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Mayer S, Rolletschek H, Radchuk V, Wagner S, Ortleb S, Gündel A, Dehmer KJ, Gutjahr FT, Jakob PM, Borisjuk L. Metabolic imaging in living plants: A promising field for chemical exchange saturation transfer (CEST) MRI. SCIENCE ADVANCES 2024; 10:eadq4424. [PMID: 39292788 PMCID: PMC11409970 DOI: 10.1126/sciadv.adq4424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Accepted: 08/15/2024] [Indexed: 09/20/2024]
Abstract
Magnetic resonance imaging (MRI) is a versatile technique in the biomedical field, but its application to the study of plant metabolism in vivo remains challenging because of magnetic susceptibility problems. In this study, we report the establishment of chemical exchange saturation transfer (CEST) for plant MRI. This method enables noninvasive access to the metabolism of sugars and amino acids in complex sink organs (seeds, fruits, taproots, and tubers) of major crops (maize, barley, pea, potato, sugar beet, and sugarcane). Because of its high signal detection sensitivity and low susceptibility to magnetic field inhomogeneities, CEST analyzes heterogeneous botanical samples inaccessible to conventional magnetic resonance spectroscopy. The approach provides unprecedented insight into the dynamics and distribution of sugars and amino acids in intact, living plant tissue. The method is validated by chemical shift imaging, infrared microscopy, chromatography, and mass spectrometry. CEST is a versatile and promising tool for studying plant metabolism in vivo, with many applications in plant science and crop improvement.
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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
| | - Hardy Rolletschek
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland-Gatersleben, Germany
| | - Volodymyr Radchuk
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland-Gatersleben, Germany
| | - Steffen Wagner
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland-Gatersleben, Germany
| | - Stefan Ortleb
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland-Gatersleben, Germany
| | - Andre Gündel
- Department of Ecology, Environment and Plant Sciences, Stockholm University, SE-106 91 Stockholm, Sweden
| | - Klaus J. Dehmer
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland-Gatersleben, Germany
| | - Fabian T. Gutjahr
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074 Würzburg, 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
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Wu R, Ying R, Deng Z, Huang M, Zeng S. Hydration and mechanical properties of arabinoxylan, (1,3;1,4)-β-glucan, and cellulose multilayer films simulating the cell wall of wheat endosperm. Int J Biol Macromol 2024; 260:129271. [PMID: 38199557 DOI: 10.1016/j.ijbiomac.2024.129271] [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: 11/07/2023] [Revised: 12/15/2023] [Accepted: 01/03/2024] [Indexed: 01/12/2024]
Abstract
The cell walls of wheat endosperm, which play a pivotal role in seed germination, exhibit a laminated structure primarily composed of polysaccharides. In this study, composite multilayer films were prepared using arabinoxylan (AX), (1,3;1,4)-β-D-glucan (MLG), and cellulose nanofibers (CNFs), and the effect of polymer blend structure on cell wall hydration and mechanical properties was investigated. Atomic force microscopy and X-ray diffraction indicated that the network structure of MLG/CNF exhibits a higher degree of continuity and uniformity compared to that of AX/CNF. Mechanically, the extensive linkages between MLG and CNFs chains enhance the mechanical properties of the films. Moreover, water diffusion experiments and TD-NMR analysis revealed that water molecules diffuse faster in the network structure formed by AX. We propose a structural model of the endosperm cell wall, in which the CNFs polymer blend coated with MLG serves as the framework, and the AX network fills the gaps between them, providing diffusion channels for water molecules.
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Affiliation(s)
- Ruochen Wu
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
| | - Ruifeng Ying
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China.
