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Malysheva NY, Shelenga TV, Solovyeva AE, Solovyeva AE, Nagiev TB, Kovaleva NV, Malyshev LL. Metabolomic approach to investigate Dactylis glomerata L. from the VIR collection. Vavilovskii Zhurnal Genet Selektsii 2023; 27:16-23. [PMID: 37063510 PMCID: PMC10097600 DOI: 10.18699/vjgb-23-16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 11/28/2022] [Accepted: 11/30/2023] [Indexed: 04/18/2023] Open
Abstract
The perennial grass cocksfoot (Dactylis glomerata L.) is a valuable early highly nutritious crop used as green fodder in agricultural production. The species is widespread across the Eurasian continent; it is characterized by plasticity and high ecological and geographical variability. The article considers the metabolic profiles of 15 accessions of the cocksfoot from the collection of the N.I. Vavilov Institute of Plant Genetic Resources (VIR). The material is represented by varieties and wild forms of various origin: the European part of the Russian Federation, Norway and Finland. The study was carried out using gas-liquid chromatography coupled with mass spectrometry. The study and comparison of groups of metabolites of cocksfoot accessions of various ecological and geographical origin was carried out. Statistical processing included the calculation of the main parameters of variability, factor analysis of the correlation system (Q- and R-technique), cluster analysis by Ward's method and discriminant analysis. The variability of the quantitative and qualitative composition of the substances identified was revealed. Based on statistical processing of the results obtained, five groups of cocksfoot accessions were identified, differing in the profile of metabolites. One of the groups with a similar composition of metabolites consisted of accessions from one ecological and geographical region; another, of accessions of different origin. Significant differences were noted in the metabolomic profiles of a late-maturing wild cocksfoot accession from the Republic of Karelia at the booting stage from early- and mid-maturing accessions at the heading stage; it contained the largest number of free amino acids and the smallest number of identified primary and secondary metabolites. Wild-growing accession k-44020 from Norway surpassed other wild-growing accessions in the content of free amino acids, sugars and phosphates at the heading stage. Wild-growing accessions differed from breeding varieties with a high content of proline and threonine, indicators of high resistance to lack of moisture and high air temperature.
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Affiliation(s)
- N Yu Malysheva
- Federal Research Center the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), St. Petersburg, Russia
| | - T V Shelenga
- Federal Research Center the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), St. Petersburg, Russia
| | - A E Solovyeva
- Metabolomic approach to investigate Dactylis glomerata L. from the VIR collection
| | - A E Solovyeva
- Federal Research Center the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), St. Petersburg, Russia
| | - T B Nagiev
- Leningrad Research Agriculture Institute Branch of Russian Potato Research Centre, Leningrad region, Russia
| | - N V Kovaleva
- Leningrad Research Agriculture Institute Branch of Russian Potato Research Centre, Leningrad region, Russia
| | - L L Malyshev
- Federal Research Center the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), St. Petersburg, Russia
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Liu J, Zhang X, Tian J, Li Y, Liu Q, Chen X, Feng F, Yu X, Yang C. Multiomics analysis reveals that peach gum colouring reflects plant defense responses against pathogenic fungi. Food Chem 2022; 383:132424. [PMID: 35182869 DOI: 10.1016/j.foodchem.2022.132424] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 12/22/2021] [Accepted: 02/08/2022] [Indexed: 11/29/2022]
Abstract
In the present study, the differences in the antioxidant capability, metabolite composition and fungal diversity in peach gum with various colours were investigated. Metabolomics revealed that peach gum comprised many small-molecule metabolites (including primary and secondary metabolites), and most polyphenols (such as flavonoids and phenolic acids) showed a significantly positive relationship with the colour deepening, total phenol content and antioxidant capability. Using fungal diversity analysis, the abundance of five fungi at the genus level increased with peach gum colour deepening, and these fungi demonstrated a significantly positive relationship with two defense hormones (salicylic acid and abscisic acid) and most polyphenols (particularly flavonoids). The gummosis pathogenic fungus Botryosphaeria was among the five fungi, suggesting that peach gum colouring may reflect plant defense responses against pathogenic fungi. Additionally, the concentrations of 12 flavonoids in peach gum samples were detected based on LC-QQQ/MS, among which hesperetin, naringenin and eriodictyol were the most abundant.
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Affiliation(s)
- Jia Liu
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China; School of Food and Biological Engineering, Jiangsu University, 301 Zhenjiang City University Road, Zhenjiang 212001, China
| | - Xiping Zhang
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
| | - Ju Tian
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
| | - Yong Li
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China; School of Food and Biological Engineering, Jiangsu University, 301 Zhenjiang City University Road, Zhenjiang 212001, China.
| | - Qiyue Liu
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
| | - Xiaolong Chen
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
| | - Fayun Feng
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
| | - Xiangyang Yu
- Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, 50 Zhongling Street, Nanjing 210014, China; Institute of Agricultural Resources and Environment, Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China.
| | - Chenye Yang
- Central Laboratory in Jiangsu Academy of Agricultural Sciences, 50 Zhongling Street, Nanjing 210014, China
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Nieva AS, Romero FM, Erban A, Carrasco P, Ruiz OA, Kopka J. Metabolic Profiling and Metabolite Correlation Network Analysis Reveal That Fusarium solani Induces Differential Metabolic Responses in Lotus japonicus and Lotus tenuis against Severe Phosphate Starvation. J Fungi (Basel) 2021; 7:765. [PMID: 34575803 PMCID: PMC8468338 DOI: 10.3390/jof7090765] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 09/08/2021] [Accepted: 09/10/2021] [Indexed: 01/20/2023] Open
Abstract
Root fungal endophytes are essential mediators of plant nutrition under mild stress conditions. However, variations in the rhizosphere environment, such as nutrient depletion, could result in a stressful situation for both partners, shifting mutualistic to nonconvenient interactions. Mycorrhizal fungi and dark septate endophytes (DSEs) have demonstrated their ability to facilitate phosphate (Pi) acquisition. However, few studies have investigated other plant-fungal interactions that take place in the root environment with regard to phosphate nutrition. In the present research work, we aimed to analyze the effect of extreme Pi starvation and the fungal endophyte Fusarium solani on the model Lotus japonicus and the crop L. tenuis. We conducted metabolomics analysis based on gas chromatography-mass spectrometry (GC-MS) on plant tissues under optimal conditions, severe Pi starvation and F.solani presence. By combining statistical and correlation network analysis strategies, we demonstrated the differential outcomes of the two plant species against the combination of treatments. The combination of nutritional stress and Fusarium presence activated significant modifications in the metabolism of L. japonicus affecting the levels of sugars, polyols and some amino acids. Our results display potential markers for further inspection of the factors related to plant nutrition and plant-fungal interactions.
