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Li Y, Yao J, Yang W, Wei Z, Luan P, Teng G. Ripening Study Based on Multi-Structural Inversion of Cherry Tomato qMRI. Foods 2024; 13:4056. [PMID: 39766998 PMCID: PMC11675466 DOI: 10.3390/foods13244056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Revised: 12/04/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025] Open
Abstract
This study introduces a non-destructive, quantitative method using low-field MRI to assess moisture mobility and content distribution in cherry tomatoes. This study developed an advanced 3D non-local mean denoising model to enhance tissue feature analysis and applied an optimized TransUNet model for structural segmentation, obtaining multi-echo data from six tissue types. The structural T2 relaxation inversion was refined by integrating an ACS-CIPSO algorithm. This approach addresses the challenge of low signal-to-noise ratios in multi-echo MRI images from low-field equipment by introducing an innovative solution that effectively reduces voxel noise while retaining structural relaxation variability. The study reveals that there are consistent patterns in the changes in moisture mobility and content across different structures of cherry tomatoes during their ripening process. Mono-exponential analysis reveals the patterns of changes in moisture mobility (T2) and content (A) across various structures. Furthermore, tri-exponential analysis elucidates the patterns of changes in bound water (T21), semi-bound water (T22), and free water (T23), along with their respective contents. These insights offer a novel perspective on the changes in moisture mobility throughout the ripening process of tomato fruit, thereby providing a research pathway for the precise assessment of moisture status and ripening expression in fruits.
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Affiliation(s)
- Yanan Li
- College of Information Science & Technology, Hebei Agricultural University, Baoding 071001, China; (Y.L.)
- Hebei Key Laboratory of Agricultural Big Data, Baoding 071001, China
| | - Jingfa Yao
- Hebei Software Engineering Department, Baoding 071030, China
- Hebei College Intelligent Interconnection Equipment and Multi-Modal Big Data Application Technology Research and Development Center, Baoding 071030, China
| | - Wenhui Yang
- Institute of Electrical Engineering, Chinese Academy of Sciences, Zhongguancun Beiertiao NO.6, Beijing 100190, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zhao Wei
- Institute of Electrical Engineering, Chinese Academy of Sciences, Zhongguancun Beiertiao NO.6, Beijing 100190, China
- Instrumental Analysis Center, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Peng Luan
- College of Information Science & Technology, Hebei Agricultural University, Baoding 071001, China; (Y.L.)
- Hebei Key Laboratory of Agricultural Big Data, Baoding 071001, China
| | - Guifa Teng
- College of Information Science & Technology, Hebei Agricultural University, Baoding 071001, China; (Y.L.)
- Hebei Key Laboratory of Agricultural Big Data, Baoding 071001, China
- Hebei Digital Agriculture Industrial Technology Research Institute, Shijiazhuang 056400, China
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Emwas AHM, Al-Rifai N, Szczepski K, Alsuhaymi S, Rayyan S, Almahasheer H, Jaremko M, Brennan L, Lachowicz JI. You Are What You Eat: Application of Metabolomics Approaches to Advance Nutrition Research. Foods 2021; 10:1249. [PMID: 34072780 PMCID: PMC8229064 DOI: 10.3390/foods10061249] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 05/26/2021] [Accepted: 05/27/2021] [Indexed: 12/17/2022] Open
Abstract
A healthy condition is defined by complex human metabolic pathways that only function properly when fully satisfied by nutritional inputs. Poor nutritional intakes are associated with a number of metabolic diseases, such as diabetes, obesity, atherosclerosis, hypertension, and osteoporosis. In recent years, nutrition science has undergone an extraordinary transformation driven by the development of innovative software and analytical platforms. However, the complexity and variety of the chemical components present in different food types, and the diversity of interactions in the biochemical networks and biological systems, makes nutrition research a complicated field. Metabolomics science is an "-omic", joining proteomics, transcriptomics, and genomics in affording a global understanding of biological systems. In this review, we present the main metabolomics approaches, and highlight the applications and the potential for metabolomics approaches in advancing nutritional food research.
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Affiliation(s)
- Abdul-Hamid M. Emwas
- Imaging and Characterization Core Lab, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia;
| | - Nahla Al-Rifai
- Environmental Technology Management (2005-2012), College for Women, Kuwait University, P.O. Box 5969, Safat 13060, Kuwait;
| | - Kacper Szczepski
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (S.A.); (M.J.)
| | - Shuruq Alsuhaymi
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (S.A.); (M.J.)
| | - Saleh Rayyan
- Chemistry Department, Birzeit University, Birzeit 627, Palestine;
| | - Hanan Almahasheer
- Department of Biology, College of Science, Imam Abdulrahman Bin Faisal University (IAU), Dammam 31441-1982, Saudi Arabia;
| | - Mariusz Jaremko
- Biological and Environmental Sciences & Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; (K.S.); (S.A.); (M.J.)
| | - Lorraine Brennan
- Institute of Food and Health and Conway Institute, School of Agriculture & Food Science, Dublin 4, Ireland;
| | - Joanna Izabela Lachowicz
- Department of Medical Sciences and Public Health, University of Cagliari, Cittadella Universitaria, 09042 Monserrato, Italy
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3
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Augustijn D, de Groot HJM, Alia A. HR-MAS NMR Applications in Plant Metabolomics. Molecules 2021; 26:molecules26040931. [PMID: 33578691 PMCID: PMC7916392 DOI: 10.3390/molecules26040931] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 02/05/2021] [Accepted: 02/06/2021] [Indexed: 12/24/2022] Open
Abstract
Metabolomics is used to reduce the complexity of plants and to understand the underlying pathways of the plant phenotype. The metabolic profile of plants can be obtained by mass spectrometry or liquid-state NMR. The extraction of metabolites from the sample is necessary for both techniques to obtain the metabolic profile. This extraction step can be eliminated by making use of high-resolution magic angle spinning (HR-MAS) NMR. In this review, an HR-MAS NMR-based workflow is described in more detail, including used pulse sequences in metabolomics. The pre-processing steps of one-dimensional HR-MAS NMR spectra are presented, including spectral alignment, baseline correction, bucketing, normalisation and scaling procedures. We also highlight some of the models which can be used to perform multivariate analysis on the HR-MAS NMR spectra. Finally, applications of HR-MAS NMR in plant metabolomics are described and show that HR-MAS NMR is a powerful tool for plant metabolomics studies.
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Affiliation(s)
- Dieuwertje Augustijn
- Leiden Institute of Chemistry, Leiden University, P.O. Box 9502, 2300 RA Leiden, The Netherlands;
- Correspondence: (D.A.); (A.A.)
| | - Huub J. M. de Groot
- Leiden Institute of Chemistry, Leiden University, P.O. Box 9502, 2300 RA Leiden, The Netherlands;
| | - A. Alia
- Leiden Institute of Chemistry, Leiden University, P.O. Box 9502, 2300 RA Leiden, The Netherlands;
- Institute of Medical Physics and Biophysics, University of Leipzig, Härtelstr. 16–17, D-04107 Leipzig, Germany
- Correspondence: (D.A.); (A.A.)
