1
|
Ichita M, Yamamichi H, Higaki T. Virtual staining from bright-field microscopy for label-free quantitative analysis of plant cell structures. PLANT MOLECULAR BIOLOGY 2025; 115:29. [PMID: 39885095 PMCID: PMC11782351 DOI: 10.1007/s11103-025-01558-w] [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: 03/10/2024] [Accepted: 01/11/2025] [Indexed: 02/01/2025]
Abstract
The applicability of a deep learning model for the virtual staining of plant cell structures using bright-field microscopy was investigated. The training dataset consisted of microscopy images of tobacco BY-2 cells with the plasma membrane stained with the fluorescent dye PlasMem Bright Green and the cell nucleus labeled with Histone-red fluorescent protein. The trained models successfully detected the expansion of cell nuclei upon aphidicolin treatment and a decrease in the cell aspect ratio upon propyzamide treatment, demonstrating its utility in cell morphometry. The model also accurately documented the shape of Arabidopsis pavement cells in both wild type and the bpp125 triple mutant, which has an altered pavement cell phenotype. Metrics such as cell area, circularity, and solidity obtained from virtual staining analyses were highly correlated with those obtained by manual measurements of cell features from microscopy images. Furthermore, the versatility of virtual staining was highlighted by its application to track chloroplast movement in Egeria densa. The method was also effective for classifying live and dead BY-2 cells using texture-based machine learning, suggesting that virtual staining can be applied beyond typical segmentation tasks. Although this method still has some limitations, its non-invasive nature and efficiency make it highly suitable for label-free, dynamic, and high-throughput analyses in quantitative plant cell biology.
Collapse
Affiliation(s)
- Manami Ichita
- Graduate School of Science and Technology, Kumamoto University, 2-39-1 Kurokami, Chuo-Ku, Kumamoto, 860-8555, Japan
| | - Haruna Yamamichi
- Faculty of Science, Kumamoto University, 2-39-1 Kurokami, Chuo-Ku, Kumamoto, 860-8555, Japan
| | - Takumi Higaki
- Graduate School of Science and Technology, Kumamoto University, 2-39-1 Kurokami, Chuo-Ku, Kumamoto, 860-8555, Japan.
- Faculty of Science, Kumamoto University, 2-39-1 Kurokami, Chuo-Ku, Kumamoto, 860-8555, Japan.
- International Research Organization for Advanced Science and Technology, Kumamoto University, 2-39-1 Kurokami, Chuo-Ku, Kumamoto, 860-8555, Japan.
| |
Collapse
|
2
|
Goto C, Hara-Nishimura I, Tamura K. Regulation and Physiological Significance of the Nuclear Shape in Plants. FRONTIERS IN PLANT SCIENCE 2021; 12:673905. [PMID: 34177991 PMCID: PMC8222917 DOI: 10.3389/fpls.2021.673905] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 05/14/2021] [Indexed: 05/19/2023]
Abstract
The shape of plant nuclei varies among different species, tissues, and cell types. In Arabidopsis thaliana seedlings, nuclei in meristems and guard cells are nearly spherical, whereas those of epidermal cells in differentiated tissues are elongated spindle-shaped. The vegetative nuclei in pollen grains are irregularly shaped in angiosperms. In the past few decades, it has been revealed that several nuclear envelope (NE) proteins play the main role in the regulation of the nuclear shape in plants. Some plant NE proteins that regulate nuclear shape are also involved in nuclear or cellular functions, such as nuclear migration, maintenance of chromatin structure, gene expression, calcium and reactive oxygen species signaling, plant growth, reproduction, and plant immunity. The shape of the nucleus has been assessed both by labeling internal components (for instance chromatin) and by labeling membranes, including the NE or endoplasmic reticulum in interphase cells and viral-infected cells of plants. Changes in NE are correlated with the formation of invaginations of the NE, collectively called the nucleoplasmic reticulum. In this review, what is known and what is unknown about nuclear shape determination are presented, and the physiological significance of the control of the nuclear shape in plants is discussed.