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Affiliation(s)
- Amira Susana Nieva
- Max Planck Institute of Molecular Plant Physiology (MPI-MP), Am Mühlenberg 1, 14476 Potsdam, Germany; (A.E.); (J.K.)
- Postdoctoral Fellow—Deutscher Akademischer Austauschdienst (DAAD), Kennedyallee 50, 53175 Bonn, Germany
| | - Fernando Matías Romero
- Instituto Tecnológico de Chascomús (INTECH), Universidad Nacional de San Martin (UNSAM), Av. Intendente Marino Km 8.2, Chascomús 7130, Argentina; (F.M.R.); (O.A.R.)
| | - Alexander Erban
- Max Planck Institute of Molecular Plant Physiology (MPI-MP), Am Mühlenberg 1, 14476 Potsdam, Germany; (A.E.); (J.K.)
| | - Pedro Carrasco
- Institut de Biotecnològia i Biomedicina (BIOTECMED), Universitat de València, Av. Doctor Moliner 50, 46100 Burjassot, Spain;
| | - Oscar Adolfo Ruiz
- Instituto Tecnológico de Chascomús (INTECH), Universidad Nacional de San Martin (UNSAM), Av. Intendente Marino Km 8.2, Chascomús 7130, Argentina; (F.M.R.); (O.A.R.)
| | - Joachim Kopka
- Max Planck Institute of Molecular Plant Physiology (MPI-MP), Am Mühlenberg 1, 14476 Potsdam, Germany; (A.E.); (J.K.)
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He L, Teng L, Tang X, Long W, Wang Z, Wu Y, Liao L. Agro-morphological and metabolomics analysis of low nitrogen stress response in Axonopus compressus. AOB PLANTS 2021; 13:plab022. [PMID: 34234932 PMCID: PMC8256886 DOI: 10.1093/aobpla/plab022] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/28/2021] [Indexed: 05/14/2023]
Abstract
Axonopus compressus also known as carpet grass is a robust, stoloniferous grass that can grow in minimal fertilization and resists well to abiotic and biotic stresses including low nitrogen (LN) stress. This study aimed at characterizing the agro-morphological and metabolome responses to LN in carpet grass leaves. Under LN stress, carpet grass increased yellowness of leaves and root dry matter while reduced turf quality and shoot dry weight. The metabolome comparison between samples from optimum and LN conditions indicated 304 differentially accumulated metabolites (DAMs), which could be classified into 12 major and 31 subclasses. The results revealed that the leaf tissues accumulated more anthocyanins and other flavonoid metabolites under LN stress. Conversely, amino acids, nucleic acids and their derivatives were reduced in response to LN stress. The overall evaluation of individual metabolites and pathways, and previous studies on metabolomes indicated that carpet grass reduced its energy consumption in leaves and increased the level of organic acid metabolism and secondary metabolism in order to resist LN stress conditions.
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Affiliation(s)
- Li He
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Li Teng
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Xiaomin Tang
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Wanwan Long
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Zhiyong Wang
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Yang Wu
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Li Liao
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
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Schillaci M, Kehelpannala C, Martinez-Seidel F, Smith PMC, Arsova B, Watt M, Roessner U. The Metabolic Response of Brachypodium Roots to the Interaction with Beneficial Bacteria Is Affected by the Plant Nutritional Status. Metabolites 2021; 11:metabo11060358. [PMID: 34205012 PMCID: PMC8228974 DOI: 10.3390/metabo11060358] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/20/2021] [Accepted: 05/31/2021] [Indexed: 11/16/2022] Open
Abstract
The potential of plant growth promoting (PGP) bacteria in improving the performance of plants in suboptimal environments is increasingly acknowledged, but little information is available on the mechanisms underlying this interaction, particularly when plants are subjected to a combination of stresses. In this study, we investigated the effects of the inoculation with the PGP bacteria Azospirillum brasilense (Azospirillum) on the metabolism of the model cereal Brachypodium distachyon (Brachypodium) grown at low temperatures and supplied with insufficient phosphorus. Investigating polar metabolite and lipid fluctuations during early plant development, we found that the bacteria initially elicited a defense response in Brachypodium roots, while at later stages Azospirillum reduced the stress caused by phosphorus deficiency and improved root development of inoculated plants, particularly by stimulating the growth of branch roots. We propose that the interaction of the plant with Azospirillum was influenced by its nutritional status: bacteria were sensed as pathogens while plants were still phosphorus sufficient, but the interaction became increasingly beneficial for the plants as their phosphorus levels decreased. Our results provide new insights on the dynamics of the cereal-PGP bacteria interaction, and contribute to our understanding of the role of beneficial microorganisms in the growth of cereal crops in suboptimal environments.
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Affiliation(s)
- Martino Schillaci
- School of BioSciences, University of Melbourne, Parkville 3010, Australia; (C.K.); (M.W.); (U.R.)
- Correspondence:
| | - Cheka Kehelpannala
- School of BioSciences, University of Melbourne, Parkville 3010, Australia; (C.K.); (M.W.); (U.R.)
| | - Federico Martinez-Seidel
- School of BioSciences, University of Melbourne, Parkville 3010, Australia; (C.K.); (M.W.); (U.R.)
- Max-Planck-Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476 Potsdam-Golm, Germany;
| | - Penelope M. C. Smith
- Department of Animal, Plant, and Soil Sciences, School of Life Sciences, La Trobe University, Bundoora 3086, Australia;
| | - Borjana Arsova
- Institute for Bio & Geosciences, Plant Sciences (IBG-2), Forschungszentrum Juelich GmbH, 52425 Juelich, Germany;
| | - Michelle Watt
- School of BioSciences, University of Melbourne, Parkville 3010, Australia; (C.K.); (M.W.); (U.R.)
| | - Ute Roessner
- School of BioSciences, University of Melbourne, Parkville 3010, Australia; (C.K.); (M.W.); (U.R.)