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4
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Dietary fiber chemical structures and physicochemical properties of edible Pouteria glomerata fruits, native from Brazilian Pantanal. Food Res Int 2020; 137:109576. [DOI: 10.1016/j.foodres.2020.109576] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 06/14/2020] [Accepted: 07/17/2020] [Indexed: 01/12/2023]
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5
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Ingallina C, Maccelli A, Spano M, Di Matteo G, Di Sotto A, Giusti AM, Vinci G, Di Giacomo S, Rapa M, Ciano S, Fraschetti C, Filippi A, Simonetti G, Cordeiro C, Silva MS, Crestoni ME, Sobolev AP, Fornarini S, Mannina L. Chemico-Biological Characterization of Torpedino Di Fondi ® Tomato Fruits: A Comparison with San Marzano Cultivar at Two Ripeness Stages. Antioxidants (Basel) 2020; 9:antiox9101027. [PMID: 33096834 PMCID: PMC7590105 DOI: 10.3390/antiox9101027] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 10/14/2020] [Accepted: 10/15/2020] [Indexed: 02/07/2023] Open
Abstract
Torpedino di Fondi (TF) is a hybrid tomato landrace developed in Sicily and recently introduced in the south Lazio area along with the classical San Marzano (SM) cultivar. The present study aimed at characterizing TF tomatoes at both pink and red ripening stages, and at comparing them with traditional SM tomatoes. A multidisciplinary approach consisting of morphological, chemical (FT-ICR MS, NMR, HPLC, and spectrophotometric methods), and biological (antioxidant and antifungal in vitro activity) analyses was applied. Morphological analysis confirmed the mini-San Marzano nature and the peculiar crunchy and solid consistency of TF fruits. Pink TF tomatoes displayed the highest content of hydrophilic antioxidants, like total polyphenols (0.192 mg/g), tannins (0.013 mg/g), flavonoids (0.204 mg/g), and chlorophylls a (0.344 mg/g) and b (0.161 mg/g), whereas red TF fruits were characterized by the highest levels of fructose (3000 mg/100 g), glucose (2000 mg/100 g), tryptophan (2.7 mg/100 g), phenylalanine (13 mg/100 g), alanine (25 mg/100 g), and total tri-unsaturated fatty acids (13% mol). Red SM fruits revealed the greatest content of lipophilic antioxidants, with 1234 mg/g of total carotenoids. In agreement with phenolics content, TF cultivar showed the greatest antioxidant activity. Lastly, red TF inhibited Candida species (albicans, glabrata and krusei) growth.
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Affiliation(s)
- Cinzia Ingallina
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Alessandro Maccelli
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Mattia Spano
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Giacomo Di Matteo
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Antonella Di Sotto
- Dipartimento di Fisiologia e Farmacologia “V. Ersparmer”, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (A.D.S.); (S.D.G.)
| | - Anna Maria Giusti
- Dipartimento di Medicina Sperimentale Sapienza, Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy;
| | - Giuliana Vinci
- Dipartimento di Management, Laboratorio di Merceologia, Sapienza Università di Roma, Via del Castro Laurenziano 9, 00161 Rome, Italy; (G.V.); (M.R.); (S.C.)
| | - Silvia Di Giacomo
- Dipartimento di Fisiologia e Farmacologia “V. Ersparmer”, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (A.D.S.); (S.D.G.)
| | - Mattia Rapa
- Dipartimento di Management, Laboratorio di Merceologia, Sapienza Università di Roma, Via del Castro Laurenziano 9, 00161 Rome, Italy; (G.V.); (M.R.); (S.C.)
| | - Salvatore Ciano
- Dipartimento di Management, Laboratorio di Merceologia, Sapienza Università di Roma, Via del Castro Laurenziano 9, 00161 Rome, Italy; (G.V.); (M.R.); (S.C.)
| | - Caterina Fraschetti
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Antonello Filippi
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Giovanna Simonetti
- Dipartimento di Biologia Ambientale, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy;
| | - Carlos Cordeiro
- Laboratório de FT-ICR e Espectrometria de Massa Estrutural, Faculdade de Ciências da Universidade de Lisboa, Campo-Grande, 1749-016 Lisboa, Portugal; (C.C.); (M.S.S.)
| | - Marta Sousa Silva
- Laboratório de FT-ICR e Espectrometria de Massa Estrutural, Faculdade de Ciências da Universidade de Lisboa, Campo-Grande, 1749-016 Lisboa, Portugal; (C.C.); (M.S.S.)
| | - Maria Elisa Crestoni
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
- Correspondence: (M.E.C.); (A.P.S.); Tel.: +39-06-4991-3596 (M.E.C.); +39-06-9067-2385 (A.P.S.)
| | - Anatoly P. Sobolev
- Istituto per i Sistemi Biologici, Laboratorio di Risonanza Magnetica “Annalaura Segre”, CNR, 00015 Monterotondo (Rome), Italy
- Correspondence: (M.E.C.); (A.P.S.); Tel.: +39-06-4991-3596 (M.E.C.); +39-06-9067-2385 (A.P.S.)
| | - Simonetta Fornarini
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
| | - Luisa Mannina
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185 Rome, Italy; (C.I.); (A.M.); (M.S.); (G.D.M.); (C.F.); (A.F.); (S.F.); (L.M.)
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6
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Wu M, Cai H, Cui X, Wei Z, Ke H. Fast inspection of fruits using nuclear magnetic resonance spectroscopy. J CHIN CHEM SOC-TAIP 2020. [DOI: 10.1002/jccs.201900458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Mengjian Wu
- Department of Electronic Science Xiamen University Xiamen Fujian People's Republic of China
| | - Honghao Cai
- Department of Physics, School of Science Jimei University Xiamen Fujian People's Republic of China
| | - Xiaohong Cui
- Department of Electronic Science Xiamen University Xiamen Fujian People's Republic of China
| | - Zhiliang Wei
- Russell H. Morgan Department of Radiology and Radiological Science Johns Hopkins University School of Medicine Baltimore Maryland USA
| | - Hanping Ke
- College of Information and Mechanical & Electrical Engineering Ningde Normal University Ningde Fujian People's Republic of China
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7
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Abreu AC, Fernández I. NMR Metabolomics Applied on the Discrimination of Variables Influencing Tomato ( Solanum lycopersicum). Molecules 2020; 25:E3738. [PMID: 32824282 PMCID: PMC7463728 DOI: 10.3390/molecules25163738] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 08/13/2020] [Accepted: 08/15/2020] [Indexed: 02/07/2023] Open
Abstract
Tomato composition and nutritional value are attracting increasing attention and interest from both consumers and producers. The interest in enhancing fruits' quality with respect to beneficious nutrients and flavor/aroma components is based not only in their economic added value but also in their implications involving organoleptic and healthy properties and has generated considerable research interest among nutraceutical and horticultural industries. The present article reviews up to March 2020 some of the most relevant studies based on the application of NMR coupled to multivariate statistical analysis that have addressed the investigation on tomato (Solanum lycopersicum). Specifically, the NMR untargeted technique in the agri-food sector can generate comprehensive data on metabolic networks and is paving the way towards the understanding of variables affecting tomato crops and composition such as origin, variety, salt-water irrigation, cultivation techniques, stage of development, among many others. Such knowledge is helpful to improve fruit quality through cultural practices that divert the metabolism towards the desired pathways and, probably more importantly, drives further efforts towards the differentiation of those crops developed under controlled and desired agronomical conditions.
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Affiliation(s)
| | - Ignacio Fernández
- Department of Chemistry and Physics, Research Centre CIAIMBITAL, University of Almería, Ctra. Sacramento, 04120 Almería, Spain;
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New Hybrid Tomato Cultivars: An NMR-Based Chemical Characterization. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10051887] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Bamano, King Creole, Sugarland, and DulceMiel hybrid tomato cultivars have been recently introduced in the Lazio area (Central Italy) to expand and valorize the regional/national market. Tomatoes from these cultivars, together with tomatoes from the native Fiaschetta cultivar, were sampled at the proper ripening time for the fresh market and characterized to obtain and compare their metabolite profiles. The Bligh–Dyer extraction protocol was carried out, and the resulting organic and hydroalcoholic fractions were analyzed by high-field Nuclear Magnetic Resonance (NMR) spectroscopy. NMR data relative to quantified metabolites (sugars, amino acids, organic acids, sterols, and fatty acids) allowed to point out similarities and differences among cultivars. DulceMiel hybrid and Fiaschetta native cultivars showed some common aspects having the highest levels of the most abundant amino acids as well as comparable amounts of organic acids, amino acids, stigmasterol, and linoleic and linolenic acids. However, DulceMiel turned out to have higher levels of glucose, fructose, and galactose with respect to Fiaschetta, reflecting the particular taste of the DulceMiel product. King Creole, Bamano, and Sugarland hybrid cultivars were generally characterized by the lowest content of amino acids and organic acids. King Creole showed the highest content of malic acid, whereas Bamano was characterized by the highest levels of glucose and fructose.
