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Kuijpers SA, Goudappel GJ, Huppertz T, van Duynhoven JPM, Terenzi C. Quantification of phase separation in high moisture soy protein extrudates by NMR and MRI. Food Res Int 2024; 197:115225. [PMID: 39593309 DOI: 10.1016/j.foodres.2024.115225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 09/26/2024] [Accepted: 10/17/2024] [Indexed: 11/28/2024]
Abstract
High-moisture (HM) extrusion is the dominant industrial process to create structured plant-based protein products that can be used for animal-free meat alternatives. Yet, the underlying mechanisms, such as phase separation, that govern structure formation in plant-protein extrudates, are still poorly understood. Current hypotheses require experimental data in order to be verified, but measurement techniques able to quantify phase-separated anisotropic protein extrudates are lacking, or have yet to be validated. In this study, Low-Field Time Domain (LF TD)-NMR and High-Field (HF) MRI techniques have been employed to unravel phase separation in HM extrudates of soy proteins. Results show that swelling with water enhances the 1H NMR/MRI signal-to-noise ratio in the measurements and unveils the presence of lamellar regions, while freeze-thawing enhances phase separation due to freeze concentration. Phase separation could be quantified by the observation of two distinct populations by LF TD-NMR T2 measurements. MRI images of dead-stop ribbon samples from interrupted HM extrusion revealed how the thickness of the aligned lamellar regions increases during passage of the protein melt through the cooling die. We conclude that TD-NMR can quantify phase separation, while spin-echo MRI can spatially resolve the lamellar structure conformation of HM extrudates. Thus, NMR and MRI are powerful techniques for non-invasively characterizing ex situ structure formation during HM extrusion, and for validating hypotheses on shear- and temperature-induced phase separation.
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Affiliation(s)
- Sam A Kuijpers
- Laboratory of Biophysics, Wageningen University and Research, Wageningen, The Netherlands
| | | | - Thom Huppertz
- Food Quality and Design Group, Wageningen University and Research, Wageningen, The Netherlands; FrieslandCampina, Amersfoort, The Netherlands
| | - John P M van Duynhoven
- Laboratory of Biophysics, Wageningen University and Research, Wageningen, The Netherlands; Unilever Global Foods Innovation Centre, Wageningen, The Netherlands.
| | - Camilla Terenzi
- Laboratory of Biophysics, Wageningen University and Research, Wageningen, The Netherlands.
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2
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Wu J, Zhong K, Yang H, Zhang P, Yu N, Chen W, Zhang N, Gui S, Han L, Peng D. A holistic visualization for quality of Chinese materia medica: Structural and metabolic visualization by magnetic resonance imaging. J Pharm Anal 2024; 14:101019. [PMID: 39759970 PMCID: PMC11696849 DOI: 10.1016/j.jpha.2024.101019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 05/24/2024] [Accepted: 06/04/2024] [Indexed: 01/07/2025] Open
Abstract
The quality of Chinese materia medica (CMM) is a challenging and focused topic in the modernization of traditional Chinese medicine (TCM). A profound comprehension of the morphology, structure, active constituents, and dynamic changes during the whole process of CMM growth is essential, which needs highly precise contemporary techniques for in-depth elucidation. Magnetic resonance imaging (MRI) is a cutting-edge tool integrating the benefits of both nuclear magnetic resonance (NMR) spectroscopy and imaging technology. With real-time, non-destructive, and in situ detection capabilities, MRI has been previously used for monitoring internal and external structures of plants alongside compounds during physiological processes in vivo. Here, factors involved in the holistic quality evaluation of CMMs were investigated. Given the applications of MRI in various plants, several representative CMMs were used as examples to demonstrate a methodology of quality visualization by MRI, embodying holistically monitoring the real-time macroscopic morphology, mesoscopic structure, and microscopic metabolites non-destructively in situ. Taken together, the review not only presents a pioneering application mode for utilizing MRI for CMM quality visualization but also holds promise for advancing the quality control and evaluation of CMMs.
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Affiliation(s)
- Jing Wu
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Kai Zhong
- Department of Biomedical Engineering, Institute of Advanced Clinical Medicine, Peking University, Beijing, 100191, China
| | - Hongyi Yang
- Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230012, China
| | - Peiliang Zhang
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Nianjun Yu
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
- Ministry of Education-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Weidong Chen
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
- Ministry of Education-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Na Zhang
- Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230012, China
| | - Shuangying Gui
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
- Ministry of Education-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Lan Han
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
- Ministry of Education-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Daiyin Peng
- College of Pharmacy, Anhui University of Chinese Medicine, Hefei, 230012, China
- Ministry of Education-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials, Anhui University of Chinese Medicine, Hefei, 230012, China
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3
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Li Y, Wang Y, Teng G, Yao J, Luan P. Quantitative MRI post-processing algorithm and visualization research based on moisture status detection of winter jujube. Heliyon 2024; 10:e36376. [PMID: 39258214 PMCID: PMC11386024 DOI: 10.1016/j.heliyon.2024.e36376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 08/09/2024] [Accepted: 08/14/2024] [Indexed: 09/12/2024] Open
Abstract
Quantitative Magnetic Resonance Imaging (qMRI) offers precise measurements of the relaxation characteristics of microstructures, representing a cutting-edge method in non-destructive fruit analysis. This study aims to visualize information on changes in moisture status and distribution at the subcellular level of winter jujube. The 0.5 T nuclear magnetic imaging equipment was utilized to rapidly, non-invasively, and accurately capture the internal relaxation status of the sample with multiple-echo-imaging. By examining the signal and noise data, a simulated dataset was developed to tackle the optimization challenge of estimating parameters for the discrete relaxation model from the multiple-echo-imaging data, especially under conditions of low signal-to-noise ratio (SNR) and in the context of heteroscedastic noise. An optimal weighting factor and the T2NR truncation model have been identified to establish an effective experimental inversion strategy. Subsequently, multiple-echo-imaging can rapidly and stably yielded voxel-level maps under conditions of low signal-to-noise ratio. Utilizing this experimental approach, data from winter jujube was collected and analyzed, facilitating an exploration of water activity (T2 mapping) and associated water content (A2 mapping). Through analyzing winter jujube fruits across two maturity stages, this study elucidates the role of precise quantification and voxel-wise visualization in moisture status detection. The methodology presents an innovative approach for assessing internal moisture distribution in fruits.
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Affiliation(s)
- Yanan Li
- College of Information Science & Technology, Hebei Agricultural University, Baoding, 071001, PR China
- Hebei Key Laboratory of Agricultural Big Data, Baoding, 071001, PR China
| | - Yijin Wang
- College of Information Science & Technology, Hebei Agricultural University, Baoding, 071001, PR China
| | - Guifa Teng
- College of Information Science & Technology, Hebei Agricultural University, Baoding, 071001, PR China
- Hebei Key Laboratory of Agricultural Big Data, Baoding, 071001, PR China
- Hebei Digital Agriculture Industrial Technology Research Institute, Shijiazhuang, 056400, PR China
| | - Jingfa Yao
- Software Engineering Department, Baoding, 071030, PR China
- Hebei College Intelligent Interconnection Equipment and Multi-modal Big Data Application Technology Research and Development Center, Baoding, 071030, PR China
| | - Peng Luan
- College of Information Science & Technology, Hebei Agricultural University, Baoding, 071001, PR China
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4
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Fabricant AM, Put P, Barskiy DA. Proton relaxometry of tree leaves at hypogeomagnetic fields. FRONTIERS IN PLANT SCIENCE 2024; 15:1352282. [PMID: 38525149 PMCID: PMC10957608 DOI: 10.3389/fpls.2024.1352282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 02/21/2024] [Indexed: 03/26/2024]
Abstract
We report on a cross-species proton-relaxometry study in ex vivo tree leaves using nuclear magnetic resonance (NMR) at 7µT. Apart from the intrinsic interest of probing nuclear-spin relaxation in biological tissues at magnetic fields below Earth field, our setup enables comparative analysis of plant water dynamics without the use of expensive commercial spectrometers. In this work, we focus on leaves from common Eurasian evergreen and deciduous tree families: Pinaceae (pine, spruce), Taxaceae (yew), Betulaceae (hazel), Prunus (cherry), and Fagaceae (beech, oak). Using a nondestructive protocol, we measure their effective proton T 2 relaxation times as well as track the evolution of water content associated with leaf dehydration. Newly developed "gradiometric quadrature" detection and data-processing techniques are applied in order to increase the signal-to-noise ratio (SNR) of the relatively weak measured signals. We find that while measured relaxation times do not vary significantly among tree genera, they tend to increase as leaves dehydrate. Such experimental modalities may have particular relevance for future drought-stress research in ecology, agriculture, and space exploration.