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Patchett A, Newman JA. Comparison of Plant Metabolites in Root Exudates of Lolium perenne Infected with Different Strains of the Fungal Endophyte Epichloë festucae var. lolii. J Fungi (Basel) 2021; 7:jof7020148. [PMID: 33670493 PMCID: PMC7922862 DOI: 10.3390/jof7020148] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2021] [Revised: 02/07/2021] [Accepted: 02/09/2021] [Indexed: 11/16/2022] Open
Abstract
Lolium perenne infected with the fungal endophyte Epichloë festucae var. lolii have specific, endophyte strain-dependent, chemical phenotypes in their above-ground tissues. Differences in these chemical phenotypes have been largely associated with classes of fungal-derived alkaloids which protect the plant against many insect pests. However, the use of new methodologies, such as various omic techniques, has demonstrated that many other chemical changes occur in both primary and secondary metabolites. Few studies have investigated changes in plant metabolites exiting the plant in the form of root exudates. As root exudates play an essential role in the acquisition of nutrients, microbial associations, and defense in the below-ground environment, it is of interest to understand how plant root exudate chemistry is influenced by the presence of strains of a fungal endophyte. In this study, we tested the influence of four strains of E. festucae var. lolii (E+ (also known as Lp19), AR1, AR37, NEA2), and uninfected controls (E-), on L. perenne growth and the composition of root exudate metabolites. Root exudates present in the hydroponic water were assessed by untargeted metabolomics using Accurate-Mass Quadrupole Time-of-Flight (Q-TOF) liquid chromatography-mass spectrometry (LC-MS). The NEA2 endophyte strain resulted in the greatest plant biomass and the lowest endophyte concentration. We found 84 metabolites that were differentially expressed in at least one of the endophyte treatments compared to E- plants. Two compounds were strongly associated with one endophyte treatment, one in AR37 (m/z 135.0546 RT 1.17), and one in E+ (m/z 517.1987 RT 9.26). These results provide evidence for important changes in L. perenne physiology in the presence of different fungal endophyte strains. Further research should aim to connect changes in root exudate chemical composition with soil ecosystem processes.
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Affiliation(s)
- Aurora Patchett
- Department of Earth Sciences, University of Gothenburg, 405 30 Gothenburg, Sweden;
| | - Jonathan A. Newman
- Department of Biology, Wilfrid Laurier University, Waterloo, ON N2L 3C5, Canada
- Correspondence:
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Geddes-McAlister J, Sukumaran A, Patchett A, Hager HA, Dale JCM, Roloson JL, Prudhomme N, Bolton K, Muselius B, Powers J, Newman JA. Examining the Impacts of CO 2 Concentration and Genetic Compatibility on Perennial Ryegrass- Epichloë festucae var lolii Interactions. J Fungi (Basel) 2020; 6:jof6040360. [PMID: 33322591 PMCID: PMC7770580 DOI: 10.3390/jof6040360] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 11/23/2020] [Accepted: 12/07/2020] [Indexed: 12/12/2022] Open
Abstract
Perennial ryegrass (Lolium perenne) is the most cultivated cool-season grass worldwide with crucial roles in carbon fixation, turfgrass applications, and fodder for livestock. Lolium perenne forms a mutualism with the strictly vertically transmitted fungal endophyte, Epichloë festucae var lolii. The fungus produces alkaloids that protect the grass from herbivory, as well as conferring protection from drought and nutrient stress. The rising concentration of atmospheric CO2, a proximate cause of climatic change, is known to have many direct and indirect effects on plant growth. There is keen interest in how the nature of this plant-fungal interaction will change with climate change. Lolium perenne is an obligately outcrossing species, meaning that the genetic profile of the host is constantly being reshuffled. Meanwhile, the fungus is asexual implying both a relatively constant genetic profile and the potential for incompatible grass-fungus pairings. In this study, we used a single cultivar, "Alto", of L. perenne. Each plant was infected with one of four strains of the endophyte: AR1, AR37, NEA2, and Lp19 (the "common strain"). We outcrossed the Alto mothers with pollen from a number of individuals from different ryegrass cultivars to create more genetic diversity in the hosts. We collected seed such that we had replicate maternal half-sib families. Seed from each family was randomly allocated into the two levels of the CO2 treatment, 400 and 800 ppm. Elevated CO2 resulted in an c. 18% increase in plant biomass. AR37 produced higher fungal concentrations than other strains; NEA2 produced the lowest fungal concentrations. We did not find evidence of genetic incompatibility between the host plants and the fungal strains. We conducted untargeted metabolomics and quantitative proteomics to investigate the grass-fungus interactions between and within family and treatment groups. We identified a number of changes in both the proteome and metabalome. Taken together, our data set provides new understanding into the intricacy of the interaction between endophyte and host from multiple molecular levels and suggests opportunity to promote plant robustness and survivability in rising CO2 environmental conditions through application of bioprotective epichloid strains.
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Affiliation(s)
- Jennifer Geddes-McAlister
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.S.); (N.P.); (B.M.)
- Mass Spectrometry Facility—Advanced Analysis Centre, University of Guelph, Guelph, ON N1G 2W1, Canada
- Correspondence: (J.G.-M.); (J.A.N.)
| | - Arjun Sukumaran
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.S.); (N.P.); (B.M.)
| | - Aurora Patchett
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Heather A. Hager
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Jenna C. M. Dale
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Jennifer L. Roloson
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Nicholas Prudhomme
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.S.); (N.P.); (B.M.)
| | - Kim Bolton
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Benjamin Muselius
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.S.); (N.P.); (B.M.)
| | - Jacqueline Powers
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
| | - Jonathan A. Newman
- Department of Integrative Biology, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.P.); (H.A.H.); (J.C.M.D.); (J.L.R.); (K.B.); (J.P.)
- Correspondence: (J.G.-M.); (J.A.N.)