| | - Zhiwen Deng
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
| | - Meigui Huang
- College of Food Science and Technology, Southwest Minzu University, Chengdu 610041, PR China
| | - Shiqi Zeng
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
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Miki Y, Saito S, Niki T, Gladish DK. Improved image processing for 3D virtual object construction from serial sections reveals tissue patterns in root tips of Zea mays. APPLICATIONS IN PLANT SCIENCES 2023; 11:e11531. [PMID: 38106532 PMCID: PMC10719874 DOI: 10.1002/aps3.11531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 03/22/2023] [Accepted: 04/07/2023] [Indexed: 12/19/2023]
Abstract
Premise Previously we described methods for generating three-dimensional (3D) virtual reconstructions of plant tissues from transverse thin sections. Here, we report the applicability of longitudinal sections and improved image-processing steps that are simpler to perform and utilize free applications. Methods In order to obtain improved digital images and a virtual 3D object (cuboid), GIMP 2.10 and ImageJ 2.3.0 running on a laptop computer were used. Sectional views of the cuboid and 3D visualization were realized with use of the plug-ins "Volume Viewer" and "3D Viewer" in ImageJ. Results A 3D object was constructed and sectional views along several cutting planes were generated. The 3D object consisted of selected tissues inside the cuboid that were extracted and visualized from the original section data, and an animated video of the 3D construct was also produced. Discussion Virtual cuboids can be constructed by stacking longitudinal images along the transverse depth direction or stacking transverse images vertically along the organ axis, with both generating similar 3D objects. Which to use depends on the purpose of the investigation: if the vertical cell structures need close examination, the former method may be better, but for more general spatial evaluations or for evaluation of organs over longer tissue distances than can be accommodated with longitudinal sectioning, the latter method should be chosen.
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Affiliation(s)
- Yasushi Miki
- Image Processing SectionMikiOn LLC, 103 Ishikawa Heights, 1737 Hazama‐machi, HachiojiTokyo193‐0941Japan
| | - Susumu Saito
- Image Processing SectionMikiOn LLC, 103 Ishikawa Heights, 1737 Hazama‐machi, HachiojiTokyo193‐0941Japan
| | - Teruo Niki
- Image Processing SectionMikiOn LLC, 103 Ishikawa Heights, 1737 Hazama‐machi, HachiojiTokyo193‐0941Japan
| | - Daniel K. Gladish
- Department of BiologyMiami University1601 University Blvd.HamiltonOhio45011USA
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Synchrotron Based X-ray Microtomography Reveals Cellular Morphological Features of Developing Wheat Grain. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12073454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Wheat is one of the most important crops in the world, mainly used for human consumption and animal feed. To overcome the increasing demand in wheat production, it is necessary to better understand the mechanisms involved in the growth of the wheat grain. X-ray computed tomography is an efficient method for the non-destructive investigation of the 3D architecture of biological specimens, which does not require staining, sectioning, or inclusion. In particular, phase-contrast tomography results in images with better contrast and an increased resolution compared to that obtained with laboratory tomography devices. The aim of this study was to investigate the potential of phase-contrast tomography for the study of the anatomy of the wheat grain at early stages of development. We provided 3D images of entire grains at various development stages. The image analysis allowed identifying a large number of tissues, and to visualize individual cells. Using a high-resolution setup, finer details were obtained, making it possible to identify additional tissues. Three-dimensional rendering of the grain also revealed the pattern resulting from the epidermis cells. X-ray phase-contrast tomography appears as a promising imaging method for the study of the 3D anatomy of plant organs and tissues.
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Ying R, Li T, Wu C, Huang M. Preparation and characterisation of arabinoxylan and (1,3)(1,4)‐β‐glucan alternating multilayer edible films simulated those of wheat grain aleurone cell wall. Int J Food Sci Technol 2021. [DOI: 10.1111/ijfs.14848] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Ruifeng Ying
- College of Light Industry and Food Engineering Nanjing Forestry University Nanjing210037China
| | - Tong Li
- College of Light Industry and Food Engineering Nanjing Forestry University Nanjing210037China
| | - Caie Wu
- College of Light Industry and Food Engineering Nanjing Forestry University Nanjing210037China
| | - Meigui Huang
- College of Light Industry and Food Engineering Nanjing Forestry University Nanjing210037China
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Effects of lamellar organization and arabinoxylan substitution rate on the properties of films simulating wheat grain aleurone cell wall. Carbohydr Polym 2021; 270:117819. [PMID: 34364586 DOI: 10.1016/j.carbpol.2021.117819] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 02/08/2021] [Accepted: 02/10/2021] [Indexed: 11/20/2022]
Abstract
Herein, we evaluated the properties of alternate arabinoxylan (AX)/(1→3) (1→4)-β-D-glucan (BG) multilayer films. AX was extracted from wheat at three growth stages and single-component and alternate overlapping multilayer films were prepared. The physical properties, water diffusion rate, and water mobility of multilayer films during water absorption and desorption were studied. There were significant differences in the AX content and arabinose-to-xylose ratio at different growth stages. The LAX/BG multilayer films showed excellent thermal stability and mechanical properties with an increase in the relative humidity. The AX multilayer films with a low substitution rate showed a better water-binding capacity, whereas water molecules in films with a high substitution rate showed higher mobility. Therefore, a low substitution rate AX and AX/BG composite structure can improve the thermodynamic properties of multilayer films, but limit water mobility. We provide new insights on the physicochemical properties and water-regulation effects of wheat cell wall.
