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Zubairova US, Fomin IN, Koloshina KA, Barchuk AI, Erst TV, Chalaya NA, Gerasimova SV, Doroshkov AV. Image-Based Quantitative Analysis of Epidermal Morphology in Wild Potato Leaves. PLANTS (BASEL, SWITZERLAND) 2024; 13:3084. [PMID: 39520002 PMCID: PMC11548698 DOI: 10.3390/plants13213084] [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: 09/29/2024] [Revised: 10/24/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024]
Abstract
The epidermal leaf patterns of plants exhibit remarkable diversity in cell shapes, sizes, and arrangements, driven by environmental interactions that lead to significant adaptive changes even among closely related species. The Solanaceae family, known for its high diversity of adaptive epidermal structures, has traditionally been studied using qualitative phenotypic descriptions. To advance this, we developed a workflow combining multi-scale computer vision, image processing, and data analysis to extract digital descriptors for leaf epidermal cell morphology. Applied to nine wild potato species, this workflow quantified key morphological parameters, identifying descriptors for trichomes, stomata, and pavement cells, and revealing interdependencies among these traits. Principal component analysis (PCA) highlighted two main axes, accounting for 45% and 21% of variance, corresponding to features such as guard cell shape, trichome length, stomatal density, and trichome density. These axes aligned well with the historical and geographical origins of the species, separating southern from Central American species, and forming distinct clusters for monophyletic groups. This workflow thus establishes a quantitative foundation for investigating leaf epidermal cell morphology within phylogenetic and geographic contexts.
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Affiliation(s)
- Ulyana S. Zubairova
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
- Department of Information Technologies, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Ivan N. Fomin
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
| | - Kristina A. Koloshina
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
| | - Alisa I. Barchuk
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
- Department of Information Technologies, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Tatyana V. Erst
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
| | - Nadezhda A. Chalaya
- N.I. Vavilov Institute of Plant Genetic Resources (VIR), 190000 St. Petersburg, Russia;
| | - Sophia V. Gerasimova
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
| | - Alexey V. Doroshkov
- The Federal Research Center, Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (I.N.F.); (K.A.K.); (A.I.B.); (T.V.E.); (S.V.G.); (A.V.D.)
- Department of Genomics and Bioinformatics, Institute of Fundamental Biology and Biotechnology, Siberian Federal University, 660036 Krasnoyarsk, Russia
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2
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Rusnak B, Clark FK, Vadde BVL, Roeder AHK. What Is a Plant Cell Type in the Age of Single-Cell Biology? It's Complicated. Annu Rev Cell Dev Biol 2024; 40:301-328. [PMID: 38724025 DOI: 10.1146/annurev-cellbio-111323-102412] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2024]
Abstract
One of the fundamental questions in developmental biology is how a cell is specified to differentiate as a specialized cell type. Traditionally, plant cell types were defined based on their function, location, morphology, and lineage. Currently, in the age of single-cell biology, researchers typically attempt to assign plant cells to cell types by clustering them based on their transcriptomes. However, because cells are dynamic entities that progress through the cell cycle and respond to signals, the transcriptome also reflects the state of the cell at a particular moment in time, raising questions about how to define a cell type. We suggest that these complexities and dynamics of cell states are of interest and further consider the roles signaling, stochasticity, cell cycle, and mechanical forces play in plant cell fate specification. Once established, cell identity must also be maintained. With the wealth of single-cell data coming out, the field is poised to elucidate both the complexity and dynamics of cell states.
