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Hosseini F, Mosaddeghi MR. Chemical and physical characteristics of wheat root mucilage influenced by Serendipita indica symbiosis: a comparison among four cultivars. PHYSIOLOGIA PLANTARUM 2024; 176:e14470. [PMID: 39221496 DOI: 10.1111/ppl.14470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 07/01/2024] [Accepted: 07/08/2024] [Indexed: 09/04/2024]
Abstract
Although there is evidence to suggest that the endophytic fungus Serendipita indica plays a crucial role in enhancing plant tolerance against biotic/abiotic stressors, less is known about the impacts of this symbiosis association on root mucilage chemical composition and its physical functions. The mucilage of inoculated and non-inoculated seedlings of four wheat cultivars (i.e., Roshan, Ghods, Kavir and Pishtaz) were extracted using an aeroponic method. Total solute concentration (TCm), carbon content (Cmucilage), electrical conductivity (EC), pH, fatty acids, surface tension (σm), and viscosity (ηm) of mucilage were measured. Ghods and Kavir had the highest and lowest root colonization percents, respectively. Saturated fatty acids, including palmitic and stearic acids, were dominant over unsaturated fatty acids in wheat root mucilage. However, their compositions were significantly different among wheat cultivars. S. indica colonization, especially for Ghods, increased the TCm, Cmucilage, and palmitic acid. Moreover, root mucilage of S. indica-inoculated Ghods had lower σm and greater ηm. An increased amount of powerful surfactants like palmitic acid in the mucilage of S. indica inoculated treatments led to lower σm and greater ηm. Such studies provide further support for the idea that plant-released mucilage plays a major role in modifying the physical environment of the rhizosphere. This knowledge toward truly understanding the rhizosphere can be potentially used for improving the rhizosphere soil quality and increasing crop growth and yield.
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Affiliation(s)
- Fatemeh Hosseini
- Department of Soil Science, College of Agriculture, Isfahan University of Technology, Isfahan, Iran
| | - Mohammad Reza Mosaddeghi
- Department of Soil Science, College of Agriculture, Isfahan University of Technology, Isfahan, Iran
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2
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Sestili S, Platani C, Palma D, Dattoli MA, Beleggia R. Can the use of magnetized water affect the seedling development and the metabolite profiles of two different species: Lentil and durum wheat? FRONTIERS IN PLANT SCIENCE 2023; 13:1066088. [PMID: 36865947 PMCID: PMC9971934 DOI: 10.3389/fpls.2022.1066088] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/09/2022] [Indexed: 06/18/2023]
Abstract
Seedlings of durum wheat and lentil were utilized to investigate the efficiency of magnetic water on growth and metabolic epicotyl profile. Tap water was passed through a magnetic device with a flow rate of max. 12900 - 13200 Gauss (G). Seeds and plantlets were grown on sand-free paper soaked by magnetized water, with unmagnetized tap water used in a control group. The growth parameters were collected at three time points (48, 96, and 144 hours after treatment), the same times at which metabolomic analysis was conducted on seeds, roots, and epicotyls. Although the effects varied with the species, tissues, and time point considered, compared with tap water (TW), the use of magnetized water treatment (MWT) led to higher root elongation in both genotypes. On the contrary, epicotyl length was not affected by treatment both in durum wheat and lentil. The results indicate that the use of magnetized water in agriculture can be considered a sustainable technology to promote plant development and quality with reduced and more efficient water usage, leading to cost-saving and environmental protection.
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Affiliation(s)
- Sara Sestili
- Council for Agricultural Research and Economics (CREA) Research Centre for Vegetable and Ornamental Crops, Monsampolo del Tronto, AP, Italy
| | - Cristiano Platani
- Council for Agricultural Research and Economics (CREA) Research Centre for Vegetable and Ornamental Crops, Monsampolo del Tronto, AP, Italy
| | - Daniela Palma
- Council for Agricultural Research and Economics (CREA) Research Centre for Vegetable and Ornamental Crops, Monsampolo del Tronto, AP, Italy
| | - Maria Assunta Dattoli
- Council for Agricultural Research and Economics (CREA) Research Centre for Vegetable and Ornamental Crops, Monsampolo del Tronto, AP, Italy
| | - Romina Beleggia
- Council for Agricultural Research and Economics (CREA) Research Centre for Cereals and Industrial Crops, Foggia FG, Italy
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Zingale S, Spina A, Ingrao C, Fallico B, Timpanaro G, Anastasi U, Guarnaccia P. Factors Affecting the Nutritional, Health, and Technological Quality of Durum Wheat for Pasta-Making: A Systematic Literature Review. PLANTS (BASEL, SWITZERLAND) 2023; 12:530. [PMID: 36771615 PMCID: PMC9920027 DOI: 10.3390/plants12030530] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 12/30/2022] [Accepted: 01/20/2023] [Indexed: 06/18/2023]
Abstract
Durum wheat is one of the most important food sources in the world, playing a key role in human nutrition, as well as in the economy of the different countries in which its production areas are concentrated. Its grain also represents a staple and highly versatile ingredient in the development of health foods. Nonetheless, the aspects determining durum wheat's health quality and their interactions are many, complex, and not entirely known. Therefore, the present systematic literature review aims at advancing the understanding of the relationships among nutritional, health, and technological properties of durum wheat grain, semolina, and pasta, by evaluating the factors that, either positively or negatively, can affect the quality of the products. Scopus, Science Direct, and Web of Science databases were systematically searched utilising sets of keywords following the PRISMA guidelines, and the relevant results of the definitive 154 eligible studies were presented and discussed. Thus, the review identified the most promising strategies to improve durum wheat quality and highlighted the importance of adopting multidisciplinary approaches for such purposes.
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Affiliation(s)
- Silvia Zingale
- Department of Agriculture, Food and Environment (Di3A), University of Catania, Via S. Sofia n. 100, 95123 Catania, Italy
| | - Alfio Spina
- Agricultural Research Council and Economics (CREA)—Research Centre for Cereal and Industrial Crops, Corso Savoia, 190, 95024 Acireale, Italy
| | - Carlo Ingrao
- Department of Economics, Management and Business Law, University of Bari Aldo Moro, Largo Abbazia Santa Scolastica, 53, 70124 Bari, Italy
| | - Biagio Fallico
- Department of Agriculture, Food and Environment (Di3A), University of Catania, Via S. Sofia n. 100, 95123 Catania, Italy
| | - Giuseppe Timpanaro
- Department of Agriculture, Food and Environment (Di3A), University of Catania, Via S. Sofia n. 100, 95123 Catania, Italy
| | - Umberto Anastasi
- Department of Agriculture, Food and Environment (Di3A), University of Catania, Via S. Sofia n. 100, 95123 Catania, Italy
| | - Paolo Guarnaccia
- Department of Agriculture, Food and Environment (Di3A), University of Catania, Via S. Sofia n. 100, 95123 Catania, Italy
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Kerbouai I, M'hamed HC, Jenfaoui H, Riahi J, Mokrani K, Jribi S, Arfaoui S, Sassi K, Ben Ismail H. Long-term effect of conservation agriculture on the composition and nutritional value of durum wheat grains grown over 2 years in a Mediterranean environment. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2022; 102:7379-7386. [PMID: 35781712 DOI: 10.1002/jsfa.12105] [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: 12/17/2021] [Revised: 06/16/2022] [Accepted: 07/03/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Given the interest in mitigating the consequences of soil deterioration and climate change impacts on durum wheat grain, the objective of our study was to evaluate the effect of two soil management systems - conservation agriculture (CA) and conventional tillage (CT) - on the grain composition and nutritional value of two durum wheat varieties (Karim and Monastir) grown over two cropping seasons (2018-2019 and 2019-2020). RESULTS The soil management system had an impact on all studied parameters, namely 1000-kernel weight (TKW), proximate composition, energy value, total phenol content (TPC), antioxidant capacities (DPPH and ABTS) and mineral elements (K, P and Na), excluding hectoliter weight. CA resulted in high moisture content, crude protein, P, K, Na, TPC, DPPH and ABTS. However, TKW, crude fat, crude ash, energy value, and total carbohydrate were higher when using CT. CONCLUSION A 2-year adoption of conservation agriculture after a long-term conversion enhanced some compositional parameters and nutritional value of durum wheat varieties. The interaction with year and/or variety was very influential. © 2022 Society of Chemical Industry.
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Affiliation(s)
- Imene Kerbouai
- Department of Agri-Food Industries (UR17AGR01), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
- Laboratory of Genetic and Cereal Breeding (LR14AGR01), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
| | - Hatem Cheikh M'hamed
- Agronomic Sciences and Techniques Laboratory (LR16INRAT05), National Institute of Agricultural Research of Tunisia, University of Carthage, Tunis, Tunisia
| | - Houda Jenfaoui
- Laboratory of Bioagressor and Integrated Management in Agriculture (LR14AGR02), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
| | - Jouhaina Riahi
- Technical Center for Organic Agriculture, Tunisia Ministry of Agriculture Hydraulic Resources and Fishing General Directorate of Plant Production, Sousse, Tunisia
| | - Khaoula Mokrani
- Vegetable Laboratory, Horticulture Department, Higher Agronomic Institute of Chott Meriem, University of Sousse, Sousse, Tunisia
| | - Sarra Jribi
- Department of Agri-Food Industries (UR17AGR01), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
| | - Slim Arfaoui
- Institut National des Grandes Cultures, Tunisia Ministry of Agriculture Hydraulic Resources and Fishing General Directorate of Plant Production, Jendouba, Tunisia
| | - Khaled Sassi
- Laboratory of Genetic and Cereal Breeding (LR14AGR01), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
| | - Hanen Ben Ismail
- Department of Agri-Food Industries (UR17AGR01), National Agronomic Institute of Tunisia, University of Carthage, Tunis, Tunisia
- Biodiversity, Biotechnology and Climate Change Laboratory (LR11ES09), University Tunis El Manar, Tunis, Tunisia
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Liu Q, Huang L, Fu C, Zhang T, Ding W, Yang C. Genotype-environment interaction of crocin in Gardenia jasminoides by AMMI and GGE biplot analysis. Food Sci Nutr 2022; 10:4080-4087. [PMID: 36348781 PMCID: PMC9632214 DOI: 10.1002/fsn3.3003] [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: 04/28/2022] [Revised: 07/08/2022] [Accepted: 07/14/2022] [Indexed: 11/09/2022] Open
Abstract
To investigate the effect of genotype-environment interaction (GEI) on Gardenia jasminoides crocin contents, this study combined the additive main effects and multiplicative interactions (AMMI) model and genotype × environment interaction (GGE) biplot method to investigate the adaptation and stability of 11 Gardenia jasminoides genotypes at three experimental sites in Jiangxi Province with replications. The AMMI analysis showed that genotype, environment, and the GEI had extremely significant effects on Gardenia jasminoides crocin contents (p < .001). The GEI was the main factor causing the content variation, followed by genotype. The AMMI model and biplot analysis showed that the HC20 genotype had high and stable crocin contents. The GGE biplot analysis showed that Fengcheng and Gongqingcheng were optimal test sites for the selection of Gardenia jasminoides genotypes based on their crocin contents; additionally, the HC20 genotype was a suitable dominant genotype to promote cultivation in the test areas, and the GY8 genotype could be widely planted in the Gongqingcheng area. Therefore, the AMMI and GGE biplot genotype evaluation results were basically consistent. Comprehensive and effective evaluation of genotype and regional test sites can provide a theoretical basis for the breeding and development of Gardenia jasminoides clones with high and stable crocin contents and the selection of test sites.