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Salem MA, Perez de Souza L, Serag A, Fernie AR, Farag MA, Ezzat SM, Alseekh S. Metabolomics in the Context of Plant Natural Products Research: From Sample Preparation to Metabolite Analysis. Metabolites 2020; 10:E37. [PMID: 31952212 PMCID: PMC7023240 DOI: 10.3390/metabo10010037] [Citation(s) in RCA: 119] [Impact Index Per Article: 23.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Revised: 12/25/2019] [Accepted: 01/11/2020] [Indexed: 12/22/2022] Open
Abstract
Plant-derived natural products have long been considered a valuable source of lead compounds for drug development. Natural extracts are usually composed of hundreds to thousands of metabolites, whereby the bioactivity of natural extracts can be represented by synergism between several metabolites. However, isolating every single compound from a natural extract is not always possible due to the complex chemistry and presence of most secondary metabolites at very low levels. Metabolomics has emerged in recent years as an indispensable tool for the analysis of thousands of metabolites from crude natural extracts, leading to a paradigm shift in natural products drug research. Analytical methods such as mass spectrometry (MS) and nuclear magnetic resonance (NMR) are used to comprehensively annotate the constituents of plant natural products for screening, drug discovery as well as for quality control purposes such as those required for phytomedicine. In this review, the current advancements in plant sample preparation, sample measurements, and data analysis are presented alongside a few case studies of the successful applications of these processes in plant natural product drug discovery.
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Affiliation(s)
- Mohamed A. Salem
- Department of Pharmacognosy, Faculty of Pharmacy, Menoufia University, Gamal Abd El Nasr st., Shibin Elkom, Menoufia 32511, Egypt
| | - Leonardo Perez de Souza
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476 Potsdam-Golm, Germany; (L.P.d.S.); (A.R.F.)
| | - Ahmed Serag
- Pharmaceutical Analytical Chemistry Department, Faculty of Pharmacy, Al-Azhar University, Cairo 11751, Egypt;
| | - Alisdair R. Fernie
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476 Potsdam-Golm, Germany; (L.P.d.S.); (A.R.F.)
- Center of Plant Systems Biology and Biotechnology (CPSBB), Plovdiv 4000, Bulgaria
| | - Mohamed A. Farag
- Pharmacognosy Department, Faculty of Pharmacy, Cairo University, Cairo 11562, Egypt; (M.A.F.); (S.M.E.)
- Chemistry Department, School of Sciences & Engineering, The American University in Cairo, New Cairo 11835, Egypt
| | - Shahira M. Ezzat
- Pharmacognosy Department, Faculty of Pharmacy, Cairo University, Cairo 11562, Egypt; (M.A.F.); (S.M.E.)
- Department of Pharmacognosy, Faculty of Pharmacy, October University for Modern Sciences and Arts (MSA), Giza 11787, Egypt
| | - Saleh Alseekh
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476 Potsdam-Golm, Germany; (L.P.d.S.); (A.R.F.)
- Center of Plant Systems Biology and Biotechnology (CPSBB), Plovdiv 4000, Bulgaria
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Jensen HM, Bertram HC. The magic angle view to food: magic-angle spinning (MAS) NMR spectroscopy in food science. Metabolomics 2019; 15:44. [PMID: 30868337 DOI: 10.1007/s11306-019-1504-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Accepted: 03/04/2019] [Indexed: 01/16/2023]
Abstract
Nuclear Magnetic Resonance (NMR) spectroscopy has been used in food science and nutritional studies for decades and is one of the major analytical platforms in metabolomics. Many foods are solid or at least semi-solid, which denotes that the molecular motions are restricted as opposed to in pure liquids. While the majority of NMR spectroscopy is performed on liquid samples and a solid material gives rise to constraints in terms of many chemical analyses, the magic angle thrillingly enables the application of NMR spectroscopy also on semi-solid and solid materials. This paper attempts to review how magic-angle spinning (MAS) NMR is used from 'farm-to-fork' in food science.
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Affiliation(s)
- Henrik Max Jensen
- DuPont Nutrition Biosciences ApS, Edwin Rahrsvej 38, 8220, Brabrand, Denmark
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11
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Lucas-Torres C, Wong A. Current Developments in µMAS NMR Analysis for Metabolomics. Metabolites 2019; 9:metabo9020029. [PMID: 30736341 PMCID: PMC6410107 DOI: 10.3390/metabo9020029] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2018] [Revised: 02/02/2019] [Accepted: 02/02/2019] [Indexed: 12/30/2022] Open
Abstract
Analysis of microscopic specimens has emerged as a useful analytical application in metabolomics because of its capacity for characterizing a highly homogenous sample with a specific interest. The undeviating analysis helps to unfold the hidden activities in a bulk specimen and contributes to the understanding of the fundamental metabolisms in life. In NMR spectroscopy, micro(µ)-probe technology is well-established and -adopted to the microscopic level of biofluids. However, this is quite the contrary with specimens such as tissue, cell and organism. This is due to the substantial difficulty of developing a sufficient µ-size magic-angle spinning (MAS) probe for sub-milligram specimens with the capability of high-quality data acquisition. It was not until 2012; a µMAS probe had emerged and shown promises to µg analysis; since, a continuous advancement has been made striving for the possibility of µMAS to be an effective NMR spectroscopic analysis. Herein, the mini-review highlights the progress of µMAS development—from an impossible scenario to an attainable solution—and describes a few demonstrative metabolic profiling studies. The review will also discuss the current challenges in µMAS NMR analysis and its potential to metabolomics.
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Affiliation(s)
| | - Alan Wong
- NIMBE, CEA, CNRS, Université Paris-Saclay, CEA Saclay 91191 Gif-sur-Yvette, France.
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12
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Lucas-Torres C, Huber G, Ichikawa A, Nishiyama Y, Wong A. HR-μMAS NMR-Based Metabolomics: Localized Metabolic Profiling of a Garlic Clove with μg Tissues. Anal Chem 2018; 90:13736-13743. [DOI: 10.1021/acs.analchem.8b04150] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
| | - Gaspard Huber
- NIMBE, CEA, CNRS, Université Paris-Saclay, CEA Saclay, 91191 Gif-sur-Yvette, France
| | | | - Yusuke Nishiyama
- JEOL RESONANCE Inc., Musashino, Akishima, Tokyo 196-8558, Japan
- RIKEN-JEOL Collaboration Center, Yokohama, Kanagawa 230-0045, Japan
| | - Alan Wong
- NIMBE, CEA, CNRS, Université Paris-Saclay, CEA Saclay, 91191 Gif-sur-Yvette, France
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13
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Dos Santos Freitas D, Alcantara GB. Metabolic Study of Dioecy in Mauritia flexuosa: NMR-based and Chemometric Approaches. PHYTOCHEMICAL ANALYSIS : PCA 2018; 29:316-324. [PMID: 29356155 DOI: 10.1002/pca.2745] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2017] [Revised: 12/04/2017] [Accepted: 12/06/2017] [Indexed: 06/07/2023]
Abstract
INTRODUCTION Mauritia flexuosa is a dioecious species native to the Amazon, and the gender identification can currently be determined through the differentiation between female and male flowers in the first flowering. OBJECTIVES To identify variations in the metabolome profiles of pooled and individual samples of leaves from female and male plants of M. flexuosa in reproductive phase, and the plant in its vegetative phase, using two extraction systems. MATERIAL AND METHODS Extractions of leaves were separately conducted using deuterated water and methanol. The extracts were evaluated by NMR spectroscopy and chemometric methods. RESULTS Different NMR spectroscopic profiles were observed for females, males, and plants in the vegetative phase. Significant variations were found in the carbohydrate and fatty acid contents for the aqueous and methanolic extracts, respectively. Although principal component analysis (PCA) has not been efficient to distinguish the genders, orthogonal signal correction/partial least squares-discriminant analysis (OPLS-DA) was able to successfully differentiate male and female plants in the reproductive phase, independently on the sampling approach. For plants in the vegetative phase, OPLS-DA method from aqueous extracts of M. flexuosa leaves also distinguished female samples from the others and showed a small overlap between male and young plants, while the classification model was not able to be used for prediction. CONCLUSIONS NMR spectroscopy and chemometric-based approach was demonstrated to be useful in the metabolic study of dioecy in M. flexuosa. The extracts of the leaves allowed for differentiation between male and female plants; however, for plants in the vegetative phase, the identification of the gender was not effective. Copyright © 2018 John Wiley & Sons, Ltd.