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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: 3.0] [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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Liu W, Liu C, Jin J, Li D, Fu Y, Yuan X. High-Throughput Phenotyping of Morphological Seed and Fruit Characteristics Using X-Ray Computed Tomography. FRONTIERS IN PLANT SCIENCE 2020; 11:601475. [PMID: 33281857 PMCID: PMC7688911 DOI: 10.3389/fpls.2020.601475] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 10/26/2020] [Indexed: 06/01/2023]
Abstract
Traditional seed and fruit phenotyping are mainly accomplished by manual measurement or extraction of morphological properties from two-dimensional images. These methods are not only in low-throughput but also unable to collect their three-dimensional (3D) characteristics and internal morphology. X-ray computed tomography (CT) scanning, which provides a convenient means of non-destructively recording the external and internal 3D structures of seeds and fruits, offers a potential to overcome these limitations. However, the current CT equipment cannot be adopted to scan seeds and fruits with high throughput. And there is no specialized software for automatic extraction of phenotypes from CT images. Here, we introduced a high-throughput image acquisition approach by mounting a specially designed seed-fruit container onto the scanning bed. The corresponding 3D image analysis software, 3DPheno-Seed&Fruit, was created for automatic segmentation and rapid quantification of eight morphological phenotypes of internal and external compartments of seeds and fruits. 3DPheno-Seed&Fruit is a graphical user interface design and user-friendly software with an excellent phenotype result visualization function. We described the software in detail and benchmarked it based upon CT image analyses in seeds of soybean, wheat, peanut, pine nut, pistachio nut and dwarf Russian almond fruit. R 2 values between the extracted and manual measurements of seed length, width, thickness, and radius ranged from 0.80 to 0.96 for soybean and wheat. High correlations were found between the 2D (length, width, thickness, and radius) and 3D (volume and surface area) phenotypes for soybean. Overall, our methods provide robust and novel tools for phenotyping the morphological seed and fruit traits of various plant species, which could benefit crop breeding and functional genomics.
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Affiliation(s)
- Weizhen Liu
- School of Computer Science and Technology, Wuhan University of Technology, Wuhan, China
| | - Chang Liu
- School of Computer Science and Technology, Wuhan University of Technology, Wuhan, China
| | - Jingyi Jin
- Wuhan Gooalgene Technology Co., Ltd., Wuhan, China
| | - Dongye Li
- Wuhan Gooalgene Technology Co., Ltd., Wuhan, China
| | - Yongping Fu
- Engineering Research Centre of Chinese Ministry of Education for Edible and Medicinal Fungi, Jilin Agricultural University, Changchun, China
| | - Xiaohui Yuan
- School of Computer Science and Technology, Wuhan University of Technology, Wuhan, China
- Engineering Research Centre of Chinese Ministry of Education for Edible and Medicinal Fungi, Jilin Agricultural University, Changchun, China
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Gao X, Ying R, Zhao D, Zhu J. Variation in cell wall structure and composition of wheat grain based on geography and regulatory effect of cell wall on water mobility. FUNCTIONAL PLANT BIOLOGY : FPB 2020; 47:840-852. [PMID: 32534602 DOI: 10.1071/fp19302] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 04/08/2020] [Indexed: 06/11/2023]
Abstract
Wheat grain from 12 different regions in China was used to study variations in the cell wall structure and chemical composition based on geography. The mobility and migration rate of water in wheat grain during moisture absorption and drying were determined under different relative humidity conditions. Depending on the geography, variations were noted in the thickness and component content of the wheat grain cell wall. Cell wall thickness was positively correlated with the total arabinoxylan (TAX) content. Cell wall thickness and TAX content of the aleurone layer were positively correlated with altitude and negatively correlated with longitude. The water migration rate decreased with the increase of cell wall thickness and TAX content. Nuclear magnetic resonance (NMR) results revealed that grains with thick aleurone cell wall showed increased molecular mobility of water. These findings lay the foundation for further study of water regulation in wheat cell wall.