Collapse
Affiliation(s)
- Chieko Goto
- Graduate School of Science, Kobe University, Kobe, Japan
| | | | - Kentaro Tamura
- School of Food and Nutritional Sciences, University of Shizuoka, Shizuoka, Japan
- *Correspondence: Kentaro Tamura,
| |
Collapse
|
3
|
Takahashi S, Kojo KH, Hasezawa S. Quantification of Ultraviolet-B Stress-Induced Changes in Nuclear and Cellular Sizes of Tobacco Bright Yellow-2 Cells. CYTOLOGIA 2019. [DOI: 10.1508/cytologia.84.347] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Shinya Takahashi
- Faculty of Life and Environmental Sciences, University of Tsukuba
- Graduate School of Frontier Sciences, University of Tokyo
- Center for Environmental Biology and Ecosystem Studies, National Institute for Environmental Studies
| | - Kei H. Kojo
- Research and Development Division, LPIXEL Inc
| | | |
Collapse
|
4
|
Yasuhara H, Kitamoto K. TBK11, a Tobacco Kinesin-14-II, Associates with the Nuclear Envelope through Its Central Coiled-Coil Domain. CYTOLOGIA 2019. [DOI: 10.1508/cytologia.84.285] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Hiroki Yasuhara
- Department of Life Science and Biotechnology, Faculty of Chemistry, Materials and Bioengineering, Kansai University
| | - Kazuki Kitamoto
- Department of Life Science and Biotechnology, Faculty of Chemistry, Materials and Bioengineering, Kansai University
| |
Collapse
|
5
|
Yasuhara H, Kurisu W. A Kinesin-Related Protein, TBK11, Associates with the Nuclear Envelope throughout the Cell Cycle in Tobacco BY-2 Cells. CYTOLOGIA 2019. [DOI: 10.1508/cytologia.84.277] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Hiroki Yasuhara
- Department of Life Science and Biotechnology, Faculty of Chemistry, Materials and Bioengineering, Kansai University
| | - Wataru Kurisu
- Department of Life Science and Biotechnology, Faculty of Chemistry, Materials and Bioengineering, Kansai University
| |
Collapse
|
6
|
Arima K, Tamaoki D, Mineyuki Y, Yasuhara H, Nakai T, Shimmen T, Yoshihisa T, Sonobe S. Displacement of the mitotic apparatuses by centrifugation reveals cortical actin organization during cytokinesis in cultured tobacco BY-2 cells. JOURNAL OF PLANT RESEARCH 2018; 131:803-815. [PMID: 29923137 DOI: 10.1007/s10265-018-1047-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Accepted: 05/15/2018] [Indexed: 06/08/2023]
Abstract
In plant cytokinesis, actin is thought to be crucial in cell plate guidance to the cortical division zone (CDZ), but its organization and function are not fully understood. To elucidate actin organization during cytokinesis, we employed an experimental system, in which the mitotic apparatus is displaced and separated from the CDZ by centrifugation and observed using a global-local live imaging microscope that enabled us to record behavior of actin filaments in the CDZ and the whole cell division process in parallel. In this system, returning movement of the cytokinetic apparatus in cultured-tobacco BY-2 cells occurs, and there is an advantage to observe actin organization clearly during the cytokinetic phase because more space was available between the CDZ and the distantly formed phragmoplast. Actin cables were clearly observed between the CDZ and the phragmoplast in BY-2 cells expressing GFP-fimbrin after centrifugation. Both the CDZ and the edge of the expanding phragmoplast had actin bulges. Using live-cell imaging including the global-local live imaging microscopy, we found actin filaments started to accumulate at the actin-depleted zone when cell plate expansion started even in the cell whose cell plate failed to reach the CDZ. These results suggest that specific accumulation of actin filaments at the CDZ and the appearance of actin cables between the CDZ and the phragmoplast during cell plate formation play important roles in the guidance of cell plate edges to the CDZ.
