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Li P, Zhang Z, Tong Y, Foda BM, Day B. ILEE: Algorithms and toolbox for unguided and accurate quantitative analysis of cytoskeletal images. J Cell Biol 2022; 222:213770. [PMID: 36534166 PMCID: PMC9768434 DOI: 10.1083/jcb.202203024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Revised: 08/04/2022] [Accepted: 11/21/2022] [Indexed: 12/23/2022] Open
Abstract
The eukaryotic cytoskeleton plays essential roles in cell signaling and trafficking, broadly associated with immunity and diseases in humans and plants. To date, most studies describing cytoskeleton dynamics and function rely on qualitative/quantitative analyses of cytoskeletal images. While state-of-the-art, these approaches face general challenges: the diversity among filaments causes considerable inaccuracy, and the widely adopted image projection leads to bias and information loss. To solve these issues, we developed the Implicit Laplacian of Enhanced Edge (ILEE), an unguided, high-performance approach for 2D/3D-based quantification of cytoskeletal status and organization. Using ILEE, we constructed a Python library to enable automated cytoskeletal image analysis, providing biologically interpretable indices measuring the density, bundling, segmentation, branching, and directionality of the cytoskeleton. Our data demonstrated that ILEE resolves the defects of traditional approaches, enables the detection of novel cytoskeletal features, and yields data with superior accuracy, stability, and robustness. The ILEE toolbox is available for public use through PyPI and Google Colab.
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Affiliation(s)
- Pai Li
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI,Department of Plant Biology, Michigan State University, East Lansing, MI,Correspondence to Pai Li:
| | - Ze Zhang
- Department of Computer Science and Engineering, Michigan State University, East Lansing, MI
| | - Yiying Tong
- Department of Computer Science and Engineering, Michigan State University, East Lansing, MI
| | - Bardees M. Foda
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, MI,Molecular Genetics and Enzymology Department, National Research Centre, Dokki, Egypt
| | - Brad Day
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI
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Lopez D, Franchel J, Venisse JS, Drevet JR, Label P, Coutand C, Roeckel-Drevet P. Early transcriptional response to gravistimulation in poplar without phototropic confounding factors. AOB PLANTS 2021; 13:plaa071. [PMID: 33542802 PMCID: PMC7850117 DOI: 10.1093/aobpla/plaa071] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 12/30/2020] [Indexed: 05/30/2023]
Abstract
In response to gravistimulation under anisotropic light, tree stems showing an active cambium produce reaction wood that redirects the axis of the trees. Several studies have described transcriptomic or proteomic models of reaction wood relative to the opposite wood. However, the mechanisms leading to the formation of reaction wood are difficult to decipher because so many environmental factors can induce various signalling pathways leading to this developmental reprogramming. Using an innovative isotropic device where the phototropic response does not interfere with gravistimulation we characterized the early molecular responses occurring in the stem of poplar after gravistimulation in an isotropic environment, and without deformation of the stem. After 30 min tilting at 35° under anisotropic light, we collected the upper and lower xylems from the inclined stems. Controls were collected from vertical stems. We used a microarray approach to identify differentially expressed transcripts. High-throughput real-time PCR allowed a kinetic experiment at 0, 30, 120 and 180 min after tilting at 35°, with candidate genes. We identified 668 differentially expressed transcripts, from which we selected 153 candidates for additional Fluidigm qPCR assessment. Five candidate co-expression gene clusters have been identified after the kinetic monitoring of the expression of candidate genes. Gene ontology analyses indicate that molecular reprogramming of processes such as 'wood cell expansion', 'cell wall reorganization' and 'programmed cell death' occur as early as 30 min after gravistimulation. Of note is that the change in the expression of different genes involves a fine regulation of gibberellin and brassinosteroid pathways as well as flavonoid and phosphoinositide pathways. Our experimental set-up allowed the identification of genes regulated in early gravitropic response without the bias introduced by phototropic and stem bending responses.