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Affiliation(s)
- Anne M. Fabricant
- Institute of Physics, Johannes Gutenberg University of Mainz, Mainz, Germany
- Helmholtz Institute Mainz, GSI Helmholtzzentrum für Schwerionenforschung, Darmstadt, Germany
| | - Piotr Put
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University in Kraków, Kraków, Poland
| | - Danila A. Barskiy
- Institute of Physics, Johannes Gutenberg University of Mainz, Mainz, Germany
- Helmholtz Institute Mainz, GSI Helmholtzzentrum für Schwerionenforschung, Darmstadt, Germany
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5
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Fernandez R, Le Cunff L, Mérigeaud S, Verdeil JL, Perry J, Larignon P, Spilmont AS, Chatelet P, Cardoso M, Goze-Bac C, Moisy C. End-to-end multimodal 3D imaging and machine learning workflow for non-destructive phenotyping of grapevine trunk internal structure. Sci Rep 2024; 14:5033. [PMID: 38424155 PMCID: PMC10904756 DOI: 10.1038/s41598-024-55186-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 02/21/2024] [Indexed: 03/02/2024] Open
Abstract
Quantifying healthy and degraded inner tissues in plants is of great interest in agronomy, for example, to assess plant health and quality and monitor physiological traits or diseases. However, detecting functional and degraded plant tissues in-vivo without harming the plant is extremely challenging. New solutions are needed in ligneous and perennial species, for which the sustainability of plantations is crucial. To tackle this challenge, we developed a novel approach based on multimodal 3D imaging and artificial intelligence-based image processing that allowed a non-destructive diagnosis of inner tissues in living plants. The method was successfully applied to the grapevine (Vitis vinifera L.). Vineyard's sustainability is threatened by trunk diseases, while the sanitary status of vines cannot be ascertained without injuring the plants. By combining MRI and X-ray CT 3D imaging with an automatic voxel classification, we could discriminate intact, degraded, and white rot tissues with a mean global accuracy of over 91%. Each imaging modality contribution to tissue detection was evaluated, and we identified quantitative structural and physiological markers characterizing wood degradation steps. The combined study of inner tissue distribution versus external foliar symptom history demonstrated that white rot and intact tissue contents are key-measurements in evaluating vines' sanitary status. We finally proposed a model for an accurate trunk disease diagnosis in grapevine. This work opens new routes for precision agriculture and in-situ monitoring of tissue quality and plant health across plant species.
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Affiliation(s)
- Romain Fernandez
- IFV, French Institute of Vine and Wine, IFV, INRAE, UMT Géno-Vigne, Institut Agro, 34398, Montpellier, France
- CIRAD, UMR AGAP Institut, 34398, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Loïc Le Cunff
- IFV, French Institute of Vine and Wine, IFV, INRAE, UMT Géno-Vigne, Institut Agro, 34398, Montpellier, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | | | - Jean-Luc Verdeil
- CIRAD, Phiv, Campus Lavalette, 389 Avenue Agropolis, Montferrier-sur-Lez, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Julie Perry
- CIVC Comité Champagne, 5 Rue Henri Martin, 51200, Epernay, France
| | - Philippe Larignon
- IFV Nîmes. Pôle Rhône-Méditerranée, 7 Avenue Cazeaux, 30230, Rodilhan, France
| | - Anne-Sophie Spilmont
- IFV Pôle Matériel Végétal, Domaine de l'Espiguette, 30240, Le Grau du Roi, France
| | - Philippe Chatelet
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Maïda Cardoso
- BNIF University of Montpellier, Place Eugène Bataillon, Montpellier, France
| | - Christophe Goze-Bac
- Laboratoire Charles Coulomb, University of Montpellier and CNRS, 34095, Montpellier, France
| | - Cédric Moisy
- IFV, French Institute of Vine and Wine, IFV, INRAE, UMT Géno-Vigne, Institut Agro, 34398, Montpellier, France.
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France.
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6
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Musse M, Le Feunteun S, Collewet G, Ravilly M, Quellec S, Ossemond J, Morzel M, Challois S, Nau F, Lucas T. Quantitative magnetic resonance imaging of in vitro gastrointestinal digestion of a bread and cheese meal. Food Res Int 2023; 169:112821. [PMID: 37254397 DOI: 10.1016/j.foodres.2023.112821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 02/27/2023] [Accepted: 04/11/2023] [Indexed: 06/01/2023]
Abstract
The monitoring of food degradation during gastrointestinal digestion is essential in understanding food structure impacts on the bioaccessibility and bioavailability of nutrients. Magnetic Resonance Imaging (MRI) has the unique ability to access information on changes in multi-scale structural features of foods in a spatially resolved and non-destructive way. Our objective was to exploit various opportunities offered by MRI for monitoring starch, lipid and protein hydrolysis, as well as food particle breakdown during the semi-dynamic in vitro gastrointestinal digestion of complex foods combined in a meal. The meal consisted of French bread, hard cheese and water (drink), with a realistic distribution of bolus particle sizes. The MRI approach was reinforced by parallel chemical analysis of all macronutrients in the supernatant. By combining different imaging protocols, quantitative MRI provided insights into a number of phenomena at the level of the cheese and bread particles and within the liquid phase that are hard to access through conventional approaches. MRI thus revealed the progressive ingress of fluids into the bread crust and the release of the gas trapped in the crumb, the erosion of cheese particles, the creaming of fat, the disappearance of small food particles and changes in liquid phase composition. Excellent agreement was obtained between the quantitative parameters extracted from the MRI images and the results of the chemical analysis, demonstrating the strong potential of MRI for the monitoring of in vitro gastrointestinal digestion. The present study proposes further improvements to fully exploit the capabilities of MRI and constitutes an important step towards the extension of quantitative MRI to in vivo studies.
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Characterization of Potato Tuber Tissues Using Spatialized MRI T2 Relaxometry. Biomolecules 2023; 13:biom13020286. [PMID: 36830655 PMCID: PMC9953273 DOI: 10.3390/biom13020286] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 01/27/2023] [Accepted: 01/30/2023] [Indexed: 02/05/2023] Open
Abstract
Magnetic Resonance Imaging is a powerful non-destructive tool in the study of plant tissues. For potato tubers, it greatly assists the study of tissue defects and tissue evolution during storage. This paper describes the MRI analysis of potato tubers with internal defects in their flesh tissue at eight sampling dates from 14 to 33 weeks after harvest. Spatialized multi-exponential T2 relaxometry was used to generate bi-exponential T2 maps, coupled with a classification scheme to identify the different T2 homogeneous zones within the tubers. Six classes with statistically different relaxation parameters were identified at each sampling date, allowing the defects and the pith and cortex tissues to be detected. A further distinction could be made between three constitutive elements within the flesh, revealing the heterogeneity of this particular tissue. Relaxation parameters for each class and their evolution during storage were successfully analyzed. The work demonstrated the value of MRI for detailed non-invasive plant tissue characterization.
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Genovese J, Stručić M, Serša I, Novickij V, Rocculi P, Miklavčič D, Mahnič-Kalamiza S, Kranjc M. PEF treatment effect on plant tissues of heterogeneous structure no longer an enigma: MRI insights beyond the naked eye. Food Chem 2022. [DOI: 10.1016/j.foodchem.2022.134892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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9
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Current Techniques to Study Beneficial Plant-Microbe Interactions. Microorganisms 2022; 10:microorganisms10071380. [PMID: 35889099 PMCID: PMC9317800 DOI: 10.3390/microorganisms10071380] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 06/28/2022] [Accepted: 07/05/2022] [Indexed: 02/04/2023] Open
Abstract
Many different experimental approaches have been applied to elaborate and study the beneficial interactions between soil bacteria and plants. Some of these methods focus on changes to the plant and others are directed towards assessing the physiology and biochemistry of the beneficial plant growth-promoting bacteria (PGPB). Here, we provide an overview of some of the current techniques that have been employed to study the interaction of plants with PGPB. These techniques include the study of plant microbiomes; the use of DNA genome sequencing to understand the genes encoded by PGPB; the use of transcriptomics, proteomics, and metabolomics to study PGPB and plant gene expression; genome editing of PGPB; encapsulation of PGPB inoculants prior to their use to treat plants; imaging of plants and PGPB; PGPB nitrogenase assays; and the use of specialized growth chambers for growing and monitoring bacterially treated plants.
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10
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Leforestier R, Fleury A, Mariette F, Collewet G, Challois S, Musse M. Quantitative MRI analysis of structural changes in tomato tissues resulting from dehydration. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2022; 60:637-650. [PMID: 34964166 DOI: 10.1002/mrc.5241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 12/15/2021] [Accepted: 12/16/2021] [Indexed: 06/14/2023]
Abstract
A quantitative magnetic resonance imaging (MRI) analysis at 1.5T of the effects of different dehydration regimes on transverse relaxation parameters measured in tomato tissue is presented. Multi-exponential T2 maps have been estimated for the first time, providing access to spatialized microstructural information at voxel scale. The objective was to provide a better understanding of the changes in the multi-exponential transverse relaxation parameters induced by dehydration in tomato tissues and to unravel the effects of microstructure and composition on relaxation parameters. The results led to the hypothesis that the multi-exponential relaxation signal reflects cell compartmentation and tissue heterogeneity, even at the voxel scale. Multi-exponential relaxation times provided information about water loss from specific cell compartments and seem to indicate that the dehydration process mainly affects large cells. By contrast, total signal intensity showed no sensitivity to variations in water content in the range investigated in the present study (between 95% [fresh tissue] and 90% [after dehydration]). The variation in relaxation times resulting from water loss was due to both changes in solute concentration and compartment size. The comparative analysis of the two contrasted tissues in terms of microporosity demonstrated that magnetic susceptibility effects, caused by the presence of air in the placenta tissue, significantly impact the effective relaxation and might be the dominant effect in the variations observed in relaxation times in this tissue.
