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Fallesen T, Amarteifio S, Pruessner G, Jensen HJ, Sena G. Intermittent cell division dynamics in regenerating Arabidopsis roots reveals complex long-range interactions. QUANTITATIVE PLANT BIOLOGY 2024; 5:e7. [PMID: 39777033 PMCID: PMC11706681 DOI: 10.1017/qpb.2024.7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 03/27/2024] [Accepted: 04/25/2024] [Indexed: 01/11/2025]
Abstract
In this work, we present a quantitative comparison of the cell division dynamics between populations of intact and regenerating root tips in the plant model system Arabidopsis thaliana. To achieve the required temporal resolution and to sustain it for the duration of the regeneration process, we adopted a live imaging system based on light-sheet fluorescence microscopy, previously developed in the laboratory. We offer a straightforward quantitative analysis of the temporal and spatial patterns of cell division events showing a statistically significant difference in the frequency of mitotic events and spatial separation of mitotic event clusters between intact and regenerating roots.
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Affiliation(s)
- T. Fallesen
- Department of Life Sciences, Imperial College London, London, UK
- Crick Advanced Light Microscopy, Francis Crick Institute, London, UK
| | - S. Amarteifio
- Department of Mathematics, Imperial College London, London, UK
| | - G. Pruessner
- Department of Mathematics, Imperial College London, London, UK
- Centre for Complexity Science, Imperial College London, London, UK
| | - H. J. Jensen
- Department of Mathematics, Imperial College London, London, UK
- Centre for Complexity Science, Imperial College London, London, UK
| | - G. Sena
- Department of Life Sciences, Imperial College London, London, UK
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2
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Swartz LG, Liu S, Dahlquist D, Kramer ST, Walter ES, McInturf SA, Bucksch A, Mendoza-Cózatl DG. OPEN leaf: an open-source cloud-based phenotyping system for tracking dynamic changes at leaf-specific resolution in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 116:1600-1616. [PMID: 37733751 DOI: 10.1111/tpj.16449] [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: 12/24/2022] [Accepted: 08/16/2023] [Indexed: 09/23/2023]
Abstract
The first draft of the Arabidopsis genome was released more than 20 years ago and despite intensive molecular research, more than 30% of Arabidopsis genes remained uncharacterized or without an assigned function. This is in part due to gene redundancy within gene families or the essential nature of genes, where their deletion results in lethality (i.e., the dark genome). High-throughput plant phenotyping (HTPP) offers an automated and unbiased approach to characterize subtle or transient phenotypes resulting from gene redundancy or inducible gene silencing; however, access to commercial HTPP platforms remains limited. Here we describe the design and implementation of OPEN leaf, an open-source phenotyping system with cloud connectivity and remote bilateral communication to facilitate data collection, sharing and processing. OPEN leaf, coupled with our SMART imaging processing pipeline was able to consistently document and quantify dynamic changes at the whole rosette level and leaf-specific resolution when plants experienced changes in nutrient availability. Our data also demonstrate that VIS sensors remain underutilized and can be used in high-throughput screens to identify and characterize previously unidentified phenotypes in a leaf-specific time-dependent manner. Moreover, the modular and open-source design of OPEN leaf allows seamless integration of additional sensors based on users and experimental needs.