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Affiliation(s)
- Qian Liu
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
| | - Lili Huang
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
| | - Chao Fu
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
| | - Ting Zhang
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
| | - Wei Ding
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
| | - Chunxia Yang
- Jiangxi Academy of ForestryNanchangJiangxiP.R. China
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Yaghoubi Khanghahi M, AbdElgawad H, Verbruggen E, Korany SM, Alsherif EA, Beemster GTS, Crecchio C. Biofertilisation with a consortium of growth-promoting bacterial strains improves the nutritional status of wheat grain under control, drought, and salinity stress conditions. PHYSIOLOGIA PLANTARUM 2022; 174:e13800. [PMID: 36250979 DOI: 10.1111/ppl.13800] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 09/22/2022] [Accepted: 10/13/2022] [Indexed: 06/16/2023]
Abstract
We investigated the effect of plant growth-promoting bacterial strains (PGPB) as biofertilisers on the grain metabolic composition of durum wheat (Triticum durum Desf.). To this aim, we conducted a greenhouse experiment where we grew durum wheat plants supplied with a biofertiliser consortium of four PGPB and/or chemical fertiliser (containing nitrogen, phosphorus, potassium, and zinc), under non-stress, drought (at 40% field capacity), or salinity (150 mM NaCl) conditions. Nutrient accumulations in the grain were increased in plants treated with the biofertiliser consortium, alone or with a half dose of chemical fertilisers, compared to those in no fertilisation treatment. A clear benefit of biofertiliser application in the improvement of protein, soluble sugar, starch, and lipid contents in the grains was observed in comparison with untreated controls, especially under stress conditions. The most striking observation was the absence of significant differences between biofertiliser and chemical fertiliser treatments for most parameters. Moreover, the overall response to the biofertiliser consortium was accompanied by greater changes in amino acids, organic acids, and fatty acid profiles. In conclusion, PGPB improved the metabolic and nutrient status of durum wheat grains to a similar extent as chemical fertilisers, particularly under stress conditions, demonstrating the value of PGPB as a sustainable fertilisation treatment.
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Affiliation(s)
| | - Hamada AbdElgawad
- Integrated Molecular Plant Physiology Research (IMPRES), Department of Biology, University of Antwerp, Antwerp, Belgium
- Department of Botany and Microbiology, Faculty of Science, Beni-Suef University, Beni-Suef, Egypt
| | - Erik Verbruggen
- Plants and Ecosystems Research Group, Department of Biology, University of Antwerp, Universiteitsplein 1C, Wilrijk, Belgium
| | - Shereen Magdy Korany
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Emad A Alsherif
- Department of Botany and Microbiology, Faculty of Science, Beni-Suef University, Beni-Suef, Egypt
- Biology Department, College of Science and Arts at Khulis, University of Jeddah, Jeddah, Saudi Arabia
| | - Gerrit T S Beemster
- Integrated Molecular Plant Physiology Research (IMPRES), Department of Biology, University of Antwerp, Antwerp, Belgium
| | - Carmine Crecchio
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
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7
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The Potential of Traditional ‘Gaja’ and New Breed Lines of Waxy, Blue and Purple Wheat in Wholemeal Flour Fermentation. FERMENTATION-BASEL 2022. [DOI: 10.3390/fermentation8100563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The aim of this study was to analyse and compare the acidity, microbiological and colour characteristics, fatty (FA) and amino (AA) acid profiles, biogenic amine (BA) and gamma-aminobutyric acid (GABA) concentrations, and macro- and microelement contents in non-treated (non-fermented) and fermented wholemeal cereal flours of ‘Gaja’ (traditional wheat) and new breed lines DS8888-3-6 (waxy wheat), DS8548-7 (blue wheat) and DS8535-2 (purple wheat). Independent fermentations were undertaken with selected strains of Pediococcus acidilactici, Liquorilactobacillus uvarum and Lactiplantibacillus plantarum. The results revealed that all the wholemeal cereal flours of the analysed wheat varieties are suitable for fermentation with the selected strains because all the fermented samples showed lactic acid bacteria (LAB) viable counts higher than 8.00 log10 CFU/g and desirable low pH values. In most of the cases, fermentation increased the concentration of essential amino acids in the wholemeal cereal samples, and the LAB strain used for fermentation proved to be a significant factor in all the essential amino acid content of wholemeal wheat (p ≤ 0.0001). When comparing the non-fermented samples, the highest GABA content was found in ‘Gaja’ and waxy wheat samples (2.47 µmol/g, on average), and, in all the cases, fermentation significantly increased GABA concentration in the wholemeal cereals. On the other hand, total levels of biogenic amines in wholemeal samples ranged from 22.7 to 416 mg/kg. The wheat variety was a significant factor in all the analysed macro- and microelement contents (p ≤ 0.0001) in the wholemeal cereals. Furthermore, fermentation showed to be a significant factor in most of the FA content of the wholemeal cereal samples. Finally, fermentation can also contribute to improving the biological and functional value of wholemeal wheat flours (by increasing essential amino acids and GABA concentrations); however, safety parameters (e.g., biogenic amines) also should be taken into consideration when optimizing the most appropriate technological parameters.
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8
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Bartkiene E, Starkute V, Zokaityte E, Klupsaite D, Mockus E, Bartkevics V, Borisova A, Gruzauskas R, Liatukas Ž, Ruzgas V. Comparison Study of Nontreated and Fermented Wheat Varieties 'Ada', 'Sarta', and New Breed Blue and Purple Wheat Lines Wholemeal Flour. BIOLOGY 2022; 11:biology11070966. [PMID: 36101347 PMCID: PMC9312326 DOI: 10.3390/biology11070966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 06/16/2022] [Accepted: 06/21/2022] [Indexed: 11/16/2022]
Abstract
The aim of this study was to analyze and compare the acidity, microbiological, and chromaticity parameters; fatty acid (FA) and volatile compound (VC) profiles; and biogenic amine (BA), macro- and microelement, and mycotoxin concentrations in nontreated ‘Ada’, ‘Sarta’, and new breed blue (DS8472-5) and purple (DS8526-2) wheat lines wholemeal (WW) with those fermented with lactic acid bacteria (LAB) possessing antimicrobial/antifungal properties, isolated from spontaneous sourdough: Pediococcus acidilactici-LUHS29, Liquorilactobacillus uvarum-LUHS245, Lactiplantibacillus plantarum-LUHS122). All the fermented WW showed >8.0 log10 CFU/g of LAB count, and the type of LAB was a significant factor in the WW acidity parameters. Phenylethylamine was the predominant BA in WW, and the wheat variety (WV), the type of LAB, and their interaction were significant factors on the BA formation. Despite the fact that some differences in trace element concentrations in WW were obtained, in most of the cases fermentation was not a significant factor in their content. The main FAs in WW were palmitic acid, all-cis,trans-octadecenoic acid, and linoleic acid. Fermented WW showed a more diverse VC profile; however, the influence of fermentation on deoxynivalenol in WW was varied. Finally, further studies are needed to indicate the technological parameters that would be the most effective for each WV, including the lowest BA formation and mycotoxin degradation.
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Affiliation(s)
- Elena Bartkiene
- Institute of Animal Rearing Technologies, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania; (V.S.); (E.Z.); (D.K.); (E.M.)
- Department of Food Safety and Quality, Lithuanian University of Health Sciences, Tilzes G. 18, LT-47181 Kaunas, Lithuania
- Correspondence: ; Tel.: +370-60135837
| | - Vytaute Starkute
- Institute of Animal Rearing Technologies, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania; (V.S.); (E.Z.); (D.K.); (E.M.)
- Department of Food Safety and Quality, Lithuanian University of Health Sciences, Tilzes G. 18, LT-47181 Kaunas, Lithuania
| | - Egle Zokaityte
- Institute of Animal Rearing Technologies, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania; (V.S.); (E.Z.); (D.K.); (E.M.)
- Department of Food Safety and Quality, Lithuanian University of Health Sciences, Tilzes G. 18, LT-47181 Kaunas, Lithuania
| | - Dovile Klupsaite
- Institute of Animal Rearing Technologies, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania; (V.S.); (E.Z.); (D.K.); (E.M.)
| | - Ernestas Mockus
- Institute of Animal Rearing Technologies, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania; (V.S.); (E.Z.); (D.K.); (E.M.)
| | - Vadims Bartkevics
- Institute of Food Safety, Animal Health and Environment BIOR, Lejupes Iela 3, LV-1076 Riga, Latvia; (V.B.); (A.B.)
| | - Anastasija Borisova
- Institute of Food Safety, Animal Health and Environment BIOR, Lejupes Iela 3, LV-1076 Riga, Latvia; (V.B.); (A.B.)
| | - Romas Gruzauskas
- Department of Food Science and Technology, Kaunas University of Technology, Radvilenu Rd. 19, LT-50254 Kaunas, Lithuania;
| | - Žilvinas Liatukas
- Institute of Agriculture, Lithuanian Research Centre for Agriculture and Forestry, Instituto al. 1, Akademija, LT-58344 Kedainiai, Lithuania; (Ž.L.); (V.R.)
| | - Vytautas Ruzgas
- Institute of Agriculture, Lithuanian Research Centre for Agriculture and Forestry, Instituto al. 1, Akademija, LT-58344 Kedainiai, Lithuania; (Ž.L.); (V.R.)
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Whitney K, Gracia-Gonzalez G, Simsek S. Stability of Wheat Floret Metabolites during Untargeted Metabolomics Studies. Metabolites 2022; 12:metabo12010062. [PMID: 35050184 PMCID: PMC8780833 DOI: 10.3390/metabo12010062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 01/04/2022] [Accepted: 01/09/2022] [Indexed: 12/10/2022] Open
Abstract
A typical metabolomic analysis consists of a multi-step procedure. Variation can be introduced in any analysis segment if proper care in quality assurance is not taken, thus compromising the final results. Sample stability is one of those factors. Although sophisticated studies addressing sample decay over time have been performed in the medical field, they are emerging in plant metabolomics. Here, we focus on the stability of wheat floret extracts on queue inside an auto-injector held at 25 °C. The objective was to locate an analytical time window from extraction to injection with no significant difference occurring in the sample. Total ion current chromatograms, principal component analysis, and volcano plots were used to measure changes in the samples. Results indicate a maximum work window time of 7:45 h for Steele-ND wheat methanolic extractions in an auto-sampler at 25 °C. Comparisons showed a significant gradual increase in the number and intensity of compounds observed that may be caused by the degradation of other molecules in the sample extract. The approach can be applied as preliminary work in a metabolite profiling study, helping to set the appropriate workload to produce confident results.