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Affiliation(s)
| | - Anna Fleury
- INRAE Bretagne Normandie, UR OPAALE IRMfood, Rennes, France
| | | | | | | | - Maja Musse
- INRAE Bretagne Normandie, UR OPAALE IRMfood, Rennes, France
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11
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Mayer S, Munz E, Hammer S, Wagner S, Guendel A, Rolletschek H, Jakob PM, Borisjuk L, Neuberger T. Quantitative monitoring of paramagnetic contrast agents and their allocation in plant tissues via DCE-MRI. PLANT METHODS 2022; 18:47. [PMID: 35410361 PMCID: PMC8996644 DOI: 10.1186/s13007-022-00877-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/18/2022] [Indexed: 05/12/2023]
Abstract
BACKGROUND Studying dynamic processes in living organisms with MRI is one of the most promising research areas. The use of paramagnetic compounds as contrast agents (CA), has proven key to such studies, but so far, the lack of appropriate techniques limits the application of CA-technologies in experimental plant biology. The presented proof-of-principle aims to support method and knowledge transfer from medical research to plant science. RESULTS In this study, we designed and tested a new approach for plant Dynamic Contrast Enhanced Magnetic Resonance Imaging (pDCE-MRI). The new approach has been applied in situ to a cereal crop (Hordeum vulgare). The pDCE-MRI allows non-invasive investigation of CA allocation within plant tissues. In our experiments, gadolinium-DTPA, the most commonly used contrast agent in medical MRI, was employed. By acquiring dynamic T1-maps, a new approach visualizes an alteration of a tissue-specific MRI parameter T1 (longitudinal relaxation time) in response to the CA. Both, the measurement of local CA concentration and the monitoring of translocation in low velocity ranges (cm/h) was possible using this CA-enhanced method. CONCLUSIONS A novel pDCE-MRI method is presented for non-invasive investigation of paramagnetic CA allocation in living plants. The temporal resolution of the T1-mapping has been significantly improved to enable the dynamic in vivo analysis of transport processes at low-velocity ranges, which are common in plants. The newly developed procedure allows to identify vascular regions and to estimate their involvement in CA allocation. Therefore, the presented technique opens a perspective for further development of CA-aided MRI experiments in plant biology.
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Affiliation(s)
- Simon Mayer
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Eberhard Munz
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Sebastian Hammer
- Institute of Experimental Physics 6, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Steffen Wagner
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany
| | - Andre Guendel
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany
| | - Hardy Rolletschek
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany
| | - Peter M Jakob
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Ljudmilla Borisjuk
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Seeland-Gatersleben, Germany.
| | - Thomas Neuberger
- Huck Institutes of the Life Sciences, The Pennsylvania State University, 113 Chandlee Lab, University Park, PA, 16802, USA.
- Department of Biomedical Engineering, The Pennsylvania State University, 113 Chandlee Lab, University Park, PA, 16802, USA.
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12
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Does the firmness vary within a single kiwifruit? Estimation of firmness distribution in individual fruit by compressed air deformation measurement. JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION 2022. [DOI: 10.1007/s11694-021-01189-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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13
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Krzyzaniak Y, Cointault F, Loupiac C, Bernaud E, Ott F, Salon C, Laybros A, Han S, Héloir MC, Adrian M, Trouvelot S. In situ Phenotyping of Grapevine Root System Architecture by 2D or 3D Imaging: Advantages and Limits of Three Cultivation Methods. FRONTIERS IN PLANT SCIENCE 2021; 12:638688. [PMID: 34267767 PMCID: PMC8276046 DOI: 10.3389/fpls.2021.638688] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 06/02/2021] [Indexed: 06/01/2023]
Abstract
The root system plays an essential role in the development and physiology of the plant, as well as in its response to various stresses. However, it is often insufficiently studied, mainly because it is difficult to visualize. For grapevine, a plant of major economic interest, there is a growing need to study the root system, in particular to assess its resistance to biotic and abiotic stresses, understand the decline that may affect it, and identify new ecofriendly production systems. In this context, we have evaluated and compared three distinct growing methods (hydroponics, plane, and cylindric rhizotrons) in order to describe relevant architectural root traits of grapevine cuttings (mode of grapevine propagation), and also two 2D- (hydroponics and rhizotron) and one 3D- (neutron tomography) imaging techniques for visualization and quantification of roots. We observed that hydroponics tubes are a system easy to implement but do not allow the direct quantification of root traits over time, conversely to 2D imaging in rhizotron. We demonstrated that neutron tomography is relevant to quantify the root volume. We have also produced a new automated analysis method of digital photographs, adapted for identifying adventitious roots as a feature of root architecture in rhizotrons. This method integrates image segmentation, skeletonization, detection of adventitious root skeleton, and adventitious root reconstruction. Although this study was targeted to grapevine, most of the results obtained could be extended to other plants propagated by cuttings. Image analysis methods could also be adapted to characterization of the root system from seedlings.
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Affiliation(s)
- Yuko Krzyzaniak
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Frédéric Cointault
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Camille Loupiac
- UMR A 02-102 PAM Université de Bourgogne-Franche Comté, AgroSup Dijon, Dijon, France
- Laboratoire Léon Brillouin, UMR 12 CEA-CNRS, CEA Saclay, Gif-sur-Yvette, France
| | - Eric Bernaud
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Frédéric Ott
- Laboratoire Léon Brillouin, UMR 12 CEA-CNRS, CEA Saclay, Gif-sur-Yvette, France
| | - Christophe Salon
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Anthony Laybros
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Simeng Han
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Marie-Claire Héloir
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Marielle Adrian
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
| | - Sophie Trouvelot
- Agroécologie, AgroSup Dijon, CNRS, INRAE, Université de Bourgogne, Université de Bourgogne Franche-Comté, Dijon, France
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14
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Yao L, van de Zedde R, Kowalchuk G. Recent developments and potential of robotics in plant eco-phenotyping. Emerg Top Life Sci 2021; 5:289-300. [PMID: 34013965 PMCID: PMC8166337 DOI: 10.1042/etls20200275] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 04/12/2021] [Accepted: 04/13/2021] [Indexed: 02/04/2023]
Abstract
Automated acquisition of plant eco-phenotypic information can serve as a decision-making basis for precision agricultural management and can also provide detailed insights into plant growth status, pest management, water and fertilizer management for plant breeders and plant physiologists. Because the microscopic components and macroscopic morphology of plants will be affected by the ecological environment, research on plant eco-phenotyping is more meaningful than the study of single-plant phenotyping. To achieve high-throughput acquisition of phenotyping information, the combination of high-precision sensors and intelligent robotic platforms have become an emerging research focus. Robotic platforms and automated systems are the important carriers of phenotyping monitoring sensors that enable large-scale screening. Through the diverse design and flexible systems, an efficient operation can be achieved across a range of experimental and field platforms. The combination of robot technology and plant phenotyping monitoring tools provides the data to inform novel artificial intelligence (AI) approaches that will provide steppingstones for new research breakthroughs. Therefore, this article introduces robotics and eco-phenotyping and examines research significant to this novel domain of plant eco-phenotyping. Given the monitoring scenarios of phenotyping information at different scales, the used intelligent robot technology, efficient automation platform, and advanced sensor equipment are summarized in detail. We further discuss the challenges posed to current research as well as the future developmental trends in the application of robot technology and plant eco-phenotyping. These include the use of collected data for AI applications and high-bandwidth data transfer, and large well-structured (meta) data storage approaches in plant sciences and agriculture.
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Affiliation(s)
- Lili Yao
- Wageningen University & Research, Wageningen, Netherlands
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15
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Nuixe M, Traoré AS, Blystone S, Bonny JM, Falcimagne R, Pagès G, Picon-Cochard C. Circadian Variation of Root Water Status in Three Herbaceous Species Assessed by Portable NMR. PLANTS (BASEL, SWITZERLAND) 2021; 10:782. [PMID: 33923406 PMCID: PMC8073897 DOI: 10.3390/plants10040782] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 04/14/2021] [Accepted: 04/14/2021] [Indexed: 11/17/2022]
Abstract
Roots are at the core of plant water dynamics. Nonetheless, root morphology and functioning are not easily assessable without destructive approaches. Nuclear Magnetic Resonance (NMR), and particularly low-field NMR (LF-NMR), is an interesting noninvasive method to study water in plants, as measurements can be performed outdoors and independent of sample size. However, as far as we know, there are no reported studies dealing with the water dynamics in plant roots using LF-NMR. Thus, the aim of this study is to assess the feasibility of using LF-NMR to characterize root water status and water dynamics non-invasively. To achieve this goal, a proof-of-concept study was designed using well-controlled environmental conditions. NMR and ecophysiological measurements were performed continuously over one week on three herbaceous species grown in rhizotrons. The NMR parameters measured were either the total signal or the transverse relaxation time T2. We observed circadian variations of the total NMR signal in roots and in soil and of the root slow relaxing T2 value. These results were consistent with ecophysiological measurements, especially with the variation of fluxes between daytime and nighttime. This study assessed the feasibility of using LF-NMR to evaluate root water status in herbaceous species.
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Affiliation(s)
- Magali Nuixe
- INRAE, UR QuaPA, F-63122 Saint-Genès Champanelle, France; (M.N.); (S.B.); (J.-M.B.); (G.P.)
- INRAE, ISC AgroResonance, F-63122 Saint-Genès-Champanelle, France
- Université Clermont Auvergne, INRAE, VetAgro Sup, UREP, F-63000 Clermont-Ferrand, France;
| | - Amidou Sissou Traoré
- INRAE, UR QuaPA, F-63122 Saint-Genès Champanelle, France; (M.N.); (S.B.); (J.-M.B.); (G.P.)
- INRAE, ISC AgroResonance, F-63122 Saint-Genès-Champanelle, France
| | - Shannan Blystone
- INRAE, UR QuaPA, F-63122 Saint-Genès Champanelle, France; (M.N.); (S.B.); (J.-M.B.); (G.P.)
- INRAE, ISC AgroResonance, F-63122 Saint-Genès-Champanelle, France
- Université Clermont Auvergne, INRAE, VetAgro Sup, UREP, F-63000 Clermont-Ferrand, France;
| | - Jean-Marie Bonny
- INRAE, UR QuaPA, F-63122 Saint-Genès Champanelle, France; (M.N.); (S.B.); (J.-M.B.); (G.P.)
- INRAE, ISC AgroResonance, F-63122 Saint-Genès-Champanelle, France
| | - Robert Falcimagne
- Université Clermont Auvergne, INRAE, VetAgro Sup, UREP, F-63000 Clermont-Ferrand, France;
| | - Guilhem Pagès
- INRAE, UR QuaPA, F-63122 Saint-Genès Champanelle, France; (M.N.); (S.B.); (J.-M.B.); (G.P.)