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Affiliation(s)
- Xiaoquan Gao
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
| | - Ruifeng Ying
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China; and Corresponding author.
| | - Dan Zhao
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
| | - Jiewei Zhu
- Department of Food Science and Technology, College of Light Industry and Food Engineering, Nanjing Forestry University, Nanjing 210037, China
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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: 7] [Impact Index Per Article: 1.4] [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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Perez-Sanz F, Navarro PJ, Egea-Cortines M. Plant phenomics: an overview of image acquisition technologies and image data analysis algorithms. Gigascience 2017; 6:1-18. [PMID: 29048559 PMCID: PMC5737281 DOI: 10.1093/gigascience/gix092] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Revised: 06/20/2017] [Accepted: 09/17/2017] [Indexed: 11/25/2022] Open
Abstract
The study of phenomes or phenomics has been a central part of biology. The field of automatic phenotype acquisition technologies based on images has seen an important advance in the last years. As with other high-throughput technologies, it addresses a common set of problems, including data acquisition and analysis. In this review, we give an overview of the main systems developed to acquire images. We give an in-depth analysis of image processing with its major issues and the algorithms that are being used or emerging as useful to obtain data out of images in an automatic fashion.
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Affiliation(s)
- Fernando Perez-Sanz
- Genetics, ETSIA, Instituto de Biotecnología Vegetal, Universidad Politécnica de Cartagena, 30202 Cartagena, Spain
| | - Pedro J Navarro
- Genetics, Instituto de Biotecnología Vegetal, Universidad Politécnica de Cartagena, Campus Muralla del Mar, s/n, Cartagena 30202, Spain
| | - Marcos Egea-Cortines
- Genetics, ETSIA, Instituto de Biotecnología Vegetal, Universidad Politécnica de Cartagena, 30202 Cartagena, Spain
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Cechová M, Válková M, Hradilová I, Janská A, Soukup A, Smýkal P, Bednář P. Towards Better Understanding of Pea Seed Dormancy Using Laser Desorption/Ionization Mass Spectrometry. Int J Mol Sci 2017; 18:E2196. [PMID: 29065445 PMCID: PMC5666877 DOI: 10.3390/ijms18102196] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 10/11/2017] [Accepted: 10/16/2017] [Indexed: 02/07/2023] Open
Abstract
Seed coats of six pea genotypes contrasting in dormancy were studied by laser desorption/ionization mass spectrometry (LDI-MS). Multivariate statistical analysis discriminated dormant and non-dormant seeds in mature dry state. Separation between dormant and non-dormant types was observed despite important markers of particular dormant genotypes differ from each other. Normalized signals of long-chain hydroxylated fatty acids (HLFA) in dormant JI64 genotype seed coats were significantly higher than in other genotypes. These compounds seem to be important markers likely influencing JI64 seed imbibition and germination. HLFA importance was supported by study of recombinant inbred lines (JI64xJI92) contrasting in dormancy but similar in other seed properties. Furthemore HLFA distribution in seed coat was studied by mass spectrometry imaging. HLFA contents in strophiole and hilum are significantly lower compared to other parts indicating their role in water uptake. Results from LDI-MS experiments are useful in understanding (physical) dormancy (first phases of germination) mechanism and properties related to food processing technologies (e.g., seed treatment by cooking).
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Affiliation(s)
- Monika Cechová
- Regional Centre of Advanced Technologies and Materials, Department of Analytical Chemistry, Faculty of Science, Palacký University, 17. Listopadu 12, 771 46 Olomouc, Czech Republic.
| | - Markéta Válková
- Regional Centre of Advanced Technologies and Materials, Department of Analytical Chemistry, Faculty of Science, Palacký University, 17. Listopadu 12, 771 46 Olomouc, Czech Republic.
| | - Iveta Hradilová
- Department of Botany, Faculty of Science, Palacký University, Šlechtitelů 27, 783 71 Olomouc, Czech Republic.
| | - Anna Janská
- Department of Experimental Plant Biology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic.
| | - Aleš Soukup
- Department of Experimental Plant Biology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic.
| | - Petr Smýkal
- Department of Botany, Faculty of Science, Palacký University, Šlechtitelů 27, 783 71 Olomouc, Czech Republic.
| | - Petr Bednář
- Regional Centre of Advanced Technologies and Materials, Department of Analytical Chemistry, Faculty of Science, Palacký University, 17. Listopadu 12, 771 46 Olomouc, Czech Republic.
