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Plutenko I, Radchuk V, Mayer S, Keil P, Ortleb S, Wagner S, Lehmann V, Rolletschek H, Borisjuk L. MRI-Seed-Wizard: combining deep learning algorithms with magnetic resonance imaging enables advanced seed phenotyping. JOURNAL OF EXPERIMENTAL BOTANY 2025; 76:393-410. [PMID: 39383098 PMCID: PMC11714760 DOI: 10.1093/jxb/erae408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 10/08/2024] [Indexed: 10/11/2024]
Abstract
Evaluation of relevant seed traits is an essential part of most plant breeding and biotechnology programmes. There is a need for non-destructive, three-dimensional assessment of the morphometry, composition, and internal features of seeds. Here, we introduce a novel tool, MRI-Seed-Wizard, which integrates deep learning algorithms with non-invasive magnetic resonance imaging (MRI) for use in a new domain-plant MRI. The tool enabled in vivo quantification of 23 grain traits, including volumetric parameters of inner seed structure. Several of these features cannot be assessed using conventional techniques, including X-ray computed tomography. MRI-Seed-Wizard was designed to automate the manual processes of identifying, labeling, and analysing digital MRI data. We further provide advanced MRI protocols that allow the evaluation of multiple seeds simultaneously to increase throughput. The versatility of MRI-Seed-Wizard in seed phenotyping is demonstrated for wheat (Triticum aestivum) and barley (Hordeum vulgare) grains, and it is applicable to a wide range of crop seeds. Thus, artificial intelligence, combined with the most versatile imaging modality, MRI, opens up new perspectives in seed phenotyping and crop improvement.
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Affiliation(s)
- Iaroslav Plutenko
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Volodymyr Radchuk
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Simon Mayer
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
- Institute of Experimental Physics 5, University of Würzburg, Am Hubland, 97074 Würzburg, Germany
| | - Peter Keil
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Stefan Ortleb
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Steffen Wagner
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Volker Lehmann
- Bruker BioSpin GmbH, Rudolf-Plank-Str. 23, 76275 Ettlingen, Germany
| | - Hardy Rolletschek
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
| | - Ljudmilla Borisjuk
- Leibniz-Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, 06466 Seeland OT Gatersleben, Germany
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2
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Lavilla-Puerta M, Giuntoli B. Designed to breathe: synthetic biology applications in plant hypoxia. PLANT PHYSIOLOGY 2024; 197:kiae623. [PMID: 39673416 DOI: 10.1093/plphys/kiae623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 10/24/2024] [Accepted: 10/29/2024] [Indexed: 12/16/2024]
Abstract
Over the past years, plant hypoxia research has produced a considerable number of new resources to monitor low oxygen responses in model species, mainly Arabidopsis thaliana. Climate change urges the development of effective genetic strategies aimed at improving plant resilience during flooding events. This need pushes forward the search for optimized tools that can reveal the actual oxygen available to plant cells, in different organs or under various conditions, and elucidate the mechanisms underlying plant hypoxic responses, complementing the existing transcriptomics, proteomics, and metabolic analysis methods. Oxygen-responsive reporters, dyes, and nanoprobes are under continuous development, as well as novel synthetic strategies that make precision control of plant hypoxic responses realistic. In this review, we summarize the recent progress made in the definition of tools for oxygen response monitoring in plants, either adapted from bacterial and animal research or peculiar to plants. Moreover, we highlight how adoption of a synthetic biology perspective has enabled the design of novel genetic circuits for the control of oxygen-dependent responses in plants. Finally, we discuss the current limitations and challenges toward the implementation of synbio solutions in the plant low-oxygen biology field.
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Affiliation(s)
- Mikel Lavilla-Puerta
- Plant Molecular Biology Section, Department of Biology, University of Oxford, OX1 3RB Oxford, UK
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3
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Panicucci G, Barreto P, Herzog M, Lichtenauer S, Schwarzländer M, Pedersen O, Weits DA. Tools to understand hypoxia responses in plant tissues. PLANT PHYSIOLOGY 2024; 197:kiae624. [PMID: 39576019 DOI: 10.1093/plphys/kiae624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2024] [Accepted: 11/20/2024] [Indexed: 12/24/2024]
Abstract
Our understanding of how low oxygen (O2) conditions arise in plant tissues and how they shape specific responses has seen major advancement in recent years. Important drivers have been (1) the discovery of the molecular machinery that underpins plant O2 sensing; and (2) a growing set of dedicated tools to define experimental conditions and assess plant responses with increasing accuracy and resolution. While some of those tools, such as the Clark-type O2 electrode, were established decades ago, recent customization has set entirely new standards and enabled novel research avenues in plant hypoxia research. Other tools, such as optical hypoxia reporters and O2 biosensor systems, have been introduced more recently. Yet, their adoption into plant hypoxia research has started to generate novel insight into hypoxia physiology at the tissue and cellular levels. The aim of this update is to provide an overview of the currently available and emerging tools for O2 hypoxia measurements in plants, with an emphasis on high-resolution analyses in living plant tissues and cells. Furthermore, it offers directions for future development and deployment of tools to aid progress with the most pressing questions in plant hypoxia research.