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Affiliation(s)
- Landon G Swartz
- Department of Electrical Engineering and Computer Science, University of Missouri, 411 S 6th St., Columbia, Missouri, 65201, USA
- Division of Plant Science and Technology, C.S. Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, Missouri, 65211, USA
| | - Suxing Liu
- School of Plant Sciences, University of Arizona, 1140 E South Campus, Tucson, Arizona, 85721, USA
| | - Drew Dahlquist
- Department of Electrical Engineering and Computer Science, University of Missouri, 411 S 6th St., Columbia, Missouri, 65201, USA
| | - Skyler T Kramer
- MU Institute of Data Science and Informatics, C.S. Bond Life Sciences Center, University of Missouri, 1201 Rollinst St., Columbia, Missouri, 65211, USA
| | - Emily S Walter
- Division of Plant Science and Technology, C.S. Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, Missouri, 65211, USA
| | - Samuel A McInturf
- Division of Plant Science and Technology, C.S. Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, Missouri, 65211, USA
| | - Alexander Bucksch
- School of Plant Sciences, University of Arizona, 1140 E South Campus, Tucson, Arizona, 85721, USA
| | - David G Mendoza-Cózatl
- Department of Electrical Engineering and Computer Science, University of Missouri, 411 S 6th St., Columbia, Missouri, 65201, USA
- Division of Plant Science and Technology, C.S. Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, Missouri, 65211, USA
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3
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Van den Broeck L, Schwartz MF, Krishnamoorthy S, Tahir MA, Spurney RJ, Madison I, Melvin C, Gobble M, Nguyen T, Peters R, Hunt A, Muhammad A, Li B, Stuiver M, Horn T, Sozzani R. Establishing a reproducible approach to study cellular functions of plant cells with 3D bioprinting. SCIENCE ADVANCES 2022; 8:eabp9906. [PMID: 36240264 PMCID: PMC9565790 DOI: 10.1126/sciadv.abp9906] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 08/25/2022] [Indexed: 06/16/2023]
Abstract
Capturing cell-to-cell signals in a three-dimensional (3D) environment is key to studying cellular functions. A major challenge in the current culturing methods is the lack of accurately capturing multicellular 3D environments. In this study, we established a framework for 3D bioprinting plant cells to study cell viability, cell division, and cell identity. We established long-term cell viability for bioprinted Arabidopsis and soybean cells. To analyze the generated large image datasets, we developed a high-throughput image analysis pipeline. Furthermore, we showed the cell cycle reentry of bioprinted cells for which the timing coincides with the induction of core cell cycle genes and regeneration-related genes, ultimately leading to microcallus formation. Last, the identity of bioprinted Arabidopsis root cells expressing endodermal markers was maintained for longer periods. The framework established here paves the way for a general use of 3D bioprinting for studying cellular reprogramming and cell cycle reentry toward tissue regeneration.
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Affiliation(s)
- Lisa Van den Broeck
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Michael F. Schwartz
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Srikumar Krishnamoorthy
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Maimouna Abderamane Tahir
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
- Mechanical and Aerospace Engineering Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Ryan J. Spurney
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
- Electrical and Computer Engineering Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Imani Madison
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Charles Melvin
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Mariah Gobble
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Thomas Nguyen
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Rachel Peters
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Aitch Hunt
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Atiyya Muhammad
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Baochun Li
- Innovation Center of BASF, Morrisville, NC 27560, USA
| | - Maarten Stuiver
- BASF Innovation Center, Technologiepark 101, 9052 Zwijnaarde, Belgium
| | - Timothy Horn
- Mechanical and Aerospace Engineering Department, North Carolina State University, Raleigh, NC 27695, USA
| | - Rosangela Sozzani
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC 27695, USA
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4
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Hendrix S, Verbruggen N, Cuypers A, Meyer AJ. Essential trace metals in plant responses to heat stress. JOURNAL OF EXPERIMENTAL BOTANY 2022; 73:1775-1788. [PMID: 35018415 DOI: 10.1093/jxb/erab507] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2021] [Accepted: 11/17/2021] [Indexed: 06/14/2023]
Abstract
Essential trace metals function as structural components or cofactors in many proteins involved in a wide range of physiological processes in plants. Hence, trace metal deficiency can significantly hamper plant growth and development. On the other hand, excess concentrations of trace metals can also induce phytotoxicity, for example via an enhanced production of reactive oxygen species. Besides their roles in plant growth under favourable environmental conditions, trace metals also contribute to plant responses to biotic and abiotic stresses. Heat is a stress factor that will become more prevalent due to increasing climate change and is known to negatively affect crop yield and quality, posing a severe threat to food security for future generations. Gaining insight into heat stress responses is essential to develop strategies to optimize plant growth and quality under unfavourable temperatures. In this context, trace metals deserve particular attention as they contribute to defence responses and are important determinants of plant nutritional value. Here, we provide an overview of heat-induced effects on plant trace metal homeostasis and the involvement of trace metals and trace metal-dependent enzymes in plant responses to heat stress. Furthermore, avenues for future research on the interactions between heat stress and trace metals are discussed.