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Affiliation(s)
- Kristin Whitney
- Department of Food Science, Purdue University, West Lafayette, IN 47907, USA;
| | | | - Senay Simsek
- Department of Food Science, Purdue University, West Lafayette, IN 47907, USA;
- Correspondence:
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10
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Bellucci E, Mario Aguilar O, Alseekh S, Bett K, Brezeanu C, Cook D, De la Rosa L, Delledonne M, Dostatny DF, Ferreira JJ, Geffroy V, Ghitarrini S, Kroc M, Kumar Agrawal S, Logozzo G, Marino M, Mary‐Huard T, McClean P, Meglič V, Messer T, Muel F, Nanni L, Neumann K, Servalli F, Străjeru S, Varshney RK, Vasconcelos MW, Zaccardelli M, Zavarzin A, Bitocchi E, Frontoni E, Fernie AR, Gioia T, Graner A, Guasch L, Prochnow L, Oppermann M, Susek K, Tenaillon M, Papa R. The INCREASE project: Intelligent Collections of food-legume genetic resources for European agrofood systems. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2021; 108:646-660. [PMID: 34427014 PMCID: PMC9293105 DOI: 10.1111/tpj.15472] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 08/11/2021] [Accepted: 08/17/2021] [Indexed: 05/14/2023]
Abstract
Food legumes are crucial for all agriculture-related societal challenges, including climate change mitigation, agrobiodiversity conservation, sustainable agriculture, food security and human health. The transition to plant-based diets, largely based on food legumes, could present major opportunities for adaptation and mitigation, generating significant co-benefits for human health. The characterization, maintenance and exploitation of food-legume genetic resources, to date largely unexploited, form the core development of both sustainable agriculture and a healthy food system. INCREASE will implement, on chickpea (Cicer arietinum), common bean (Phaseolus vulgaris), lentil (Lens culinaris) and lupin (Lupinus albus and L. mutabilis), a new approach to conserve, manage and characterize genetic resources. Intelligent Collections, consisting of nested core collections composed of single-seed descent-purified accessions (i.e., inbred lines), will be developed, exploiting germplasm available both from genebanks and on-farm and subjected to different levels of genotypic and phenotypic characterization. Phenotyping and gene discovery activities will meet, via a participatory approach, the needs of various actors, including breeders, scientists, farmers and agri-food and non-food industries, exploiting also the power of massive metabolomics and transcriptomics and of artificial intelligence and smart tools. Moreover, INCREASE will test, with a citizen science experiment, an innovative system of conservation and use of genetic resources based on a decentralized approach for data management and dynamic conservation. By promoting the use of food legumes, improving their quality, adaptation and yield and boosting the competitiveness of the agriculture and food sector, the INCREASE strategy will have a major impact on economy and society and represents a case study of integrative and participatory approaches towards conservation and exploitation of crop genetic resources.
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Affiliation(s)
- Elisa Bellucci
- Department of Agricultural, Food and Environmental SciencesPolytechnic University of Marchevia Brecce BiancheAncona60131Italy
| | - Orlando Mario Aguilar
- Instituto de Biotecnología y Biología MolecularUNLP‐CONICETCCT La PlataLa PlataArgentina
| | - Saleh Alseekh
- Max‐Planck‐Institute of Molecular Plant PhysiologyAm MüePotsdam‐Golm14476Germany
- Centre of Plant Systems Biology and BiotechnologyPlovdiv4000Bulgaria
| | - Kirstin Bett
- Department of Plant SciencesUniversity of Saskatchewan51 Campus DriveSaskatoonSKS7N 5A8Canada
| | - Creola Brezeanu
- Staţiunea de Cercetare Dezvoltare Pentru LegumiculturăBacău600388Romania
| | - Douglas Cook
- Department of Plant PathologyUniversity of California DavisDavisCA95616‐8680USA
| | - Lucía De la Rosa
- Spanish Plant Genetic Resources National Center (INIA, CRF)National Institute for Agricultural and Food Research and TechnologyAlcalá de HenaresMadrid28800Spain
| | - Massimo Delledonne
- Department of BiotechnologyUniversity of VeronaStrada Le Grazie 15Verona37134Italy
| | - Denise F. Dostatny
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute‐NRIRadzikówBłonie05‐870Poland
| | - Juan J. Ferreira
- Regional Service for Agrofood Research and Development (SERIDA)Ctra AS‐267, PK 19VillaviciosaAsturias33300Spain
| | - Valérie Geffroy
- CNRSINRAEInstitute of Plant Sciences Paris‐Saclay (IPS2)Univ EvryUniversité Paris‐SaclayOrsay91405France
- CNRSINRAEInstitute of Plant Sciences Paris Saclay (IPS2)Université de ParisOrsay91405France
| | | | - Magdalena Kroc
- Legume Genomics TeamInstitute of Plant GeneticsPolish Academy of SciencesStrzeszynska 34Poznan60‐479Poland
| | - Shiv Kumar Agrawal
- Genetic Resources SectionInternational Center for Agricultural Research in the Dry AreasICARDAAgdal RabatMorocco
| | - Giuseppina Logozzo
- School of Agricultural, Forestry, Food and Environmental SciencesUniversity of BasilicataPotenza85100Italy
| | - Mario Marino
- International Treaty on Plant Genetic Resources for Food and Agriculture (ITPGRFA)Food and Agriculture Organization of the United Nations (FAO)Viale delle Terme di CaracallaRome00153Italy
| | - Tristan Mary‐Huard
- INRAECNRSAgroParisTechGénétique Quantitative et Evolution ‐ Le MoulonUniversité Paris‐SaclayGif‐sur‐YvetteFrance
| | - Phil McClean
- Department of Plant Sciences, Genomics and Bioinformatics ProgramNorth Dakota State UniversityFargoND58108USA
| | - Vladimir Meglič
- Crop Science DepartmentAgricultural Institute of SloveniaHacquetova ulica 17Ljubljana1000Slovenia
| | - Tamara Messer
- EURICE ‐ European Research and Project Office GmbHHeinrich‐Hertz‐Allee 1St. Ingbert66386Germany
| | - Frédéric Muel
- Terres InoviaInstitut Technique des oléagineux, des protéagineux eu du chanvren1 Av L. BrétignièresThiverval-Grignon78850France
| | - Laura Nanni
- Department of Agricultural, Food and Environmental SciencesPolytechnic University of Marchevia Brecce BiancheAncona60131Italy
| | - Kerstin Neumann
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) GaterslebenSeeland06466Germany
| | - Filippo Servalli
- Comunità del Mais Spinato di Gandino (MASP)Via XX Settembre, 5GandinoBergamo24024Italy
| | - Silvia Străjeru
- Suceava Genebank (BRGV)Bdul 1 Mai, nr. 17Suceava720224Romania
| | - Rajeev K. Varshney
- Center of Excellence in Genomics and Systems Biology (CEGSB)International Crops Research Institute for the Semi- Arid Tropics (ICRISAT)PatancheruIndia
- State Agricultural Biotechnology CentreCentre for Crop and Food InnovationFood Futures InstituteMurdoch UniversityMurdochWestern AustraliaAustralia
| | - Marta W. Vasconcelos
- CBQF – Centro de Biotecnologia e Química Fina – Laboratório AssociadoEscola Superior de BiotecnologiaUniversidade Católica PortuguesaRua Diogo Botelho 1327Porto4169-005Portugal
| | - Massimo Zaccardelli
- Council for Agricultural Research and EconomicsResearch Centre for Vegetable and Ornamental CropsVia Cavalleggeri 25Pontecagnano‐FaianoSA84098Italy
| | - Aleksei Zavarzin
- Federal Research CenterThe N.I. Vavilov All‐Russian Institute of Plant Genetic ResourcesSt. Petersburg190031Russia
| | - Elena Bitocchi
- Department of Agricultural, Food and Environmental SciencesPolytechnic University of Marchevia Brecce BiancheAncona60131Italy
| | - Emanuele Frontoni
- Department of Information EngineeringPolytechnic University of Marchevia Brecce BiancheAncona60131Italy
| | - Alisdair R. Fernie
- Max‐Planck‐Institute of Molecular Plant PhysiologyAm MüePotsdam‐Golm14476Germany
- Centre of Plant Systems Biology and BiotechnologyPlovdiv4000Bulgaria
| | - Tania Gioia
- School of Agricultural, Forestry, Food and Environmental SciencesUniversity of BasilicataPotenza85100Italy
| | - Andreas Graner
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) GaterslebenSeeland06466Germany
| | - Luis Guasch
- Spanish Plant Genetic Resources National Center (INIA, CRF)National Institute for Agricultural and Food Research and TechnologyAlcalá de HenaresMadrid28800Spain
| | - Lena Prochnow
- EURICE ‐ European Research and Project Office GmbHHeinrich‐Hertz‐Allee 1St. Ingbert66386Germany
| | - Markus Oppermann
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) GaterslebenSeeland06466Germany
| | - Karolina Susek
- Legume Genomics TeamInstitute of Plant GeneticsPolish Academy of SciencesStrzeszynska 34Poznan60‐479Poland
| | - Maud Tenaillon
- INRAECNRSAgroParisTechGénétique Quantitative et Evolution ‐ Le MoulonUniversité Paris‐SaclayGif‐sur‐YvetteFrance
| | - Roberto Papa
- Department of Agricultural, Food and Environmental SciencesPolytechnic University of Marchevia Brecce BiancheAncona60131Italy
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Beleggia R, Omranian N, Holtz Y, Gioia T, Fiorani F, Nigro FM, Pecchioni N, De Vita P, Schurr U, David JL, Nikoloski Z, Papa R. Comparative Analysis Based on Transcriptomics and Metabolomics Data Reveal Differences between Emmer and Durum Wheat in Response to Nitrogen Starvation. Int J Mol Sci 2021; 22:4790. [PMID: 33946478 PMCID: PMC8124848 DOI: 10.3390/ijms22094790] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Revised: 04/27/2021] [Accepted: 04/28/2021] [Indexed: 12/04/2022] Open
Abstract
Mounting evidence indicates the key role of nitrogen (N) on diverse processes in plant, including development and defense. Using a combined transcriptomics and metabolomics approach, we studied the response of seedlings to N starvation of two different tetraploid wheat genotypes from the two main domesticated subspecies: emmer and durum wheat. We found that durum wheat exhibits broader and stronger response in comparison to emmer as seen from the expression pattern of both genes and metabolites and gene enrichment analysis. They showed major differences in the responses to N starvation for transcription factor families, emmer showed differential reduction in the levels of primary metabolites while durum wheat exhibited increased levels of most of them to N starvation. The correlation-based networks, including the differentially expressed genes and metabolites, revealed tighter regulation of metabolism in durum wheat in comparison to emmer. We also found that glutamate and γ-aminobutyric acid (GABA) had highest values of centrality in the metabolic correlation network, suggesting their critical role in the genotype-specific response to N starvation of emmer and durum wheat, respectively. Moreover, this finding indicates that there might be contrasting strategies associated to GABA and glutamate signaling modulating shoot vs. root growth in the two different wheat subspecies.