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Erland LAE, Turi CE, Saxena PK, Murch SJ. Metabolomics and hormonomics to crack the code of filbert growth. Metabolomics 2020; 16:62. [PMID: 32335734 DOI: 10.1007/s11306-020-01684-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Accepted: 04/17/2020] [Indexed: 12/16/2022]
Abstract
INTRODUCTION Plants respond to changes in their environments through hormonal activation of a physiological cascade that redirects metabolic resources and growth. In filberts (Corylus sp.), chelated iron promotes the growth of new shoots but the mechanism(s) are not understood. OBJECTIVES To use untargeted metabolomics and hormonomics approaches to generate novel hypotheses for the morphoregulatory role of ferric ethylenediamine-N,N'-di-(ortho-hydroxyphenyl) acetic acid (Fe-EDDHA) in filbert shoot organogenesis in vitro. METHODS Data were generated using previously optimized standardized untargeted metabolomics protocols with time of flight mass spectrometry. Multivariate statistical tools (principal component and partial least squares discriminant analysis) did not detect significant differences. Discovery tools Significance Analysis of Microarrays (SAM), multiple linear regression analysis, Bayesian analysis, logical algorithms, machine learning, synthetic biotransformations, targeted hormonomics, and online resources including MetaboAnalyst were used. RESULTS Starch/sucrose metabolism and shikimate pathway metabolites were increased. Dose dependent decreases were found in polyphenol metabolism, specifically ellagic acid and its methylated derivative 3,4,3'-tri-O-methylellagic acid. Hormonomics analysis revealed significant differences in phytohormones and their conjugates. FeEDDHA treatment reduced indole-3-acetic acid, abscisic acid, salicylic acid, jasmonic acid conjugates (JA-Trp, JA-Ile, OH-JA) and dihydrozeatinglucoside in regenerating explants. Serotonin (5HT) was decreased in FeEDDHA-treated regenerating tissues while the related metabolite melatonin was increased. Eight phenolic conjugates of 5HT and eight catabolites were affected by FeEDDHA indicating that metabolism to sequester, deactivate and metabolize 5HT was induced by Fe(III). Tryptophan was metabolized through kynurenine but not anthranilate. CONCLUSION Seven novel hypotheses were generated to guide future studies to understand the regulatory control(s) of shoot organogenesis.
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Affiliation(s)
- Lauren A E Erland
- Department of Chemistry, University of British Columbia, Room 350 Fipke Centre, 3247 University Way, Kelowna, BC, V1V 1V7, Canada
| | - Christina E Turi
- Gosling Research Institute for Plant Preservation, Department of Plant Agriculture, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Praveen K Saxena
- Gosling Research Institute for Plant Preservation, Department of Plant Agriculture, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Susan J Murch
- Department of Chemistry, University of British Columbia, Room 350 Fipke Centre, 3247 University Way, Kelowna, BC, V1V 1V7, Canada.
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Subbaraj AK, Huege J, Fraser K, Cao M, Rasmussen S, Faville M, Harrison SJ, Jones CS. A large-scale metabolomics study to harness chemical diversity and explore biochemical mechanisms in ryegrass. Commun Biol 2019; 2:87. [PMID: 30854479 PMCID: PMC6399292 DOI: 10.1038/s42003-019-0289-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Accepted: 12/20/2018] [Indexed: 12/25/2022] Open
Abstract
Perennial ryegrass (Lolium perenne) is integral to temperate pastoral agriculture, which contributes most of the milk and meat production worldwide. Chemical profiles and diversity of ryegrass offer several opportunities to harness specific traits and elucidate underlying biological mechanisms for forage improvement. We conducted a large-scale metabolomics study of perennial ryegrass comprising 715 genotypes, representing 118 populations from 21 countries. Liquid/gas chromatography–mass spectrometry based targeted and non-targeted techniques were used to analyse fructan oligosaccharides, lipids, fatty acid methyl esters, polar and semi-polar compounds. Fructan diversity across all genotypes was evaluated, high- and low-sugar groups identified, and fructan accumulation mechanisms explored. Metabolites differentiating the two groups were characterised, modules and pathways they represent deduced, and finally, visualisation and interpretation provided in a biological context. We also demonstrate a workflow for large-scale metabolomics studies from raw data through to statistical and pathway analysis. Raw files and metadata are available at the MetaboLights database. Arvind Subbaraj et al. present the ryegrass metabolome, derived from 715 genotypes representing 118 populations of Lolium perenne from 21 countries. They analyze fructan diversity, identify high- and low-sugar groups, and explore biochemical modules and pathways that discriminate the phenotypes.
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Affiliation(s)
- Arvind K Subbaraj
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand.
| | - Jan Huege
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand
| | - Karl Fraser
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand
| | - Mingshu Cao
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand
| | - Susanne Rasmussen
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand.,Institute of Agriculture and Environment, Massey University, Palmerston North, New Zealand
| | - Marty Faville
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand
| | - Scott J Harrison
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand.,PepsiCo, Cork, Ireland
| | - Chris S Jones
- AgResearch Limited, Grasslands Research Centre, Tennent Drive, Private Bag 11008, Palmerston North, New Zealand.,Feed and Forage Biosciences, International Livestock Research Institute, PO Box 5689, Addis Ababa, Ethiopia
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Choudhary S, Thakur S, Jaitak V, Bhardwaj P. Gene and metabolite profiling reveals flowering and survival strategies in Himalayan Rhododendron arboreum. Gene 2019; 690:1-10. [DOI: 10.1016/j.gene.2018.12.035] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Accepted: 12/13/2018] [Indexed: 12/23/2022]
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11
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Borrajo CI, Sánchez-Moreiras AM, Reigosa MJ. Morpho-physiological responses of tall wheatgrass populations to different levels of water stress. PLoS One 2018; 13:e0209281. [PMID: 30557312 PMCID: PMC6296543 DOI: 10.1371/journal.pone.0209281] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Accepted: 12/03/2018] [Indexed: 11/19/2022] Open
Abstract
Tall wheatgrass [Elymus elongatus subsp. ponticus (Podp.) Melderis] is a perennial forage grass cultivated in dry, saline or alkaline environments. The morpho-physiological characteristics of four populations of tall wheatgrass from different climatic-edaphic origins were evaluated under three conditions of water stress (100%-50%-30% of field capacity). The trial was analyzed with three replicates and two-factor ANOVA in pots within the greenhouse during 35 days. Only dry matter and tiller number showed interaction between populations and water conditions. The most relevant changes in morpho-physiological parameters under strong water stress were reduced dry matter production (48–32% differing among populations), smaller leaf and tiller size (46% and 28%), together with higher water use efficiency (74%), and increased proline and protein contents (144% and 71%), smaller tiller number (30–11% differing among populations) and a slight decrease in leaf water content (3%). The populations differed in growth strategies and morpho-physiological mechanisms to survive water stress, which could be related to their habitat background. The study shows the stability in dry matter production under all levels of water stress, which can be related to the higher tiller number. Due to this plasticity, tall wheatgrass should be studied as a species with great potential to adapt to drought stress.