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Affiliation(s)
- Sophie Hendrix
- Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
- Environmental Biology, Centre for Environmental Sciences, Hasselt University, Diepenbeek, Belgium
| | - Nathalie Verbruggen
- Laboratory of Plant Physiology and Molecular Genetics, Université Libre de Bruxelles, Brussels, Belgium
| | - Ann Cuypers
- Environmental Biology, Centre for Environmental Sciences, Hasselt University, Diepenbeek, Belgium
| | - Andreas J Meyer
- Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
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5
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Ovečka M, Sojka J, Tichá M, Komis G, Basheer J, Marchetti C, Šamajová O, Kuběnová L, Šamaj J. Imaging plant cells and organs with light-sheet and super-resolution microscopy. PLANT PHYSIOLOGY 2022; 188:683-702. [PMID: 35235660 PMCID: PMC8825356 DOI: 10.1093/plphys/kiab349] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Accepted: 07/12/2021] [Indexed: 05/05/2023]
Abstract
The documentation of plant growth and development requires integrative and scalable approaches to investigate and spatiotemporally resolve various dynamic processes at different levels of plant body organization. The present update deals with vigorous developments in mesoscopy, microscopy and nanoscopy methods that have been translated to imaging of plant subcellular compartments, cells, tissues and organs over the past 3 years with the aim to report recent applications and reasonable expectations from current light-sheet fluorescence microscopy (LSFM) and super-resolution microscopy (SRM) modalities. Moreover, the shortcomings and limitations of existing LSFM and SRM are discussed, particularly for their ability to accommodate plant samples and regarding their documentation potential considering spherical aberrations or temporal restrictions prohibiting the dynamic recording of fast cellular processes at the three dimensions. For a more comprehensive description, advances in living or fixed sample preparation methods are also included, supported by an overview of developments in labeling strategies successfully applied in plants. These strategies are practically documented by current applications employing model plant Arabidopsis thaliana (L.) Heynh., but also robust crop species such as Medicago sativa L. and Hordeum vulgare L. Over the past few years, the trend towards designing of integrative microscopic modalities has become apparent and it is expected that in the near future LSFM and SRM will be bridged to achieve broader multiscale plant imaging with a single platform.
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Affiliation(s)
- Miroslav Ovečka
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Jiří Sojka
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Michaela Tichá
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - George Komis
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Jasim Basheer
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Cintia Marchetti
- Centre of the Region Haná for Biotechnological and Agricultural Research, Czech Advanced Technology and Research Institute, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Olga Šamajová
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Lenka Kuběnová
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
| | - Jozef Šamaj
- Department of Cell Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Faculty of Science, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
- Author for communication:
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6
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Distéfano AM, López GA, Setzes N, Marchetti F, Cainzos M, Cascallares M, Zabaleta E, Pagnussat GC. Ferroptosis in plants: triggers, proposed mechanisms, and the role of iron in modulating cell death. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:2125-2135. [PMID: 32918080 DOI: 10.1093/jxb/eraa425] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 09/09/2020] [Indexed: 05/20/2023]
Abstract
Regulated cell death plays key roles during essential processes throughout the plant life cycle. It takes part in specific developmental programs and maintains homeostasis of the organism in response to unfavorable environments. Ferroptosis is a recently discovered iron-dependent cell death pathway characterized by the accumulation of lipid reactive oxygen species. In plants, ferroptosis shares all the main hallmarks described in other systems. Those specific features include biochemical and morphological signatures that seem to be conserved among species. However, plant cells have specific metabolic pathways and a high degree of metabolic compartmentalization. Together with their particular morphology, these features add more complexity to the plant ferroptosis pathway. In this review, we summarize the most recent advances in elucidating the roles of ferroptosis in plants, focusing on specific triggers, the main players, and underlying pathways.