Collapse
Affiliation(s)
- Kengo Arima
- Graduate School of Life Science, University of Hyogo, Kamigori-cho, Ako-gun, Hyogo, 678-1297, Japan
| | - Daisuke Tamaoki
- Graduate School of Science and Engineering, University of Toyama, Gofuku 3190, Toyama, Toyama, 930-8555, Japan
- Graduate School of Life Science, University of Hyogo, 267 Shosha, Himeji, Hyogo, 671-2280, Japan
- JST SENTAN, 267 Shosha, Himeji, Hyogo, 671-2280, Japan
| | - Yoshinobu Mineyuki
- Graduate School of Life Science, University of Hyogo, 267 Shosha, Himeji, Hyogo, 671-2280, Japan
- JST SENTAN, 267 Shosha, Himeji, Hyogo, 671-2280, Japan
| | - Hiroki Yasuhara
- Department of Life Science and Biotechnology, Faculty of Chemistry, Materials and Bioengineering, Kansai University, Suita, Osaka, 564-8680, Japan
| | - Tomonori Nakai
- Graduate School of Life Science, University of Hyogo, 267 Shosha, Himeji, Hyogo, 671-2280, Japan
| | - Teruo Shimmen
- Graduate School of Life Science, University of Hyogo, Kamigori-cho, Ako-gun, Hyogo, 678-1297, Japan
| | - Tohru Yoshihisa
- Graduate School of Life Science, University of Hyogo, Kamigori-cho, Ako-gun, Hyogo, 678-1297, Japan
| | - Seiji Sonobe
- Graduate School of Life Science, University of Hyogo, Kamigori-cho, Ako-gun, Hyogo, 678-1297, Japan.
| |
Collapse
|
7
|
Cortical microtubule orientation in Arabidopsis thaliana root meristematic zone depends on cell division and requires severing by katanin. ACTA ACUST UNITED AC 2018; 25:12. [PMID: 29942798 PMCID: PMC6002977 DOI: 10.1186/s40709-018-0082-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 06/08/2018] [Indexed: 12/12/2022]
Abstract
Background Transverse cortical microtubule orientation, critical for anisotropic cell expansion, is established in the meristematic root zone. Intending to elucidate the possible prerequisites for this establishment and factors that are involved, microtubule organization was studied in roots of Arabidopsis thaliana, wild-type and the p60-katanin mutants fra2, ktn1-2 and lue1. Transverse cortical microtubule orientation in the meristematic root zone has proven to persist under several regimes inhibiting root elongation. This persistence was attributed to the constant moderate elongation of meristematic cells, prior to mitotic division. Therefore, A. thaliana wild-type seedlings were treated with aphidicolin, in order to prevent mitosis and inhibit premitotic cell elongation. Results In roots treated with aphidicolin for 12 h, cell divisions still occurred and microtubules were transverse. After 24 and 48 h of treatment, meristematic cell divisions and the prerequisite elongation ceased, while microtubule orientation became random. In meristematic cells of the p60-katanin mutants, apart from a general transverse microtubule pattern, cortical microtubules with random orientation were observed, also converging at several cortical sites, in contrast to the uniform transverse pattern of wild-type cells. Conclusion Taken together, these observations reveal that transverse cortical microtubule orientation in the meristematic zone of A. thaliana root is cell division-dependent and requires severing by katanin.
Collapse
|
8
|
Dlugosz EM, Lenaghan SC, Stewart CN. A Robotic Platform for High-throughput Protoplast Isolation and Transformation. J Vis Exp 2016:54300. [PMID: 27768035 PMCID: PMC5092064 DOI: 10.3791/54300] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Over the last decade there has been a resurgence in the use of plant protoplasts that range from model species to crop species, for analysis of signal transduction pathways, transcriptional regulatory networks, gene expression, genome-editing, and gene-silencing. Furthermore, significant progress has been made in the regeneration of plants from protoplasts, which has generated even more interest in the use of these systems for plant genomics. In this work, a protocol has been developed for automation of protoplast isolation and transformation from a 'Bright Yellow' 2 (BY-2) tobacco suspension culture using a robotic platform. The transformation procedures were validated using an orange fluorescent protein (OFP) reporter gene (pporRFP) under the control of the Cauliflower mosaic virus 35S promoter (35S). OFP expression in protoplasts was confirmed by epifluorescence microscopy. Analyses also included protoplast production efficiency methods using propidium iodide. Finally, low-cost food-grade enzymes were used for the protoplast isolation procedure, circumventing the need for lab-grade enzymes that are cost-prohibitive in high-throughput automated protoplast isolation and analysis. Based on the protocol developed in this work, the complete procedure from protoplast isolation to transformation can be conducted in under 4 hr, without any input from the operator. While the protocol developed in this work was validated with the BY-2 cell culture, the procedures and methods should be translatable to any plant suspension culture/protoplast system, which should enable acceleration of crop genomics research.