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Affiliation(s)
- Celina I. Borrajo
- Department of Plant Biology and Soil Science, Faculty of Biology, University of Vigo, Vigo, Pontevedra, Spain
- * E-mail:
| | - Adela M. Sánchez-Moreiras
- Department of Plant Biology and Soil Science, Faculty of Biology, University of Vigo, Vigo, Pontevedra, Spain
| | - Manuel J. Reigosa
- Department of Plant Biology and Soil Science, Faculty of Biology, University of Vigo, Vigo, Pontevedra, Spain
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Li Q, Yan L, Ye L, Zhou J, Zhang B, Peng W, Zhang X, Li X. Chinese Black Truffle ( Tuber indicum) Alters the Ectomycorrhizosphere and Endoectomycosphere Microbiome and Metabolic Profiles of the Host Tree Quercus aliena. Front Microbiol 2018; 9:2202. [PMID: 30283422 PMCID: PMC6156548 DOI: 10.3389/fmicb.2018.02202] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 08/28/2018] [Indexed: 01/06/2023] Open
Abstract
Truffles are one group of the most famous ectomycorrhizal fungi in the world. There is little information on the ecological mechanisms of truffle ectomycorrhizal synthesis in vitro. In this study, we investigated the ecological effects of Tuber indicum – Quercus aliena ectomycorrhizal synthesis on microbial communities in the host plant roots and the surrounding soil using high-throughput sequencing and on the metabolic profiles of host plant roots using metabolomics approaches. We observed an increase in the diversity and richness of prokaryotic communities and a decrease in richness of fungal communities in the presence of T. indicum. The microbial community structures in the host roots and the surrounding soil were altered by ectomycorrhizal synthesis in the greenhouse. Bacterial genera Pedomicrobium, Variibacter, and Woodsholea and fungal genera Aspergillus, Phaeoacremonium, and Pochonia were significantly more abundant in ectomycorhizae and the ectomycorrhizosphere soil compared with the corresponding T. indicum-free controls (P < 0.05). Truffle-colonization reduced the abundance of some fungal genera surrounding the host tree, such as Acremonium, Aspergillus, and Penicillium. Putative prokaryotic metabolic functions and fungal functional groups (guilds) were also differentiated by ectomycorrhizal synthesis. The ectomycorrhizal synthesis had great impact on the measured soil physicochemical properties. Metabolic profiling analysis uncovered 55 named differentially abundant metabolites between the ectomycorhizae and the control roots, including 44 upregulated and 11 downregulated metabolites. Organic acids and carbohydrates were two major upregulated metabolites in ectomycorhizae, which were found formed dense interactions with other metabolites, suggesting their crucial roles in sustaining the metabolic functions in the truffle ectomycorrhization system. This study revealed the effects of truffle-colonization on the metabolites of ectomycorrhiza and illustrates an interactive network between truffles, the host plant, soil and associated microbial communities, shedding light on understanding the ecological effects of truffles.
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Affiliation(s)
- Qiang Li
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China.,Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, China
| | - Lijuan Yan
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University Jena, Jena, Germany
| | - Lei Ye
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Jie Zhou
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Bo Zhang
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Weihong Peng
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Xiaoping Zhang
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Xiaolin Li
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
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Dickinson E, Rusilowicz MJ, Dickinson M, Charlton AJ, Bechtold U, Mullineaux PM, Wilson J. Integrating transcriptomic techniques and k-means clustering in metabolomics to identify markers of abiotic and biotic stress in Medicago truncatula. Metabolomics 2018; 14:126. [PMID: 30830458 PMCID: PMC6153691 DOI: 10.1007/s11306-018-1424-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2018] [Accepted: 09/03/2018] [Indexed: 11/06/2022]
Abstract
INTRODUCTION Nitrogen-fixing legumes are invaluable crops, but are sensitive to physical and biological stresses. Whilst drought and infection from the soil-borne pathogen Fusarium oxysporum have been studied individually, their combined effects have not been widely investigated. OBJECTIVES We aimed to determine the effect of combined stress using methods usually associated with transcriptomics to detect metabolic differences between treatment groups that could not be identified by more traditional means, such as principal component analysis and partial least squares discriminant analysis. METHODS Liquid chromatography-high resolution mass spectrometry data from the root and leaves of model legume Medicago truncatula were analysed using Gaussian Process 2-Sample Test, k-means cluster analysis and temporal clustering by affinity propagation. RESULTS Metabolic differences were detected: we identified known stress markers, including changes in concentration for sucrose and citric acid, and showed that combined stress can exacerbate the effect of drought. Changes in roots were found to be smaller than those in leaves, but differences due to Fusarium infection were identified. The transfer of sucrose from leaves to roots can be seen in the time series using transcriptomic techniques with the metabolomics time series. Other metabolite concentrations that change as a result of treatment include phosphoric acid, malic acid and tetrahydroxychalcone. CONCLUSIONS Probing metabolomic data with transcriptomic tools provides new insights and could help to identify resilient plant varieties, thereby increasing future crop yield and improving food security.
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Affiliation(s)
| | | | | | | | - Ulrike Bechtold
- School of Biological Sciences, University of Essex, Colchester, CO4 3SQ, UK
| | | | - Julie Wilson
- Department of Mathematics, University of York, York, YO1 5DD, UK
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Poutaraud A, Michelot-Antalik A, Plantureux S. Grasslands: A Source of Secondary Metabolites for Livestock Health. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:6535-6553. [PMID: 28704611 DOI: 10.1021/acs.jafc.7b00425] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The need for environmentally friendly practices in animal husbandry, in conjunction with the reduction of the use of synthetic chemicals, leads us to reconsider our agricultural production systems. In that context, grassland secondary metabolites (GSMs) could offer an alternative way to support to livestock health. In fact, grasslands, especially those with high dicotyledonous plant species, present a large, pharmacologically active reservoir of secondary metabolites (e.g., phenolic compounds, alkaloids, saponins, terpenoids, carotenoids, and quinones). These molecules have activities that could improve or deteriorate health and production. This Review presents the main families of GSMs and uses examples to describe their known impact on animal health in husbandry. Techniques involved for their study are also described. A particular focus is put on anti-oxidant activities of GSMs. In fact, numerous husbandry pathologies, such as inflammation, are linked to oxidative stress and can be managed by a diet rich in anti-oxidants. The different approaches and techniques used to evaluate grassland quality for livestock health highlight the lack of efficient and reliable technics to study the activities of this complex phytococktail. Better knowledge and management of this animal health resource constitute a new multidisciplinary research field and a challenge to maintain and valorize grasslands.