- INRAE, ISC AgroResonance, F-63122 Saint-Genès-Champanelle, France
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16
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17
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Windt CW, Nabel M, Kochs J, Jahnke S, Schurr U. A Mobile NMR Sensor and Relaxometric Method to Non-destructively Monitor Water and Dry Matter Content in Plants. FRONTIERS IN PLANT SCIENCE 2021; 12:617768. [PMID: 33613603 PMCID: PMC7892787 DOI: 10.3389/fpls.2021.617768] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 01/05/2021] [Indexed: 05/23/2023]
Abstract
Water content (WC) and dry matter content (DMC) are some of the most basic parameters to describe plant growth and yield, but are exceptionally difficult to measure non-invasively. Nuclear Magnetic Resonance (NMR) relaxometry may fill this methodological gap. It allows non-invasive detection of protons in liquids and solids, and on the basis of these measures, can be used to quantify liquid and dry matter contents of seeds and plants. Unfortunately, most existing NMR relaxometers are large, unwieldy and not suitable to measure intact plants or to be used under field conditions. In addition, currently the appropriate NMR relaxometric methods are poorly suited for non-expert use. We here present a novel approach to overcome these drawbacks. We demonstrate that a basic NMR relaxometer with the capability to accept intact plants, in combination with straightforward NMR and data processing methods, can be used as an NMR plant sensor to continuously, quantitatively and non-invasively monitor changes in WC and DMC. This can be done in vivo, in situ, and with high temporal resolution. The method is validated by showing that measured liquid and solid proton densities accurately reflect WC and DMC of reference samples. The NMR plant sensor is demonstrated in an experimental context by monitoring WC of rice leaves under osmotic stress, and by measuring the dynamics of water and dry matter accumulation during seed filling in a developing wheat ear. It is further demonstrated how the method can be used to estimate leaf water potential on the basis of changes in leaf water content.
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Affiliation(s)
- Carel W. Windt
- Institute for Bio- and Geosciences IBG-2: Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
| | - Moritz Nabel
- Institute for Bio- and Geosciences IBG-2: Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
| | - Johannes Kochs
- Institute for Bio- and Geosciences IBG-2: Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
| | - Siegfried Jahnke
- Institute for Bio- and Geosciences IBG-2: Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
- Faculty of Biology Biodiversity, University of Duisburg-Essen, Essen, Germany
| | - Ulrich Schurr
- Institute for Bio- and Geosciences IBG-2: Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
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18
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Colnago LA, Wiesman Z, Pages G, Musse M, Monaretto T, Windt CW, Rondeau-Mouro C. Low field, time domain NMR in the agriculture and agrifood sectors: An overview of applications in plants, foods and biofuels. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2021; 323:106899. [PMID: 33518175 DOI: 10.1016/j.jmr.2020.106899] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 12/19/2020] [Accepted: 12/20/2020] [Indexed: 05/28/2023]
Abstract
In this contribution, a selective overview of low field, time-domain NMR (TD-NMR) applications in the agriculture and agrifood sectors is presented. The first applications of commercial TD-NMR instruments were in food and agriculture domains. Many of these earlier methods have now been recognized as standard methods by several international agencies. Since 2000, several new applications have been developed, using state of the art instruments, new pulse sequences and new signal processing methods. TD-NMR is expected, in the coming years, to become even more important in quality control of fresh food and agricultural products, as well as for a wide range of food-processed products. TD-NMR systems provide excellent means to collect data relevant for use in the agricultural environment and the bioenergy industry. Data and information collected by TD-NMR systems thus may support decision makers in business and public organizations.
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Affiliation(s)
- Luiz Alberto Colnago
- Embrapa Instrumentação, Rua XV de Novembro 1452, São Carlos, SP 13560-970, Brazil.
| | - Zeev Wiesman
- Phyto-lipid Biotechnology Laboratory (PLBL), Department of Biotechnology Engineering, Faculty of Engineering Sciences, Ben Gurion University of the Negev, Ber Sheva 84105, Israel
| | - Guilhem Pages
- INRAE, UR QUAPA, F-63122 St Genès Champanelle, France; AgroResonance, INRAE, 2018. Nuclear Magnetic Resonance Facility for Agronomy, Food and Health, France
| | - Maja Musse
- INRAE, UR OPAALE, 17 Avenue de Cucillé, CS 64427, 35044, Rennes Cedex, France
| | - Tatiana Monaretto
- Embrapa Instrumentação, Rua XV de Novembro 1452, São Carlos, SP 13560-970, Brazil; Instituto de Química de São Carlos, Universidade de São Paulo, Av. Trabalhador São-Carlense 400, São Carlos, SP 13566-590, Brazil
| | - Carel W Windt
- IBG-2: Plant Sciences, Institute of Bio- and Geosciences, Forschungszentrum Jülich GmbH, Leo-Brandt-Str. 1, 52425 Jülich, Germany
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19
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MRSI vs CEST MRI to understand tomato metabolism in ripening fruit: is there a better contrast? Anal Bioanal Chem 2021; 413:1251-1257. [PMID: 33404743 DOI: 10.1007/s00216-020-03101-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 11/03/2020] [Accepted: 11/26/2020] [Indexed: 12/18/2022]
Abstract
Besides structural information, magnetic resonance imaging (MRI) is crucial to reveal the presence and gradients of metabolites in organs constituted of several tissues. In plant science, such knowledge is key to better understand fruit development and metabolism. Routine methods based on fixation for cytological studies or dissection for metabolite measurements induce biases and plant sample destruction. Magnetic resonance spectroscopy imaging (MSRI) leads to one NMR spectrum per pixel while chemical exchange saturation transfer (CEST) MRI allows mapping metabolites having exchangeable protons. As both methods present different advantages and drawbacks, we compared them to map metabolites in ripe tomato fruits. We demonstrated that MRSI was difficult to interpret due to large spatial chemical shift variations while CEST MRI produced promising image mapping of the main carbohydrates and amino acids. It showed that glucose/fructose was mostly located in the locular tissue, whereas glutamate/glutamine/GABA was found inside the columella.Graphical abstract.
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20
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Zhang YD, Dong Z, Wang SH, Yu X, Yao X, Zhou Q, Hu H, Li M, Jiménez-Mesa C, Ramirez J, Martinez FJ, Gorriz JM. Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation. AN INTERNATIONAL JOURNAL ON INFORMATION FUSION 2020; 64:149-187. [PMID: 32834795 PMCID: PMC7366126 DOI: 10.1016/j.inffus.2020.07.006] [Citation(s) in RCA: 132] [Impact Index Per Article: 26.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 07/06/2020] [Accepted: 07/14/2020] [Indexed: 05/13/2023]
Abstract
Multimodal fusion in neuroimaging combines data from multiple imaging modalities to overcome the fundamental limitations of individual modalities. Neuroimaging fusion can achieve higher temporal and spatial resolution, enhance contrast, correct imaging distortions, and bridge physiological and cognitive information. In this study, we analyzed over 450 references from PubMed, Google Scholar, IEEE, ScienceDirect, Web of Science, and various sources published from 1978 to 2020. We provide a review that encompasses (1) an overview of current challenges in multimodal fusion (2) the current medical applications of fusion for specific neurological diseases, (3) strengths and limitations of available imaging modalities, (4) fundamental fusion rules, (5) fusion quality assessment methods, and (6) the applications of fusion for atlas-based segmentation and quantification. Overall, multimodal fusion shows significant benefits in clinical diagnosis and neuroscience research. Widespread education and further research amongst engineers, researchers and clinicians will benefit the field of multimodal neuroimaging.
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Affiliation(s)
- Yu-Dong Zhang
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
- Department of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Zhengchao Dong
- Department of Psychiatry, Columbia University, USA
- New York State Psychiatric Institute, New York, NY 10032, USA
| | - Shui-Hua Wang
- Department of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- School of Architecture Building and Civil engineering, Loughborough University, Loughborough, LE11 3TU, UK
- School of Mathematics and Actuarial Science, University of Leicester, LE1 7RH, UK
| | - Xiang Yu
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Xujing Yao
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Qinghua Zhou
- School of Informatics, University of Leicester, Leicester, LE1 7RH, Leicestershire, UK
| | - Hua Hu
- Department of Psychiatry, Columbia University, USA
- Department of Neurology, The Second Affiliated Hospital of Soochow University, China
| | - Min Li
- Department of Psychiatry, Columbia University, USA
- School of Internet of Things, Hohai University, Changzhou, China
| | - Carmen Jiménez-Mesa
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Javier Ramirez
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Francisco J Martinez
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
| | - Juan Manuel Gorriz
- Department of Signal Theory, Networking and Communications, University of Granada, Granada, Spain
- Department of Psychiatry, University of Cambridge, Cambridge CB21TN, UK
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21
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Meixner M, Tomasella M, Foerst P, Windt CW. A small-scale MRI scanner and complementary imaging method to visualize and quantify xylem embolism formation. THE NEW PHYTOLOGIST 2020; 226:1517-1529. [PMID: 31958150 DOI: 10.1111/nph.16442] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 01/12/2020] [Indexed: 05/13/2023]
Abstract
Magnetic resonance imaging (MRI) is a useful tool to image xylem embolism formation in plants. MRI scanners configured to accept intact plants are rare and expensive. Here, we investigate if affordable small-scale, custom-built low-field MRI scanners would suffice for the purpose. A small-scale, C-shaped permanent magnet was paired with open, plane parallel imaging gradients. The setup was small enough to fit between leaves or branches and offered open access for plant stems of arbitrary length. To counter the two main drawbacks of the system, low signal to noise and reduced magnetic field homogeneity, a multi-spin echo (MSE) pulse sequence was implemented, allowing efficient signal acquisition and quantitative imaging of water content and T2 signal relaxation. The system was tested visualizing embolism formation in Fagus sylvatica during bench dehydration. High-quality images of water content and T2 were readily obtained, which could be utilized to detect the cavitation of vessels smaller than could be spatially resolved. A multiplication of both map types yielded images in which filled xylem appeared with even greater contrast. T2 imaging with small-scale MRI devices allows straightforward visualization of the spatial and temporal dynamics of embolism formation and the derivation of vulnerability curves.