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Affiliation(s)
- Byron Rusnak
- Weill Institute for Cell and Molecular Biology and School of Integrative Plant Science, Section of Plant Biology, Cornell University, Ithaca, New York, USA; , ,
| | - Frances K Clark
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, New York, USA
- Weill Institute for Cell and Molecular Biology and School of Integrative Plant Science, Section of Plant Biology, Cornell University, Ithaca, New York, USA; , ,
| | - Batthula Vijaya Lakshmi Vadde
- Plant Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, La Jolla, California, USA;
- Weill Institute for Cell and Molecular Biology and School of Integrative Plant Science, Section of Plant Biology, Cornell University, Ithaca, New York, USA; , ,
| | - Adrienne H K Roeder
- Weill Institute for Cell and Molecular Biology and School of Integrative Plant Science, Section of Plant Biology, Cornell University, Ithaca, New York, USA; , ,
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Heydarian Z, Harrington M, Hegedus DD. Defects in Glabrous 3 (GL3) functionality underlie the absence of trichomes in Brassica napus. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 119:1703-1719. [PMID: 38967095 DOI: 10.1111/tpj.16878] [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: 02/07/2024] [Revised: 05/29/2024] [Accepted: 05/30/2024] [Indexed: 07/06/2024]
Abstract
Previously, expression of the Arabidopsis thaliana GLABRA3 (GL3) induced trichome formation in Brassica napus. GL3 orthologues were examined from glabrous (B. oleracea), semi-glabrous (B. napus), moderately hirsute (B. rapa), and very hirsute (B. villosa) Brassica species. Ectopic expression of BnGL3, BrGL3 alleles, or BvGL3 induced trichome formation in glabrous B. napus with the effect on trichome number commensurate with density in the original accessions. Chimeric GL3 proteins in which the B. napus amino terminal region, which interacts with MYB proteins, or the middle region, which interacts with the WD40 protein TTG1, was exchanged with corresponding regions from A. thaliana were as stimulatory to trichome production as AtGL3. Exchange of the carboxy-terminal region containing a bHLH domain and an ACT domain did not alter the trichome stimulatory activity, although modeling of the ACT domain identified differences that could affect GL3 dimerization. B. napus A- and C-genomes orthologues differed in their abilities to form homo- and heterodimers. Modeling of the amino-terminal region revealed a conserved domain that may represent the MYB factor binding pocket. This region interacted with the MYB factors GL1, CPC, and TRY, as well as with JAZ8, which is involved in jasmonic acid-mediated regulation of MYC-like transcription factors. Protein interaction studies indicated that GL1 interaction with GL3 from B. napus and A. thaliana may underlie the difference in their respective abilities to induce trichome formation.
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Affiliation(s)
- Zohreh Heydarian
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, Saskatchewan, S7N 0X2, Canada
- Department of Biotechnology, School of Agriculture, University of Shiraz, Bajgah, Shiraz, Fars, Iran
| | - Myrtle Harrington
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, Saskatchewan, S7N 0X2, Canada
| | - Dwayne D Hegedus
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, Saskatchewan, S7N 0X2, Canada
- Department of Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
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4
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Kong S, Zhu M, Roeder AHK. Self-organization underlies developmental robustness in plants. Cells Dev 2024:203936. [PMID: 38960068 PMCID: PMC11688513 DOI: 10.1016/j.cdev.2024.203936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 06/26/2024] [Accepted: 06/26/2024] [Indexed: 07/05/2024]
Abstract
Development is a self-organized process that builds on cells and their interactions. Cells are heterogeneous in gene expression, growth, and division; yet how development is robust despite such heterogeneity is a fascinating question. Here, we review recent progress on this topic, highlighting how developmental robustness is achieved through self-organization. We will first discuss sources of heterogeneity, including stochastic gene expression, heterogeneity in growth rate and direction, and heterogeneity in division rate and precision. We then discuss cellular mechanisms that buffer against such noise, including Paf1C- and miRNA-mediated denoising, spatiotemporal growth averaging and compensation, mechanisms to improve cell division precision, and coordination of growth rate and developmental timing between different parts of an organ. We also discuss cases where such heterogeneity is not buffered but utilized for development. Finally, we highlight potential directions for future studies of noise and developmental robustness.
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Affiliation(s)
- Shuyao Kong
- Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA; Section of Plant Biology, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Mingyuan Zhu
- Department of Biology, Duke University, Durham, NC 27708, USA
| | - Adrienne H K Roeder
- Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA; Section of Plant Biology, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.
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Zhang B, Deneer A, Fleck C, Hülskamp M. Quantitative analysis of MBW complex formation in the context of trichome patterning. FRONTIERS IN PLANT SCIENCE 2024; 15:1331156. [PMID: 38504903 PMCID: PMC10948613 DOI: 10.3389/fpls.2024.1331156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 02/06/2024] [Indexed: 03/21/2024]
Abstract
Trichome patterning in Arabidopsis is regulated by R2R3MYB, bHLH and WDR (MBW) genes. These are considered to form a trimeric MBW protein complex that promotes trichome formation. The MBW proteins are engaged in a regulatory network to select trichome cells among epidermal cells through R3MYB proteins that can move between cells and repress the MBW complex by competitive binding with the R2R3MYB to the bHLHL protein. We use quantitative pull-down assays to determine the relative dissociation constants for the protein-protein interactions of the involved genes. We find similar binding strength between the trichome promoting genes and weaker binding of the R3MYB inhibitors. We used the dissociation constants to calculate the relative percentage of all possible complex combinations and found surprisingly low fractions of those complexes that are typically considered to be relevant for the regulation events. Finally, we predict an increased robustness in patterning as a consequence of higher ordered complexes mediated by GL3 dimerization.