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Affiliation(s)
- Romina Beleggia
- Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, Italy; (R.B.); (F.M.N.); (N.P.); (P.D.V.)
| | - Nooshin Omranian
- Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam, Germany; (N.O.); (Z.N.)
- Bioinformatics, Institute of Biochemistry and Biology, University of Potsdam, 14476 Potsdam, Germany
| | - Yan Holtz
- Montpellier SupAgro, UMR Amelioration Genetique et Adaptation des Plantes, 34060 Montpellier, France; (Y.H.); (J.L.D.)
| | - Tania Gioia
- Scuola di Scienze Agrarie, Forestali, Alimentari e Ambientali, Università degli Studi della Basilicata, 85100 Potenza, Italy;
| | - Fabio Fiorani
- Institute of Biosciences and Geosciences (IBG-2): Plant Sciences, Forschungszentrum Julich GmbH, 52428 Julich, Germany; (F.F.); (U.S.)
| | - Franca M. Nigro
- Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, Italy; (R.B.); (F.M.N.); (N.P.); (P.D.V.)
| | - Nicola Pecchioni
- Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, Italy; (R.B.); (F.M.N.); (N.P.); (P.D.V.)
| | - Pasquale De Vita
- Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, Italy; (R.B.); (F.M.N.); (N.P.); (P.D.V.)
| | - Ulrich Schurr
- Institute of Biosciences and Geosciences (IBG-2): Plant Sciences, Forschungszentrum Julich GmbH, 52428 Julich, Germany; (F.F.); (U.S.)
| | - Jacques L. David
- Montpellier SupAgro, UMR Amelioration Genetique et Adaptation des Plantes, 34060 Montpellier, France; (Y.H.); (J.L.D.)
| | - Zoran Nikoloski
- Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam, Germany; (N.O.); (Z.N.)
- Bioinformatics, Institute of Biochemistry and Biology, University of Potsdam, 14476 Potsdam, Germany
- Center of Plant Systems Biology and Biotechnology, 4000 Plovdiv, Bulgaria
| | - Roberto Papa
- Council for Agricultural Research and Economics (CREA), Research Centre for Cereal and Industrial Crops (CREA-CI), 71122 Foggia, Italy; (R.B.); (F.M.N.); (N.P.); (P.D.V.)
- Dipartimento di Scienze Agrarie, Alimentari e Ambientali, Università Politecnica delle Marche, 60131 Ancona, Italy
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12
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Discrimination of the Geographical Origin of Soybeans Using NMR-Based Metabolomics. Foods 2021; 10:foods10020435. [PMID: 33671190 PMCID: PMC7922469 DOI: 10.3390/foods10020435] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 02/10/2021] [Accepted: 02/12/2021] [Indexed: 02/01/2023] Open
Abstract
With the increase in soybean trade between countries, the intentional mislabeling of the origin of soybeans has become a serious problem worldwide. In this study, metabolic profiling of soybeans from the Republic of Korea and China was performed by nuclear magnetic resonance (NMR) spectroscopy coupled with multivariate statistical analysis to predict the geographical origin of soybeans. The optimal orthogonal partial least squares-discriminant analysis (OPLS-DA) model was obtained using total area normalization and unit variance (UV) scaling, without applying the variable influences on projection (VIP) cut-off value, resulting in 96.9% sensitivity, 94.4% specificity, and 95.6% accuracy in the leave-one-out cross validation (LOO-CV) test for discriminating between Korean and Chinese soybeans. Soybeans from the northeastern, middle, and southern regions of China were successfully differentiated by standardized area normalization and UV scaling with a VIP cut-off value of 1.0, resulting in 100% sensitivity, 91.7%–100% specificity, and 94.4%–100% accuracy in a LOO-CV test. The methods employed in this study can be used to obtain essential information for the authentication of soybean samples from diverse geographical locations in future studies.
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Rico CM, Wagner D, Abolade O, Lottes B, Coates K. Metabolomics of wheat grains generationally-exposed to cerium oxide nanoparticles. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 712:136487. [PMID: 31931226 DOI: 10.1016/j.scitotenv.2019.136487] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 12/31/2019] [Accepted: 12/31/2019] [Indexed: 06/10/2023]
Abstract
This study investigated changes in metabolite compositions over three generation exposure of wheat (Triticum aestivum) to cerium oxide nanoparticles (CeO2-NPs) in low or high nitrogen soil. The goal was to determine if CeO2-NPs affects grains/seeds quality across generational exposure. Seeds from plants exposed for two generations to 0 or 500 mg CeO2-NPs per kg soil treatment were cultivated for third year in low or high nitrogen soil amended with 0 or 500 mg CeO2-NPs per kg soil. Metabolomics identified 180 metabolites. Multivariate analysis showed that continuous generational exposure to CeO2-NPs altered 18 and 11 metabolites in low N and high N grains, respectively. Interestingly, DNA/RNA metabolites such as thymidine, uracil, guanosine, deoxyguanosine, adenosine monophosphate were affected; a finding that has not been observed on DNA/RNA metabolites of plants exposed to nanoparticles. Nicotianamine, a metabolite playing crucial role in Fe storage in grains, decreased by 33% in grains continuously exposed for three generations to CeO2-NPs at high N soil. Notably, these grains also exhibited a concomitant decrease of 13-16% in Fe concentration. Together these changes suggest alterations in grain quality or implications in ecosystem processes (i.e., productivity, nutrient cycling, ecosystem stability) of progeny plants generationally-exposed to CeO2-NPs.
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Affiliation(s)
- Cyren M Rico
- Missouri State University, Department of Chemistry, 901 S National Ave., Springfield, MO 65897, USA.
| | - Dane Wagner
- Missouri State University, Department of Chemistry, 901 S National Ave., Springfield, MO 65897, USA
| | - Oluwasegun Abolade
- Missouri State University, Department of Chemistry, 901 S National Ave., Springfield, MO 65897, USA
| | - Brett Lottes
- Missouri State University, Department of Chemistry, 901 S National Ave., Springfield, MO 65897, USA
| | - Kameron Coates
- Missouri State University, Department of Chemistry, 901 S National Ave., Springfield, MO 65897, USA
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15
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Longin F, Beck H, Gütler H, Heilig W, Kleinert M, Rapp M, Philipp N, Erban A, Brilhaus D, Mettler-Altmann T, Stich B. Aroma and quality of breads baked from old and modern wheat varieties and their prediction from genomic and flour-based metabolite profiles. Food Res Int 2020; 129:108748. [PMID: 32036907 DOI: 10.1016/j.foodres.2019.108748] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Revised: 10/01/2019] [Accepted: 10/04/2019] [Indexed: 10/25/2022]
Abstract
Bread aroma is the principal characteristic perceived by the consumer yet it is mostly disregarded in the product chain. The main aim of this study was to evaluate the potential to include bread aroma as a new target criterion into the wheat product chain. The objectives of our study were to (i) quantify the influence of genetic versus environmental factors on the bread aroma and quality characteristics, (ii) evaluate whether bread baked from modern wheat varieties differ in terms of aroma from those baked from old varieties, and (iii) compare genomic and metabolomic approaches for their efficiency to predict bread aroma and quality characteristics in a wheat breeding program. Agronomic characters as well as bread aroma and quality traits were assessed for 18 old and 22 modern winter wheat varieties evaluated at up to three locations in Germany. Metabolite profiles of all 120 flour samples were collected using a 7200 GC-QTOF. Considerable differences in the adjusted entry means for all examined bread aroma and quality characters were observed. For aroma, which was rated on a scale from 1 to 9, the adjusted entry means varied for the 40 wheat varieties between 3 and 8. In contrast, the aroma of bread prepared from old and modern wheat varieties did not differ significantly (P < 0.05). Bread aroma was not significantly (P < 0.05) correlated with grain yield, which suggested that it is possible to select for the former character in wheat breeding programs without reducing the gain of selection for the latter. Finally, we have shown that bread aroma can be better predicted using a combination of metabolite and SNP genotyping profiles instead of the SNP genotyping profile only. In conclusion, we have illustrated possibilities to increase the quality of wheat for consumers in the product chain.
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Affiliation(s)
- Friedrich Longin
- State Plant Breeding Institute, Univ. of Hohenheim, 70599 Stuttgart, Germany
| | | | | | | | - Michael Kleinert
- Institute of Food and Beverage Innovation, Zurich University of Applied Sciences, 8820 Wädenswil, Switzerland
| | - Matthias Rapp
- State Plant Breeding Institute, Univ. of Hohenheim, 70599 Stuttgart, Germany
| | - Norman Philipp
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research(IPK), 06466 Gatersleben, Germany
| | - Alexander Erban
- Department of Molecular Physiology, Max-Planck-Institute of Molecular Plant Physiology, 14476 Golm, Germany
| | - Dominik Brilhaus
- Institute of Plant Biochemistry, Heinrich Heine University, 40225 Düsseldorf, Germany; Plant Metabolism and Metabolomics Laboratory, Heinrich Heine University, 40225 Düsseldorf, Germany; Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, 40225 Düsseldorf, Germany
| | - Tabea Mettler-Altmann
- Institute of Plant Biochemistry, Heinrich Heine University, 40225 Düsseldorf, Germany; Plant Metabolism and Metabolomics Laboratory, Heinrich Heine University, 40225 Düsseldorf, Germany; Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, 40225 Düsseldorf, Germany
| | - Benjamin Stich
- Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, 40225 Düsseldorf, Germany; Institute of Quantitative Genetics and Genomics of Plants, Heinrich Heine University, 40225 Düsseldorf, Germany.
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16
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Narducci V, Finotti E, Galli V, Carcea M. Lipids and Fatty Acids in Italian Durum Wheat ( Triticum durum Desf.) Cultivars. Foods 2019; 8:foods8060223. [PMID: 31234422 PMCID: PMC6616852 DOI: 10.3390/foods8060223] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 06/14/2019] [Accepted: 06/19/2019] [Indexed: 11/16/2022] Open
Abstract
The level of variation in lipids and their fatty acids was determined in the grains of 10 popular durum wheat cultivars commercially grown in Central and Southern Italy. Samples were harvested for two consecutive years to account for differences due to changes in climatic conditions. Total fat content was determined by means of the International Association of Cereal Science and Technology (ICC) Standard Method No. 136, whereas the fatty acid profile was determined by gas chromatography. Total lipid content ranged from 2.97% to 3.54% dry basis (d.b.) in the year 2010 and from 3.10% to 3.50% d.b. in the year 2011, and the average value was 3.22% d.b. considering both years together. Six main fatty acids were detected in all samples in order of decreasing amounts: linoleic (C18:2) > palmitic (C16:0) ≈ oleic (C18:1) > linolenic (C18:3) > stearic (C18:0) > palmitoleic (C16:1). Significant variations in the levels of single acids between two years were observed for three samples. These results will be very useful in the updating of food composition databases in general and will help authorities to set proper quality standards for wholegrain flours and products where the germ should be preserved, considering also the recent interest of industry and consumers for these kinds of products.