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Affiliation(s)
- Gabriele Panicucci
- Experimental and Computational Plant Development, Institute of Environment Biology, Utrecht University, Padualaan 8, Utrecht 3584 CH, Netherlands
| | - Pedro Barreto
- Plant Energy Biology, Institute of Plant Biology and Biotechnology, University of Münster, Schlossplatz 8, Münster 48143, Germany
| | - Max Herzog
- Department of Biology, University of Copenhagen, Universitetsparken 4, Copenhagen 2100, Denmark
| | - Sophie Lichtenauer
- Plant Energy Biology, Institute of Plant Biology and Biotechnology, University of Münster, Schlossplatz 8, Münster 48143, Germany
| | - Markus Schwarzländer
- Plant Energy Biology, Institute of Plant Biology and Biotechnology, University of Münster, Schlossplatz 8, Münster 48143, Germany
| | - Ole Pedersen
- Department of Biology, University of Copenhagen, Universitetsparken 4, Copenhagen 2100, Denmark
- School of Biological Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, WA 6009, Australia
| | - Daan A Weits
- Experimental and Computational Plant Development, Institute of Environment Biology, Utrecht University, Padualaan 8, Utrecht 3584 CH, Netherlands
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4
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Rolletschek H, Borisjuk L, Gómez-Álvarez EM, Pucciariello C. Advances in seed hypoxia research. PLANT PHYSIOLOGY 2024; 197:kiae556. [PMID: 39471319 PMCID: PMC11852284 DOI: 10.1093/plphys/kiae556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 10/11/2024] [Accepted: 10/13/2024] [Indexed: 11/01/2024]
Abstract
Seeds represent essential stages of the plant life cycle: embryogenesis, the intermittent quiescence phase, and germination. Each stage has its own physiological requirements, genetic program, and environmental challenges. Consequently, the effects of developmental and environmental hypoxia can vary from detrimental to beneficial. Past and recent evidence shows how low-oxygen signaling and metabolic adaptations to hypoxia affect seed development and germination. Here, we review the recent literature on seed biology in relation to hypoxia research and present our perspective on key challenges and opportunities for future investigations.
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Affiliation(s)
- Hardy Rolletschek
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, 06466 Seeland, Germany
| | - Ljudmilla Borisjuk
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, 06466 Seeland, Germany
| | - Eva María Gómez-Álvarez
- PlantLab, Institute of Plant Sciences, Scuola Superiore Sant'Anna, 56010 Pisa, Italy
- nanoPlant Center @NEST, Institute of Plant Sciences, Scuola Superiore Sant'Anna, 56127 Pisa, Italy
| | - Chiara Pucciariello
- PlantLab, Institute of Plant Sciences, Scuola Superiore Sant'Anna, 56010 Pisa, Italy
- nanoPlant Center @NEST, Institute of Plant Sciences, Scuola Superiore Sant'Anna, 56127 Pisa, Italy
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5
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Chen XM, Wang ZW, Liang XG, Li FY, Li BB, Wu G, Yi F, Setter TL, Shen S, Zhou SL. Incomplete filling in the basal region of maize endosperm: timing of development of starch synthesis and cell vitality. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 120:1142-1158. [PMID: 39348485 DOI: 10.1111/tpj.17043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 08/28/2024] [Accepted: 09/04/2024] [Indexed: 10/02/2024]
Abstract
Starch synthesis in maize endosperm adheres to the basipetal sequence from the apex downwards. However, the mechanism underlying nonuniformity among regions of the endosperm in starch accumulation and its significance is poorly understood. Here, we examined the spatiotemporal transcriptomes and starch accumulation dynamics in apical (AE), middle (ME), and basal (BE) regions of endosperm throughout the filling stage. Results demonstrated that the BE had lower levels of gene transcripts and enzymes facilitating starch synthesis, corresponding to incomplete starch storage at maturity, compared with AE and ME. Contrarily, the BE showed abundant gene expression for genetic processing and slow progress in physiological development (quantified by an index calculated from the expression values of development progress marker genes), revealing a sustained cell vitality of the BE. Further analysis demonstrated a significant parabolic correlation between starch synthesis and physiological development. An in-depth examination showed that the BE had more active signaling pathways of IAA and ABA than the AE throughout the filling stage, while ethylene showed the opposite pattern. Besides, SNF1-related protein kinase1 (SnRK1) activity, a regulator for starch synthesis modulated by trehalose-6-phosphate (T6P) signaling, was kept at a lower level in the BE than the AE and ME, corresponding to the distinct gene expression in the T6P pathway in starch synthesis regulation. Collectively, the findings support an improved understanding of the timing of starch synthesis and cell vitality in regions of the endosperm during development, and potential regulation from hormone signaling and T6P/SnRK1 signaling.