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Affiliation(s)
- Bipei Zhang
- Key Laboratory of Tropical and Subtropical Flowers and Landscape Plants of Guangdong Higher Education Institutions/College of Horticulture and Landscape Architecture, ZhongKai University of Agriculture and Engineering, Guangzhou, China
| | - Anna Deneer
- Biometris, Department of Mathematical and Statistical Methods, Wageningen University, Wageningen, Netherlands
| | - Christian Fleck
- Spatial Systems Biology Group, Center for Data Analysis and Modeling, University of Freiburg, Freiburg, Germany
| | - Martin Hülskamp
- Botanical Institute, Biocenter, Cologne University, Cologne, Germany
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6
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Di Patti F, Ugartechea Chirino Y, Arbel-Goren R, Sharon T, Castillo A, Alvarez–Buylla E, Fanelli D, Stavans J. Stochastic Turing patterns of trichomes in Arabidopsis leaves. Proc Natl Acad Sci U S A 2023; 120:e2309616120. [PMID: 37824528 PMCID: PMC10589648 DOI: 10.1073/pnas.2309616120] [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] [Received: 06/09/2023] [Accepted: 09/03/2023] [Indexed: 10/14/2023] Open
Abstract
Biological patterns that emerge during the morphogenesis of multicellular organisms can display high precision at large scales, while at cellular scales, cells exhibit large fluctuations stemming from cell-cell differences in molecular copy numbers also called demographic noise. We study the conflicting interplay between high precision and demographic noise in trichome patterns on the epidermis of wild-type Arabidopsis thaliana leaves, as a two-dimensional model system. We carry out a statistical characterization of these patterns and show that their power spectra display fat tails-a signature compatible with noise-driven stochastic Turing patterns-which are absent in power spectra of patterns driven by deterministic instabilities. We then present a theoretical model that includes demographic noise stemming from birth-death processes of genetic regulators which we study analytically and by stochastic simulations. The model captures the observed experimental features of trichome patterns.
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Affiliation(s)
- Francesca Di Patti
- Dipartimento di Matematica e Informatica, Universitá degli Studi di Perugia, Perugia06123, Italia
- Istituto Nazionale di Fisica Nucleare - Sezione di Perugia, Perugia06123, Italia
| | - Yamel Ugartechea Chirino
- Instituto de Ecología, Universidad Nacional Autónoma de México Ciudad, Universitaria 3er Circuito Interior Coyoacán, Ciudad de México04510, México
| | - Rinat Arbel-Goren
- Faculty of Physics, Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot76100, Israel
| | - Tom Sharon
- Faculty of Physics, Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot76100, Israel
| | - Aaron Castillo
- Instituto de Ecología, Universidad Nacional Autónoma de México Ciudad, Universitaria 3er Circuito Interior Coyoacán, Ciudad de México04510, México
| | - Elena Alvarez–Buylla
- Instituto de Ecología, Universidad Nacional Autónoma de México Ciudad, Universitaria 3er Circuito Interior Coyoacán, Ciudad de México04510, México
| | - Duccio Fanelli
- Dipartimento di Fisica e Astronomia, Università degli Studi di Firenze, Sesto Fiorentino, Firenze50019, Italia
- Centro Interdipartimentale per lo Studio delle Dinamiche Complesse and Istituto Nazionale di Fisica Nucleare Sezione di Firenze, Sesto Fiorentino, Firenze50019, Italia
| | - Joel Stavans
- Faculty of Physics, Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot76100, Israel
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7
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Smit ME, Vatén A, Mair A, Northover CAM, Bergmann DC. Extensive embryonic patterning without cellular differentiation primes the plant epidermis for efficient post-embryonic stomatal activities. Dev Cell 2023; 58:506-521.e5. [PMID: 36931268 DOI: 10.1016/j.devcel.2023.02.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/12/2022] [Accepted: 02/20/2023] [Indexed: 03/18/2023]
Abstract
Plant leaves feature epidermal stomata that are organized in stereotyped patterns. How does the pattern originate? We provide transcriptomic, imaging, and genetic evidence that Arabidopsis embryos engage known stomatal fate and patterning factors to create regularly spaced stomatal precursor cells. Analysis of embryos from 36 plant species indicates that this trait is widespread among angiosperms. Embryonic stomatal patterning in Arabidopsis is established in three stages: first, broad SPEECHLESS (SPCH) expression; second, coalescence of SPCH and its targets into discrete domains; and third, one round of asymmetric division to create stomatal precursors. Lineage progression is then halted until after germination. We show that the embryonic stomatal pattern enables fast stomatal differentiation and photosynthetic activity upon germination, but it also guides the formation of additional stomata as the leaf expands. In addition, key stomatal regulators are prevented from driving the fate transitions they can induce after germination, identifying stage-specific layers of regulation that control lineage progression during embryogenesis.
