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Duncan KE, Czymmek KJ, Jiang N, Thies AC, Topp CN. X-ray microscopy enables multiscale high-resolution 3D imaging of plant cells, tissues, and organs. PLANT PHYSIOLOGY 2022; 188:831-845. [PMID: 34618094 PMCID: PMC8825331 DOI: 10.1093/plphys/kiab405] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 07/29/2021] [Indexed: 05/12/2023]
Abstract
Capturing complete internal anatomies of plant organs and tissues within their relevant morphological context remains a key challenge in plant science. While plant growth and development are inherently multiscale, conventional light, fluorescence, and electron microscopy platforms are typically limited to imaging of plant microstructure from small flat samples that lack a direct spatial context to, and represent only a small portion of, the relevant plant macrostructures. We demonstrate technical advances with a lab-based X-ray microscope (XRM) that bridge the imaging gap by providing multiscale high-resolution three-dimensional (3D) volumes of intact plant samples from the cell to the whole plant level. Serial imaging of a single sample is shown to provide sub-micron 3D volumes co-registered with lower magnification scans for explicit contextual reference. High-quality 3D volume data from our enhanced methods facilitate sophisticated and effective computational segmentation. Advances in sample preparation make multimodal correlative imaging workflows possible, where a single resin-embedded plant sample is scanned via XRM to generate a 3D cell-level map, and then used to identify and zoom in on sub-cellular regions of interest for high-resolution scanning electron microscopy. In total, we present the methodologies for use of XRM in the multiscale and multimodal analysis of 3D plant features using numerous economically and scientifically important plant systems.
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Affiliation(s)
- Keith E Duncan
- Donald Danforth Plant Science Center, St Louis, Missouri 63132, USA
| | - Kirk J Czymmek
- Donald Danforth Plant Science Center, St Louis, Missouri 63132, USA
| | - Ni Jiang
- Donald Danforth Plant Science Center, St Louis, Missouri 63132, USA
| | | | - Christopher N Topp
- Donald Danforth Plant Science Center, St Louis, Missouri 63132, USA
- Author for communication:
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Piovesan A, Vancauwenberghe V, Van De Looverbosch T, Verboven P, Nicolaï B. X-ray computed tomography for 3D plant imaging. TRENDS IN PLANT SCIENCE 2021; 26:1171-1185. [PMID: 34404587 DOI: 10.1016/j.tplants.2021.07.010] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 07/05/2021] [Accepted: 07/21/2021] [Indexed: 06/13/2023]
Abstract
X-ray computed tomography (CT) is a valuable tool for 3D imaging of plant tissues and organs. Applications include the study of plant development and organ morphogenesis, as well as modeling of transport processes in plants. Some challenges remain, however, including attaining higher contrast for easier quantification, increasing the resolution for imaging subcellular features, and decreasing image acquisition and processing time for high-throughput phenotyping. In addition, phase contrast, multispectral, dark-field, soft X-ray, and time-resolved imaging are emerging. At the same time, a large amount of 3D image data are becoming available, posing challenges for data management. We review recent advances in the area of X-ray CT for plant imaging, and describe opportunities for using such images for studying transport processes in plants.
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Affiliation(s)
- Agnese Piovesan
- Katholieke Universiteit (KU) Leuven, Division MeBioS (Mechatronics, Biostatistics, and Sensors) - Postharvest Group, Willem de Croylaan 42, BE-3001 Leuven, Belgium
| | - Valérie Vancauwenberghe
- Katholieke Universiteit (KU) Leuven, Division MeBioS (Mechatronics, Biostatistics, and Sensors) - Postharvest Group, Willem de Croylaan 42, BE-3001 Leuven, Belgium
| | - Tim Van De Looverbosch
- Katholieke Universiteit (KU) Leuven, Division MeBioS (Mechatronics, Biostatistics, and Sensors) - Postharvest Group, Willem de Croylaan 42, BE-3001 Leuven, Belgium
| | - Pieter Verboven
- Katholieke Universiteit (KU) Leuven, Division MeBioS (Mechatronics, Biostatistics, and Sensors) - Postharvest Group, Willem de Croylaan 42, BE-3001 Leuven, Belgium.