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Affiliation(s)
- Xian-Min Chen
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Zhi-Wei Wang
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Xiao-Gui Liang
- Ministry of Education Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Agronomy College, Jiangxi Agricultural University, Jiangxi, 330045, China
| | - Feng-Yuan Li
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Bin-Bin Li
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Gong Wu
- Agronomy College, Anhui Agricultural University, Hefei, 230036, China
| | - Fei Yi
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Tim L Setter
- Section of Soil and Crop Sciences, School of Integrative Plant Science, Cornell University, Ithaca, New York, 14853, USA
| | - Si Shen
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
- Innovation Center of Agricultural Technology for Lowland Plain of Hebei, Wuqiao, 061802, China
| | - Shun-Li Zhou
- State Key Laboratory of Maize Bio-breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
- Innovation Center of Agricultural Technology for Lowland Plain of Hebei, Wuqiao, 061802, China
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6
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Dively GP, Yurchak V, Hooks CRR, Farcuh M. Field abundance and spatial patterns of ear-feeding insect pests in relation to levels of defective kernels in processing sweet corn. JOURNAL OF ECONOMIC ENTOMOLOGY 2024; 117:1977-1982. [PMID: 39099228 DOI: 10.1093/jee/toae172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 06/05/2024] [Accepted: 07/17/2024] [Indexed: 08/06/2024]
Abstract
In this study, we investigated the within-field distribution of sweet corn insect pests in relation to adjacent habitats and determined the level and specific causes of defective kernels affecting the quality of the final product at the processing cannery. Sap beetles [primarily Carpophilus lugubris (Murray, 1864) (Coleoptera: Nitidulidae)] and stink bugs [primarily Euschistus servus (Say) ((Heteroptera: Pentatomidae)] infested 27.6% and 73.6% of the fields, respectively. Densities of stink bugs were highest along field edges adjacent to wheat, soybean, vegetable crops, and woodlots. Levels of kernel injury were consistently higher in truckloads of ears harvested first from the outer rows. Earworm damage was confined to the ear tip and had no measurable impact on the quality of the final product. Sap beetles and blemished kernels were the major causes of defective kernels in the cannery, even though stink bugs were more abundant in the fields. Defective kernels were more positively related to physiological blemishes than to other causal factors. For all fields, defective kernel levels averaged less than 1%, resulting in excellent quality of the processed product throughout the entire season. Results provided a better understanding of the quality control issues, resulting in practical implications for improvements in field monitoring and decision-making in the cannery to minimize grading problems.