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Affiliation(s)
- Valentina Narducci
- Research Centre for Food and Nutrition, Council for Agricultural Research and Economics (CREA), Via Ardeatina 546, 00178 Rome, Italy.
| | - Enrico Finotti
- Research Centre for Food and Nutrition, Council for Agricultural Research and Economics (CREA), Via Ardeatina 546, 00178 Rome, Italy.
| | - Vincenzo Galli
- Research Centre for Food and Nutrition, Council for Agricultural Research and Economics (CREA), Via Ardeatina 546, 00178 Rome, Italy.
| | - Marina Carcea
- Research Centre for Food and Nutrition, Council for Agricultural Research and Economics (CREA), Via Ardeatina 546, 00178 Rome, Italy.
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Moazzami Farida SH, Radjabian T. Phytosterols in Salvia Seeds: Content and Composition and Correlation with Environmental Parameters. IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY TRANSACTION A-SCIENCE 2019. [DOI: 10.1007/s40995-019-00721-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Saia S, Fragasso M, De Vita P, Beleggia R. Metabolomics Provides Valuable Insight for the Study of Durum Wheat: A Review. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:3069-3085. [PMID: 30829031 DOI: 10.1021/acs.jafc.8b07097] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Metabolomics is increasingly being applied in various fields offering a highly informative tool for high-throughput diagnostics. However, in plant sciences, metabolomics is underused, even though plant studies are relatively easy and cheap when compared to those on humans and animals. Despite their importance for human nutrition, cereals, and especially wheat, remain understudied from a metabolomics point of view. The metabolomics of durum wheat has been essentially neglected, although its genetic structure allows the inference of common mechanisms that can be extended to other wheat and cereal species. This review covers the present achievements in durum wheat metabolomics highlighting the connections with the metabolomics of other cereal species (especially bread wheat). We discuss the metabolomics data from various studies and their relationships to other "-omics" sciences, in terms of wheat genetics, abiotic and biotic stresses, beneficial microbes, and the characterization and use of durum wheat as feed, food, and food ingredient.
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Affiliation(s)
- Sergio Saia
- Council for Agricultural Research and Economics (CREA) , Research Centre for Cereal and Industrial Crops (CREA-CI) , S.S. 673 , Km 25,200, 71122 Foggia , Italy
- Council for Agricultural Research and Economics (CREA) , Research Centre for Cereal and Industrial Crops (CREA-CI) , S.S. 11 per Torino , Km 2,5, 13100 Vercelli , Italy
| | - Mariagiovanna Fragasso
- Council for Agricultural Research and Economics (CREA) , Research Centre for Cereal and Industrial Crops (CREA-CI) , S.S. 673 , Km 25,200, 71122 Foggia , Italy
| | - Pasquale De Vita
- Council for Agricultural Research and Economics (CREA) , Research Centre for Cereal and Industrial Crops (CREA-CI) , S.S. 673 , Km 25,200, 71122 Foggia , Italy
| | - Romina Beleggia
- Council for Agricultural Research and Economics (CREA) , Research Centre for Cereal and Industrial Crops (CREA-CI) , S.S. 673 , Km 25,200, 71122 Foggia , Italy
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Qiao K, Tian Y, Hu Z, Chai T. Wheat Cell Number Regulator CNR10 Enhances the Tolerance, Translocation, and Accumulation of Heavy Metals in Plants. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:860-867. [PMID: 30532961 DOI: 10.1021/acs.est.8b04021] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Heavy metal contamination affects crop growth and development and can indirectly threaten human health. Therefore, improving the content of microelements and reducing the accumulation of toxic metals by genetic breeding in crops is an effective strategy to solve this environmental problem. Previous reports show plant cadmium resistance (PCR) protein can transport zinc (Zn) and cadmium (Cd). The cell number regulator (CNR) protein, which functions to regulate organ size, has high similarity to, and shares conserved motifs with, PCR. Therefore, CNR may be involved in regulating heavy metal translocation. We isolated TuCNR10 from diploid wheat, Triticum urartu. Real-time quantitative PCR showed TuCNR10 expression increased in the shoots and roots of seedlings under Cd, Zn, and manganese (Mn) stresses. Confocal imaging indicated TuCNR10 was localized at the plasma membrane. Overexpression of TuCNR10 in Arabidopsis and rice enhanced Cd, Zn, and Mn tolerance and improved Cd, Zn, and Mn translocation from roots to shoots. Compared with wild-type rice, rice overexpressing TuCNR10 had lower Cd and higher Zn and Mn contents in grains. These results indicated that TuCNR10 may be a transporter of Cd, Zn, and Mn. TuCNR10 may be a useful genetic resource for microelement fortification and reducing toxic metal accumulation in crops.
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Affiliation(s)
- Kun Qiao
- Shenzhen Key Laboratory of Marine Bioresource & Eco-environmental Science, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography , Shenzhen University , Shenzhen , China
- College of Life Science , University of Chinese Academy of Sciences , Beijing , China
| | - Yanbao Tian
- Institute of Genetics and Developmental Biology , Chinese Academy of Sciences , Beijing , China
| | - Zhangli Hu
- Shenzhen Key Laboratory of Marine Bioresource & Eco-environmental Science, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography , Shenzhen University , Shenzhen , China
| | - Tuanyao Chai
- College of Life Science , University of Chinese Academy of Sciences , Beijing , China
- Institute of Genetics and Developmental Biology , Chinese Academy of Sciences , Beijing , China
- Southeast Asia Biodiversity Research Institute , Chinese Academy of Science , Yezin, Nay Pyi Taw 05282 , Myanmar
- The Innovative Academy of Seed Design (INASEED) , Chinese Academy of Sciences , Beijing , China
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Borrelli GM, Fragasso M, Nigro F, Platani C, Papa R, Beleggia R, Trono D. Analysis of metabolic and mineral changes in response to salt stress in durum wheat (Triticum turgidum ssp. durum) genotypes, which differ in salinity tolerance. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2018; 133:57-70. [PMID: 30390432 DOI: 10.1016/j.plaphy.2018.10.025] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Revised: 10/23/2018] [Accepted: 10/23/2018] [Indexed: 06/08/2023]
Abstract
The key mechanisms of salinity tolerance (ST) in durum wheat were investigated, with five genotypes used to determine changes in morpho-physiological traits and mineral and metabolite contents after exposure to 50, 100 and 200 mM NaCl. Plant growth impairment was evident at the highest salt level. Under this condition, a wide range of shoot Na+ contents and ST were observed within genotypes. However, no significant correlation was seen between ST and Na+ exclusion from the shoots, which indicates that tissue tolerance also has a role. Consistent with this, there was significant correlation between ST and the Na+:K+ ratio in the shoots. Indeed, the maintenance of the shoot Na+ and K+ homeostasis was found to be essential to achieve osmotic adjustment, which relied substantially on inorganic osmolytes, and to avoid toxicity symptoms, such as chlorophyll loss, which appeared only at the highest salinity level. Consistently, the metabolite changes occurred mainly in the shoots, with a dual response to salinity: (i) a conserved response that was common to all the genotypes and resulted in the accumulation of proline and in the depletion of organic acids, including some intermediates of the Krebs cycle; and (ii) a genotype-specific response that involved the accumulation of GABA, threonine, leucine, glutamic acid, glycine, mannose and fructose and appeared related to the different tolerance of genotypes to salinity. The lower magnitude of response to salinity detected in the roots confirmed the major role of the shoots in the determination of ST of durum wheat.
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Affiliation(s)
- Grazia Maria Borrelli
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Mariagiovanna Fragasso
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Franca Nigro
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Cristiano Platani
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Roberto Papa
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Romina Beleggia
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
| | - Daniela Trono
- Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria, Centro di Ricerca Cerealicoltura e Colture Industriali, S.S. 673, Km 25,200, 71122, Foggia, Italy.
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Comparison between fatty acid profiles of old and modern varieties of T. turgidum and T. aestivum: A case study in central Italy. J Cereal Sci 2018. [DOI: 10.1016/j.jcs.2018.06.012] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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22
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Shewry P, Rakszegi M, Lovegrove A, Amos D, Corol DI, Tawfike A, Mikó P, Ward JL. Effects of Organic and Conventional Crop Nutrition on Profiles of Polar Metabolites in Grain of Wheat. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018; 66:5346-5351. [PMID: 29746125 DOI: 10.1021/acs.jafc.8b01593] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The profiles of polar metabolites were determined in wholemeal flours of grain from the Broadbalk wheat experiment and from plants grown under organic and low-input systems to study the effects of nutrition on composition. The Broadbalk samples showed increased amino acids, acetate, and choline and decreased fructose and succinate with increasing nitrogen fertilization. Samples receiving farm yard manure had similar grain nitrogen to those receiving 96 kg of N/ha but had higher contents of amino acids, sugars, and organic acids. A comparison of the profiles of grain from organic and low-input systems showed only partial separation, with clear effects of climate and agronomy. However, supervised multivariate analysis showed that the low-input samples had higher contents of many amino acids, raffinose, glucose, organic acids, and choline and lower sucrose, fructose, and glycine. Consequently, although differences between organic and conventional grain occur, these cannot be used to confirm sample identity.
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Affiliation(s)
- Peter Shewry
- School of Agriculture, Policy and Development , University of Reading , Whiteknights Campus, Early Gate, Reading RG6 6AR , United Kingdom
| | - Marianna Rakszegi
- Agricultural Institute, Centre for Agricultural Research , Hungarian Academy of Sciences , Brunszvik ut 2 , Martonvásár 2462 , Hungary
| | | | - Dominic Amos
- Organic Research Centre , Elm Farm, Hamstead Marshall, Newbury , Berkshire RG20 0HR , United Kingdom
| | | | | | - Péter Mikó
- Agricultural Institute, Centre for Agricultural Research , Hungarian Academy of Sciences , Brunszvik ut 2 , Martonvásár 2462 , Hungary
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23
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Iannucci A, Fragasso M, Beleggia R, Nigro F, Papa R. Evolution of the Crop Rhizosphere: Impact of Domestication on Root Exudates in Tetraploid Wheat ( Triticum turgidum L.). FRONTIERS IN PLANT SCIENCE 2017; 8:2124. [PMID: 29326736 PMCID: PMC5733359 DOI: 10.3389/fpls.2017.02124] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Accepted: 11/29/2017] [Indexed: 05/23/2023]
Abstract
Domestication has induced major genetic changes in crop plants to satisfy human needs and as a consequence of adaptation to agroecosystems. This adaptation might have affected root exudate composition, which can influence the interactions in the rhizosphere. Here, using two different soil types (sand, soil), we provide an original example of the impact of domestication and crop evolution on root exudate composition through metabolite profiling of root exudates for a panel of 10 wheat genotypes that correspond to the key steps in domestication of tetraploid wheat (wild emmer, emmer, durum wheat). Our data show that soil type can dramatically affect the composition of root exudates in the rhizosphere. Moreover, the composition of the rhizosphere metabolites is associated with differences among the genotypes of the wheat domestication groups, as seen by the high heritability of some of the metabolites. Overall, we show that domestication and breeding have had major effects on root exudates in the rhizosphere, which suggests the adaptive nature of these changes.