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Panato A, Antonini E, Bortolotti F, Ninfali P. The histology of grain caryopses for nutrient location: a comparative study of six cereals. Int J Food Sci Technol 2017. [DOI: 10.1111/ijfs.13390] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Anna Panato
- Department of Diagnostics and Public Health; University of Verona; Piazzale L.A. Scuro 10 37134 Verona VR Italy
| | - Elena Antonini
- Department of Biomolecular Sciences; University of Urbino; via Saffi 2 61029 Urbino PU Italy
| | - Federica Bortolotti
- Department of Diagnostics and Public Health; University of Verona; Piazzale L.A. Scuro 10 37134 Verona VR Italy
| | - Paolino Ninfali
- Department of Biomolecular Sciences; University of Urbino; via Saffi 2 61029 Urbino PU Italy
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15
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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: 1.9] [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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16
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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: 2.5] [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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Borisjuk L, Rolletschek H, Neuberger T. Nuclear magnetic resonance imaging of lipid in living plants. Prog Lipid Res 2013; 52:465-87. [DOI: 10.1016/j.plipres.2013.05.003] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2013] [Revised: 05/15/2013] [Accepted: 05/28/2013] [Indexed: 01/13/2023]
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18
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Hydration and mechanical properties of arabinoxylans and β-d-glucans films. Carbohydr Polym 2013; 96:31-8. [DOI: 10.1016/j.carbpol.2013.03.090] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2013] [Revised: 03/20/2013] [Accepted: 03/26/2013] [Indexed: 01/10/2023]
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19
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Van As H, van Duynhoven J. MRI of plants and foods. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2013; 229:25-34. [PMID: 23369439 DOI: 10.1016/j.jmr.2012.12.019] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2012] [Revised: 12/24/2012] [Accepted: 12/28/2012] [Indexed: 05/13/2023]
Abstract
The importance and prospects for MRI as applied to intact plants and to foods are presented in view of one of humanity's most pressing concerns, the sustainable and healthy feeding of a worldwide increasing population. Intact plants and foods have in common that their functionality is determined by complex multiple length scale architectures. Intact plants have an additional level of complexity since they are living systems which critically depend on transport and signalling processes between and within tissues and organs. The combination of recent cutting-edge technical advances and integration of MRI accessible parameters has the perspective to contribute to breakthroughs in understanding complex regulatory plant performance mechanisms. In food science and technology MRI allows for quantitative multi-length scale structural assessment of food systems, non-invasive monitoring of heat and mass transport during shelf-life and processing, and for a unique view on food properties under shear. These MRI applications are powerful enablers of rationally (re)designed food formulations and processes. Limitations and bottlenecks of the present plant and food MRI methods are mainly related to short T2 values and susceptibility artefacts originating from small air spaces in tissues/materials. We envisage cross-fertilisation of solutions to overcome these hurdles in MRI applications in plants and foods. For both application areas we witness a development where MRI is moving from highly specialised equipment to mobile and downscaled versions to be used by a broad user base in the field, greenhouse, food laboratory or factory.
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Affiliation(s)
- Henk Van As
- Laboratory of Biophysics, Wageningen University, Dreijenlaan 3, 6703 HA Wageningen, Netherlands.