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Affiliation(s)
- Galen P Dively
- Department of Entomology, College of Computer, Mathematical, and Natural Sciences, University of Maryland, College Park, MD, USA
| | - Veronica Yurchak
- Department of Entomology, College of Computer, Mathematical, and Natural Sciences, University of Maryland, College Park, MD, USA
| | - Cerruti R R Hooks
- Department of Entomology, College of Computer, Mathematical, and Natural Sciences, University of Maryland, College Park, MD, USA
| | - Macarena Farcuh
- Department of Plant Science and Landscape Architecture, College of Agriculture, University of Maryland, College Park, MD, USA
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7
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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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8
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Doll NM, Nowack MK. Endosperm cell death: roles and regulation in angiosperms. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:4346-4359. [PMID: 38364847 PMCID: PMC7616292 DOI: 10.1093/jxb/erae052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/08/2024] [Indexed: 02/18/2024]
Abstract
Double fertilization in angiosperms results in the formation of a second zygote, the fertilized endosperm. Unlike its embryo sibling, the endosperm is a transient structure that eventually undergoes developmentally controlled programmed cell death (PCD) at specific time points of seed development or germination. The nature of endosperm PCD exhibits a considerable diversity, both across different angiosperm taxa and within distinct endosperm tissues. In endosperm-less species, PCD might cause central cell degeneration as a mechanism preventing the formation of a fertilized endosperm. In most other angiosperms, embryo growth necessitates the elimination of surrounding endosperm cells. Nevertheless, complete elimination of the endosperm is rare and, in most cases, specific endosperm tissues persist. In mature seeds, these persisting cells may be dead, such as the starchy endosperm in cereals, or remain alive to die only during germination, like the cereal aleurone or the endosperm of castor beans. In this review, we explore current knowledge surrounding the cellular, molecular, and genetic aspects of endosperm PCD, and the influence environmental stresses have on PCD processes. Overall, this review provides an exhaustive overview of endosperm PCD processes in angiosperms, shedding light on its diverse mechanisms and its significance in seed development and seedling establishment.
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Affiliation(s)
- Nicolas M. Doll
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent 9052, Belgium
- VIB Center of Plant Systems Biology, Ghent 9052, Belgium
| | - Moritz K. Nowack
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent 9052, Belgium
- VIB Center of Plant Systems Biology, Ghent 9052, Belgium
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Xiao H, Verboven P, Tong S, Pedersen O, Nicolaï B. Hypoxia in tomato (Solanum lycopersicum) fruit during ripening: Biophysical elucidation by a 3D reaction-diffusion model. PLANT PHYSIOLOGY 2024; 195:1893-1905. [PMID: 38546393 DOI: 10.1093/plphys/kiae174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 02/29/2024] [Indexed: 06/30/2024]
Abstract
Respiration provides energy, substrates, and precursors to support physiological changes of the fruit during climacteric ripening. A key substrate of respiration is oxygen that needs to be supplied to the fruit in a passive way by gas transfer from the environment. Oxygen gradients may develop within the fruit due to its bulky size and the dense fruit tissues, potentially creating hypoxia that may have a role in the spatial development of ripening. This study presents a 3D reaction-diffusion model using tomato (Solanum lycopersicum) fruit as a test subject, combining the multiscale fruit geometry generated from magnetic resonance imaging and microcomputed tomography with varying respiration kinetics and contrasting boundary resistances obtained through independent experiments. The model predicted low oxygen levels in locular tissue under atmospheric conditions, and the oxygen level was markedly lower upon scar occlusion, aligning with microsensor profiling results. The locular region was in a hypoxic state, leading to its low aerobic respiration with high CO2 accumulation by fermentative respiration, while the rest of the tissues remained well oxygenated. The model further revealed that the hypoxia is caused by a combination of diffusion resistances and respiration rates of the tissue. Collectively, this study reveals the existence of the respiratory gas gradients and its biophysical causes during tomato fruit ripening, providing richer information for future studies on localized endogenous ethylene biosynthesis and fruit ripening.
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Affiliation(s)
- Hui Xiao
- BIOSYST-MeBioS, KU Leuven, Leuven B-3001, Belgium
| | | | - Shuai Tong
- Freshwater Biological Laboratory, Department of Biology, University of Copenhagen, Copenhagen 2100, Denmark
| | - Ole Pedersen
- Freshwater Biological Laboratory, Department of Biology, University of Copenhagen, Copenhagen 2100, Denmark
| | - Bart Nicolaï
- BIOSYST-MeBioS, KU Leuven, Leuven B-3001, Belgium
- Flanders Centre of Postharvest Technology (VCBT), Leuven B-3001, Belgium
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10