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Affiliation(s)
- David Lopez
- CIRAD, UMR AGAP, Montpellier, France
- AGAP, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | - Jérôme Franchel
- Université Clermont Auvergne, INRAE, PIAF, Campus Universitaire des Cézeaux, 1 Impasse Amélie Murat, TSA, Aubière Cedex, France
| | - Jean-Stéphane Venisse
- Université Clermont Auvergne, INRAE, PIAF, Campus Universitaire des Cézeaux, 1 Impasse Amélie Murat, TSA, Aubière Cedex, France
| | - Joël R Drevet
- Université Clermont Auvergne, GReD INSERM U1103-CNRS UMR 6293, Faculté de Médecine, CRBC (Centre de Recherche Bio-Clinique), Clermont-Ferrand, France
| | - Philippe Label
- Université Clermont Auvergne, INRAE, PIAF, Campus Universitaire des Cézeaux, 1 Impasse Amélie Murat, TSA, Aubière Cedex, France
| | - Catherine Coutand
- INRAE, UR 115 PSH, Centre de recherche PACA, 228, route de l’aérodrome, CS, Avignon Cedex, France
| | - Patricia Roeckel-Drevet
- Université Clermont Auvergne, INRAE, PIAF, Campus Universitaire des Cézeaux, 1 Impasse Amélie Murat, TSA, Aubière Cedex, France
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3
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Kwon S, Kim KS. Qualitative analysis of contribution of intracellular skeletal changes to cellular elasticity. Cell Mol Life Sci 2020; 77:1345-1355. [PMID: 31605149 PMCID: PMC11105102 DOI: 10.1007/s00018-019-03328-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 09/25/2019] [Accepted: 09/30/2019] [Indexed: 01/07/2023]
Abstract
Cells are dynamic structures that continually generate and sustain mechanical forces within their environments. Cells respond to mechanical forces by changing their shape, moving, and differentiating. These reactions are caused by intracellular skeletal changes, which induce changes in cellular mechanical properties such as stiffness, elasticity, viscoelasticity, and adhesiveness. Interdisciplinary research combining molecular biology with physics and mechanical engineering has been conducted to characterize cellular mechanical properties and understand the fundamental mechanisms of mechanotransduction. In this review, we focus on the role of cytoskeletal proteins in cellular mechanics. The specific role of each cytoskeletal protein, including actin, intermediate filaments, and microtubules, on cellular elasticity is summarized along with the effects of interactions between the fibers.
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Affiliation(s)
- Sangwoo Kwon
- Department of Biomedical Engineering, College of Medicine, Kyung Hee University, 1 Hoegi-dong, Dongdaemun-gu, Seoul, 02447, Republic of Korea
| | - Kyung Sook Kim
- Department of Biomedical Engineering, College of Medicine, Kyung Hee University, 1 Hoegi-dong, Dongdaemun-gu, Seoul, 02447, Republic of Korea.
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Tröster V, Setzer T, Hirth T, Pecina A, Kortekamp A, Nick P. Probing the contractile vacuole as Achilles' heel of the biotrophic grapevine pathogen Plasmopara viticola. PROTOPLASMA 2017; 254:1887-1901. [PMID: 28550468 DOI: 10.1007/s00709-017-1123-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 05/10/2017] [Indexed: 05/20/2023]
Abstract
The causative agent of Grapevine Downy Mildew, the oomycete Plasmopara viticola, poses a serious threat to viticulture. In the current work, the contractile vacuole of the zoospore is analysed as potential target for novel plant protection strategies. Using a combination of electron microscopy, spinning disc confocal microscopy, and video differential interference contrast microscopy, we have followed the genesis and dynamics of this vacuole required during the search for the stomata, when the non-walled zoospore is exposed to hypotonic conditions. This subcellular description was combined with a pharmacological study, where the functionality of the contractile vacuole was blocked by manipulation of actin, by Na, Cu, and Al ions or by inhibition of the NADPH oxidase. We further observe that RGD peptides (mimicking binding sites for integrins at the extracellular matrix) can inhibit the function of the contractile vacuole as well. Finally, we show that an extract from Chinese liquorice (Glycyrrhiza uralensis) proposed as biocontrol for Downy Mildews can efficiently induce zoospore burst and that this activity depends on the activity of NADPH oxidase. The effect of the extract can be phenocopied by its major compound, glycyrrhizin, suggesting a mode of action for this biologically safe alternative to copper products.