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Affiliation(s)
- Anna Iannucci
- Centro di Ricerca per la Cerealicoltura e le Colture Industriali, Consiglio per la Ricerca in Agricoltura e l'analisi dell'Economia Agraria (CREA-CI), Foggia, Italy
| | - Mariagiovanna Fragasso
- Centro di Ricerca per la Cerealicoltura e le Colture Industriali, Consiglio per la Ricerca in Agricoltura e l'analisi dell'Economia Agraria (CREA-CI), Foggia, Italy
| | - Romina Beleggia
- Centro di Ricerca per la Cerealicoltura e le Colture Industriali, Consiglio per la Ricerca in Agricoltura e l'analisi dell'Economia Agraria (CREA-CI), Foggia, Italy
| | - Franca Nigro
- Centro di Ricerca per la Cerealicoltura e le Colture Industriali, Consiglio per la Ricerca in Agricoltura e l'analisi dell'Economia Agraria (CREA-CI), Foggia, Italy
| | - Roberto Papa
- Centro di Ricerca per la Cerealicoltura e le Colture Industriali, Consiglio per la Ricerca in Agricoltura e l'analisi dell'Economia Agraria (CREA-CI), Foggia, Italy
- Dipartimento di Scienze Agrarie, Alimentari e Ambientali, Università Politecnica delle Marche, Ancona, Italy
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Shamloo M, Babawale EA, Furtado A, Henry RJ, Eck PK, Jones PJH. Effects of genotype and temperature on accumulation of plant secondary metabolites in Canadian and Australian wheat grown under controlled environments. Sci Rep 2017; 7:9133. [PMID: 28831148 PMCID: PMC5567368 DOI: 10.1038/s41598-017-09681-5] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 07/28/2017] [Indexed: 12/02/2022] Open
Abstract
Predictions of global increased temperature are for 1.8–4 °C by 2100. Increased temperature as an abiotic stress may exert a considerable influence on the levels of secondary metabolites in plants. These secondary metabolites may possibly exert biological activities beneficial in prevention or treatment of disorders linked to oxidative stress in human. Wheat secondary compounds in three Canadian and three Australian genotypes grown under controlled environments, in which the only changing parameter was temperature, were investigated. Kennedy and AC Navigator contained the highest amount of total phenolic acids among Australian and Canadian wheat genotypes, respectively. The total phenolic acids and total flavonoid contents of wheat genotypes increased following the increase of the growing temperature. In all the wheat genotypes, regardless of their growing temperatures, linoleic acid (C18:2n6) was measured as the main fatty acid. Significant increases in palmitic acid (C16:0) and oleic acid (C18:1n9) and significant decreases in linoleic acid (C18:2n6) and linolenic acid (C18:3n3) were observed at increased of growing temperature for all wheat genotypes. Growing temperature decreased campesterol content of wheat genotypes. Genotype and growing temperature significantly shifted the production of wheat secondary metabolites. This information might be used as a guide for breeding wheat varieties with higher antioxidant properties.
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Affiliation(s)
- Maryam Shamloo
- Richardson Centre for Functional Foods and Nutraceuticals, University of Manitoba, Winnipeg, MB R3T 2N2, Canada.,Department of Food Science, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
| | - Elizabeth A Babawale
- Richardson Centre for Functional Foods and Nutraceuticals, University of Manitoba, Winnipeg, MB R3T 2N2, Canada
| | - Agnelo Furtado
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia QLD, 4072, Australia
| | - Robert J Henry
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia QLD, 4072, Australia
| | - Peter K Eck
- Department of Human Nutritional Sciences, W569 Duff Roblin Building, 190 Dysart Road, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
| | - Peter J H Jones
- Richardson Centre for Functional Foods and Nutraceuticals, University of Manitoba, Winnipeg, MB R3T 2N2, Canada. .,Department of Food Science, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada.
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25
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Min B, González-Thuillier I, Powers SJ, Wilde P, Shewry PR, Haslam RP. Effects of Cultivar and Nitrogen Nutrition on the Lipid Composition of Wheat Flour. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:5427-5434. [PMID: 28614658 DOI: 10.1021/acs.jafc.7b01437] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Despite being minor components of flour, wheat (Triticum aestivum L.) lipids contribute to grain processing. They are particularly important for bread making, where they adsorb to the surface of gas bubbles formed during the proving stage of bread making, stabilizing the gas cells and improving gas retention within the dough. This contributes to the volume and texture of the loaf. However, little is understood about how their amount, composition, and properties vary in response to genotype (G), environment (E) or G × E interactions. Six wheat lines were therefore grown at three levels of nitrogen supply at Rothamsted Research, and 48 lipid species across six lipid classes were identified and quantified in white flour using electrospray ionization-tandem triple quadrupole mass spectrometry (ESI-MS/MS). This showed clear differences in the contents and compositions of lipids between cultivar as well as effects of nitrogen fertilization, which would be expected to have impacts on the processing properties of the samples.
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Affiliation(s)
| | | | | | - Peter Wilde
- Quadram Institute Bioscience, Institute of Food Research , Norwich Research Park NR4 7UA, United Kingdom
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Konopka I, Grabiński J, Skrajda M, Dąbrowski G, Tańska M, Podolska G. Variation of wheat grain lipid fraction and its antioxidative status under the impact of delayed sowing. J Cereal Sci 2017. [DOI: 10.1016/j.jcs.2017.05.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Zengin G, Nithiyanantham S, Sarikurkcu C, Uysal S, Ceylan R, Ramya KS, Maskovic P, Aktumsek A. Identification of phenolic profiles, fatty acid compositions, antioxidant activities, and enzyme inhibition effects of seven wheat cultivars grown in Turkey: A phytochemical approach for their nutritional value. INTERNATIONAL JOURNAL OF FOOD PROPERTIES 2017. [DOI: 10.1080/10942912.2016.1238391] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Gokhan Zengin
- Department of Biology, Science Faculty, Selcuk University, Konya-Turkey
| | | | - Cengiz Sarikurkcu
- Department of Analytical Chemistry, Faculty of Pharmacy, Suleyman Demirel University, Isparta, Turkey
| | - Sengul Uysal
- Department of Biology, Science Faculty, Selcuk University, Konya-Turkey
| | - Ramazan Ceylan
- Department of Biology, Science Faculty, Selcuk University, Konya-Turkey
| | | | - Pavle Maskovic
- Department of Food Technology, Faculty of Agronomy, University of Kragujevac, Cara Dušana, Čačak, Republic of Serbia
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Di Silvestro R, Di Loreto A, Bosi S, Bregola V, Marotti I, Benedettelli S, Segura-Carretero A, Dinelli G. Environment and genotype effects on antioxidant properties of organically grown wheat varieties: a 3-year study. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2017; 97:641-649. [PMID: 27133233 DOI: 10.1002/jsfa.7782] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Revised: 04/13/2016] [Accepted: 04/25/2016] [Indexed: 06/05/2023]
Abstract
BACKGROUND Wheat grain (Triticum aestivum L.) possesses significant amounts of antioxidants that contribute to the dietary antiradical protection against a number of chronic diseases. Despite the increasing interest in organic food among both consumers and scientists, the availability of literature studies concerning the environment effect under organic management is still scarce. The aim of this study was to evaluate the antioxidant properties of wheat varieties by considering the genotype response to different environmental factors under biodynamic management. RESULTS The soluble fraction of phenolic compounds was mainly determined by the environment, whereas a major genotypic effect was observed for the bound forms, which were present at higher amounts in red grain varieties. Moreover, a predominant effect of genotype was observed for yellow pigment content and antioxidant activity determined by the FRAP method. Despite some changes induced by environment, most genotypes had stable antioxidant properties and different phenolic profiles as determined by high-performance liquid chromatography-mass spectrometry, except for the old variety Inallettabile, which was the most sensitive to environmental fluctuations. CONCLUSION The red grain varieties Andriolo, Gentil rosso and Verna were identified as the most promising breeding material for the development of varieties with high nutraceutical value under low-input management. © 2016 Society of Chemical Industry.
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Affiliation(s)
- Raffaella Di Silvestro
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
- Department of Food and Nutritional Sciences, University of Reading, Reading, RG6 6AP, UK
| | - Alessandro Di Loreto
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
| | - Sara Bosi
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
| | - Valeria Bregola
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
| | - Ilaria Marotti
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
| | - Stefano Benedettelli
- Department of Agrifood Production and Environmental Sciences, University of Florence, 50144, Florence, Italy
| | - Antonio Segura-Carretero
- Department of Analytical Chemistry, University of Granada, 18071, Granada, Spain
- Research and Development of Functional Food Centre (CIDAF), 18016, Granada, Spain
| | - Giovanni Dinelli
- Department of Agricultural Sciences, University of Bologna, 40127, Bologna, Italy
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29
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Forster SM, Ransom JK, Manthey FA, Rickertsen JR, Mehring GH. Planting Date, Seeding Rate, and Cultivar Impact Agronomic Traits and Semolina of Durum Wheat. ACTA ACUST UNITED AC 2017. [DOI: 10.4236/ajps.2017.89137] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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30
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Matros A, Liu G, Hartmann A, Jiang Y, Zhao Y, Wang H, Ebmeyer E, Korzun V, Schachschneider R, Kazman E, Schacht J, Longin F, Reif JC, Mock HP. Genome-metabolite associations revealed low heritability, high genetic complexity, and causal relations for leaf metabolites in winter wheat (Triticum aestivum). JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:415-428. [PMID: 28007948 PMCID: PMC5441906 DOI: 10.1093/jxb/erw441] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
We investigated associations between the metabolic phenotype, consisting of quantitative data of 76 metabolites from 135 contrasting winter wheat (Triticum aestivum) lines, and 17 372 single nucleotide polymorphism (SNP) markers. Metabolite profiles were generated from flag leaves of plants from three different environments, with average repeatabilities of 0.5-0.6. The average heritability of 0.25 was unaffected by the heading date. Correlations among metabolites reflected their functional grouping, highlighting the strict coordination of various routes of the citric acid cycle. Genome-wide association studies identified significant associations for six metabolic traits, namely oxalic acid, ornithine, L-arginine, pentose alcohol III, L-tyrosine, and a sugar oligomer (oligo II), with between one and 17 associated SNPs. Notable associations with genes regulating transcription or translation explained between 2.8% and 32.5% of the genotypic variance (pG). Further candidate genes comprised metabolite carriers (pG 32.5-38.1%), regulatory proteins (pG 0.3-11.1%), and metabolic enzymes (pG 2.5-32.5%). The combinatorial use of genomic and metabolic data to construct partially directed networks revealed causal inferences in the correlated metabolite traits and associated SNPs. The evaluated causal relationships will provide a basis for predicting the effects of genetic interferences on groups of correlated metabolic traits, and thus on specific metabolic phenotypes.