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20
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Walter A, Studer B, Kölliker R. Advanced phenotyping offers opportunities for improved breeding of forage and turf species. ANNALS OF BOTANY 2012; 110:1271-9. [PMID: 22362662 PMCID: PMC3478040 DOI: 10.1093/aob/mcs026] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2011] [Accepted: 01/05/2012] [Indexed: 05/18/2023]
Abstract
BACKGROUND AND AIMS Advanced phenotyping, i.e. the application of automated, high-throughput methods to characterize plant architecture and performance, has the potential to accelerate breeding progress but is far from being routinely used in current breeding approaches. In forage and turf improvement programmes, in particular, where breeding populations and cultivars are characterized by high genetic diversity and substantial genotype × environment interactions, precise and efficient phenotyping is essential to meet future challenges imposed by climate change, growing demand and declining resources. SCOPE This review highlights recent achievements in the establishment of phenotyping tools and platforms. Some of these tools have originally been established in remote sensing, some in precision agriculture, while others are laboratory-based imaging procedures. They quantify plant colour, spectral reflection, chlorophyll-fluorescence, temperature and other properties, from which traits such as biomass, architecture, photosynthetic efficiency, stomatal aperture or stress resistance can be derived. Applications of these methods in the context of forage and turf breeding are discussed. CONCLUSIONS Progress in cutting-edge molecular breeding tools is beginning to be matched by progress in automated non-destructive imaging methods. Joint application of precise phenotyping machinery and molecular tools in optimized breeding schemes will improve forage and turf breeding in the near future and will thereby contribute to amended performance of managed grassland agroecosystems.
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Affiliation(s)
- Achim Walter
- Institute of Agricultural Sciences, ETH Zürich, Universitätstrasse 2, 8092 Zürich, Switzerland.
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22
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Borisjuk L, Rolletschek H, Neuberger T. Surveying the plant's world by magnetic resonance imaging. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2012; 70:129-46. [PMID: 22449048 DOI: 10.1111/j.1365-313x.2012.04927.x] [Citation(s) in RCA: 104] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Understanding the way in which plants develop, grow and interact with their environment requires tools capable of a high degree of both spatial and temporal resolution. Magnetic resonance imaging (MRI), a technique which is able to visualize internal structures and metabolites, has the great virtue that it is non-invasive and therefore has the potential to monitor physiological processes occurring in vivo. The major aim of this review is to attract plant biologists to MRI by explaining its advantages and wide range of possible applications for solving outstanding issues in plant science. We discuss the challenges and opportunities of MRI in the study of plant physiology and development, plant-environment interactions, biodiversity, gene functions and metabolism. Overall, it is our view that the potential benefit of harnessing MRI for plant research purposes is hard to overrate.
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Affiliation(s)
- Ljudmilla Borisjuk
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, Gatersleben, Germany.
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23
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Vinogradova IS, Falaleev OV. Formation of the vascular system of developing bean (Phaseolus limensis L.) seeds according to nuclear magnetic resonance microtomography. Russ J Dev Biol 2012. [DOI: 10.1134/s1062360412010079] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Abstract
Motivation: Modern data acquisition methods in biology allow the procurement of different types of data in increasing quantity, facilitating a comprehensive view of biological systems. As data are usually gathered and interpreted by separate domain scientists, it is hard to grasp multidomain properties and structures. Consequently, there is a need for the integration of biological data from different sources and of different types in one application, providing various visualization approaches. Results: In this article, methods for the integration and visualization of multimodal biological data are presented. This is achieved based on two graphs representing the meta-relations between biological data and the measurement combinations, respectively. Both graphs are linked and serve as different views of the integrated data with navigation and exploration possibilities. Data can be combined and visualized multifariously, resulting in views of the integrated biological data. Availability:http://vanted.ipk-gatersleben.de/hive/. Contact:rohn@ipk-gatersleben.de
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Affiliation(s)
- Hendrik Rohn
- Department of Molecular Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany.
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25
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Development of wheat kernels with contrasting endosperm texture characteristics as determined by magnetic resonance imaging and time domain-nuclear magnetic resonance. J Cereal Sci 2010. [DOI: 10.1016/j.jcs.2010.06.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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26
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Barley grain development toward an integrative view. INTERNATIONAL REVIEW OF CELL AND MOLECULAR BIOLOGY 2010; 281:49-89. [PMID: 20460183 DOI: 10.1016/s1937-6448(10)81002-0] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Seeds are complex structures composed of several maternal and filial tissues which undergo rapid changes during development. In this review, the barley grain is taken as a cereal seed model. Following a brief description of the developing grain, recent progress in grain development modeling is described. 3-D/4-D models based on histological sections or nondestructive NMR measurements can be used to integrate a variety of datasets. Extensive transcriptome data are taken as a frame to augment our understanding of various molecular-physiological processes. Discussed are maternal influences on grain development and the role of different tissues (pericarp, nucellus, nucellar projection, endosperm, endosperm transfer cells). Programmed cell death (PCD) is taken to pinpoint tissue specificities and the importance of remobilization processes for grain development. Transcriptome data have also been used to derive transcriptional networks underlying differentiation and maturation in endosperm and embryo. They suggest that the "maturation hormone" ABA is important also in early grain development. Massive storage product synthesis during maturation is dependent on sufficient energy, which can only be provided by specific metabolic adaptations due to severe oxygen deficiencies within the seed. To integrate the great variety of data from different research areas in complex, predictive computational modeling as part of a systems biology approach is an important challenge of the future. First attempts of modeling barley grain metabolism are summarized.