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Affiliation(s)
- Viktoria Tröster
- Molecular Cell Biology, Botanical Institute Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 4, Bld. 30.43, 76131, Karlsruhe, Germany
| | - Tabea Setzer
- Molecular Cell Biology, Botanical Institute Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 4, Bld. 30.43, 76131, Karlsruhe, Germany
| | - Thomas Hirth
- Molecular Cell Biology, Botanical Institute Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 4, Bld. 30.43, 76131, Karlsruhe, Germany
| | - Anna Pecina
- Molecular Cell Biology, Botanical Institute Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 4, Bld. 30.43, 76131, Karlsruhe, Germany
| | - Andreas Kortekamp
- Institute of Plant Protection State Education and Research Center (DLR) Rheinpfalz, Breitenweg 71, 67435, Neustadt, Germany
| | - Peter Nick
- Molecular Cell Biology, Botanical Institute Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 4, Bld. 30.43, 76131, Karlsruhe, Germany.
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Riemann M, Dhakarey R, Hazman M, Miro B, Kohli A, Nick P. Exploring Jasmonates in the Hormonal Network of Drought and Salinity Responses. FRONTIERS IN PLANT SCIENCE 2015; 6:1077. [PMID: 26648959 PMCID: PMC4665137 DOI: 10.3389/fpls.2015.01077] [Citation(s) in RCA: 132] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2015] [Accepted: 11/17/2015] [Indexed: 05/18/2023]
Abstract
Present and future food security is a critical issue compounded by the consequences of climate change on agriculture. Stress perception and signal transduction in plants causes changes in gene or protein expression which lead to metabolic and physiological responses. Phytohormones play a central role in the integration of different upstream signals into different adaptive outputs such as changes in the activity of ion-channels, protein modifications, protein degradation, and gene expression. Phytohormone biosynthesis and signaling, and recently also phytohormone crosstalk have been investigated intensively, but the function of jasmonates under abiotic stress is still only partially understood. Although most aspects of jasmonate biosynthesis, crosstalk and signal transduction appear to be similar for biotic and abiotic stress, novel aspects have emerged that seem to be unique for the abiotic stress response. Here, we review the knowledge on the role of jasmonates under drought and salinity. The crosstalk of jasmonate biosynthesis and signal transduction pathways with those of abscisic acid (ABA) is particularly taken into account due to the well-established, central role of ABA under abiotic stress. Likewise, the accumulating evidence of crosstalk of jasmonate signaling with other phytohormones is considered as important element of an integrated phytohormonal response. Finally, protein post-translational modification, which can also occur without de novo transcription, is treated with respect to its implications for phytohormone biosynthesis, signaling and crosstalk. To breed climate-resilient crop varieties, integrated understanding of the molecular processes is required to modulate and tailor particular nodes of the network to positively affect stress tolerance.
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Affiliation(s)
- Michael Riemann
- Molecular Cell Biology, Institute of Botany, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Rohit Dhakarey
- Molecular Cell Biology, Institute of Botany, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Mohamed Hazman
- Molecular Cell Biology, Institute of Botany, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Berta Miro
- Plant Breeding Genetics and Biotechnology Division, International Rice Research Institute, Makati, Philippines
| | - Ajay Kohli
- Plant Breeding Genetics and Biotechnology Division, International Rice Research Institute, Makati, Philippines
| | - Peter Nick
- Molecular Cell Biology, Institute of Botany, Karlsruhe Institute of Technology, Karlsruhe, Germany
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Moulia B, Coutand C, Julien JL. Mechanosensitive control of plant growth: bearing the load, sensing, transducing, and responding. FRONTIERS IN PLANT SCIENCE 2015; 6:52. [PMID: 25755656 PMCID: PMC4337334 DOI: 10.3389/fpls.2015.00052] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2014] [Accepted: 01/20/2015] [Indexed: 05/18/2023]
Abstract
As land plants grow and develop, they encounter complex mechanical challenges, especially from winds and turgor pressure. Mechanosensitive control over growth and morphogenesis is an adaptive trait, reducing the risks of breakage or explosion. This control has been mostly studied through experiments with artificial mechanical loads, often focusing on cellular or molecular mechanotransduction pathway. However, some important aspects of mechanosensing are often neglected. (i) What are the mechanical characteristics of different loads and how are loads distributed within different organs? (ii) What is the relevant mechanical stimulus in the cell? Is it stress, strain, or energy? (iii) How do mechanosensing cells signal to meristematic cells? Without answers to these questions we cannot make progress analyzing the mechanobiological effects of plant size, plant shape, tissue distribution and stiffness, or the magnitude of stimuli. This situation is rapidly changing however, as systems mechanobiology is being developed, using specific biomechanical and/or mechanobiological models. These models are instrumental in comparing loads and responses between experiments and make it possible to quantitatively test biological hypotheses describing the mechanotransduction networks. This review is designed for a general plant science audience and aims to help biologists master the models they need for mechanobiological studies. Analysis and modeling is broken down into four steps looking at how the structure bears the load, how the distributed load is sensed, how the mechanical signal is transduced, and then how the plant responds through growth. Throughout, two examples of adaptive responses are used to illustrate this approach: the thigmorphogenetic syndrome of plant shoots bending and the mechanosensitive control of shoot apical meristem (SAM) morphogenesis. Overall this should provide a generic understanding of systems mechanobiology at work.