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Affiliation(s)
- Andrea Matros
- Department of Physiology and Cell Biology, Applied Biochemistry, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Guozheng Liu
- Department of Breeding Research, Quantitative Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Anja Hartmann
- Department of Physiology and Cell Biology, Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Yong Jiang
- Department of Breeding Research, Quantitative Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Yusheng Zhao
- Department of Breeding Research, Quantitative Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Huange Wang
- Biometris, Department of Plant Sciences, Wageningen University, PB Wageningen, The Netherlands
| | | | | | | | - Ebrahim Kazman
- Lantmännen SW Seed Hadmersleben GmbH, Hadmersleben, Germany
| | | | - Friedrich Longin
- University of Hohenheim, State Plant Breeding Institute, Stuttgart, Germany
| | - Jochen Christoph Reif
- Department of Breeding Research, Quantitative Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Hans-Peter Mock
- Department of Physiology and Cell Biology, Applied Biochemistry, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
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31
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Effect of genotype, environment and crop management on yield and quality traits in spring wheat. J Cereal Sci 2016. [DOI: 10.1016/j.jcs.2016.09.012] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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32
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Rascio A, Beleggia R, Platani C, Nigro F, Codianni P, De Santis G, Rinaldi M, Fragasso M. Metabolomic diversity for biochemical traits of Triticum sub-species. J Cereal Sci 2016. [DOI: 10.1016/j.jcs.2016.08.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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33
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Beleggia R, Rau D, Laidò G, Platani C, Nigro F, Fragasso M, De Vita P, Scossa F, Fernie AR, Nikoloski Z, Papa R. Evolutionary Metabolomics Reveals Domestication-Associated Changes in Tetraploid Wheat Kernels. Mol Biol Evol 2016; 33:1740-53. [PMID: 27189559 PMCID: PMC4915355 DOI: 10.1093/molbev/msw050] [Citation(s) in RCA: 84] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Domestication and breeding have influenced the genetic structure of plant populations due to selection for adaptation from natural habitats to agro-ecosystems. Here, we investigate the effects of selection on the contents of 51 primary kernel metabolites and their relationships in three Triticum turgidum L. subspecies (i.e., wild emmer, emmer, durum wheat) that represent the major steps of tetraploid wheat domestication. We present a methodological pipeline to identify the signature of selection for molecular phenotypic traits (e.g., metabolites and transcripts). Following the approach, we show that a reduction in unsaturated fatty acids was associated with selection during domestication of emmer (primary domestication). We also show that changes in the amino acid content due to selection mark the domestication of durum wheat (secondary domestication). These effects were found to be partially independent of the associations that unsaturated fatty acids and amino acids have with other domestication-related kernel traits. Changes in contents of metabolites were also highlighted by alterations in the metabolic correlation networks, indicating wide metabolic restructuring due to domestication. Finally, evidence is provided that wild and exotic germplasm can have a relevant role for improvement of wheat quality and nutritional traits.
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Affiliation(s)
- Romina Beleggia
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy
| | - Domenico Rau
- Dipartimento di Agraria, Università degli Studi di Sassari, Sassari, Italy
| | - Giovanni Laidò
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy
| | - Cristiano Platani
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy Consiglio per la ricerca in agricoltura e l'analisi dell' economia agraria - Unità di Ricerca per l'Orticoltura (CREA-ORA), Monsampolo del Tronto (AP), Italy
| | - Franca Nigro
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy
| | - Mariagiovanna Fragasso
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy
| | - Pasquale De Vita
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy
| | - Federico Scossa
- Consiglio per la ricerca in agricoltura e l'analisi dell' economia agraria, Centro di Ricerca per la Frutticoltura (CREA-FRU), Roma, Italy
| | - Alisdair R Fernie
- Central Metabolism Group, Max-Planck-Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Zoran Nikoloski
- Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Roberto Papa
- Consiglio per la ricerca in agricoltura e l'analisi dell'economia agraria, Centro di Ricerca per la Cerealicoltura (CREA-CER), Foggia, Italy Dipartimento di Scienze Agrarie, Alimentari e Ambientali (D3A), Università Politecnica delle Marche, Ancona, Italy
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Francki MG, Hayton S, Gummer JPA, Rawlinson C, Trengove RD. Metabolomic profiling and genomic analysis of wheat aneuploid lines to identify genes controlling biochemical pathways in mature grain. PLANT BIOTECHNOLOGY JOURNAL 2016; 14:649-60. [PMID: 26032167 PMCID: PMC11388812 DOI: 10.1111/pbi.12410] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Revised: 05/01/2015] [Accepted: 05/05/2015] [Indexed: 05/11/2023]
Abstract
Metabolomics is becoming an increasingly important tool in plant genomics to decipher the function of genes controlling biochemical pathways responsible for trait variation. Although theoretical models can integrate genes and metabolites for trait variation, biological networks require validation using appropriate experimental genetic systems. In this study, we applied an untargeted metabolite analysis to mature grain of wheat homoeologous group 3 ditelosomic lines, selected compounds that showed significant variation between wheat lines Chinese Spring and at least one ditelosomic line, tracked the genes encoding enzymes of their biochemical pathway using the wheat genome survey sequence and determined the genetic components underlying metabolite variation. A total of 412 analytes were resolved in the wheat grain metabolome, and principal component analysis indicated significant differences in metabolite profiles between Chinese Spring and each ditelosomic lines. The grain metabolome identified 55 compounds positively matched against a mass spectral library where the majority showed significant differences between Chinese Spring and at least one ditelosomic line. Trehalose and branched-chain amino acids were selected for detailed investigation, and it was expected that if genes encoding enzymes directly related to their biochemical pathways were located on homoeologous group 3 chromosomes, then corresponding ditelosomic lines would have a significant reduction in metabolites compared with Chinese Spring. Although a proportion showed a reduction, some lines showed significant increases in metabolites, indicating that genes directly and indirectly involved in biosynthetic pathways likely regulate the metabolome. Therefore, this study demonstrated that wheat aneuploid lines are suitable experimental genetic system to validate metabolomics-genomics networks.
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Affiliation(s)
- Michael G Francki
- Department of Agriculture and Food Western Australia, Grains Industry, South Perth, WA, Australia
- State Agricultural Biotechnology Centre, Murdoch University, Murdoch, WA, Australia
| | - Sarah Hayton
- Separation Science and Metabolomics Laboratory, Research and Development, Murdoch University, Murdoch, WA, Australia
| | - Joel P A Gummer
- Separation Science and Metabolomics Laboratory, Research and Development, Murdoch University, Murdoch, WA, Australia
- School of Veterinary and Life Sciences, Murdoch University, Murdoch, WA, Australia
- Metabolomics Australia, Murdoch University Node, Murdoch, WA, Australia
| | - Catherine Rawlinson
- Separation Science and Metabolomics Laboratory, Research and Development, Murdoch University, Murdoch, WA, Australia
- Metabolomics Australia, Murdoch University Node, Murdoch, WA, Australia
| | - Robert D Trengove
- Separation Science and Metabolomics Laboratory, Research and Development, Murdoch University, Murdoch, WA, Australia
- School of Veterinary and Life Sciences, Murdoch University, Murdoch, WA, Australia
- Metabolomics Australia, Murdoch University Node, Murdoch, WA, Australia
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de Leonardis AM, Fragasso M, Beleggia R, Ficco DBM, de Vita P, Mastrangelo AM. Effects of Heat Stress on Metabolite Accumulation and Composition, and Nutritional Properties of Durum Wheat Grain. Int J Mol Sci 2015; 16:30382-404. [PMID: 26703576 PMCID: PMC4691181 DOI: 10.3390/ijms161226241] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Revised: 12/09/2015] [Accepted: 12/14/2015] [Indexed: 11/27/2022] Open
Abstract
Durum wheat (Triticum turgidum (L.) subsp. turgidum (L.) convar. durum (Desf.)) is momentous for human nutrition, and environmental stresses can strongly limit the expression of yield potential and affect the qualitative characteristics of the grain. The aim of this study was to determine how heat stress (five days at 37 °C) applied five days after flowering affects the nutritional composition, antioxidant capacity and metabolic profile of the grain of two durum wheat genotypes: "Primadur", an elite cultivar with high yellow index, and "T1303", an anthocyanin-rich purple cultivar. Qualitative traits and metabolite evaluation (by gas chromatography linked to mass spectrometry) were carried out on immature (14 days after flowering) and mature seeds. The effects of heat stress were genotype-dependent. Although some metabolites (e.g., sucrose, glycerol) increased in response to heat stress in both genotypes, clear differences were observed. Following the heat stress, there was a general increase in most of the analyzed metabolites in "Primadur", with a general decrease in "T1303". Heat shock applied early during seed development produced changes that were observed in immature seeds and also long-term effects that changed the qualitative and quantitative parameters of the mature grain. Therefore, short heat-stress treatments can affect the nutritional value of grain of different genotypes of durum wheat in different ways.
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Affiliation(s)
- Anna Maria de Leonardis
- Cereal Research Centre, Council for Agricultural Research and Economics, Foggia 71122, Italy.
- Department of the Sciences of Agriculture, Food and Environment, University of Foggia, S.S. 673 Km 25,200, Foggia 71122, Italy.
| | - Mariagiovanna Fragasso
- Cereal Research Centre, Council for Agricultural Research and Economics, Foggia 71122, Italy.
| | - Romina Beleggia
- Cereal Research Centre, Council for Agricultural Research and Economics, Foggia 71122, Italy.
| | | | - Pasquale de Vita
- Cereal Research Centre, Council for Agricultural Research and Economics, Foggia 71122, Italy.
| | - Anna Maria Mastrangelo
- Cereal Research Centre, Council for Agricultural Research and Economics, Foggia 71122, Italy.