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Affiliation(s)
- Anne Poutaraud
- Laboratoire Agronomie et Environnement, INRA , UMR 1121, Colmar, 29 rue de Herrlisheim, F-68021 Colmar Cedex, France
| | - Alice Michelot-Antalik
- Laboratoire Agronomie et Environnement, Université de Lorraine , UMR 1121, 2 Avenue de la forêt de Haye - TSA 40602, F-54518 Vandœuvre-lès-Nancy Cedex, France
| | - Sylvain Plantureux
- Laboratoire Agronomie et Environnement, Université de Lorraine , UMR 1121, 2 Avenue de la forêt de Haye - TSA 40602, F-54518 Vandœuvre-lès-Nancy Cedex, France
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Cao M, Fraser K, Jones C, Stewart A, Lyons T, Faville M, Barrett B. Untargeted Metabotyping Lolium perenne Reveals Population-Level Variation in Plant Flavonoids and Alkaloids. FRONTIERS IN PLANT SCIENCE 2017; 8:133. [PMID: 28223996 PMCID: PMC5293862 DOI: 10.3389/fpls.2017.00133] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Accepted: 01/23/2017] [Indexed: 05/07/2023]
Abstract
Metabolomics provides a powerful platform to characterize plants at the biochemical level, allowing a search for underlying genes and associations with higher level complex traits such as yield and nutritional value. Efficient and reliable methods to characterize metabolic variation in economically important species are considered of high value to the evaluation and prioritization of germplasm and breeding lines. In this investigation, a large-scale metabolomic survey was performed on a collection of diverse perennial ryegrass (Lolium perenne L.) plants. A total of 2,708 data files, derived from liquid chromatography coupled to high resolution mass spectrometry (LCMS), were selected to assess the effectiveness and efficiency of applying high throughput metabolomics to survey chemical diversity in plant populations. The data set was generated from 23 ryegrass populations, with 3-25 genotypes per population, and five clonal replicates per genotype. We demonstrate an integrated approach to rapidly mine and analyze metabolic variation from this large, multi-batch LCMS data set. After performing quality control, statistical data mining and peak annotation, a wide range of variation for flavonoid glycosides and plant alkaloids was discovered among the populations. Structural variation of flavonoids occurs both in aglycone structures and acetylated/malonylated/feruloylated sugar moieties. The discovery of comprehensive metabolic variation among the plant populations offers opportunities to probe into the genetic basis of the variation, and provides a valuable resource to gain insight into biochemical functions and to relate metabolic variation with higher level traits in the species.
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Affiliation(s)
- Mingshu Cao
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
- *Correspondence: Mingshu Cao,
| | - Karl Fraser
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
| | - Chris Jones
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
| | | | - Thomas Lyons
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
| | - Marty Faville
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
| | - Brent Barrett
- AgResearch Grasslands Research CentrePalmerston North, New Zealand
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16
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Brooks JM, Benson DR. Comparative metabolomics of root nodules infected with Frankia sp. strains and uninfected roots from Alnus glutinosa and Casuarina cunninghamiana reflects physiological integration. Symbiosis 2016. [DOI: 10.1007/s13199-016-0379-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Zivy M, Wienkoop S, Renaut J, Pinheiro C, Goulas E, Carpentier S. The quest for tolerant varieties: the importance of integrating "omics" techniques to phenotyping. FRONTIERS IN PLANT SCIENCE 2015; 6:448. [PMID: 26217344 PMCID: PMC4496562 DOI: 10.3389/fpls.2015.00448] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2015] [Accepted: 05/31/2015] [Indexed: 05/19/2023]
Abstract
The primary objective of crop breeding is to improve yield and/or harvest quality while minimizing inputs. Global climate change and the increase in world population are significant challenges for agriculture and call for further improvements to crops and the development of new tools for research. Significant progress has been made in the molecular and genetic analysis of model plants. However, is science generating false expectations? Are 'omic techniques generating valuable information that can be translated into the field? The exploration of crop biodiversity and the correlation of cellular responses to stress tolerance at the plant level is currently a challenge. This viewpoint reviews concisely the problems one encounters when working on a crop and provides an outline of possible workflows when initiating cellular phenotyping via "-omic" techniques (transcriptomics, proteomics, metabolomics).
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Affiliation(s)
- Michel Zivy
- Department Génétique Quantitative et Évolution, Le Moulon INRA, CNRS, AgroParisTech, Plateforme PAPPSO, Université Paris-Sud, Gif-sur-Yvette, France
| | - Stefanie Wienkoop
- Department of Ecogenomics and Systems Biology, University of Vienna, Vienna, Austria
| | - Jenny Renaut
- Department of Environmental Research and Innovation, Luxembourg Institute of Science and Technology, Belvaux, Luxembourg
| | - Carla Pinheiro
- Instituto de Tecnologia Química e Biológica, New University of Lisbon, Oeiras, Portugal
- Faculdade de Ciências e Tecnologia, New University of Lisbon, Caparica, Portugal
| | - Estelle Goulas
- Department of Sciences et Technologies, CNRS/Université Lille, Villeneuve d’Ascq, France
| | - Sebastien Carpentier
- Department of Biosystems, University of Leuven, Leuven, Belgium
- SYBIOMA, University of Leuven, Leuven, Belgium
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Sánchez-Martín J, Heald J, Kingston-Smith A, Winters A, Rubiales D, Sanz M, Mur LAJ, Prats E. A metabolomic study in oats (Avena sativa) highlights a drought tolerance mechanism based upon salicylate signalling pathways and the modulation of carbon, antioxidant and photo-oxidative metabolism. PLANT, CELL & ENVIRONMENT 2015; 38:1434-52. [PMID: 25533379 DOI: 10.1111/pce.12501] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2014] [Revised: 12/15/2014] [Accepted: 12/15/2014] [Indexed: 05/02/2023]
Abstract
Although a wealth of information is available on the induction of one or several drought-related responses in different species, little is known of how their timing, modulation and crucially integration influence drought tolerance. Based upon metabolomic changes in oat (Avena sativa L.), we have defined key processes involved in drought tolerance. During a time course of increasing water deficit, metabolites from leaf samples were profiled using direct infusion-electrospray mass spectroscopy (DI-ESI-MS) and high-performance liquid chromatography (HPLC) ESI-MS/MS and analysed using principal component analysis (PCA) and discriminant function analysis (DFA). The involvement of metabolite pathways was confirmed through targeted assays of key metabolites and physiological experiments. We demonstrate an early accumulation of salicylic acid (SA) influencing stomatal opening, photorespiration and antioxidant defences before any change in the relative water content. These changes are likely to maintain plant water status, with any photoinhibitory effect being counteracted by an efficient antioxidant capacity, thereby representing an integrated mechanism of drought tolerance in oats. We also discuss these changes in relation to those engaged at later points, consequence of the different water status in susceptible and resistant genotypes.