| | - Bart Nicolaï
- Katholieke Universiteit (KU) Leuven, Division MeBioS (Mechatronics, Biostatistics, and Sensors) - Postharvest Group, Willem de Croylaan 42, BE-3001 Leuven, Belgium; Flanders Centre of Postharvest Technology (VCBT), Willem de Croylaan 42, BE-3001 Leuven, Belgium
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Yang H, Zhao J, Li D, Cao Y, Li F, Ma J, Liu P. Application of silver nanotriangles as a novel contrast agent in tumor computed tomography imaging. NANOTECHNOLOGY 2021; 32:495705. [PMID: 34450600 DOI: 10.1088/1361-6528/ac21ef] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Accepted: 08/27/2021] [Indexed: 06/13/2023]
Abstract
This study aimed to prepare chitosan-coated silver nanotriangles (AgNTs) and assess their computed tomography (CT) contrast property byin vitroandin vivoexperiments. AgNTs with a range of sizes were synthesized by a seed-based growth method, and subsequently characterized by transmission electron microscopy (TEM), ultraviolet-visible absorption spectroscopy and dynamic light scattering. The x-ray attenuation capability of all prepared AgNTs was evaluated using micro CT. The CT contrast effect of AgNTs with the highest x-ray attenuation coefficient was investigated in MDA-MB-231 breast cancer cells and a mouse model of breast cancer. The TEM results displayed that all synthesized AgNTs were triangular in shape and their mean edge lengths ranged from 60 to 149 nm. All AgNTs tested exhibited stronger x-ray attenuation capability than iohexol at the same mass concentration of the active elements, and the larger the AgNTs size, the higher the x-ray attenuation coefficient. AgNTs with the largest size were selected for further research, due to their strongest x-ray attenuation capability and best biocompatibility. The attenuation coefficient of breast cancer cells treated with AgNTs increased in a particle concentration-dependent manner.In vivoCT imaging showed that the contrast of the tumor injected with AgNTs was significantly enhanced. These findings indicated that AgNTs could be a promising candidate for highly efficient tumor CT contrast agents.
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Affiliation(s)
- Huiquan Yang
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Jing Zhao
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Dongdong Li
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Yuyu Cao
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Fan Li
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Jing Ma
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
| | - Peidang Liu
- School of Medicine, Southeast University, Nanjing, Jiangsu, People's Republic of China
- Jiangsu Key Laboratory for Biomaterials and Devices, Southeast University, Nanjing, Jiangsu, People's Republic of China
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Scotson CP, van Veelen A, Williams KA, Koebernick N, McKay Fletcher D, Roose T. Developing a system for in vivo imaging of maize roots containing iodinated contrast media in soil using synchrotron XCT and XRF. PLANT AND SOIL 2020; 460:647-665. [PMID: 34720206 PMCID: PMC8550435 DOI: 10.1007/s11104-020-04784-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Accepted: 11/25/2020] [Indexed: 06/13/2023]
Abstract
AIMS We sought to develop a novel experimental system which enabled application of iodinated contrast media to in vivo plant roots intact in soil and was compatible with time-resolved synchrotron X-ray computed tomography imaging. The system was developed to overcome issues of low contrast to noise within X-ray computed tomography images of plant roots and soil environments, the latter of which can complicate image processing and result in the loss of anatomical information. METHODS To demonstrate the efficacy of the system we employ the novel use of both synchrotron X-ray computed tomography and synchrotron X-ray fluorescence mapping to capture the translocation of the contrast media through root vasculature into the leaves. RESULTS With the application of contrast media we identify fluid flow in root vasculature and visualise anatomical features, which are otherwise often only observable in ex vivo microscopy, including: the xylem, metaxylem, pith, fibres in aerenchyma and leaf venation. We are also able to observe interactions between aerenchyma cross sectional area and solute transport in the root vasculature with depth. CONCLUSIONS Our novel system was capable of successfully delivering sufficient contrast media into root and leaf tissues such that anatomical features could be visualised and internal fluid transport observed. We propose that our system could be used in future to study internal plant transport mechanisms and parameterise models for fluid flow in plants. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s11104-020-04784-x.