Collapse
Affiliation(s)
| | - Scott C Lenaghan
- Center for Renewable Carbon, University of Tennessee, Knoxville; Department of Mechanical, Aerospace, and Biomedical Engineering, University of Tennessee, Knoxville;
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville
| |
Collapse
|
9
|
Yokoyama R, Hirakawa T, Hayashi S, Sakamoto T, Matsunaga S. Dynamics of plant DNA replication based on PCNA visualization. Sci Rep 2016; 6:29657. [PMID: 27417498 PMCID: PMC4945867 DOI: 10.1038/srep29657] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Accepted: 06/21/2016] [Indexed: 11/22/2022] Open
Abstract
DNA replication is an essential process for the copying of genomic information in living organisms. Imaging of DNA replication in tissues and organs is mainly performed using fixed cells after incorporation of thymidine analogs. To establish a useful marker line to measure the duration of DNA replication and analyze the dynamics of DNA replication, we focused on the proliferating cell nuclear antigen (PCNA), which functions as a DNA sliding clamp for replicative DNA polymerases and is an essential component of replisomes. In this study we produced an Arabidopsis thaliana line expressing PCNA1 fused with the green fluorescent protein under the control of its own promoter (pAtPCNA1::AtPCNA1-sGFP). The duration of the S phase measured using the expression line was consistent with that measured after incorporation of a thymidine analog. Live cell imaging revealed that three distinct nuclear localization patterns (whole, dotted, and speckled) were sequentially observable. These whole, dotted, and speckled patterns of subnuclear AtPCNA1 signals were indicative of the G1 or G2 phase, early S phase and late S phase, respectively. The results indicate that the pAtPCNA1::AtPCNA1-sGFP line is a useful marker line for visualization of S-phase progression in live plant organs.
Collapse
Affiliation(s)
- Ryohei Yokoyama
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba 278-8510, Japan
| | - Takeshi Hirakawa
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba 278-8510, Japan
| | - Seri Hayashi
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba 278-8510, Japan
| | - Takuya Sakamoto
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba 278-8510, Japan
| | - Sachihiro Matsunaga
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba 278-8510, Japan
| |
Collapse
|
10
|
Takahashi S, Kojo KH, Kutsuna N, Endo M, Toki S, Isoda H, Hasezawa S. Differential responses to high- and low-dose ultraviolet-B stress in tobacco Bright Yellow-2 cells. FRONTIERS IN PLANT SCIENCE 2015; 6:254. [PMID: 25954287 PMCID: PMC4404814 DOI: 10.3389/fpls.2015.00254] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Accepted: 03/31/2015] [Indexed: 05/14/2023]
Abstract
Ultraviolet (UV)-B irradiation leads to DNA damage, cell cycle arrest, growth inhibition, and cell death. To evaluate the UV-B stress-induced changes in plant cells, we developed a model system based on tobacco Bright Yellow-2 (BY-2) cells. Both low-dose UV-B (low UV-B: 740 J m(-2)) and high-dose UV-B (high UV-B: 2960 J m(-2)) inhibited cell proliferation and induced cell death; these effects were more pronounced at high UV-B. Flow cytometry showed cell cycle arrest within 1 day after UV-B irradiation; neither low- nor high-UV-B-irradiated cells entered mitosis within 12 h. Cell cycle progression was gradually restored in low-UV-B-irradiated cells but not in high-UV-B-irradiated cells. UV-A irradiation, which activates cyclobutane pyrimidine dimer (CPD) photolyase, reduced inhibition of cell proliferation by low but not high UV-B and suppressed