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Affiliation(s)
| | - Jim Heald
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, SY23 3DA, UK
| | - Alison Kingston-Smith
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, SY23 3DA, UK
| | - Ana Winters
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, SY23 3DA, UK
| | - Diego Rubiales
- Institute for Sustainable Agriculture, CSIC, Apdo. 4084, Córdoba, 14080, Spain
| | - Mariluz Sanz
- Institute of General Organic Chemistry, CSIC, Juan de la Cierva 3, Madrid, 28006, Spain
| | - Luis A J Mur
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, SY23 3DA, UK
| | - Elena Prats
- Institute for Sustainable Agriculture, CSIC, Apdo. 4084, Córdoba, 14080, Spain
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Gemperline E, Jayaraman D, Maeda J, Ané JM, Li L. Multifaceted investigation of metabolites during nitrogen fixation in Medicago via high resolution MALDI-MS imaging and ESI-MS. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2015; 26:149-58. [PMID: 25323862 PMCID: PMC4286419 DOI: 10.1007/s13361-014-1010-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2014] [Revised: 09/08/2014] [Accepted: 09/14/2014] [Indexed: 05/08/2023]
Abstract
Legumes have developed the unique ability to establish a symbiotic relationship with soil bacteria known as rhizobia. This interaction results in the formation of root nodules in which rhizobia thrive and reduce atmospheric dinitrogen into plant-usable ammonium through biological nitrogen fixation (BNF). Owing to the availability of genetic information for both of the symbiotic partners, the Medicago truncatula-Sinorhizobium meliloti association is an excellent model for examining the BNF process. Although metabolites are important in this symbiotic association, few studies have investigated the array of metabolites that influence this process. Of these studies, most target only a few specific metabolites, the roles of which are either well known or are part of a well-characterized metabolic pathway. Here, we used a multifaceted mass spectrometric (MS) approach to detect and identify the key metabolites that are present during BNF using the Medicago truncatula-Sinorhizobium meliloti association as the model system. High mass accuracy and high resolution matrix-assisted laser desorption/ionization (MALDI) and electrospray ionization (ESI) Orbitrap instruments were used in this study and provide complementary results for more in-depth characterization of the nitrogen-fixation process. We used well-characterized plant and bacterial mutants to highlight differences between the metabolites that are present in functional versus nonfunctional nodules. Our study highlights the benefits of using a combination of mass spectrometric techniques to detect differences in metabolite composition and the distributions of these metabolites in plant biology.
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Affiliation(s)
- Erin Gemperline
- Department of Chemistry, University of Wisconsin - Madison, Madison, WI 53706, USA
| | | | - Junko Maeda
- Department of Agronomy, University of Wisconsin - Madison, Madison, WI 53706, USA
| | - Jean-Michel Ané
- Department of Agronomy, University of Wisconsin - Madison, Madison, WI 53706, USA
| | - Lingjun Li
- Department of Chemistry, University of Wisconsin - Madison, Madison, WI 53706, USA
- School of Pharmacy, University of Wisconsin - Madison, Madison, WI 53705, USA
- Address reprint requests to: Lingjun Li, University of Wisconsin at Madison, School of Pharmacy, 5125 Rennebohm Hall, 777 Highland Avenue, Madison, Wisconsin 53705-2222 Phone: 608-265-8491 Fax: 608-262-5345
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Dembitsky VM. Naturally occurring bioactive Cyclobutane-containing (CBC) alkaloids in fungi, fungal endophytes, and plants. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2014; 21:1559-1581. [PMID: 25442265 DOI: 10.1016/j.phymed.2014.07.005] [Citation(s) in RCA: 102] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2014] [Revised: 06/03/2014] [Accepted: 07/02/2014] [Indexed: 05/28/2023]
Abstract
This article focuses on the occurrence and biological activities of cyclobutane-containing (CBC) alkaloids obtained from fungi, fungal endophytes, and plants. Naturally occurring CBC alkaloids are of particular interest because many of these compounds display important biological activities and possess antitumour, antibacterial, antimicrobial, antifungal, and immunosuppressive properties. Therefore, these compounds are of great interest in the fields of medicine, pharmacology, medicinal chemistry, and the pharmaceutical industry. Fermentation and production of CBC alkaloids by fungi and/or fungal endophytes is also discussed. This review presents the structures and describes the activities of 98 CBC alkaloids.
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Affiliation(s)
- Valery M Dembitsky
- Institute of Drug Discovery, Har-Hotsvim, P.O. Box 45289, Jerusalem 91451, Israel.
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21
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Turi CE, Axwik KE, Smith A, Jones AMP, Saxena PK, Murch SJ. Galanthamine, an anticholinesterase drug, effects plant growth and development in Artemisia tridentate Nutt. via modulation of auxin and neutrotransmitter signaling. PLANT SIGNALING & BEHAVIOR 2014; 9:e28645. [PMID: 24690897 PMCID: PMC4161611 DOI: 10.4161/psb.28645] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Galanthamine is a naturally occurring acetylcholinesterase (AchE) inhibitor that has been well established as a drug for treatment of mild to moderate Alzheimer disease, but the role of the compound in plant metabolism is not known. The current study was designed to investigate whether galanthamine could redirect morphogenesis of Artemisia tridentata Nutt. cultures by altering concentration of endogenous neurosignaling molecules acetylcholine (Ach), auxin (IAA), melatonin (Mel), and serotonin (5HT). Exposure of axenic A. tridentata cultures to 10 µM galanthamine decreased the concentration of endogenous Ach, IAA, MEL, and AchE, and altered plant growth in a manner reminiscent of 2-4D toxicity. Galanthamine itself demonstrated IAA activity in an oat coleotile elongation bioassay, 20 µM galanthamine showed no significant difference compared with 5 μM IAA or 5 μM 1-Naphthaleneacetic acid (NAA). Metabolomic analysis detected between 20,921 to 27,891 compounds in A. tridentata plantlets and showed greater commonality between control and 5 µM treatments. Furthermore, metabolomic analysis putatively identified coumarins scopoletin/isoscopoletin, and scopolin in A. tridentata leaf extracts and these metabolites linearly increased in response to galanthamine treatments. Overall, these data indicate that galanthamine is an allelopathic phytochemical and support the hypothesis that neurologically active compounds in plants help ensure plant survival and adaptation to environmental challenges.