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Affiliation(s)
- Ayelén Mariana Distéfano
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Gabriel Alejandro López
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Nicolás Setzes
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Fernanda Marchetti
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Maximiliano Cainzos
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Milagros Cascallares
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Eduardo Zabaleta
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
| | - Gabriela Carolina Pagnussat
- Instuto de Investigaciones Biológicas, Universidad Nacional de Mar del Plata, CONICET, Mar del Plata, Argentina
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7
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Madison I, Melvin C, Buckner E, Williams C, Sozzani R, Long T. MAGIC: Live imaging of cellular division in plant seedlings using lightsheet microscopy. Methods Cell Biol 2020; 160:405-418. [PMID: 32896331 DOI: 10.1016/bs.mcb.2020.04.004] [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] [Indexed: 05/04/2023]
Abstract
Imaging technologies have been used to understand plant genetic and developmental processes, from the dynamics of gene expression to tissue and organ morphogenesis. Although the field has advanced incredibly in recent years, gaps remain in identifying fine and dynamic spatiotemporal intervals of target processes, such as changes to gene expression in response to abiotic stresses. Lightsheet microscopy is a valuable tool for such studies due to its ability to perform long-term imaging at fine intervals of time and at low photo-toxicity of live vertically oriented seedlings. In this chapter, we describe a detailed method for preparing and imaging Arabidopsis thaliana seedlings for lightsheet microscopy via a Multi-Sample Imaging Growth Chamber (MAGIC), which allows simultaneous imaging of at least four samples. This method opens new avenues for acquiring imaging data at a high temporal resolution, which can be eventually probed to identify key regulatory time points and any spatial dependencies of target developmental processes.
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Affiliation(s)
- Imani Madison
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC, United States
| | - Charles Melvin
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC, United States
| | - Eli Buckner
- Electrical and Computer Engineering Department, North Carolina State University, Raleigh, NC, United States
| | - Cranos Williams
- Electrical and Computer Engineering Department, North Carolina State University, Raleigh, NC, United States
| | - Rosangela Sozzani
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC, United States.
| | - Terri Long
- Plant and Microbial Biology Department, North Carolina State University, Raleigh, NC, United States.
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8
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Clark NM, Van den Broeck L, Guichard M, Stager A, Tanner HG, Blilou I, Grossmann G, Iyer-Pascuzzi AS, Maizel A, Sparks EE, Sozzani R. Novel Imaging Modalities Shedding Light on Plant Biology: Start Small and Grow Big. ANNUAL REVIEW OF PLANT BIOLOGY 2020; 71:789-816. [PMID: 32119794 DOI: 10.1146/annurev-arplant-050718-100038] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The acquisition of quantitative information on plant development across a range of temporal and spatial scales is essential to understand the mechanisms of plant growth. Recent years have shown the emergence of imaging methodologies that enable the capture and analysis of plant growth, from the dynamics of molecules within cells to the measurement of morphometricand physiological traits in field-grown plants. In some instances, these imaging methods can be parallelized across multiple samples to increase throughput. When high throughput is combined with high temporal and spatial resolution, the resulting image-derived data sets could be combined with molecular large-scale data sets to enable unprecedented systems-level computational modeling. Such image-driven functional genomics studies may be expected to appear at an accelerating rate in the near future given the early success of the foundational efforts reviewed here. We present new imaging modalities and review how they have enabled a better understanding of plant growth from the microscopic to the macroscopic scale.
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Affiliation(s)
- Natalie M Clark
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina 27695, USA; ,
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, Iowa 50010, USA;
| | - Lisa Van den Broeck
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina 27695, USA; ,
| | - Marjorie Guichard
- Center for Organismal Studies (COS), University of Heidelberg, 69120 Heidelberg, Germany; , ,
- CellNetworks Cluster of Excellence, Heidelberg University, 69120 Heidelberg, Germany
| | - Adam Stager
- Department of Mechanical Engineering, University of Delaware, Newark, Delaware 19711, USA; ,
| | - Herbert G Tanner
- Department of Mechanical Engineering, University of Delaware, Newark, Delaware 19711, USA; ,
| | - Ikram Blilou
- Department of Plant Cell and Developmental Biology, Biological and Environmental Sciences and Engineering (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Saudi Arabia;
| | - Guido Grossmann
- Center for Organismal Studies (COS), University of Heidelberg, 69120 Heidelberg, Germany; , ,
- CellNetworks Cluster of Excellence, Heidelberg University, 69120 Heidelberg, Germany
| | - Anjali S Iyer-Pascuzzi
- Department of Botany and Plant Pathology and Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907, USA;
| | - Alexis Maizel
- Center for Organismal Studies (COS), University of Heidelberg, 69120 Heidelberg, Germany; , ,
| | - Erin E Sparks
- Department of Plant and Soil Sciences and the Delaware Biotechnology Institute, University of Delaware, Newark, Delaware 19711, USA;
| | - Rosangela Sozzani
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina 27695, USA; ,
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