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Affiliation(s)
- Bruno Moulia
- NRA, UMR 547 PIAFClermont-Ferrand, France
- Clermont Université, Université Blaise Pascal, UMR 547 PIAFClermont-Ferrand, France
- *Correspondence: Bruno Moulia, UMR, PIAF Integrative Physics and Physiology of Trees, Institut National de la Recherche Agronomique, 5 chemin de Beaulieu, F-63039 Clermont-Ferrand, France e-mail:
| | - Catherine Coutand
- NRA, UMR 547 PIAFClermont-Ferrand, France
- Clermont Université, Université Blaise Pascal, UMR 547 PIAFClermont-Ferrand, France
| | - Jean-Louis Julien
- NRA, UMR 547 PIAFClermont-Ferrand, France
- Clermont Université, Université Blaise Pascal, UMR 547 PIAFClermont-Ferrand, France
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7
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Lopez D, Tocquard K, Venisse JS, Legué V, Roeckel-Drevet P. Gravity sensing, a largely misunderstood trigger of plant orientated growth. FRONTIERS IN PLANT SCIENCE 2014; 5:610. [PMID: 25414717 PMCID: PMC4220637 DOI: 10.3389/fpls.2014.00610] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2014] [Accepted: 10/20/2014] [Indexed: 05/05/2023]
Abstract
Gravity is a crucial environmental factor regulating plant growth and development. Plants have the ability to sense a change in the direction of gravity, which leads to the re-orientation of their growth direction, so-called gravitropism. In general, plant stems grow upward (negative gravitropism), whereas roots grow downward (positive gravitropism). Models describing the gravitropic response following the tilting of plants are presented and highlight that gravitropic curvature involves both gravisensing and mechanosensing, thus allowing to revisit experimental data. We also discuss the challenge to set up experimental designs for discriminating between gravisensing and mechanosensing. We then present the cellular events and the molecular actors known to be specifically involved in gravity sensing.
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Affiliation(s)
- David Lopez
- Clermont Université – Université Blaise Pascal, UMR 547 PIAFAubière, France
- INRA, UMR 547 PIAFClermont-Ferrand, France
| | - Kévin Tocquard
- Clermont Université – Université Blaise Pascal, UMR 547 PIAFAubière, France
- INRA, UMR 547 PIAFClermont-Ferrand, France
| | - Jean-Stéphane Venisse
- Clermont Université – Université Blaise Pascal, UMR 547 PIAFAubière, France
- INRA, UMR 547 PIAFClermont-Ferrand, France
| | - Valerie Legué
- Clermont Université – Université Blaise Pascal, UMR 547 PIAFAubière, France
- INRA, UMR 547 PIAFClermont-Ferrand, France
| | - Patricia Roeckel-Drevet
- Clermont Université – Université Blaise Pascal, UMR 547 PIAFAubière, France
- INRA, UMR 547 PIAFClermont-Ferrand, France
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Lintilhac PM. The problem of morphogenesis: unscripted biophysical control systems in plants. PROTOPLASMA 2014; 251:25-36. [PMID: 23846861 PMCID: PMC3893470 DOI: 10.1007/s00709-013-0522-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Accepted: 06/14/2013] [Indexed: 05/21/2023]
Abstract
The relative simplicity of plant developmental systems, having evolved within the universal constraints imposed by the plant cell wall, may allow us to outline a consistent developmental narrative that is not currently possible in the animal kingdom. In this article, I discuss three aspects of the development of the mature form in plants, approaching them in terms of the role played by the biophysics and mechanics of the cell wall during growth. First, I discuss axis extension in terms of a loss of stability-based model of cell wall stress relaxation and I introduce the possibility that cell wall stress relaxation can be modeled as a binary switch. Second, I consider meristem shape and surface conformation as a controlling element in the morphogenetic circuitry of plant organogenesis at the apex. Third, I approach the issue of reproductive differentiation and propose that the multicellular sporangium, a universal feature of land plants, acts as a stress-mechanical lens, focusing growth-induced stresses to create a geometrically precise mechanical singularity that can serve as an inducing developmental signal triggering the initiation of reproductive differentiation. Lastly, I offer these three examples of biophysically integrated control processes as entry points into a narrative that provides an independent, nongenetic context for understanding the evolution of the apoplast and the morphogenetic ontogeny of multicellular land plants.
