liquid chromatography (HILIC), reversed phase (RP) chromatography with pre-column derivatization, and tandem mass spectrometry (MS). This approach enables high-throughput processing of plant samples, significantly reducing the time needed for analysis and its cost. We also present a new synthetic route for deuterium-labeled polyamines. The LC-MS/MS method was rigorously validated by quantifying levels of nitrogen-related metabolites in seedlings of seven plant species, including Arabidopsis, maize, and barley, all of which are commonly used model organisms in plant science research. Our results revealed substantial variations in the abundance of these metabolites between species, developmental stages, and growth conditions, particularly for the acetylated and methylated derivatives and the various polyamine fractions. However, the biological relevance of these plant metabolites is currently unclear. Overall, this work contributes significantly to plant science by providing a powerful analytical tool and setting the stage for future investigations into the functions of these nitrogen-related metabolites in plants.
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Affiliation(s)
- Sanja Ćavar Zeljković
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
- Centre of the Region Haná for Biotechnological and Agricultural Research, Department of Genetic Resources for Vegetables, Medicinal and Special Plants, Crop Research Institute, Šlechtitelů 29, 78371 Olomouc, Czech Republic
| | - Nuria De Diego
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
| | - Lukáš Drašar
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
- Isotope Laboratory, Institute of Experimental Botany, The Czech Academy of Sciences, Vídeňská 1083, CZ-14220, Prague, Czech Republic
| | - Jaroslav Nisler
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
| | - Libor Havlíček
- Isotope Laboratory, Institute of Experimental Botany, The Czech Academy of Sciences, Vídeňská 1083, CZ-14220, Prague, Czech Republic
| | - Lukáš Spíchal
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
| | - Petr Tarkowski
- Czech Advanced Technology and Research Institute, Palacky University, Šlechtitelů 27, 78371 Olomouc, Czech Republic
- Centre of the Region Haná for Biotechnological and Agricultural Research, Department of Genetic Resources for Vegetables, Medicinal and Special Plants, Crop Research Institute, Šlechtitelů 29, 78371 Olomouc, Czech Republic
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John S, Apelt F, Kumar A, Acosta IF, Bents D, Annunziata MG, Fichtner F, Gutjahr C, Mueller-Roeber B, Olas JJ. The transcription factor HSFA7b controls thermomemory at the shoot apical meristem by regulating ethylene biosynthesis and signaling in Arabidopsis. PLANT COMMUNICATIONS 2024; 5:100743. [PMID: 37919897 PMCID: PMC10943549 DOI: 10.1016/j.xplc.2023.100743] [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] [Received: 05/08/2023] [Revised: 10/24/2023] [Accepted: 11/01/2023] [Indexed: 11/04/2023]
Abstract
The shoot apical meristem (SAM) is responsible for overall shoot growth by generating all aboveground structures. Recent research has revealed that the SAM displays an autonomous heat stress (HS) memory of a previous non-lethal HS event. Considering the importance of the SAM for plant growth, it is essential to determine how its thermomemory is mechanistically controlled. Here, we report that HEAT SHOCK TRANSCRIPTION FACTOR A7b (HSFA7b) plays a crucial role in this process in Arabidopsis, as the absence of functional HSFA7b results in the temporal suppression of SAM activity after thermopriming. We found that HSFA7b directly regulates ethylene response at the SAM by binding to the promoter of the key ethylene signaling gene ETHYLENE-INSENSITIVE 3 to establish thermotolerance. Moreover, we demonstrated that HSFA7b regulates the expression of ETHYLENE OVERPRODUCER 1 (ETO1) and ETO1-LIKE 1, both of which encode ethylene biosynthesis repressors, thereby ensuring ethylene homeostasis at the SAM. Taken together, these results reveal a crucial and tissue-specific role for HSFA7b in thermomemory at the Arabidopsis SAM.