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Wu JW, Wang XY, Yan RY, Zheng GM, Zhang L, Wang Y, Zhao YJ, Wang BH, Pu ML, Zhang XS, Zhao XY. A MYB-related transcription factor ZmMYBR29 is involved in grain filling. BMC PLANT BIOLOGY 2024; 24:458. [PMID: 38797860 PMCID: PMC11129368 DOI: 10.1186/s12870-024-05163-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 05/16/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND The endosperm serves as the primary source of nutrients for maize (Zea mays L.) kernel embryo development and germination. Positioned at the base of the endosperm, the transfer cells (TCs) of the basal endosperm transfer layer (BETL) generate cell wall ingrowths, which enhance the connectivity between the maternal plant and the developing kernels. These TCs play a crucial role in nutrient transport and defense against pathogens. The molecular mechanism underlying BETL development in maize remains unraveled. RESULTS This study demonstrated that the MYB-related transcription factor ZmMYBR29, exhibited specific expression in the basal cellularized endosperm, as evidenced by in situ hybridization analysis. Utilizing the CRISPR/Cas9 system, we successfully generated a loss-of-function homozygous zmmybr29 mutant, which presented with smaller kernel size. Observation of histological sections revealed abnormal development and disrupted morphology of the cell wall ingrowths in the BETL. The average grain filling rate decreased significantly by 26.7% in zmmybr29 mutant in comparison to the wild type, which impacted the dry matter accumulation within the kernels and ultimately led to a decrease in grain weight. Analysis of RNA-seq data revealed downregulated expression of genes associated with starch synthesis and carbohydrate metabolism in the mutant. Furthermore, transcriptomic profiling identified 23 genes that expressed specifically in BETL, and the majority of these genes exhibited altered expression patterns in zmmybr29 mutant. CONCLUSIONS In summary, ZmMYBR29 encodes a MYB-related transcription factor that is expressed specifically in BETL, resulting in the downregulation of genes associated with kernel development. Furthermore, ZmMYBR29 influences kernels weight by affecting the grain filling rate, providing a new perspective for the complementation of the molecular regulatory network in maize endosperm development.
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Affiliation(s)
- Jia Wen Wu
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Xiao Yi Wang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Ru Yu Yan
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Guang Ming Zheng
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Lin Zhang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Yu Wang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Ya Jie Zhao
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Bo Hui Wang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Meng Lin Pu
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Xian Sheng Zhang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China
| | - Xiang Yu Zhao
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Taian, 271018, Shandong, China.
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11
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Nicolaï BM, Xiao H, Han Q, Tran DT, Crouch E, Hertog MLATM, Verboven P. Spatio-temporal dynamics of the metabolome of climacteric fruit during ripening and post-harvest storage. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:6321-6330. [PMID: 37317945 DOI: 10.1093/jxb/erad230] [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: 04/05/2023] [Accepted: 06/13/2023] [Indexed: 06/16/2023]
Abstract
Fruit quality traits are determined to a large extent by their metabolome. The metabolite content of climacteric fruit changes drastically during ripening and post-harvest storage, and has been investigated extensively. However, the spatial distribution of metabolites and how it changes in time has received much less attention as fruit are usually considered as homogenous plant organs. Yet, spatio-temporal changes of starch, which is hydrolyzed during ripening, has been used for a long time as a ripening index. As vascular transport of water, and hence convective transport of metabolites, slows down in mature fruit and even stalls after detachment, spatio-temporal changes in their concentration are probably affected by diffusive transport of gaseous molecules that act as substrate (O2), inhibitor (CO2), or regulator (ethylene and NO) of the metabolic pathways that are active during climacteric ripening. In this review, we discuss such spatio-temporal changes of the metabolome and how they are affected by transport of metabolic gases and gaseous hormones. As there are currently no techniques available to measure the metabolite distribution repeatedly by non-destructive means, we introduce reaction-diffusion models as an in silico tool to compute it. We show how the different components of such a model can be integrated and used to better understand the role of spatio-temporal changes of the metabolome in ripening and post-harvest storage of climacteric fruit that is detached from the plant, and discuss future research needs.
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Affiliation(s)
- Bart M Nicolaï
- BIOSYST-MeBioS, KU Leuven, Willem de Croylaan 42, B-3001 Leuven, Belgium
- Flanders Centre of Postharvest Technology, Willem de Croylaan 42, B-3001 Leuven, Belgium
| | - Hui Xiao
- BIOSYST-MeBioS, KU Leuven, Willem de Croylaan 42, B-3001 Leuven, Belgium
| | - Qianyun Han
- BIOSYST-MeBioS, KU Leuven, Willem de Croylaan 42, B-3001 Leuven, Belgium
| | - Dinh Thi Tran
- Department of Food Processing Technology, Faculty of Food Science and Technology, Vietnam National University of Agriculture, Vietnam
| | - Elke Crouch
- Department of Horticultural Sciences, Faculty of AgriSciences, Lombardi Building, c/o Victoria and Neethling Street, Stellenbosch, South Africa
| | | | - Pieter Verboven
- BIOSYST-MeBioS, KU Leuven, Willem de Croylaan 42, B-3001 Leuven, Belgium
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