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Affiliation(s)
- Deisy Dos Santos Freitas
- Instituto de Química, Universidade Federal de Mato Grosso do Sul (UFMS), CP 549, CEP, 79074-460, Campo Grande, MS, Brazil
| | - Glaucia Braz Alcantara
- Instituto de Química, Universidade Federal de Mato Grosso do Sul (UFMS), CP 549, CEP, 79074-460, Campo Grande, MS, Brazil
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Deborde C, Moing A, Roch L, Jacob D, Rolin D, Giraudeau P. Plant metabolism as studied by NMR spectroscopy. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2017; 102-103:61-97. [PMID: 29157494 DOI: 10.1016/j.pnmrs.2017.05.001] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Revised: 05/19/2017] [Accepted: 05/22/2017] [Indexed: 05/07/2023]
Abstract
The study of plant metabolism impacts a broad range of domains such as plant cultural practices, plant breeding, human or animal nutrition, phytochemistry and green biotechnologies. Plant metabolites are extremely diverse in terms of structure or compound families as well as concentrations. This review attempts to illustrate how NMR spectroscopy, with its broad variety of experimental approaches, has contributed widely to the study of plant primary or specialized metabolism in very diverse ways. The review presents recent developments of one-dimensional and multi-dimensional NMR methods to study various aspects of plant metabolism. Through recent examples, it highlights how NMR has proved to be an invaluable tool for the global characterization of sample composition within metabolomic studies, and shows some examples of use for targeted phytochemistry, with a special focus on compound identification and quantitation. In such cases, NMR approaches are often used to provide snapshots of the plant sample composition. The review also covers dynamic aspects of metabolism, with a description of NMR techniques to measure metabolic fluxes - in most cases after stable isotope labelling. It is mainly intended for NMR specialists who would be interested to learn more about the potential of their favourite technique in plant sciences and about specific details of NMR approaches in this field. Therefore, as a practical guide, a paragraph on the specific precautions that should be taken for sample preparation is also included. In addition, since the quality of NMR metabolic studies is highly dependent on approaches to data processing and data sharing, a specific part is dedicated to these aspects. The review concludes with perspectives on the emerging methods that could change significantly the role of NMR in the field of plant metabolism by boosting its sensitivity. The review is illustrated throughout with examples of studies selected to represent diverse applications of liquid-state or HR-MAS NMR.
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Affiliation(s)
- Catherine Deborde
- INRA, UMR 1332 Biologie du Fruit et Pathologie, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France; Plateforme Métabolome Bordeaux - MetaboHUB, Centre de Génomique Fonctionnelle Bordeaux, IBVM, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France
| | - Annick Moing
- INRA, UMR 1332 Biologie du Fruit et Pathologie, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France; Plateforme Métabolome Bordeaux - MetaboHUB, Centre de Génomique Fonctionnelle Bordeaux, IBVM, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France
| | - Léa Roch
- INRA, UMR 1332 Biologie du Fruit et Pathologie, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France; Plateforme Métabolome Bordeaux - MetaboHUB, Centre de Génomique Fonctionnelle Bordeaux, IBVM, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France
| | - Daniel Jacob
- INRA, UMR 1332 Biologie du Fruit et Pathologie, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France; Plateforme Métabolome Bordeaux - MetaboHUB, Centre de Génomique Fonctionnelle Bordeaux, IBVM, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France
| | - Dominique Rolin
- Plateforme Métabolome Bordeaux - MetaboHUB, Centre de Génomique Fonctionnelle Bordeaux, IBVM, Centre INRA Bordeaux, F-33140 Villenave d'Ornon, France; Univ. Bordeaux, UMR1332, Biologie du Fruit et Pathologie, 71 av Edouard Bourlaux, 33140 Villenave d'Ornon, France
| | - Patrick Giraudeau
- Chimie et Interdisciplinarité: Synthèse, Analyse, Modélisation (CEISAM), UMR 6230, CNRS, Université de Nantes, Faculté des Sciences, BP 92208, 2 rue de la Houssinière, F-44322 Nantes Cedex 03, France; Institut Universitaire de France, 1 rue Descartes, 75005 Paris, France.
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Santos ADDC, Fonseca FA, Dutra LM, Santos MDFC, Menezes LRA, Campos FR, Nagata N, Ayub R, Barison A. 1H HR-MAS NMR-based metabolomics study of different persimmon cultivars (Diospyros kaki) during fruit development. Food Chem 2017; 239:511-519. [PMID: 28873598 DOI: 10.1016/j.foodchem.2017.06.133] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2017] [Revised: 05/20/2017] [Accepted: 06/22/2017] [Indexed: 10/19/2022]
Abstract
1H HR-MAS NMR spectroscopy was used to track the metabolic changes throughout the whole development of astringent ('Giombo') and non-astringent ('Fuyu') cultivars of persimmon (Diospyros kaki). The NMR data revealed the low concentration of amino acids (threonine, alanine, citrulline and GABA) and organic acids (malic acid). In addition, the signals of carbohydrates (sucrose, glucose and fructose) seemed to play the most important role in the fruit development. In both cultivars, the growth was characterized by fluctuating sucrose concentration along with a constant increase in both glucose and fructose. In the initial growth stage, the polyphenol composition was quite different between the cultivars. Gallic acid was detected throughout the growth of 'Giombo', while for 'Fuyu', signals of polyphenols disappeared over time. Additional multivariate analysis suggested that these cultivars share many metabolic similarities during development. These findings might help the comprehension of fruit development, which in turn, impacts the quality of the fruits.