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Affiliation(s)
- Marco Meixner
- Process Systems Engineering, Technical University of Munich, Gregor-Mendel-Straße 4, 85354, Freising, Germany
- IBG-2: Plant Sciences Institute, Forschungszentrum Jülich, Leo-Brandt-Straße 1, 52428, Jülich, Germany
| | - Martina Tomasella
- Chair for Ecophysiology of Plants, Technical University Munich, Hans-Carl-von-Carlowitz-Platz 2, 85354, Freising, Germany
- Dipartimento di Scienze della Vita, Università di Trieste, Via L. Giorgieri 10, 34127, Trieste, Italy
| | - Petra Foerst
- Process Systems Engineering, Technical University of Munich, Gregor-Mendel-Straße 4, 85354, Freising, Germany
| | - Carel W Windt
- IBG-2: Plant Sciences Institute, Forschungszentrum Jülich, Leo-Brandt-Straße 1, 52428, Jülich, Germany
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22
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Marinkovic JM, Benders S, Garcia-Suarez EJ, Weiß A, Gundlach C, Haumann M, Küppers M, Blümich B, Fehrmann R, Riisager A. Elucidating the ionic liquid distribution in monolithic SILP hydroformylation catalysts by magnetic resonance imaging. RSC Adv 2020; 10:18487-18495. [PMID: 35517184 PMCID: PMC9053722 DOI: 10.1039/c9ra09515b] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 05/05/2020] [Indexed: 01/24/2023] Open
Abstract
Monolithic silicon carbide supported ionic liquid-phase (SILP) Rh-catalysts have very recently been introduced for gas-phase hydroformylation as an important step toward industrial upscaling. This study investigates the monolithic catalyst system in combination with different impregnation procedures with non-invasive magnetic resonance imaging (MRI). The findings were supported by X-ray microtomography (micro-CT) data of the monolithic pore structure and a catalytic performance test of the catalyst system for 1-butene gas-phase hydroformylation. MRI confirmed a homogeneous impregnation of the liquid phase throughout the full cross-section of the cylindrical monoliths. Consistent impregnations from one side to the other of the monoliths were achieved with a stabilizer in the system that helped preventing inhomogeneous rim formation. External influences relevant for industrial application, such as long-term storage and temperature exposure, did not affect the homogeneous liquid-phase distribution of the catalyst. The work elucidates important parameters to improve liquid-phase catalyst impregnation to obtain efficient monolithic catalysts for industrial exploitation in gas-phase hydroformylation as well as other important industrial processes. The action of the liquid catalyst phase in monolithic silicon carbide supported ionic liquid-phase (SILP) Rh-catalysts provide important insight toward industrial upscaling for gas-phase hydroformylation.![]()
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Affiliation(s)
| | - Stefan Benders
- RWTH Aachen University
- Institut für Technische und Makromolekulare Chemie
- 52064 Aachen
- Germany
| | - Eduardo J. Garcia-Suarez
- Technical University of Denmark
- Centre for Catalysis and Sustainable Chemistry
- Department of Chemistry
- Denmark
| | - Alexander Weiß
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
- Lehrstuhl für Chemische Reaktionstechnik (CRT)
- 91058 Erlangen
- Germany
| | | | - Marco Haumann
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
- Lehrstuhl für Chemische Reaktionstechnik (CRT)
- 91058 Erlangen
- Germany
| | - Markus Küppers
- RWTH Aachen University
- Institut für Technische und Makromolekulare Chemie
- 52064 Aachen
- Germany
| | - Bernhard Blümich
- RWTH Aachen University
- Institut für Technische und Makromolekulare Chemie
- 52064 Aachen
- Germany
| | - Rasmus Fehrmann
- Technical University of Denmark
- Centre for Catalysis and Sustainable Chemistry
- Department of Chemistry
- Denmark
| | - Anders Riisager
- Technical University of Denmark
- Centre for Catalysis and Sustainable Chemistry
- Department of Chemistry
- Denmark
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23
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Benders S, Blümich B. Applications of magnetic resonance imaging in chemical engineering. PHYSICAL SCIENCES REVIEWS 2019. [DOI: 10.1515/psr-2018-0177] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Abstract
While there are many techniques to study phenomena that occur in chemical engineering applications, magnetic resonance imaging (MRI) receives increasing scientific interest. Its non-invasive nature and wealth of parameters with the ability to generate functional images and contrast favors the use of MRI for many purposes, in particular investigations of dynamic phenomena, since it is very sensitive to motion. Recent progress in flow-MRI has led to shorter acquisition times and enabled studies of transient phenomena. Reactive systems can easily be imaged if NMR parameters such as relaxation change along the reaction coordinate. Moreover, materials and devices can be examined, such as batteries by mapping the magnetic field around them.
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24
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Kamal T, Cheng S, Khan IA, Nawab K, Zhang T, Song Y, Wang S, Nadeem M, Riaz M, Khan MAU, Zhu B, Tan M. Potential uses of LF‐NMR and MRI in the study of water dynamics and quality measurement of fruits and vegetables. J FOOD PROCESS PRES 2019. [DOI: 10.1111/jfpp.14202] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Tariq Kamal
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
- Department of Agriculture University of Swabi Swabi Pakistan
| | - Shasha Cheng
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
| | - Imtiaz Ali Khan
- Department of Agriculture University of Swabi Swabi Pakistan
| | - Khalid Nawab
- Department of Agricultural Extension Education and Communication The University of Agriculture Peshawar Peshawar Pakistan
| | - Tan Zhang
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
| | - Yukun Song
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
| | - Siqi Wang
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
| | - Muhammad Nadeem
- Department of Plant Protection The University of Agriculture Peshawar Peshawar Pakistan
| | - Muhammad Riaz
- Department of Plant Breeding and Genetics The University of Agriculture Peshawar Peshawar Pakistan
| | | | - Bei‐Wei Zhu
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
| | - Mingqian Tan
- National Engineering Research Center of Seafood, School of Food Science and Technology Dalian Polytechnic University Dalian People's Republic of China
- Engineering Research Center of Seafood of Ministry of Education of China Dalian People's Republic of China
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25
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Galvosas P, Brox TI, Kuczera S. Rheo-NMR in food science-Recent opportunities. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2019; 57:757-765. [PMID: 30854731 DOI: 10.1002/mrc.4861] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Revised: 03/03/2019] [Accepted: 03/03/2019] [Indexed: 06/09/2023]
Abstract
For over 25 years, nuclear magnetic resonance (NMR) and magnetic resonance imaging (MRI) techniques have been used to study materials under mechanical deformation. Collectively, these methods are referred to as Rheo-NMR. In many cases, it provides spatially and temporally resolved maps of NMR spectra, intrinsic NMR parameters (such as relaxation times), or motion (such as diffusion or flow). Therefore, Rheo-NMR is complementary to conventional rheological measurements. This review will briefly summarize current capabilities and limitations of Rheo-NMR in the context of material science and food science in particular. It will report on recent advances such as the incorporation of torque sensors or the implementation of large amplitude oscillatory shear and point out future opportunities for Rheo-NMR in food science.
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Affiliation(s)
- Petrik Galvosas
- SCPS, Victoria University of Wellington, Wellington, New Zealand
- MacDiarmid Institute for Advanced Materials and Nanotechnology, New Zealand
| | - Timothy I Brox
- SCPS, Victoria University of Wellington, Wellington, New Zealand
| | - Stefan Kuczera
- SCPS, Victoria University of Wellington, Wellington, New Zealand
- Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden
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26
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Hesse L, Bunk K, Leupold J, Speck T, Masselter T. Structural and functional imaging of large and opaque plant specimens. JOURNAL OF EXPERIMENTAL BOTANY 2019; 70:3659-3678. [PMID: 31188449 DOI: 10.1093/jxb/erz186] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 04/08/2019] [Indexed: 05/20/2023]
Abstract
Three- and four-dimensional imaging techniques are a prerequisite for spatially resolving the form-structure-function relationships in plants. However, choosing the right imaging method is a difficult and time-consuming process as the imaging principles, advantages and limitations, as well as the appropriate fields of application first need to be compared. The present study aims to provide an overview of three imaging methods that allow for imaging opaque, large and thick (>5 mm, up to several centimeters), hierarchically organized plant samples that can have complex geometries. We compare light microscopy of serial thin sections followed by 3D reconstruction (LMTS3D) as an optical imaging technique, micro-computed tomography (µ-CT) based on ionizing radiation, and magnetic resonance imaging (MRI) which uses the natural magnetic properties of a sample for image acquisition. We discuss the most important imaging principles, advantages, and limitations, and suggest fields of application for each imaging technique (LMTS, µ-CT, and MRI) with regard to static (at a given time; 3D) and dynamic (at different time points; quasi 4D) structural and functional plant imaging.