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Affiliation(s)
- Callum P. Scotson
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
| | - Arjen van Veelen
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
- Material Science and Technology Division, Los Alamos National Laboratory, Los Alamos, NM 87545 USA
- Stanford Synchrotron Radiation Lightsource, SLAC National Accelerator Laboratory, Menlo Park, CA 94025 USA
| | - Katherine A. Williams
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
| | - Nicolai Koebernick
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
- Soil Science and Soil Protection, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 3, 06120 Halle (Saale), Germany
| | - Dan McKay Fletcher
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
| | - Tiina Roose
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ UK
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McKay Fletcher DM, Ruiz S, Dias T, Petroselli C, Roose T. Linking root structure to functionality: the impact of root system architecture on citrate-enhanced phosphate uptake. THE NEW PHYTOLOGIST 2020; 227:376-391. [PMID: 32198932 DOI: 10.1111/nph.16554] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 03/03/2020] [Indexed: 05/06/2023]
Abstract
Root citrate exudation is thought to be important for phosphate solubilization. Previous research has concluded that cluster-like roots benefit most from this exudation in terms of increased phosphate uptake, suggesting that root structure plays an important role in citrate-enhanced uptake (additional phosphate uptake due to citrate exudation). Time-resolved computed tomography images of wheat root systems were used as the geometry for 3D citrate-phosphate solubilization models. Citrate-enhanced uptake was correlated with morphological measures of the root systems to determine which had the most benefit. A large variation of citrate-enhanced uptake over 11 root structures was observed. Root surface area dominated absolute phosphate uptake, but did not explain citrate-enhanced uptake. Number of exuding root tips correlated well with citrate-enhanced uptake. Root tips in close proximity could collectively exude high amounts of citrate, resulting in a delayed spike in citrate-enhanced uptake. Root system architecture plays an important role in citrate-enhanced uptake. Singular morphological measurements of the root systems cannot entirely explain variations in citrate-enhanced uptake. Root systems with many tips would benefit greatly from citrate exudation. Quantifying citrate-enhanced uptake experimentally is difficult as variations in root surface area would overwhelm citrate benefits.
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Affiliation(s)
- Daniel M McKay Fletcher
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering Sciences, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, SO17 1BJ, UK
| | - Siul Ruiz
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering Sciences, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, SO17 1BJ, UK
| | - Tiago Dias
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering Sciences, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, SO17 1BJ, UK
| | - Chiara Petroselli
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering Sciences, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, SO17 1BJ, UK
| | - Tiina Roose
- Bioengineering Sciences Research Group, Department of Mechanical Engineering, School of Engineering Sciences, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, SO17 1BJ, UK
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Prunet N, Duncan K. Imaging flowers: a guide to current microscopy and tomography techniques to study flower development. JOURNAL OF EXPERIMENTAL BOTANY 2020; 71:2898-2909. [PMID: 32383442 PMCID: PMC7260710 DOI: 10.1093/jxb/eraa094] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 05/06/2020] [Indexed: 05/20/2023]
Abstract
Developmental biology relies heavily on our ability to generate three-dimensional images of live biological specimens through time, and to map gene expression and hormone response in these specimens as they undergo development. The last two decades have seen an explosion of new bioimaging technologies that have pushed the limits of spatial and temporal resolution and provided biologists with invaluable new tools. However, plant tissues are difficult to image, and no single technology fits all purposes; choosing between many bioimaging techniques is not trivial. Here, we review modern light microscopy and computed projection tomography methods, their capabilities and limitations, and we discuss their current and potential applications to the study of flower development and fertilization.
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Affiliation(s)
| | - Keith Duncan
- Donald Danforth Plant Science Center, St. Louis, MO, USA
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