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Affiliation(s)
| | - Flávia Aparecida Fonseca
- NMR Center, Departamento de Química, Universidade Federal do Paraná, 81530-900 Curitiba, PR, Brazil
| | - Lívia Macedo Dutra
- NMR Center, Departamento de Química, Universidade Federal do Paraná, 81530-900 Curitiba, PR, Brazil
| | | | | | | | - Noemi Nagata
- NMR Center, Departamento de Química, Universidade Federal do Paraná, 81530-900 Curitiba, PR, Brazil
| | - Ricardo Ayub
- Phytotechny and Phytosanitary Departament, Universidade Estadual de Ponta Grossa, 84030900 Ponta Grossa, PR, Brazil
| | - Andersson Barison
- NMR Center, Departamento de Química, Universidade Federal do Paraná, 81530-900 Curitiba, PR, Brazil
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Esquerre C, Gowen A, O'Gorman A, Downey G, O'Donnell C. Evaluation of ensemble Monte Carlo variable selection for identification of metabolite markers on NMR data. Anal Chim Acta 2017; 964:45-54. [DOI: 10.1016/j.aca.2017.01.027] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Revised: 01/16/2017] [Accepted: 01/19/2017] [Indexed: 11/27/2022]
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18
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Hu W, Sun DW, Pu H, Pan T. Recent Developments in Methods and Techniques for Rapid Monitoring of Sugar Metabolism in Fruits. Compr Rev Food Sci Food Saf 2016; 15:1067-1079. [DOI: 10.1111/1541-4337.12225] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Revised: 07/26/2016] [Accepted: 07/26/2016] [Indexed: 12/22/2022]
Affiliation(s)
- Weihong Hu
- School of Food Science and Engineering; South China Univ. of Technology; Guangzhou 510641 P. R. China
- Academy of Contemporary Food Engineering, Guangzhou Higher Education Mega Center; South China Univ. of Technology; Guangzhou 510006 P. R. China
| | - Da-Wen Sun
- School of Food Science and Engineering; South China Univ. of Technology; Guangzhou 510641 P. R. China
- Academy of Contemporary Food Engineering, Guangzhou Higher Education Mega Center; South China Univ. of Technology; Guangzhou 510006 P. R. China
- Food Refrigeration and Computerized Food Technology, Univ. College Dublin, Agriculture and Food Science Centre; Natl. Univ. of Ireland; Belfield Dublin 4 Ireland
| | - Hongbin Pu
- School of Food Science and Engineering; South China Univ. of Technology; Guangzhou 510641 P. R. China
- Academy of Contemporary Food Engineering, Guangzhou Higher Education Mega Center; South China Univ. of Technology; Guangzhou 510006 P. R. China
| | - Tingtiao Pan
- School of Food Science and Engineering; South China Univ. of Technology; Guangzhou 510641 P. R. China
- Academy of Contemporary Food Engineering, Guangzhou Higher Education Mega Center; South China Univ. of Technology; Guangzhou 510006 P. R. China
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Mazzei P, Vinale F, Woo SL, Pascale A, Lorito M, Piccolo A. Metabolomics by Proton High-Resolution Magic-Angle-Spinning Nuclear Magnetic Resonance of Tomato Plants Treated with Two Secondary Metabolites Isolated from Trichoderma. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2016; 64:3538-45. [PMID: 27088924 DOI: 10.1021/acs.jafc.6b00801] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
Trichoderma fungi release 6-pentyl-2H-pyran-2-one (1) and harzianic acid (2) secondary metabolites to improve plant growth and health protection. We isolated metabolites 1 and 2 from Trichoderma strains, whose different concentrations were used to treat seeds of Solanum lycopersicum. The metabolic profile in the resulting 15 day old tomato leaves was studied by high-resolution magic-angle-spinning nuclear magnetic resonance (HRMAS NMR) spectroscopy directly on the whole samples without any preliminary extraction. Principal component analysis (PCA) of HRMAS NMR showed significantly enhanced acetylcholine and γ-aminobutyric acid (GABA) content accompanied by variable amount of amino acids in samples treated with both Trichoderma secondary metabolites. Seed germination rates, seedling fresh weight, and the metabolome of tomato leaves were also dependent upon doses of metabolites 1 and 2 treatments. HRMAS NMR spectroscopy was proven to represent a rapid and reliable technique for evaluating specific changes in the metabolome of plant leaves and calibrating the best concentration of bioactive compounds required to stimulate plant growth.
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Affiliation(s)
- Pierluigi Mazzei
- Centro Interdipartimentale per la Risonanza Magnetica Nucleare per l'Ambiente, l'Agro-Alimentare ed i Nuovi Materiali (CERMANU), Università di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
| | - Francesco Vinale
- Istituto per la Protezione Sostenibile delle Piante, Consiglio Nazionale delle Ricerche (CNR) , Via Università 133, 80055 Portici, Città Metropolitana di Napoli, Italy
| | - Sheridan Lois Woo
- Istituto per la Protezione Sostenibile delle Piante, Consiglio Nazionale delle Ricerche (CNR) , Via Università 133, 80055 Portici, Città Metropolitana di Napoli, Italy
- Dipartimento di Agraria, Università degli Studi di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
| | - Alberto Pascale
- Dipartimento di Agraria, Università degli Studi di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
| | - Matteo Lorito
- Istituto per la Protezione Sostenibile delle Piante, Consiglio Nazionale delle Ricerche (CNR) , Via Università 133, 80055 Portici, Città Metropolitana di Napoli, Italy
- Dipartimento di Agraria, Università degli Studi di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
| | - Alessandro Piccolo
- Centro Interdipartimentale per la Risonanza Magnetica Nucleare per l'Ambiente, l'Agro-Alimentare ed i Nuovi Materiali (CERMANU), Università di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
- Dipartimento di Agraria, Università degli Studi di Napoli Federico II , Via Università 100, 80055 Portici, Città Metropolitana di Napoli, Italy
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20
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Bhatia A, Meena B, Shukla SK, Sidhu OP, Upreti DK, Mishra A, Roy R, Nautiyal CS. Determination of Pentacyclic Triterpenes fromBetula utilisby High-Performance Liquid Chromatography and High-Resolution Magic Angle Spinning Nuclear Magnetic Resonance Spectroscopy. ANAL LETT 2016. [DOI: 10.1080/00032719.2016.1165243] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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21
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da Silva Nunes W, de Oliveira CS, Alcantara GB. Ethanol determination in frozen fruit pulps: an application of quantitative nuclear magnetic resonance. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2016; 54:334-340. [PMID: 26578064 DOI: 10.1002/mrc.4383] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2015] [Revised: 10/01/2015] [Accepted: 10/18/2015] [Indexed: 06/05/2023]
Abstract
This study reports the chemical composition of five types of industrial frozen fruit pulps (acerola, cashew, grape, passion fruit and pineapple fruit pulps) and compares them with homemade pulps at two different stages of ripening. The fruit pulps were characterized by analyzing their metabolic profiles and determining their ethanol content using quantitative Nuclear Magnetic Resonance (qNMR). In addition, principal component analysis (PCA) was applied to extract more information from the NMR data. We detected ethanol in all industrial and homemade pulps; and acetic acid in cashew, grape and passion fruit industrial and homemade pulps. The ethanol content in some industrial pulps is above the level recommended by regulatory agencies and is near the levels of some post-ripened homemade pulps. This study demonstrates that qNMR can be used to rapidly detect ethanol content in frozen fruit pulps and food derivatives. Copyright © 2015 John Wiley & Sons, Ltd.
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Affiliation(s)
- Wilian da Silva Nunes
- Instituto de Química, Laboratório LP2, Universidade Federal de Mato Grosso do Sul, Av. Filinto Muller, 1555, CP 549, CEP 79074-460, Campo Grande, MS, Brazil
| | - Caroline Silva de Oliveira
- Instituto de Química, Laboratório LP2, Universidade Federal de Mato Grosso do Sul, Av. Filinto Muller, 1555, CP 549, CEP 79074-460, Campo Grande, MS, Brazil
| | - Glaucia Braz Alcantara
- Instituto de Química, Laboratório LP2, Universidade Federal de Mato Grosso do Sul, Av. Filinto Muller, 1555, CP 549, CEP 79074-460, Campo Grande, MS, Brazil
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22
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Liu X, Lai Y, Sun H, Wang Y, Zou N. The interactive effects of mercury and selenium on metabolic profiles, gene expression and antioxidant enzymes in halophyte Suaeda salsa. ENVIRONMENTAL TOXICOLOGY 2016; 31:440-451. [PMID: 25346288 DOI: 10.1002/tox.22057] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Revised: 09/25/2014] [Accepted: 10/01/2014] [Indexed: 06/04/2023]
Abstract
Suaeda salsa is the pioneer halophyte in the Yellow River Delta and was consumed as a popular vegetable. Mercury has become a highly risky contaminant in the sediment of intertidal zones of the Yellow River Delta. In this work, we investigated the interactive effects of mercury and selenium in S. salsa on the basis of metabolic profiling, antioxidant enzyme activities and gene expression quantification. Our results showed that mercury exposure (20 μg L(-1)) inhibited plant growth of S. salsa and induced significant metabolic responses and altered expression levels of INPS, CMO, and MDH in S. salsa samples, together with the increased activities of antioxidant enzymes including SOD and POD. Overall, these results indicated osmotic and oxidative stresses, disturbed protein degradation and energy metabolism change in S. salsa after mercury exposures. Additionally, the addition of selenium could induce both antagonistic and synergistic effects including alleviating protein degradation and aggravating osmotic stress caused by mercury.