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Affiliation(s)
- Linnea Hesse
- Plant Biomechanics Group and Botanic Garden, University of Freiburg, Freiburg, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), Freiburg, Germany
| | - Katharina Bunk
- Plant Biomechanics Group and Botanic Garden, University of Freiburg, Freiburg, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), Freiburg, Germany
| | - Jochen Leupold
- Department of Radiology, Medical Physics, Medical Center University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Thomas Speck
- Plant Biomechanics Group and Botanic Garden, University of Freiburg, Freiburg, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), Freiburg, Germany
- Cluster of Excellence livMatS @ FIT - Freiburg Center for Interactive Materials and Bioinspired Technologies, University of Freiburg, Germany
| | - Tom Masselter
- Plant Biomechanics Group and Botanic Garden, University of Freiburg, Freiburg, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), Freiburg, Germany
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Hesse L, Leupold J, Poppinga S, Wick M, Strobel K, Masselter T, Speck T. Resolving Form–Structure–Function Relationships in Plants with MRI for Biomimetic Transfer. Integr Comp Biol 2019; 59:1713-1726. [DOI: 10.1093/icb/icz051] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Abstract
In many biomimetic approaches, a deep understanding of the form–structure–function relationships in living and functionally intact organisms, which act as biological role models, is essential. This knowledge is a prerequisite for the identification of parameters that are relevant for the desired technical transfer of working principles. Hence, non-invasive and non-destructive techniques for static (3D) and dynamic (4D) high-resolution plant imaging and analysis on multiple hierarchical levels become increasingly important. In this study we demonstrate that magnetic resonance imaging (MRI) can be used to resolve the plants inner tissue structuring and functioning on the example of four plant concept generators with sizes larger than 5 mm used in current biomimetic research projects: Dragon tree (Dracaena reflexa var. angustifolia), Venus flytrap (Dionaea muscipula), Sugar pine (Pinus lambertiana) and Chinese witch hazel (Hamamelis mollis). Two different MRI sequences were applied for high-resolution 3D imaging of the differing material composition (amount, distribution, and density of various tissues) and condition (hydrated, desiccated, and mechanically stressed) of the four model organisms. Main aim is to better understand their biomechanics, development, and kinematics. The results are used as inspiration for developing novel design and fabrication concepts for bio-inspired technical fiber-reinforced branchings and smart biomimetic actuators.
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Affiliation(s)
- Linnea Hesse
- Plant Biomechanics Group, Botanic Garden, University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), University of Freiburg, Freiburg im Breisgau, Germany
| | - Jochen Leupold
- Department of Radiology, Medical Physics, Medical Center University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Simon Poppinga
- Plant Biomechanics Group, Botanic Garden, University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Materials Research Center (FMF), University of Freiburg, Freiburg im Breisgau, Germany
| | | | | | - Tom Masselter
- Plant Biomechanics Group, Botanic Garden, University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Materials Research Center (FMF), University of Freiburg, Freiburg im Breisgau, Germany
| | - Thomas Speck
- Plant Biomechanics Group, Botanic Garden, University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Center for Interactive Materials and Bioinspired Technologies (FIT), University of Freiburg, Freiburg im Breisgau, Germany
- Freiburg Materials Research Center (FMF), University of Freiburg, Freiburg im Breisgau, Germany
- Cluster of Excellence livMatS—FIT Freiburg Center for Interactive Materials and Bioinspired Technologies, University of Freiburg, Freiburg im Breisgau, Germany
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Panjvani K, Dinh AV, Wahid KA. LiDARPheno - A Low-Cost LiDAR-Based 3D Scanning System for Leaf Morphological Trait Extraction. FRONTIERS IN PLANT SCIENCE 2019; 10:147. [PMID: 30815008 PMCID: PMC6382022 DOI: 10.3389/fpls.2019.00147] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Accepted: 01/28/2019] [Indexed: 05/26/2023]
Abstract
The ever-growing world population brings the challenge for food security in the current world. The gene modification tools have opened a new era for fast-paced research on new crop identification and development. However, the bottleneck in the plant phenotyping technology restricts the alignment in geno-pheno development as phenotyping is the key for the identification of potential crop for improved yield and resistance to the changing environment. Various attempts to making the plant phenotyping a "high-throughput" have been made while utilizing the existing sensors and technology. However, the demand for 'good' phenotypic information for linkage to the genome in understanding the gene-environment interactions is still a bottleneck in the plant phenotyping technologies. Moreover, the available technologies and instruments are inaccessible, expensive, and sometimes bulky. This work attempts to address some of the critical problems, such as exploration and development of a low-cost LiDAR-based platform for phenotyping the plants in-lab and in-field. A low-cost LiDAR-based system design, LiDARPheno, is introduced in this work to assess the feasibility of the inexpensive LiDAR sensor in the leaf trait (length, width, and area) extraction. A detailed design of the LiDARPheno, based on low-cost and off-the-shelf components and modules, is presented. Moreover, the design of the firmware to control the hardware setup of the system and the user-level python-based script for data acquisition is proposed. The software part of the system utilizes the publicly available libraries and Application Programming Interfaces (APIs), making it easy to implement the system by a non-technical user. The LiDAR data analysis methods are presented, and algorithms for processing the data and extracting the leaf traits are developed. The processing includes conversion, cleaning/filtering, segmentation and trait extraction from the LiDAR data. Experiments on indoor plants and canola plants were performed for the development and validation of the methods for estimation of the leaf traits. The results of the LiDARPheno based trait extraction are compared with the SICK LMS400 (a commercial 2D LiDAR) to assess the performance of the developed system.
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Jakusch P, Kocsis T, Székely IK, Hatvani IG. The application of Magnetic Resonance Imaging (mri) to the examination of plant tissues and water barriers. ACTA BIOLOGICA HUNGARICA 2018; 69:423-436. [PMID: 30587024 DOI: 10.1556/018.69.2018.4.5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
The aim of the present study is to extend the applicability of MRI measurements similar to those used in human diagnostics to the examination of water barriers in living plants, thus broadening their use in natural sciences. The cucumber, Cucumis sativus, and Phillyrea angustifolia, or false olive, were chosen as test plants. The MRI measurements were carried out on three samples of each plant in the same position vis-a-vis the MRI apparatus using a Siemens Avanto MRI scanner. Two different relaxation times were employed, T1, capable of histological mapping, and T2, used for the examination of water content. In the course of the analysis, it was found that certain histological formations and branching cause modifications to the intensity detected with relaxation time T2. Furthermore, these positions can also be found in T1 measurements. A monotonic correlation (cucumber: ρ = 0.829; false olive: ρ = -0.84) was observed between the T1 and T2 measurements. In the course of the statistical analysis of the signal intensities of the xylems it was concluded that they cannot be regarded as independent in a statistical sense; these changes rather depend on the anatomic structure of the plant, as the intensity profile is modified by nodes, leaves and branches. This serves as a demonstration of the applicability of MRI to the measurement of well know plant physiological processes. The special parametrization required for this equipment, which is usually used in human diagnostics, is also documented in the present study.
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Affiliation(s)
- Pál Jakusch
- Eötvös Loránd University, Faculty of Science, Centre of Environmental Sciences, Pázmány Péter sétány 1/A, H-1117 Budapest, Hungary
| | - Tímea Kocsis
- Budapest Business School University of Applied Sciences Faculty of Commerce, Catering and Tourism, Department of Methodology, Alkotmány u. 9–11, H-1054 Budapest, Hungary
| | - Ilona Kovácsné Székely
- Budapest Business School University of Applied Sciences Faculty of Commerce, Catering and Tourism, Department of Methodology, Alkotmány u. 9–11, H-1054 Budapest, Hungary
| | - István Gábor Hatvani
- Institute of Geological and Geochemical Research, MTA Research Centre for Astronomy and Earth Sciences, Budaörsi út. 45, H-1112 Budapest, Hungary
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Evolution of physicochemical properties of pear during drying by conventional techniques, portable-NMR, and modelling. J FOOD ENG 2018. [DOI: 10.1016/j.jfoodeng.2018.02.028] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Salimi Khorshidi A, Storsley J, Malunga LN, Thandapilly SJ, Ames N. Advancing the science of wheat quality evaluation using nuclear magnetic resonance (NMR) and ultrasound-based techniques. Cereal Chem 2018. [DOI: 10.1002/cche.10040] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
| | - Joanne Storsley
- Cereal Research Centre; Agriculture & Agri-Food Canada; Winnipeg MB Canada
| | | | - Sijo Joseph Thandapilly
- Cereal Research Centre; Agriculture & Agri-Food Canada; Winnipeg MB Canada
- Department of Food and Human Nutritional Sciences; University of Manitoba; Winnipeg MB Canada
| | - Nancy Ames
- Cereal Research Centre; Agriculture & Agri-Food Canada; Winnipeg MB Canada
- Department of Food and Human Nutritional Sciences; University of Manitoba; Winnipeg MB Canada
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Ebrahimnejad H, Ebrahimnejad H, Salajegheh A, Barghi H. Use of Magnetic Resonance Imaging in Food Quality Control: A Review. J Biomed Phys Eng 2018; 8:127-132. [PMID: 29732347 PMCID: PMC5928302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2016] [Accepted: 10/08/2016] [Indexed: 11/11/2022]
Abstract
Modern challenges of food science require a new understanding of the determinants of food quality and safety. Application of advanced imaging modalities such as magnetic resonance imaging (MRI) has seen impressive successes and fast growth over the past decade. Since MRI does not have any harmful ionizing radiation, it can be considered as a magnificent tool for the quality control of food products. MRI allows the structure of foods to be imaged noninvasively and nondestructively. Magnetic resonance images can present information about several processes and material properties in foods. This review will provide an overview of the most prominent applications of MRI in food research.