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Affiliation(s)
- Philip M Lintilhac
- Department of Plant Biology, The University of Vermont, 63 Carrigan Drive, Burlington, VT, 05405, USA,
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Zaban B, Maisch J, Nick P. Dynamic actin controls polarity induction de novo in protoplasts. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2013; 55:142-59. [PMID: 23127141 DOI: 10.1111/jipb.12001] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Cell polarity and axes are central for plant morphogenesis. To study how polarity and axes are induced de novo, we investigated protoplasts of tobacco Nicotiana tabacum cv. BY-2 expressing fluorescently-tagged cytoskeletal markers. We standardized the system to such a degree that we were able to generate quantitative data on the temporal patterns of regeneration stages. The synthesis of a new cell wall marks the transition to the first stage of regeneration, and proceeds after a long preparatory phase within a few minutes. During this preparatory phase, the nucleus migrates actively, and cytoplasmic strands remodel vigorously. We probed this system for the effect of anti-cytoskeletal compounds, inducible bundling of actin, RGD-peptides, and temperature. Suppression of actin dynamics at an early stage leads to aberrant tripolar cells, whereas suppression of microtubule dynamics produces aberrant sausage-like cells with asymmetric cell walls. We integrated these data into a model, where the microtubular cytoskeleton conveys positional information between the nucleus and the membrane controlling the release or activation of components required for cell wall synthesis. Cell wall formation is followed by the induction of a new cell pole requiring dynamic actin filaments, and the new cell axis is manifested as elongation growth perpendicular to the orientation of the aligned cortical microtubules.
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Affiliation(s)
- Beatrix Zaban
- Botanical Institute, Molecular Cell Biology, Karlsruhe Institute of Technology, Kaiserstr. 2, D-76128 Karlsruhe, Germany.
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Nick P. Microtubules and the tax payer. PROTOPLASMA 2012; 249 Suppl 2:S81-94. [PMID: 22006077 DOI: 10.1007/s00709-011-0339-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2011] [Accepted: 10/10/2011] [Indexed: 05/14/2023]
Abstract
Plant microtubules have evolved into a versatile tool to link environmental signals into flexible morphogenesis. Cortical microtubules define the axiality of cell expansion by control of cellulose orientation. Plant-specific microtubule structures such as preprophase band and phragmoplast determine symmetry and axiality of cell divisions. In addition, microtubules act as sensors and integrators for stimuli such as mechanic load, gravity, but also osmotic stress, cold and pathogen attack. Many of these functions are specific for plants and involve specific proteins or the recruitment of proteins to new functions. The review aims to ventilate the potential of microtubule-based strategies for biotechnological application by highlighting representative case studies. These include reorientation of cortical microtubules to increase lodging resistance, control of microtubule dynamics to alter the gravity-dependent orientation of leaves, the use of microtubules as sensitive thermometers to improve adaptive cold tolerance of chilling and freezing sensitive plants, the reduction of microtubule treadmilling to inhibit cell-to-cell transport of plant viruses, or the modulation of plant defence genes by pharmacological manipulation of microtubules. The specificity of these responses is controlled by a great variety of specific associated proteins opening a wide field for biotechnological manipulation of plant architecture and stress tolerance.
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Affiliation(s)
- Peter Nick
- Molecular Cell Biology, Karlsruhe Institute of Technology, Kaiserstr 2, 76128 Karlsruhe, Germany.
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