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Affiliation(s)
- Xiaoli Liu
- School of Life Sciences, Ludong University, Yantai 264025, People's Republic of China
| | - Yongkai Lai
- School of Life Sciences, Ludong University, Yantai 264025, People's Republic of China
| | - Hushan Sun
- School of Life Sciences, Ludong University, Yantai 264025, People's Republic of China
| | - Yiyan Wang
- School of Life Sciences, Ludong University, Yantai 264025, People's Republic of China
| | - Ning Zou
- School of Life Sciences, Ludong University, Yantai 264025, People's Republic of China
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23
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Huang Y, Wang K, Lai W, Tan C, Chen S, Cai S, Chen Z. A 2D proton J-resolved NMR method for direct measurements on heterogeneous foods. Food Res Int 2016. [DOI: 10.1016/j.foodres.2015.12.027] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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24
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Santos A, Fonseca F, Lião L, Alcantara G, Barison A. High-resolution magic angle spinning nuclear magnetic resonance in foodstuff analysis. Trends Analyt Chem 2015. [DOI: 10.1016/j.trac.2015.05.003] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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25
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Corsaro C, Mallamace D, Vasi S, Ferrantelli V, Dugo G, Cicero N. (1)H HR-MAS NMR Spectroscopy and the Metabolite Determination of Typical Foods in Mediterranean Diet. JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY 2015; 2015:175696. [PMID: 26495154 PMCID: PMC4606108 DOI: 10.1155/2015/175696] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2015] [Revised: 04/29/2015] [Accepted: 05/01/2015] [Indexed: 06/05/2023]
Abstract
NMR spectroscopy has become an experimental technique widely used in food science. The experimental procedures that allow precise and quantitative analysis on different foods are relatively simple. For a better sensitivity and resolution, NMR spectroscopy is usually applied to liquid sample by means of extraction procedures that can be addressed to the observation of particular compounds. For the study of semisolid systems such as intact tissues, High-Resolution Magic Angle Spinning (HR-MAS) has received great attention within the biomedical area and beyond. Metabolic profiling and metabolism changes can be investigated both in animal organs and in foods. In this work we present a proton HR-MAS NMR study on the typical vegetable foods of Mediterranean diet such as the Protected Geographical Indication (PGI) cherry tomato of Pachino, the PGI Interdonato lemon of Messina, several Protected Designation of Origin (PDO) extra virgin olive oils from Sicily, and the Traditional Italian Food Product (PAT) red garlic of Nubia. We were able to identify and quantify the main metabolites within the studied systems that can be used for their characterization and authentication.
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Affiliation(s)
- Carmelo Corsaro
- Istituto per i Processi Chimico-Fisici del CNR di Messina, Viale F. Stagno D'Alcontres 37, 98158 Messina, Italy
- Dipartimento di Fisica e Scienze della Terra, Università di Messina, Viale F. Stagno D'Alcontres 31, 98166 Messina, Italy
| | - Domenico Mallamace
- Dipartimento di Scienze dell'Ambiente, della Sicurezza, del Territorio, degli Alimenti e della Salute, Università di Messina, Viale F. Stagno d'Alcontres 31, 98166 Messina, Italy
| | - Sebastiano Vasi
- Dipartimento di Fisica e Scienze della Terra, Università di Messina, Viale F. Stagno D'Alcontres 31, 98166 Messina, Italy
| | - Vincenzo Ferrantelli
- Istituto Zooprofilattico Sperimentale della Sicilia “A. Mirri”, Via G. Marinuzzi 3, 90129 Palermo, Italy
| | - Giacomo Dugo
- Dipartimento di Scienze dell'Ambiente, della Sicurezza, del Territorio, degli Alimenti e della Salute, Università di Messina, Viale F. Stagno d'Alcontres 31, 98166 Messina, Italy
- Science4life SRL Academic Spin-off, Università di Messina, Viale F. Stagno D'Alcontres 31, 98166 Messina, Italy
| | - Nicola Cicero
- Dipartimento di Scienze dell'Ambiente, della Sicurezza, del Territorio, degli Alimenti e della Salute, Università di Messina, Viale F. Stagno d'Alcontres 31, 98166 Messina, Italy
- Science4life SRL Academic Spin-off, Università di Messina, Viale F. Stagno D'Alcontres 31, 98166 Messina, Italy
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Freitas DDS, Carlos EF, Gil MCSDS, Vieira LGE, Alcantara GB. NMR-Based Metabolomic Analysis of Huanglongbing-Asymptomatic and -Symptomatic Citrus Trees. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:7582-8. [PMID: 26285838 DOI: 10.1021/acs.jafc.5b03598] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Huanglongbing (HLB) is one of the most severe diseases that affects citrus trees worldwide and is associated with the yet uncultured bacteria Candidatus Liberibacter spp. To assess the metabolomic differences between HLB-asymptomatic and -symptomatic tissues, extracts from leaf and root samples taken from a uniform 6-year-old commercial orchard of Valencia trees were subjected to nuclear magnetic resonance (NMR) and chemometrics. The results show that the symptomatic trees had higher sucrose content in their leaves and no variation in their roots. In addition, proline betaine and malate were detected in smaller amounts in the HLB-affected symptomatic leaves. The changes in metabolic processes of the plant in response to HLB are corroborated by the relationship between the bacterial levels and the metabolic profiles.
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Affiliation(s)
- Deisy dos Santos Freitas
- Universidade Federal de Mato Grosso do Sul (UFMS) , Instituto de Quı́mica, CP 549, CEP 79.074-460, Campo Grande, MS, Brazil
| | - Eduardo Fermino Carlos
- Instituto Agronômico do Paraná (IAPAR) , Laboratório de Biotecnologia Vegetal, CP 481, CEP 86.001-970, Londrina, PR, Brazil
| | | | - Luiz Gonzaga Esteves Vieira
- Universidade do Oeste Paulista (UNOESTE) , Rodovia Raposo Tavares, km 572, CEP 19.067-175, Presidente Prudente, SP, Brazil
| | - Glaucia Braz Alcantara
- Universidade Federal de Mato Grosso do Sul (UFMS) , Instituto de Quı́mica, CP 549, CEP 79.074-460, Campo Grande, MS, Brazil
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Iglesias MJ, García-López J, Collados-Luján JF, López-Ortiz F, Díaz M, Toresano F, Camacho F. Differential response to environmental and nutritional factors of high-quality tomato varieties. Food Chem 2014; 176:278-87. [PMID: 25624234 DOI: 10.1016/j.foodchem.2014.12.043] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Revised: 12/10/2014] [Accepted: 12/11/2014] [Indexed: 11/16/2022]
Abstract
The effect of salinity and silicon treatments on the marketable quality of four Marmande tomato varieties was investigated through conventional quality attributes and (1)H HRMAS NMR spectroscopy. Following variations in ripening through the content of GABA deduced from NMR was crucial for understanding the effects of environmental and nutritional factors. NMR data also lead to a new taste index, which increases from December to January. For Raf, Delizia and Conquista varieties, it was associated to ripening. In Tigre tomatoes the change, exclusively due to the decrease in sourness, does not affect the GABA content. The effect of the harvest day was more pronounced than treatments. However, increasing electrical conductivity seems an efficient alternative for improving fruit quality of Raf tomatoes harvest under non-optimal conditions. Silicon addition appears to reinforce the effect of light intensity on the quantity of photoassimilates available to the fruits without a clear effect on organoleptic quality.