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36
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Luthria DL, Lu Y, John KM. Bioactive phytochemicals in wheat: Extraction, analysis, processing, and functional properties. J Funct Foods 2015. [DOI: 10.1016/j.jff.2015.01.001] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
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Na Jom K, Chanput W, Ngampongsai S. Effect of genetic and climatic variability on the metabolic profiles of black gram (Vigna mungo L.) seeds and sprouts. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2015; 95:1662-1669. [PMID: 25112789 DOI: 10.1002/jsfa.6869] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2014] [Revised: 08/05/2014] [Accepted: 08/07/2014] [Indexed: 06/03/2023]
Abstract
BACKGROUND Black gram is becoming increasingly of interest for consumers worldwide. The metabolomics have been conducted to reflect the life history of each individual plant. The metabolic pattern of black gram seeds and sprouts was profiled to investigate genetic and climatic influences on a broad range of chemical constituents. RESULTS Distinct differences in metabolite profiles among three black gram varieties for both intact seeds and sprouts were observed. The differential impact of climate on metabolite profiles of the variety Chai Nat 80 during both dry and rainy seasons was investigated. Univariate statistical analysis demonstrated that greater maturity due to adequate moisture in the rainy season led to a higher content of nutritionally relevant polar metabolites, whereas the dry season resulted in a high relative amount of storage lipid because of immaturity due to insufficient rain and water supply. CONCLUSION The investigation confirmed the potential of metabolite profiling to assist in breeding and farming practices.
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Affiliation(s)
- Kriskamol Na Jom
- Department of Food Science and Technology, Faculty of Agro-Industry, Kasetsart University, Bangkok, Thailand
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Rozbicki J, Ceglińska A, Gozdowski D, Jakubczak M, Cacak-Pietrzak G, Mądry W, Golba J, Piechociński M, Sobczyński G, Studnicki M, Drzazga T. Influence of the cultivar, environment and management on the grain yield and bread-making quality in winter wheat. J Cereal Sci 2015. [DOI: 10.1016/j.jcs.2014.11.001] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Valluru R, Reynolds MP, Salse J. Genetic and molecular bases of yield-associated traits: a translational biology approach between rice and wheat. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2014; 127:1463-89. [PMID: 24913362 DOI: 10.1007/s00122-014-2332-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2013] [Accepted: 05/15/2014] [Indexed: 05/21/2023]
Abstract
Transferring the knowledge bases between related species may assist in enlarging the yield potential of crop plants. Being cereals, rice and wheat share a high level of gene conservation; however, they differ at metabolic levels as a part of the environmental adaptation resulting in different yield capacities. This review focuses on the current understanding of genetic and molecular regulation of yield-associated traits in both crop species, highlights the similarities and differences and presents the putative knowledge gaps. We focus on the traits associated with phenology, photosynthesis, and assimilate partitioning and lodging resistance; the most important drivers of yield potential. Currently, there are large knowledge gaps in the genetic and molecular control of such major biological processes that can be filled in a translational biology approach in transferring genomics and genetics informations between rice and wheat.
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Affiliation(s)
- Ravi Valluru
- Wheat Physiology, Global Wheat Program, International Maize and Wheat Improvement Center (CIMMYT), 56130, Mexico DF, Mexico,
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Martini D, Taddei F, Nicoletti I, Ciccoritti R, Corradini D, D'Egidio MG. Effects of Genotype and Environment on Phenolic Acids Content and Total Antioxidant Capacity in Durum Wheat. Cereal Chem 2014. [DOI: 10.1094/cchem-09-13-0201-cesi] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Daniela Martini
- Consiglio per la Ricerca e la Sperimentazione in Agricoltura, Unità di Ricerca per la Valorizzazione Qualitativa dei Cereali (CRA-QCE), Via Cassia 176, 00191 Rome, Italy
- Università Campus Bio-Medico, Via Alvaro del Portillo 21, 00128 Rome, Italy
| | - Federica Taddei
- Consiglio per la Ricerca e la Sperimentazione in Agricoltura, Unità di Ricerca per la Valorizzazione Qualitativa dei Cereali (CRA-QCE), Via Cassia 176, 00191 Rome, Italy
| | - Isabella Nicoletti
- Istituto di Metodologie Chimiche, Consiglio Nazionale delle Ricerche, Area della Ricerca di Roma 1, Via Salaria km 29.300, 00015 Montelibretti (RM), Italy
| | - Roberto Ciccoritti
- Consiglio per la Ricerca e la Sperimentazione in Agricoltura, Unità di Ricerca per la Valorizzazione Qualitativa dei Cereali (CRA-QCE), Via Cassia 176, 00191 Rome, Italy
- Università Campus Bio-Medico, Via Alvaro del Portillo 21, 00128 Rome, Italy
| | - Danilo Corradini
- Istituto di Metodologie Chimiche, Consiglio Nazionale delle Ricerche, Area della Ricerca di Roma 1, Via Salaria km 29.300, 00015 Montelibretti (RM), Italy
| | - Maria Grazia D'Egidio
- Consiglio per la Ricerca e la Sperimentazione in Agricoltura, Unità di Ricerca per la Valorizzazione Qualitativa dei Cereali (CRA-QCE), Via Cassia 176, 00191 Rome, Italy
- Corresponding author. Phone: +39-06-3295705. E-mail:
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Sauvage C, Segura V, Bauchet G, Stevens R, Do PT, Nikoloski Z, Fernie AR, Causse M. Genome-Wide Association in Tomato Reveals 44 Candidate Loci for Fruit Metabolic Traits. PLANT PHYSIOLOGY 2014; 165:1120-1132. [PMID: 24894148 PMCID: PMC4081326 DOI: 10.1104/pp.114.241521] [Citation(s) in RCA: 146] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Genome-wide association studies have been successful in identifying genes involved in polygenic traits and are valuable for crop improvement. Tomato (Solanum lycopersicum) is a major crop and is highly appreciated worldwide for its health value. We used a core collection of 163 tomato accessions composed of S. lycopersicum, S. lycopersicum var cerasiforme, and Solanum pimpinellifolium to map loci controlling variation in fruit metabolites. Fruits were phenotyped for a broad range of metabolites, including amino acids, sugars, and ascorbate. In parallel, the accessions were genotyped with 5,995 single-nucleotide polymorphism markers spread over the whole genome. Genome-wide association analysis was conducted on a large set of metabolic traits that were stable over 2 years using a multilocus mixed model as a general method for mapping complex traits in structured populations and applied to tomato. We detected a total of 44 loci that were significantly associated with a total of 19 traits, including sucrose, ascorbate, malate, and citrate levels. These results not only provide a list of candidate loci to be functionally validated but also a powerful analytical approach for finding genetic variants that can be directly used for crop improvement and deciphering the genetic architecture of complex traits.
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Affiliation(s)
- Christopher Sauvage
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Vincent Segura
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Guillaume Bauchet
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Rebecca Stevens
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Phuc Thi Do
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Zoran Nikoloski
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Alisdair R Fernie
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
| | - Mathilde Causse
- Institut National de la Recherche Agronomique, UR1052, Génétique et Amélioration des Fruits et Légumes, 84143 Montfavet cedex, France (C.S., G.B., R.S., M.C.);Institut National de la Recherche Agronomique, UR0588, 45075 Orleans cedex 2, France (V.S.);Syngenta Seeds, 31790 Saint Sauveur, France (G.B.);Max-Planck-Institut für Molekulare Pflanzenphysiologie, 14476 Potsdam-Golm, Germany (P.T.D., Z.N., A.R.F.); andFaculty of Biology, University of Science, Vietnam National University, Thanh Xuan, Hanoi, Vietnam (P.T.D.)
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Andersson AA, Dimberg L, Åman P, Landberg R. Recent findings on certain bioactive components in whole grain wheat and rye. J Cereal Sci 2014. [DOI: 10.1016/j.jcs.2014.01.003] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Khakimov B, Bak S, Engelsen SB. High-throughput cereal metabolomics: Current analytical technologies, challenges and perspectives. J Cereal Sci 2014. [DOI: 10.1016/j.jcs.2013.10.002] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Baniasadi H, Vlahakis C, Hazebroek J, Zhong C, Asiago V. Effect of environment and genotype on commercial maize hybrids using LC/MS-based metabolomics. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2014; 62:1412-22. [PMID: 24479624 DOI: 10.1021/jf404702g] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
We recently applied gas chromatography coupled to time-of-flight mass spectrometry (GC/TOF-MS) and multivariate statistical analysis to measure biological variation of many metabolites due to environment and genotype in forage and grain samples collected from 50 genetically diverse nongenetically modified (non-GM) DuPont Pioneer commercial maize hybrids grown at six North American locations. In the present study, the metabolome coverage was extended using a core subset of these grain and forage samples employing ultra high pressure liquid chromatography (uHPLC) mass spectrometry (LC/MS). A total of 286 and 857 metabolites were detected in grain and forage samples, respectively, using LC/MS. Multivariate statistical analysis was utilized to compare and correlate the metabolite profiles. Environment had a greater effect on the metabolome than genetic background. The results of this study support and extend previously published insights into the environmental and genetic associated perturbations to the metabolome that are not associated with transgenic modification.
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Affiliation(s)
- Hamid Baniasadi
- DuPont Pioneer, Analytical & Genomics Technologies, 7300 NW 62nd Avenue, Johnston, Iowa, 50131-1004, United States
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45
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Heuberger AL, Broeckling CD, Kirkpatrick KR, Prenni JE. Application of nontargeted metabolite profiling to discover novel markers of quality traits in an advanced population of malting barley. PLANT BIOTECHNOLOGY JOURNAL 2014; 12:147-60. [PMID: 24119106 DOI: 10.1111/pbi.12122] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2013] [Revised: 08/15/2013] [Accepted: 08/20/2013] [Indexed: 05/02/2023]
Abstract
The process of breeding superior varieties for the agricultural industry is lengthy and expensive. Plant metabolites may act as markers of quality traits, potentially expediting the appraisal of experimental lines during breeding. Here, we evaluated the utility of metabolites as markers by assessing metabolic variation influenced by genetic and environmental factors in an advanced breeding setting and in relation to the phenotypic distribution of 20 quality traits. Nontargeted liquid chromatography-mass spectrometry metabolite profiling was performed on barley (Hordeum vulgare L.) grain and malt from 72 advanced malting barley lines grown at two distinct but climatically similar locations, with 2-row and 6-row barley as the main genetic factors. 27 420 molecular features were detected, and the metabolite and quality trait profiles were similarly influenced by genotype and environment; however, malt was more influenced by genotype compared with barley. An O2PLS model characterized molecular features and quality traits that covaried, and 1319 features associated with at least one of 20 quality traits. An indiscriminant MS/MS acquisition and novel data analysis method facilitated the identification of metabolites. The analysis described 216 primary and secondary metabolites that correlated with multiple quality traits and included amines, amino acids, alkaloids, polyphenolics and lipids. The mechanisms governing quality trait-metabolite associations were interpreted based on colocalization to genetic markers and their gene annotations. The results of this study support the hypothesis that metabolism and quality traits are co-influenced by relatively narrow genetic and environmental factors and illustrate the utility of grain metabolites as functional markers of quality traits.
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Affiliation(s)
- Adam L Heuberger
- Proteomics and Metabolomics Facility, Colorado State University, Fort Collins, CO, USA
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