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Affiliation(s)
- Hamed Ebrahimnejad
- DDS, MSc, Department of Oral and Maxillofacial Radiology, Faculty of Dentistry, Kerman University of Medical Sciences, Kerman, Iran
| | - Hadi Ebrahimnejad
- DVM, Ph.D., Assistant Professor, Department of Food Hygiene and Public Health, Faculty of Veterinary Medicine, Shahid Bahonar University of Kerman, Kerman, Iran
| | - A Salajegheh
- MSc, Department of Radiology, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - H Barghi
- DDS, MSc, Assistant Professor, Department of Pediatric Dentistry, Faculty of Dentistry, Shiraz University of Medical Sciences, Shiraz, Iran
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Munz E, Rolletschek H, Oeltze-Jafra S, Fuchs J, Guendel A, Neuberger T, Ortleb S, Jakob PM, Borisjuk L. A functional imaging study of germinating oilseed rape seed. THE NEW PHYTOLOGIST 2017; 216:1181-1190. [PMID: 28800167 DOI: 10.1111/nph.14736] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Accepted: 07/04/2017] [Indexed: 05/24/2023]
Abstract
Germination, the process whereby a dry, quiescent seed springs to life, has been a focus of plant biologist for many years, yet the early events following water uptake, during which metabolism of the embryo is restarted, remain enigmatic. Here, the nature of the cues required for this restarting in oilseed rape (Brassica napus) seed has been investigated. A holistic in vivo approach was designed to display the link between the entry and allocation of water, metabolic events and structural changes occurring during germination. For this, we combined functional magnetic resonance imaging with Fourier transform infrared microscopy, fluorescence-based respiration mapping, computer-aided seed modeling and biochemical tools. We uncovered an endospermal lipid gap, which channels water to the radicle tip, from whence it is distributed via embryonic vasculature toward cotyledon tissues. The resumption of respiration is initiated first in the endosperm, only later spreading to the embryo. Sugar metabolism and lipid utilization are linked to the spatiotemporal sequence of tissue rehydration. Together, this imaging study provides insights into the spatial aspects of key events in oilseed rape seeds leading to germination. It demonstrates how seed architecture predetermines the pattern of water intake, which sets the stage for the orchestrated restart of life.
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Affiliation(s)
- Eberhard Munz
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Hardy Rolletschek
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
| | - Steffen Oeltze-Jafra
- Innovation Center Computer Assisted Surgery, University of Leipzig, Semmelweisstraße 14, 04103, Leipzig, Germany
| | - Johannes Fuchs
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
| | - André Guendel
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
| | - Thomas Neuberger
- Huck Institutes of the Life Sciences, 113 Chandlee Lab, University Park, PA, 16802, USA
| | - Stefan Ortleb
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
| | - Peter M Jakob
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074, Würzburg, Germany
| | - Ljudmilla Borisjuk
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466, Gatersleben, Germany
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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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Kirtil E, Cikrikci S, McCarthy MJ, Oztop MH. Recent advances in time domain NMR & MRI sensors and their food applications. Curr Opin Food Sci 2017. [DOI: 10.1016/j.cofs.2017.07.005] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Xu F, Jin X, Zhang L, Chen XD. Investigation on water status and distribution in broccoli and the effects of drying on water status using NMR and MRI methods. Food Res Int 2017; 96:191-197. [DOI: 10.1016/j.foodres.2017.03.041] [Citation(s) in RCA: 105] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Revised: 03/02/2017] [Accepted: 03/22/2017] [Indexed: 10/19/2022]
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Oligschläger D, Rehorn C, Lehmkuhl S, Adams M, Adams A, Blümich B. A size-adjustable radiofrequency coil for investigating plants in a Halbach magnet. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2017; 278:80-87. [PMID: 28388497 DOI: 10.1016/j.jmr.2017.03.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2016] [Revised: 03/14/2017] [Accepted: 03/18/2017] [Indexed: 06/07/2023]
Abstract
A radio-frequency coil with adjustable distance has been developed and tested for in-situ examination of growing plants. The Helmholtz-based coil design reduces laborious tuning and matching efforts encountered with solenoids wound around a growing stem or branch. Relaxation experiments were performed on tomato plants and winter wheat under controlled light irradiation. Changes in signal amplitude and in relaxation times T2 were recorded over day and night cycles. Peaks in distributions of relaxation times were attributed to different tissue components of two different plants.
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Affiliation(s)
- Dirk Oligschläger
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany
| | - Christian Rehorn
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany.
| | - Sören Lehmkuhl
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany
| | - Michael Adams
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany
| | - Alina Adams
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany
| | - Bernhard Blümich
- Institut für Technische und Makromolekulare Chemie (ITMC), RWTH Aachen University, Worringer Weg 2, D-52074 Aachen, Germany
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Morozov D, Tal I, Pisanty O, Shani E, Cohen Y. Studying microstructure and microstructural changes in plant tissues by advanced diffusion magnetic resonance imaging techniques. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:2245-2257. [PMID: 28398563 PMCID: PMC5447889 DOI: 10.1093/jxb/erx106] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
As sessile organisms, plants must respond to the environment by adjusting their growth and development. Most of the plant body is formed post-embryonically by continuous activity of apical and lateral meristems. The development of lateral adventitious roots is a complex process, and therefore the development of methods that can visualize, non-invasively, the plant microstructure and organ initiation that occur during growth and development is of paramount importance. In this study, relaxation-based and advanced diffusion magnetic resonance imaging (MRI) methods including diffusion tensor (DTI), q-space diffusion imaging (QSI), and double-pulsed-field-gradient (d-PFG) MRI, at 14.1 T, were used to characterize the hypocotyl microstructure and the microstructural changes that occurred during the development of lateral adventitious roots in tomato. Better contrast was observed in relaxation-based MRI using higher in-plane resolution but this also resulted in a significant reduction in the signal-to-noise ratio of the T2-weighted MR images. Diffusion MRI revealed that water diffusion is highly anisotropic in the vascular cylinder. QSI and d-PGSE MRI showed that in the vascular cylinder some of the cells have sizes in the range of 6-10 μm. The MR images captured cell reorganization during adventitious root formation in the periphery of the primary vascular bundles, adjacent to the xylem pole that broke through the cortex and epidermis layers. This study demonstrates that MRI and diffusion MRI methods allow the non-invasive study of microstructural features of plants, and enable microstructural changes associated with adventitious root formation to be followed.
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Affiliation(s)
- Darya Morozov
- School of Chemistry, The Sackler Faculty of Exact Sciences, and
| | - Iris Tal
- Department of Molecular Biology and Ecology of Plants, Tel Aviv University, Ramat Aviv, Tel Aviv 66978, Israel
| | - Odelia Pisanty
- Department of Molecular Biology and Ecology of Plants, Tel Aviv University, Ramat Aviv, Tel Aviv 66978, Israel
| | - Eilon Shani
- Department of Molecular Biology and Ecology of Plants, Tel Aviv University, Ramat Aviv, Tel Aviv 66978, Israel
| | - Yoram Cohen
- School of Chemistry, The Sackler Faculty of Exact Sciences, and
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Blümich B. Virtual special issue: Magnetic resonance at low fields. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2017; 274:145-147. [PMID: 27742163 DOI: 10.1016/j.jmr.2016.10.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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40
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The potential of nuclear magnetic resonance to track lipids in planta. Biochimie 2016; 130:97-108. [DOI: 10.1016/j.biochi.2016.07.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2016] [Accepted: 07/22/2016] [Indexed: 12/15/2022]
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41
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Dekkers BL, de Kort DW, Grabowska KJ, Tian B, Van As H, van der Goot AJ. A combined rheology and time domain NMR approach for determining water distributions in protein blends. Food Hydrocoll 2016. [DOI: 10.1016/j.foodhyd.2016.04.020] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Takeya S, Nakano K, Thammawong M, Umeda H, Yoneyama A, Takeda T, Hyodo K, Matsuo S. CO₂ processing and hydration of fruit and vegetable tissues by clathrate hydrate formation. Food Chem 2016; 205:122-8. [PMID: 27006222 DOI: 10.1016/j.foodchem.2016.03.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2015] [Revised: 02/26/2016] [Accepted: 03/02/2016] [Indexed: 11/15/2022]
Abstract
CO2 hydrate can be used to preserve fresh fruits and vegetables, and its application could contribute to the processing of carbonated frozen food. We investigated water transformation in the frozen tissue of fresh grape samples upon CO2 treatment at 2-3 MPa and 3°C for up to 46 h. Frozen fresh bean, radish, eggplant and cucumber samples were also investigated for comparison. X-ray diffraction indicated that after undergoing CO2 treatment for several hours, structure I CO2 hydrate formed within the grape tissue. Phase-contrast X-ray imaging using the diffraction-enhanced imaging technique revealed the presence of CO2 hydrate within the intercellular spaces of these tissues. The carbonated produce became effervescent because of the dissociation of CO2 hydrate through the intercellular space, especially above the melting point of ice. In addition, suppressed metabolic activity resulting from CO2 hydrate formation, which inhibits water and nutrient transport through intercellular space, can be expected.