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Affiliation(s)
- María José Iglesias
- Área de Química Orgánica, Universidad de Almería, Crta. Sacramento s/n, 04120 Almería, Spain.
| | - Jesús García-López
- Área de Química Orgánica, Universidad de Almería, Crta. Sacramento s/n, 04120 Almería, Spain
| | | | - Fernando López-Ortiz
- Área de Química Orgánica, Universidad de Almería, Crta. Sacramento s/n, 04120 Almería, Spain
| | - Manuel Díaz
- Plant Production in Mediterranean Crop Systems Research Group, Advanced Polytechnic School, University of Almeria, 04120, Spain
| | - Fernando Toresano
- Plant Production in Mediterranean Crop Systems Research Group, Advanced Polytechnic School, University of Almeria, 04120, Spain
| | - Francisco Camacho
- Plant Production in Mediterranean Crop Systems Research Group, Advanced Polytechnic School, University of Almeria, 04120, Spain
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Cai HH, Chen H, Lin YL, Feng JH, Cui XH, Chen Z. Feasibility of Ultrafast Intermolecular Single-Quantum Coherence Spectroscopy in Analysis of Viscous-Liquid Foods. FOOD ANAL METHOD 2014. [DOI: 10.1007/s12161-014-0046-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Mahrous EA, Farag MA. Two dimensional NMR spectroscopic approaches for exploring plant metabolome: A review. J Adv Res 2014; 6:3-15. [PMID: 25685540 PMCID: PMC4293671 DOI: 10.1016/j.jare.2014.10.003] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Revised: 10/09/2014] [Accepted: 10/11/2014] [Indexed: 01/06/2023] Open
Abstract
Today, most investigations of the plant metabolome tend to be based on either nuclear magnetic resonance (NMR) spectroscopy or mass spectrometry (MS), with or without hyphenation with chromatography. Although less sensitive than MS, NMR provides a powerful complementary technique for the identification and quantification of metabolites in plant extracts. NMR spectroscopy, well appreciated by phytochemists as a particularly information-rich method, showed recent paradigm shift for the improving of metabolome(s) structural and functional characterization and for advancing the understanding of many biological processes. Furthermore, two dimensional NMR (2D NMR) experiments and the use of chemometric data analysis of NMR spectra have proven highly effective at identifying novel and known metabolites that correlate with changes in genotype or phenotype. In this review, we provide an overview of the development of NMR in the field of metabolomics with special focus on 2D NMR spectroscopic techniques and their applications in phytomedicines quality control analysis and drug discovery from natural sources, raising more attention at its potential to reduce the gap between the pace of natural products research and modern drug discovery demand.
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Affiliation(s)
- Engy A Mahrous
- Pharmacognosy Department, College of Pharmacy, Cairo University, Cairo, Kasr el Aini st. P.B. 11562, Egypt
| | - Mohamed A Farag
- Pharmacognosy Department, College of Pharmacy, Cairo University, Cairo, Kasr el Aini st. P.B. 11562, Egypt
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Hohmann M, Christoph N, Wachter H, Holzgrabe U. 1H NMR profiling as an approach to differentiate conventionally and organically grown tomatoes. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2014; 62:8530-8540. [PMID: 25066078 DOI: 10.1021/jf502113r] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
This study describes the approach of (1)H NMR profiling for the authentication of organically produced tomatoes (Solanum lycopersicum). Overall, 361 tomato samples of two different cultivars and four different producers were regularly analyzed during a 7 month period. The results of principal component analysis showed a significant trend for the separation between organically and conventionally produced tomatoes (p < 0.001 using the t test). Linear discriminant analysis demonstrated good discrimination between the growing regimens, and external validation showed 100% correctly classified tomato samples. Further validation studies, however, also disclosed unexpected differences between individual producers, which interfere with the aim of predicting the cultivation method, yet the results indicate significant differences between (1)H NMR spectra of organically and conventionally grown tomatoes.
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Affiliation(s)
- Monika Hohmann
- Bavarian Health and Food Safety Authority, Luitpoldstraße 1, 97082 Würzburg, Germany
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31
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de Oliveira CS, Carlos EF, Vieira LGE, Lião LM, Alcantara GB. HR-MAS NMR metabolomics of 'Swingle' citrumelo rootstock genetically modified to overproduce proline. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2014; 52:422-429. [PMID: 24842075 DOI: 10.1002/mrc.4082] [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: 12/06/2013] [Revised: 03/13/2014] [Accepted: 04/21/2014] [Indexed: 06/03/2023]
Abstract
The accumulation of proline is a typical physiological response to abiotic stresses in higher plants. 'Swingle' citrumelo, an important rootstock for citrus production, has been modified with a mutated Δ(1)-pyrroline-5-carboxylate synthetase gene (VaP5CSF129A) linked to the cauliflower mosaic virus 35S promoter to induce the overproduction of free proline. This paper presents a comparative metabolomic study of nontransgenic versus transgenic 'Swingle' citrumelo plants with high endogenous proline. (1)H high-resolution magic angle spinning nuclear magnetic resonance spectroscopy and multivariate analysis showed significant differences in some metabolites between the nontransgenic and transgenic leaves and roots. The overproduction of proline has reduced the sucrose content in transgenic leaves, revealing a metabolic cost for these plants. In roots, the high level of free proline acts for the adjustment of cation-anion balance, causing the reduction of acetic acid content. The same sucrose level in roots indicates that they can be considered as sucrose sink. Similar behavior may be waited for fruits produced on transgenic rootstock.
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Affiliation(s)
- Caroline S de Oliveira
- Instituto de Química, Universidade Federal de Mato Grosso do Sul, Av. Filinto Muller, 1555, CP 549, CEP 79074-460, Campo Grande, Mato Grosso do Sul, Brazil; Instituto de Química, Universidade Federal de Goiás, CP 131, CEP 74001-970, Goiânia, Goiás, Brazil
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32
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Pereira SI, Figueiredo PI, Barros AS, Dias MC, Santos C, Duarte IF, Gil AM. Changes in the metabolome of lettuce leaves due to exposure to mancozeb pesticide. Food Chem 2014; 154:291-8. [PMID: 24518345 DOI: 10.1016/j.foodchem.2014.01.019] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Revised: 12/10/2013] [Accepted: 01/08/2014] [Indexed: 12/21/2022]
Abstract
This paper describes a proton high resolution magic angle spinning (HRMAS) nuclear magnetic resonance (NMR) metabolomic study of lettuce (Lactuca sativa L.) leaves to characterise metabolic adaptations during leaf growth and exposure to mancozeb. Metabolite variations were identified through multivariate analysis and checked through spectral integration. Lettuce growth was accompanied by activation of energetic metabolism, preferential glucose use and changes in amino acids, phospholipids, ascorbate, nucleotides and nicotinate/nicotinamide. Phenylalanine and polyphenolic variations suggested higher oxidative stress at later growth stages. Exposure to mancozeb induced changes in amino acids, fumarate and malate, suggesting Krebs cycle up-regulation. In tandem disturbances in sugar, phospholipid, nucleotide and nicotinate/nicotinamide metabolism were noted. Additional changes in phenylalanine, dehydroascorbate, tartrate and formate were consistent with a higher demand for anti-oxidant defence mechanisms. Overall, lettuce exposure to mancozeb was shown to have a significant impact on plant metabolism, with mature leaves tending to be more extensively affected than younger leaves.
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Affiliation(s)
- Sara I Pereira
- CICECO, Department of Chemistry, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - Patricia I Figueiredo
- CICECO, Department of Chemistry, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal; CESAM, Department of Biology, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - António S Barros
- QOPNA, Department of Chemistry, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - Maria C Dias
- CESAM, Department of Biology, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - Conceição Santos
- CESAM, Department of Biology, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - Iola F Duarte
- CICECO, Department of Chemistry, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal
| | - Ana M Gil
- CICECO, Department of Chemistry, University of Aveiro, Campus de Santiago, 3810-193 Aveiro, Portugal.