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Affiliation(s)
- Sheeba John
- University of Potsdam, Institute of Biochemistry and Biology, Karl-Liebknecht-Straße 24-25, Haus 20, 14476 Potsdam, Germany; Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Federico Apelt
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Amit Kumar
- Laboratory of Molecular Biology, Wageningen University, 6700 AP Wageningen, the Netherlands
| | - Ivan F Acosta
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Dominik Bents
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Maria Grazia Annunziata
- University of Potsdam, Institute of Biochemistry and Biology, Karl-Liebknecht-Straße 24-25, Haus 20, 14476 Potsdam, Germany
| | - Franziska Fichtner
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Caroline Gutjahr
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany
| | - Bernd Mueller-Roeber
- University of Potsdam, Institute of Biochemistry and Biology, Karl-Liebknecht-Straße 24-25, Haus 20, 14476 Potsdam, Germany; Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam, Germany; Center of Plant Systems Biology and Biotechnology (CPSBB), 14 St. Knyaz Boris 1 Pokrastitel Str., 4023 Plovdiv, Bulgaria.
| | - Justyna J Olas
- University of Potsdam, Institute of Biochemistry and Biology, Karl-Liebknecht-Straße 24-25, Haus 20, 14476 Potsdam, Germany.
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Bento TS, Moffett MB, Centeno DC, Scrocco APD, Fox A, Palmer AG. Biomass allocation in response to accession recognition in Arabidopsis thaliana depends on nutrient availability and plant age. PLANT SIGNALING & BEHAVIOR 2021; 16:2004025. [PMID: 35057709 PMCID: PMC9208805 DOI: 10.1080/15592324.2021.2004025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 11/03/2021] [Accepted: 11/03/2021] [Indexed: 06/14/2023]
Abstract
Many organisms have evolved to identify and respond to differences in genetic relatedness between conspecifics, allowing them to select between competitive and facilitative strategies to improve fitness. Due to their sessile nature, plants frequently draw from the same pool of nutrients, and the ability to limit competition between closely related conspecifics would be advantageous. Studies with Arabidopsis thaliana have confirmed that plants can detect variations at the accession level and alter their root system architecture (RSA) in response, presumably for regulating nutrient uptake. The phenotypic impact of this accession-recognition on the RSA is influenced by nutrient availability, underscoring the importance of plant-plant recognition in their growth and fitness. Thus far, these observations have been limited to short-term studies (<21 days) of only the RSA of this model angiosperm. Here we exploit nutrient-mediated regulation of accession-recognition to observe how this plant-plant recognition phenomenon influences growth from germination to flowering in A. thaliana. Our work identifies root and shoot traits that are affected by nutrient-mediated accession recognition. By coupling phenotypic assays to mass spectrometry-based studies of primary metabolite distribution, we provide preliminary insight into the biochemical underpinnings of the changes observed during these plant-plant responses. Most notably that late-stage changes in sucrose metabolism in members of the same accession drove early flowering. This work underscores the need to evaluate accession-recognition under the context of nutrient availability and consider responses throughout the plant's life, not simply at the earliest stages of interaction.
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Affiliation(s)
- Thiara S. Bento
- Department of Ocean Engineering and Marine Sciences, Florida Institute of Technology, Melbourne, Florida, USA
| | - Mark B. Moffett
- Department of Aerospace, Physics and Space Sciences, Florida Institute of Technology, Melbourne, Florida, USA
| | - Danilo C. Centeno
- Centro de Ciências Naturais E Humanas, Universidade Federal Do Abc, São Bernardo Do Campo, Brazil
| | - Anna Paula D. Scrocco
- Instituto de Botânica de São Paulo, Núcleo de Pesquisa Em Fisiologia E Bioquímica de Plantas, Avenida Miguel Stéfano, Brazil
| | - Austin Fox
- Department of Ocean Engineering and Marine Sciences, Florida Institute of Technology, Melbourne, Florida, USA
| | - Andrew G. Palmer
- Department of Ocean Engineering and Marine Sciences, Florida Institute of Technology, Melbourne, Florida, USA
- Department of Biomedical and Chemical Engineering and Science, Florida Institute of Technology, Melbourne, Florida, USA
- Aldrin Space Institute, Florida Institute of Technology, Melbourne, Florida, USA
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