high-UV-B-induced cell death. UV-B induced CPD formation in a dose-dependent manner. The amounts of CPDs decreased gradually within 3 days in low-UV-B-irradiated cells, but remained elevated after 3 days in high-UV-B-irradiated cells. Low UV-B slightly increased the number of DNA single-strand breaks detected by the comet assay at 1 day after irradiation, and then decreased at 2 and 3 days after irradiation. High UV-B increased DNA fragmentation detected by the terminal deoxynucleotidyl transferase dUTP nick end labeling assay 1 and 3 days after irradiation. Caffeine, an inhibitor of ataxia telangiectasia mutated (ATM) and ataxia telangiectasia and Rad3-related (ATR) checkpoint kinases, reduced the rate of cell death in high-UV-B-irradiated cells. Our data suggest that low-UV-B-induced CPDs and/or DNA strand-breaks inhibit DNA replication and proliferation of BY-2 cells, whereas larger contents of high-UV-B-induced CPDs and/or DNA strand-breaks lead to cell death.
Collapse
Affiliation(s)
- Shinya Takahashi
- Department of Integrated Biosciences, Graduated School of Frontier Sciences, The University of TokyoKashiwa, Japan
- Alliance for Research on North Africa, University of TsukubaTsukuba, Japan
- Ph. D. Program in Life Science Innovation, University of TsukubaTsukuba, Japan
| | - Kei H. Kojo
- Department of Integrated Biosciences, Graduated School of Frontier Sciences, The University of TokyoKashiwa, Japan
- LPixel Inc.Bunkyo-ku, Japan
| | - Natsumaro Kutsuna
- Department of Integrated Biosciences, Graduated School of Frontier Sciences, The University of TokyoKashiwa, Japan
- LPixel Inc.Bunkyo-ku, Japan
| | - Masaki Endo
- Plant Genome Engineering Research Unit, Agrogenomics Research Center, National Institute of Agrobiological SciencesTsukuba, Japan
| | - Seiichi Toki
- Plant Genome Engineering Research Unit, Agrogenomics Research Center, National Institute of Agrobiological SciencesTsukuba, Japan
| | - Hiroko Isoda
- Alliance for Research on North Africa, University of TsukubaTsukuba, Japan
- Ph. D. Program in Life Science Innovation, University of TsukubaTsukuba, Japan
| | - Seiichiro Hasezawa
- Department of Integrated Biosciences, Graduated School of Frontier Sciences, The University of TokyoKashiwa, Japan
| |
Collapse
|
11
|
Tamura K, Goto C, Hara-Nishimura I. Recent advances in understanding plant nuclear envelope proteins involved in nuclear morphology. JOURNAL OF EXPERIMENTAL BOTANY 2015; 66:1641-7. [PMID: 25711706 DOI: 10.1093/jxb/erv036] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The nuclear envelope (NE) is a fundamental structure of the nucleus and plays an important role in nuclear morphology through the strict regulation of NE protein function. Beyond its physical barrier function between nucleoplasm and cytoplasm, recent studies of the plant NE have provided novel insights into basic aspects of nuclear morphology as well as cellular organization. In this review, we focus on plant NE proteins that have emerged from recent studies in nuclear morphology, and we discuss their physiological functions in cellular activities. A better understanding of the NE protein functions should provide key insights into the physiological significance of proper nuclear structure in plants.
Collapse
Affiliation(s)
- Kentaro Tamura
- Department of Botany, Graduate School of Science, Kyoto University, Kyoto 606-8502, Japan
| | - Chieko Goto
- Department of Botany, Graduate School of Science, Kyoto University, Kyoto 606-8502, Japan
| | - Ikuko Hara-Nishimura
- Department of Botany, Graduate School of Science, Kyoto University, Kyoto 606-8502, Japan
| |
Collapse
|