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Effect of genetic and phenotypic factors on the composition of commercial marmande type tomatoes studied through HRMAS NMR spectroscopy. Food Chem 2013; 142:1-11. [PMID: 24001806 DOI: 10.1016/j.foodchem.2013.07.037] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2013] [Revised: 07/02/2013] [Accepted: 07/08/2013] [Indexed: 02/03/2023]
Abstract
The effects of genetic, technological and environmental factors on the chemical composition of four marmande type tomato varieties have been investigated. The study is based on the analysis of (1)H HRMAS NMR spectra of tomato purée using a combination of partial least squares (PLS) and assigned signal analysis (ASA). In agreement with genetic, morphological and taste characteristics of the tomatoes studied, the analysis of the NMR data allows two groups of samples to be differentiated. The type of culture and climatic conditions can reduce the compositional differences. The extension of the compositional changes produced by climatic conditions is variety-depend. Neither grafting nor perlite affect significantly the relative content of primary metabolites. This was not the case for tomatoes grown using the pure hydroponic production system based on the recirculation of nutrient solution, New Growing System NGS®, which seems to be an effective agricultural approach to improve tomato quality.
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34
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HRMAS-NMR spectroscopy and multivariate analysis meat characterisation. Meat Sci 2012; 92:754-61. [PMID: 22819725 DOI: 10.1016/j.meatsci.2012.06.034] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2012] [Accepted: 06/21/2012] [Indexed: 11/22/2022]
Abstract
¹H-High resolution magic angle spinning-nuclear magnetic resonance spectroscopy was employed to gain the metabolic profile of longissimus dorsi and semitendinosus muscles of four different breeds: Chianina, Holstein Friesian, Maremmana and Buffalo. Principal component analysis, partial least squares projection to latent structure - discriminant analysis and orthogonal partial least squares projection to latent structure - discriminant analysis were used to build models capable of discriminating the muscle type according to the breed. Data analysis led to an excellent classification for Buffalo and Chianina, while for Holstein Friesian the separation was lower. In the case of Maremmana the use of intelligent bucketing was necessary due to some resonances shifting allowed improvement of the discrimination ability. Finally, by using the Variable Importance in Projection values the metabolites relevant for the classification were identified.
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35
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Vermathen M, Marzorati M, Baumgartner D, Good C, Vermathen P. Investigation of different apple cultivars by high resolution magic angle spinning NMR. A feasibility study. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2011; 59:12784-93. [PMID: 22084979 DOI: 10.1021/jf203733u] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
(1)H HR-MAS NMR spectroscopy was applied to apple tissue samples deriving from 3 different cultivars. The NMR data were statistically evaluated by analysis of variance (ANOVA), principal component analysis (PCA), and partial least-squares-discriminant analysis (PLS-DA). The intra-apple variability of the compounds was found to be significantly lower than the inter-apple variability within one cultivar. A clear separation of the three different apple cultivars could be obtained by multivariate analysis. Direct comparison of the NMR spectra obtained from apple tissue (with HR-MAS) and juice (with liquid-state HR NMR) showed distinct differences in some metabolites, which are probably due to changes induced by juice preparation. This preliminary study demonstrates the feasibility of (1)H HR-MAS NMR in combination with multivariate analysis as a tool for future chemometric studies applied to intact fruit tissues, e.g. for investigating compositional changes due to physiological disorders, specific growth or storage conditions.
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Affiliation(s)
- Martina Vermathen
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland.
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36
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Sánchez Pérez EM, García López J, Iglesias MJ, López Ortiz F, Toresano F, Camacho F. HRMAS-nuclear magnetic resonance spectroscopy characterization of tomato “flavor varieties” from Almería (Spain). Food Res Int 2011. [DOI: 10.1016/j.foodres.2011.08.012] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Valentini M, Ritota M, Cafiero C, Cozzolino S, Leita L, Sequi P. The HRMAS-NMR tool in foodstuff characterisation. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2011; 49 Suppl 1:S121-S125. [PMID: 22290702 DOI: 10.1002/mrc.2826] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
High resolution magic angle spinning, that is, HRMAS, is a quite novel tool in NMR spectroscopy; it offers the almost unique opportunity of measuring intact tissues disguised as suspended or swollen in a deuterated solvent. The feasibility of (1)H-HRMAS-NMR in foodstuff characterisation has been exploited, but in spite of this, its applications are still limited. Metabolic profiling and biopolymer composition and aggregation are the topics investigated until now for raw vegetables, meat and processed foodstuff. Almost all known studies are reported in the next pages.
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Affiliation(s)
- Massimiliano Valentini
- Agricultural Research Council-Research Centre for Plant Soil System, Instrumental Centre of Tor Mancina, Monterotondo, Rome, Italy.
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Koda M, Furihata K, Wei F, Miyakawa T, Tanokura M. F2-selective two-dimensional NMR spectroscopy for the analysis of minor components in foods. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2011; 49:710-716. [PMID: 22002587 DOI: 10.1002/mrc.2813] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2011] [Revised: 07/12/2011] [Accepted: 07/24/2011] [Indexed: 05/31/2023]
Abstract
In this study, we propose F(2)-selective 2D NMR spectroscopy as an effective method to obtain high-quality spectra of minor components in complex foodstuffs. Selective excitation along the F(2) axis overcame the problems occurring in the conventional F(1)-selective 2D NMR spectroscopy. The technique was successfully applied to mango juice to provide high-quality TOCSY, DQF-COSY, and NOESY spectra of the minor components for the assignment of their signals. In addition, high-quality TOCSY spectra were obtained for the minor components of Japanese sake and honey. These results indicate that F(2)-selective 2D NMR spectroscopy will be useful for the non-destructive analysis of various foods.
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Affiliation(s)
- Masanori Koda
- Department of Applied Biological Chemistry, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Tokyo 113-8657, Japan
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Bharti SK, Bhatia A, Tewari SK, Sidhu OP, Roy R. Application of HR-MAS NMR spectroscopy for studying chemotype variations of Withania somnifera (L.) Dunal. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2011; 49:659-67. [PMID: 21915899 DOI: 10.1002/mrc.2817] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2011] [Revised: 06/25/2011] [Accepted: 06/29/2011] [Indexed: 05/25/2023]
Abstract
Withania somnifera (L.) Dunal (Solanaceae), commonly known as Ashwagandha, is one of the most valued Indian medicinal plants with a number of pharmaceutical and nutraceutical applications. Metabolic profiling has been performed by HR-MAS NMR spectroscopy on fresh leaf and root tissue specimens from four chemotypes of W. somnifera. The HR-MAS NMR spectroscopy of lyophilized defatted leaf tissue specimens clearly distinguishes resonances of medicinally important secondary metabolites (withaferin A and withanone) and its distinctive quantitative variability among the chemotypes. A total of 41 metabolites were identified from both the leaf and root tissues of the chemotypes. The presence of methanol in leaf and root tissues of W. somnifera was detected by HR-MAS NMR spectroscopy. Multivariate principal component analysis (PCA) on HR-MAS (1) H NMR spectra of leaves revealed clear variations in primary metabolites among the chemotypes. The results of the present study demonstrated an efficient method, which can be utilized for metabolite profiling of primary and secondary metabolites in medicinally important plants.
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Affiliation(s)
- S K Bharti
- Centre of Biomedical Magnetic Resonance, SGPGIMS (Sanjay Gandhi Post-Graduate Institute of Medical Sciences) Campus, Lucknow, UP, India
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Abstract
The combined factors of financial and food security, a rapidly increasing population and the associated requirement for food generated sustainably in a changing environment have brought food swiftly to the top of most government agendas. The consequence of this is that we need to produce more food at an equivalent or higher quality with lower inputs. These aims are achievable using conventional breeding, but not in the required timelines, and thus state-of-the-art genetic and analytical technologies are coming to the forefront. The concept of metabolomics, underpinned by mainstream (GC–MS, LC–MS, NMR) and specialist (MALDI-TOF-MS) analytical technologies addressing broad chemical (class) targets and dynamic ranges, offers significant potential to add significant value to crop and food science and deliver on future food demands. Metabolomics has now found a home in the food analytical toolbox with raw material quality and safety the major quality areas, although, as we will show, it is translating beyond this into food storage, shelf-life and post-harvest processing.
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