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Affiliation(s)
- Christina E Turi
- Biology; University of British Columbia; Okanagan Campus; Kelowna, BC Canada
| | - Katarina E Axwik
- Chemistry; University of British Columbia; Okanagan Campus; Kelowna, BC Canada
| | - Anderson Smith
- Chemistry; University of British Columbia; Okanagan Campus; Kelowna, BC Canada
| | - A Maxwell P Jones
- Department of Plant Agriculture; University of Guelph; Guelph, ON Canada
| | - Praveen K Saxena
- Department of Plant Agriculture; University of Guelph; Guelph, ON Canada
| | - Susan J Murch
- Chemistry; University of British Columbia; Okanagan Campus; Kelowna, BC Canada
- Correspondence to: Susan J Murch,
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Nagabhyru P, Dinkins RD, Wood CL, Bacon CW, Schardl CL. Tall fescue endophyte effects on tolerance to water-deficit stress. BMC PLANT BIOLOGY 2013; 13:127. [PMID: 24015904 PMCID: PMC3848598 DOI: 10.1186/1471-2229-13-127] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Accepted: 08/01/2013] [Indexed: 05/18/2023]
Abstract
BACKGROUND The endophytic fungus, Neotyphodium coenophialum, can enhance drought tolerance of its host grass, tall fescue. To investigate endophyte effects on plant responses to acute water deficit stress, we did comprehensive profiling of plant metabolite levels in both shoot and root tissues of genetically identical clone pairs of tall fescue with endophyte (E+) and without endophyte (E-) in response to direct water deficit stress. The E- clones were generated by treating E+ plants with fungicide and selectively propagating single tillers. In time course studies on the E+ and E- clones, water was withheld from 0 to 5 days, during which levels of free sugars, sugar alcohols, and amino acids were determined, as were levels of some major fungal metabolites. RESULTS After 2-3 days of withholding water, survival and tillering of re-watered plants was significantly greater for E+ than E- clones. Within two to three days of withholding water, significant endophyte effects on metabolites manifested as higher levels of free glucose, fructose, trehalose, sugar alcohols, proline and glutamic acid in shoots and roots. The fungal metabolites, mannitol and loline alkaloids, also significantly increased with water deficit. CONCLUSIONS Our results suggest that symbiotic N. coenophialum aids in survival and recovery of tall fescue plants from water deficit, and acts in part by inducing rapid accumulation of these compatible solutes soon after imposition of stress.
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Affiliation(s)
- Padmaja Nagabhyru
- Department of Plant Pathology, University of Kentucky, Lexington, KY 40546-0312, USA
| | - Randy D Dinkins
- USDA-ARS, Forage-Animal Production Research Unit, Lexington, KY 40546-0091, USA
| | - Constance L Wood
- Department of Statistics, University of Kentucky, Lexington, KY 40506-0027, USA
| | - Charles W Bacon
- USDA-ARS, Toxicology and Mycotoxin Research Unit, Athens, GA 30605-2720, USA
| | - Christopher L Schardl
- Department of Plant Pathology, University of Kentucky, Lexington, KY 40546-0312, USA
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Metabolomics as a tool to investigate abiotic stress tolerance in plants. Int J Mol Sci 2013; 14:4885-911. [PMID: 23455464 PMCID: PMC3634444 DOI: 10.3390/ijms14034885] [Citation(s) in RCA: 258] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2012] [Revised: 02/18/2013] [Accepted: 02/20/2013] [Indexed: 12/16/2022] Open
Abstract
Metabolites reflect the integration of gene expression, protein interaction and other different regulatory processes and are therefore closer to the phenotype than mRNA transcripts or proteins alone. Amongst all –omics technologies, metabolomics is the most transversal and can be applied to different organisms with little or no modifications. It has been successfully applied to the study of molecular phenotypes of plants in response to abiotic stress in order to find particular patterns associated to stress tolerance. These studies have highlighted the essential involvement of primary metabolites: sugars, amino acids and Krebs cycle intermediates as direct markers of photosynthetic dysfunction as well as effectors of osmotic readjustment. On the contrary, secondary metabolites are more specific of genera and species and respond to particular stress conditions as antioxidants, Reactive Oxygen Species (ROS) scavengers, coenzymes, UV and excess radiation screen and also as regulatory molecules. In addition, the induction of secondary metabolites by several abiotic stress conditions could also be an effective mechanism of cross-protection against biotic threats, providing a link between abiotic and biotic stress responses. Moreover, the presence/absence and relative accumulation of certain metabolites along with gene expression data provides accurate markers (mQTL or MWAS) for tolerant crop selection in breeding programs.
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Rai A, Umashankar S, Swarup S. Plant metabolomics: from experimental design to knowledge extraction. Methods Mol Biol 2013; 1069:279-312. [PMID: 23996322 DOI: 10.1007/978-1-62703-613-9_19] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Metabolomics is one of the most recent additions to the functional genomics approaches. It involves the use of analytical chemistry techniques to provide high-density data of metabolic profiles. Data is then analyzed using advanced statistics and databases to extract biological information, thus providing the metabolic phenotype of an organism. Large variety of metabolites produced by plants through the complex metabolic networks and their dynamic changes in response to various perturbations can be studied using metabolomics. Here, we describe the basic features of plant metabolic diversity and analytical methods to describe this diversity, which includes experimental workflows starting from experimental design, sample preparation, hardware and software choices, combined with knowledge extraction methods. Finally, we describe a scenario for using these workflows to identify differential metabolites and their pathways from complex biological samples.
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Affiliation(s)
- Amit Rai
- Metabolites Biology Lab, Department of Biological Sciences, National University of Singapore, Singapore, Singapore
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25
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Affiliation(s)
- Susanne Barth
- Teagasc, Crops, Environment and Land Use Programme, Oak Park Research Centre, Carlow, Ireland.
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