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Affiliation(s)
- Satoshi Takeya
- National Institute of Advanced Industrial Science and Technology (AIST), Central 5, 1-1-1, Higashi, Tsukuba, Ibaraki 305-8565, Japan.
| | - Kohei Nakano
- Gifu University, 1-1 Yanagido, Gifu 501-1193, Japan.
| | | | - Hiroki Umeda
- Institute of Vegetable and Tea Science (NIVTS), 3-1-1 Kannondai, Tsukuba, Ibaraki 305-8666, Japan
| | - Akio Yoneyama
- Hitachi Ltd., 1-280 Higashi-koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Tohoru Takeda
- Kitasato University, 1-15-1 Kitasato, Sagamihara, Kanagawa 228-8555, Japan
| | - Kazuyuki Hyodo
- High Energy Accelerator Research Organization, 1-1 Oho, Tsukuba, Ibaraki 305-0801, Japan
| | - Seiji Matsuo
- The University of Tokyo, 7-3-1 Hongo, Bunkyo, Tokyo 113-8656, Japan
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43
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Canela N, Rodríguez MÁ, Baiges I, Nadal P, Arola L. Foodomics imaging by mass spectrometry and magnetic resonance. Electrophoresis 2016; 37:1748-67. [DOI: 10.1002/elps.201500494] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2015] [Revised: 12/22/2015] [Accepted: 01/05/2016] [Indexed: 12/12/2022]
Affiliation(s)
- Núria Canela
- Group of Research on Omic Methodologies (GROM); Universitat Rovira i Virgili; Reus Spain
- Centre for Omic Sciences (COS); Universitat Rovira i Virgili; Reus Spain
| | - Miguel Ángel Rodríguez
- Group of Research on Omic Methodologies (GROM); Universitat Rovira i Virgili; Reus Spain
- Centre for Omic Sciences (COS); Universitat Rovira i Virgili; Reus Spain
| | - Isabel Baiges
- Group of Research on Omic Methodologies (GROM); Universitat Rovira i Virgili; Reus Spain
- Centre for Omic Sciences (COS); Universitat Rovira i Virgili; Reus Spain
| | - Pedro Nadal
- Group of Research on Omic Methodologies (GROM); Universitat Rovira i Virgili; Reus Spain
- Centre for Omic Sciences (COS); Universitat Rovira i Virgili; Reus Spain
- Centre Tecnològic de Nutriciò i Salut (CTNS); Reus Spain
| | - Lluís Arola
- Centre for Omic Sciences (COS); Universitat Rovira i Virgili; Reus Spain
- Centre Tecnològic de Nutriciò i Salut (CTNS); Reus Spain
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44
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Defraeye T, Nicolaï B, Mannes D, Aregawi W, Verboven P, Derome D. Probing inside fruit slices during convective drying by quantitative neutron imaging. J FOOD ENG 2016. [DOI: 10.1016/j.jfoodeng.2016.01.023] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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45
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Nagata A, Kose K, Terada Y. Development of an outdoor MRI system for measuring flow in a living tree. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2016; 265:129-38. [PMID: 26896868 DOI: 10.1016/j.jmr.2016.02.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2015] [Revised: 02/04/2016] [Accepted: 02/05/2016] [Indexed: 05/26/2023]
Abstract
An outdoor MRI system for noninvasive, long-term measurements of sap flow in a living tree in its natural environment has been developed. An open-access, 0.2 T permanent magnet with a 160 mm gap was combined with a radiofrequency probe, planar gradient coils, electromagnetic shielding, several electrical units, and a waterproofing box. Two-dimensional cross-sectional images were acquired for a ring-porous tree, and the anatomical structures, including xylem and phloem, were identified. The MRI flow measurements demonstrated the diurnal changes in flow velocity in the stem on a per-pixel basis. These results demonstrate that our outdoor MRI system is a powerful tool for studies of water transport in outdoor trees.
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Affiliation(s)
- Akiyoshi Nagata
- Institute of Applied Physics, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Katsumi Kose
- Institute of Applied Physics, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Yasuhiko Terada
- Institute of Applied Physics, University of Tsukuba, Tsukuba, Ibaraki, Japan.
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46
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Malone MW, Yoder J, Hunter JF, Espy MA, Dickman LT, Nelson RO, Vogel SC, Sandin HJ, Sevanto S. In vivo Observation of Tree Drought Response with Low-Field NMR and Neutron Imaging. FRONTIERS IN PLANT SCIENCE 2016; 7:564. [PMID: 27200037 PMCID: PMC4858708 DOI: 10.3389/fpls.2016.00564] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2016] [Accepted: 04/12/2016] [Indexed: 05/13/2023]
Abstract
Using a simple low-field NMR system, we monitored water content in a living tree in a greenhouse over 2 months. By continuously running the system, we observed changes in tree water content on a scale of half an hour. The data showed a diurnal change in water content consistent both with previous NMR and biological observations. Neutron imaging experiments show that our NMR signal is primarily due to water being rapidly transported through the plant, and not to other sources of hydrogen, such as water in cytoplasm, or water in cell walls. After accounting for the role of temperature in the observed NMR signal, we demonstrate a change in the diurnal signal behavior due to simulated drought conditions for the tree. These results illustrate the utility of our system to perform noninvasive measurements of tree water content outside of a temperature controlled environment.
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47
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Bajd F, Škrlep M, Čandek-Potokar M, Vidmar J, Serša I. Use of multiparametric magnetic resonance microscopy for discrimination among different processing protocols and anatomical positions of Slovenian dry-cured hams. Food Chem 2015; 197 Pt B:1093-101. [PMID: 26675845 DOI: 10.1016/j.foodchem.2015.11.103] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2015] [Revised: 11/18/2015] [Accepted: 11/19/2015] [Indexed: 10/22/2022]
Abstract
A novel multiparametric magnetic resonance microscopy (MRM) approach was applied to the Slovenian Kraški pršut dry-cured ham samples in order to evaluate its potential for discrimination among biceps femoris and semimembranosus muscle from two hams, differing in processing (salting duration) and thus in water and salt content. The approach is based on apparent diffusion coefficient (ADC) mapping as well as on longitudinal (T1) and transversal (T2) nuclear magnetic resonance relaxation time mapping. Three-dimensional maps were acquired and analyzed by one dimensional (1D) ADC, T1, and T2 distributions as well as by paired two-dimensional ADC-T1, ADC-T2 and T1-T2 distributions. The discriminating potential of the applied MRM approach was confirmed by differences among both 1D and 2D distributions of different ham samples. In addition, distribution peak positions highly correlated with the conventionally determined moisture content.
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Affiliation(s)
- Franci Bajd
- Jožef Stefan Institute, Jamova 39, Ljubljana 1000, Slovenia; Faculty of Mathematics and Physics, University of Ljubljana, Jadranska 19, Ljubljana 1000, Slovenia
| | - Martin Škrlep
- Agricultural Institute of Slovenia, Hacquetova 17, Ljubljana 1000, Slovenia
| | | | - Jernej Vidmar
- Jožef Stefan Institute, Jamova 39, Ljubljana 1000, Slovenia; Institute of Physiology, Medical Faculty, University of Ljubljana, Zaloška 4, Ljubljana 1000, Slovenia
| | - Igor Serša
- Jožef Stefan Institute, Jamova 39, Ljubljana 1000, Slovenia; Faculty of Mathematics and Physics, University of Ljubljana, Jadranska 19, Ljubljana 1000, Slovenia.
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48
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Sumner LW, Lei Z, Nikolau BJ, Saito K. Modern plant metabolomics: advanced natural product gene discoveries, improved technologies, and future prospects. Nat Prod Rep 2015; 32:212-29. [PMID: 25342293 DOI: 10.1039/c4np00072b] [Citation(s) in RCA: 144] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Plant metabolomics has matured and modern plant metabolomics has accelerated gene discoveries and the elucidation of a variety of plant natural product biosynthetic pathways. This review covers the approximate period of 2000 to 2014, and highlights specific examples of the discovery and characterization of novel genes and enzymes associated with the biosynthesis of natural products such as flavonoids, glucosinolates, terpenoids, and alkaloids. Additional examples of the integration of metabolomics with genome-based functional characterizations of plant natural products that are important to modern pharmaceutical technology are also reviewed. This article also provides a substantial review of recent technical advances in mass spectrometry imaging, nuclear magnetic resonance imaging, integrated LC-MS-SPE-NMR for metabolite identifications, and X-ray crystallography of microgram quantities for structural determinations. The review closes with a discussion on the future prospects of metabolomics related to crop species and herbal medicine.
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Affiliation(s)
- Lloyd W Sumner
- The Samuel Roberts Noble Foundation, Plant Biology Division, 2510 Sam Noble Parkway, Ardmore, OK, USA.
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49
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Schmittgen S, Metzner R, Van Dusschoten D, Jansen M, Fiorani F, Jahnke S, Rascher U, Schurr U. Magnetic resonance imaging of sugar beet taproots in soil reveals growth reduction and morphological changes during foliar Cercospora beticola infestation. JOURNAL OF EXPERIMENTAL BOTANY 2015; 66:5543-53. [PMID: 25873673 PMCID: PMC4585413 DOI: 10.1093/jxb/erv109] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Cercospora leaf spot (CLS) infection can cause severe yield loss in sugar beet. Introduction of Cercospora-resistant varieties in breeding programmes is important for plant protection to reduce both fungicide applications and the risk of the development of fungal resistance. However, in vivo monitoring of the sugar-containing taproots at early stages of foliar symptoms and the characterization of the temporal development of disease progression has proven difficult. Non-invasive magnetic resonance imaging (MRI) measurements were conducted to quantify taproot development of genotypes with high (HS) and low (LS) levels of susceptibility after foliar Cercospora inoculation. Fourteen days post-inoculation (dpi) the ratio of infected leaf area was still low (~7%) in both the HS and LS genotypes. However, during this period, the volumetric growth of the taproot had already started to decrease. Additionally, inoculated plants showed a reduction of the increase in width of inner cambial rings while the width of outer rings increased slightly compared with non-inoculated plants. This response partly compensated for the reduced development of inner rings that had a vascular connection with Cercospora-inoculated leaves. Hence, alterations in taproot anatomical features such as volume and cambial ring development can be non-invasively detected already at 14 dpi, providing information on the early impact of the infection on whole-plant performance. All these findings show that MRI is a suitable tool to identify promising candidate parent lines with improved resistance to Cercospora, for example with comparatively lower taproot growth reduction at early stages of canopy infection, for future introduction into breeing programmes.
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Affiliation(s)
- Simone Schmittgen
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Ralf Metzner
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Dagmar Van Dusschoten
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Marcus Jansen
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Fabio Fiorani
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Siegfried Jahnke
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Uwe Rascher
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
| | - Ulrich Schurr
- Forschungszentrum Jülich GmbH, Institut für Bio-und Geowissenschaften, IBG-2: Plant Sciences, Wilhelm-Johnen-Straße, D-52425 Jülich, Germany
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50
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Towards integrated performance evaluation of future packaging for fresh produce in the cold chain. Trends Food Sci Technol 2015. [DOI: 10.1016/j.tifs.2015.04.008] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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