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Ishimaru T, Horigane AK, Ida M, Iwasawa N, San-oh YA, Nakazono M, Nishizawa NK, Masumura T, Kondo M, Yoshida M. Formation of grain chalkiness and changes in water distribution in developing rice caryopses grown under high-temperature stress. J Cereal Sci 2009. [DOI: 10.1016/j.jcs.2009.04.011] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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28
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29
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Hong YS, Hong KS, Lee ES, Cho JH, Lee C, Cheong C, Lee CH. MR imaging and diffusion studies of soaked rice. Food Res Int 2009. [DOI: 10.1016/j.foodres.2008.11.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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30
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Bollenbeck F, Kaspar S, Mock HP, Weier D, Seiffert U. Three-Dimensional Multimodality Modelling by Integration of High-Resolution Interindividual Atlases and Functional MALDI-IMS Data. ACTA ACUST UNITED AC 2009. [DOI: 10.1007/978-3-642-00727-9_14] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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31
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Seefeldt HF, Larsen FH, Viereck N, Wollenweber B, Engelsen SB. Bulk Carbohydrate Grain Filling of Barley β-Glucan Mutants Studied by1H HR MAS NMR. Cereal Chem 2008. [DOI: 10.1094/cchem-85-4-0571] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Helene Fast Seefeldt
- University of Aarhus, Faculty of Agricultural Sciences, Dept. of Genetics and Biotechnology, Forsøgsvej 1, 4200 Slagelse, Denmark
- University of Copenhagen, Faculty of Life Sciences, Dept. of Food Science, Quality & Technology, Rolighedsvej 30, 1958 Frederiksberg C, Denmark
| | - Flemming Hofmann Larsen
- University of Copenhagen, Faculty of Life Sciences, Dept. of Food Science, Quality & Technology, Rolighedsvej 30, 1958 Frederiksberg C, Denmark
| | - Nanna Viereck
- University of Copenhagen, Faculty of Life Sciences, Dept. of Food Science, Quality & Technology, Rolighedsvej 30, 1958 Frederiksberg C, Denmark
| | - Bernd Wollenweber
- University of Aarhus, Faculty of Agricultural Sciences, Dept. of Genetics and Biotechnology, Forsøgsvej 1, 4200 Slagelse, Denmark
| | - Søren Balling Engelsen
- University of Copenhagen, Faculty of Life Sciences, Dept. of Food Science, Quality & Technology, Rolighedsvej 30, 1958 Frederiksberg C, Denmark
- Corresponding author. Phone: +45 3533 3205. Fax: +45 3533 3245. E-mail:
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Neuberger T, Sreenivasulu N, Rokitta M, Rolletschek H, Göbel C, Rutten T, Radchuk V, Feussner I, Wobus U, Jakob P, Webb A, Borisjuk L. Quantitative imaging of oil storage in developing crop seeds. PLANT BIOTECHNOLOGY JOURNAL 2008; 6:31-45. [PMID: 17894785 DOI: 10.1111/j.1467-7652.2007.00294.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
In this article, we present a tool which allows the rapid and non-invasive detection and quantitative visualization of lipid in living seeds at a variety of stages using frequency-selected magnetic resonance imaging. The method provides quantitative lipid maps with a resolution close to the cellular level (in-plane 31 microm x 31 microm). The reliability of the method was demonstrated using two contrasting subjects: the barley grain (monocot, 2% oil, highly compartmentalized) and the soybean grain (dicot, 20% oil, economically important oilseed). Steep gradients in local oil storage were defined at the organ- and tissue-specific scales. These gradients were closely coordinated with tissue differentiation and seed maturation, as revealed by electron microscopy and biochemical and gene expression analysis. The method can be used to elucidate similar oil accumulation processes in different tissues/organs, as well as to follow the fate of storage lipids during deposition and subsequent mobilization.
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Affiliation(s)
- Thomas Neuberger
- Department of Bioengineering, Pennsylvania State University, University Park, PA 16802, USA
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Gubatz S, Dercksen VJ, Brüss C, Weschke W, Wobus U. Analysis of barley (Hordeum vulgare) grain development using three-dimensional digital models. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2007; 52:779-90. [PMID: 17825055 DOI: 10.1111/j.1365-313x.2007.03260.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Analysis of gene expression in the developing barley caryopsis requires effective instruments for visualization of the grain and the 3D expression patterns. Digital models of developing barley (Hordeum vulgare) grains were reconstructed from serial sections to visualize the complex three-dimensional (3D) grain anatomy, to generate and analyse 3D expression patterns, and to quantify tissues during growth. The models provide detailed spatial descriptions of developing grains at anthesis, at the syncytial stage of endosperm development and at the onset of starch accumulation, visualizing and quantifying 18 tissues or tissue complexes. Total caryopsis volumes and volume changes of specific tissues between the stages were determined, and proportions of ovule- and non-ovule-tissues and ratios of filial to maternal tissues were calculated from the model data. To generate and analyse 3D expression patterns, data from mRNA localization by in situ hybridizations were integrated into the models. At the onset of starch accumulation, cell-wall invertase (HvCWINV1) mRNA is mainly localized in the transfer cells and to a lesser degree in zones of the starchy endosperm. Using the model, an expression gradient across the grain was visualized. The expression pattern in the upper region of the caryopsis resembles that found in the median region at an earlier stage, indicating the presence of a developmental gradient. At anthesis, mRNA of the protease nucellin was visualized in a distinct zone of the nucellus near the antipodal cells.
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Affiliation(s)
- Sabine Gubatz
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstr. 3, D-06466, Gatersleben, Germany.
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Fast Seefeldt H, van den Berg F, Köckenberger W, Engelsen SB, Wollenweber B. Water mobility in the endosperm of high beta-glucan barley mutants as studied by nuclear magnetic resonance imaging. Magn Reson Imaging 2007; 25:425-32. [PMID: 17371735 DOI: 10.1016/j.mri.2006.09.030] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2006] [Accepted: 09/28/2006] [Indexed: 10/23/2022]
Abstract
(1)H NMR imaging (MRI) was used as a noninvasive technique to study water distribution and mobility in hydrated barley (Hordeum vulgare L.) seeds of accessions with varying content of beta glucan (BG), a highly hygroscopic cell wall component. High contents of BG in barley are unfavorable in malting where it leads to clotting of filters and hazing of beer as well as in animal feed where it hinders the rapid uptake of energy. However, a high content of BG has a positive nutritional effect, as it lowers the cholesterol and the glycaemic index. It was studied whether water distribution and mobility were related to content and location of BG. Water mobility was investigated by following the rate and mode of desiccation in hydrated single seeds. In order to determine the different water components, a multispin echo experiment was set up to reveal the T(2) transverse relaxation rates of water within the seeds. A principal component analysis (PCA) discriminated control seeds from the high-BG mutant seeds. MRI proved efficient in tracing the differences in water-holding capacity of contrasting barley seeds. All accessions showed nonuniform distribution of water at full hydration as well as during desiccation. The embryo retained water even after 36 h of drying, whereas the endosperm showed low and heterogeneous mobility of the water after drying. The relaxation time constants indicated that the BG mutants had regions of much higher water mobility around the ventral crease compared to the control. It is concluded that MRI can be applied to investigate temporal and spatial differences in the location of specific chemical compounds in single seeds.
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Affiliation(s)
- Helene Fast Seefeldt
- Department of Genetics and Biotechnology, Danish Institute of Agricultural Sciences, Research Centre Flakkebjerg, DK-4200 Slagelse, Denmark.
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Horigane AK, Takahashi H, Maruyama S, Ohtsubo K, Yoshida M. Water penetration into rice grains during soaking observed by gradient echo magnetic resonance imaging. J Cereal Sci 2006. [DOI: 10.1016/j.jcs.2006.07.014] [Citation(s) in RCA: 78] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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