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Affiliation(s)
- Margot E Smit
- Department of Biology, Stanford University, Stanford, CA 94305-5020, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA
| | - Anne Vatén
- Department of Biology, Stanford University, Stanford, CA 94305-5020, USA
| | - Andrea Mair
- Department of Biology, Stanford University, Stanford, CA 94305-5020, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA
| | | | - Dominique C Bergmann
- Department of Biology, Stanford University, Stanford, CA 94305-5020, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA.
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Pietsch J, Deneer A, Fleck C, Hülskamp M. Comparative expression analysis in three Brassicaceae species revealed compensatory changes of the underlying gene regulatory network. FRONTIERS IN PLANT SCIENCE 2023; 13:1086004. [PMID: 36684738 PMCID: PMC9845631 DOI: 10.3389/fpls.2022.1086004] [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: 10/31/2022] [Accepted: 12/02/2022] [Indexed: 06/17/2023]
Abstract
Trichomes are regularly distributed on the leaves of Arabidopsis thaliana. The gene regulatory network underlying trichome patterning involves more than 15 genes. However, it is possible to explain patterning with only five components. This raises the questions about the function of the additional components and the identification of the core network. In this study, we compare the relative expression of all patterning genes in A. thaliana, A. alpina and C. hirsuta by qPCR analysis and use mathematical modelling to determine the relative importance of patterning genes. As the involved proteins exhibit evolutionary conserved differential complex formation, we reasoned that the genes belonging to the core network should exhibit similar expression ratios in different species. However, we find several striking differences of the relative expression levels. Our analysis of how the network can cope with such differences revealed relevant parameters that we use to predict the relevant molecular adaptations in the three species.
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Affiliation(s)
- Jessica Pietsch
- Botanical Institute, Biocenter, Cologne University, Cologne, Germany
| | - Anna Deneer
- Biometris, Department of Mathematical and Statistical Methods, Wageningen University, Wageningen, Netherlands
| | - Christian Fleck
- Spatial Systems Biology Group, Center for Data Analysis and Modeling, University of Freiburg, Freiburg, Germany
| | - Martin Hülskamp
- Botanical Institute, Biocenter, Cologne University, Cologne, Germany
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Kuan C, Yang SL, Ho CMK. Using quantitative methods to understand leaf epidermal development. QUANTITATIVE PLANT BIOLOGY 2022; 3:e28. [PMID: 37077990 PMCID: PMC10097589 DOI: 10.1017/qpb.2022.25] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 10/25/2022] [Accepted: 11/13/2022] [Indexed: 05/03/2023]
Abstract
As the interface between plants and the environment, the leaf epidermis provides the first layer of protection against drought, ultraviolet light, and pathogen attack. This cell layer comprises highly coordinated and specialised cells such as stomata, pavement cells and trichomes. While much has been learned from the genetic dissection of stomatal, trichome and pavement cell formation, emerging methods in quantitative measurements that monitor cellular or tissue dynamics will allow us to further investigate cell state transitions and fate determination in leaf epidermal development. In this review, we introduce the formation of epidermal cell types in Arabidopsis and provide examples of quantitative tools to describe phenotypes in leaf research. We further focus on cellular factors involved in triggering cell fates and their quantitative measurements in mechanistic studies and biological patterning. A comprehensive understanding of how a functional leaf epidermis develops will advance the breeding of crops with improved stress tolerance.
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Affiliation(s)
- Chi Kuan
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei City, Taiwan
| | - Shao-Li Yang
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei City, Taiwan
| | - Chin-Min Kimmy Ho
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei City, Taiwan
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Roy A, Bucksch A. Root hairs vs. trichomes: Not everyone is straight! CURRENT OPINION IN PLANT BIOLOGY 2021; 64:102151. [PMID: 34864319 DOI: 10.1016/j.pbi.2021.102151] [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: 04/05/2021] [Revised: 10/25/2021] [Accepted: 10/28/2021] [Indexed: 06/13/2023]
Abstract
Trichomes show 47 morphological phenotypes, while literature reports only two root hair phenotypes in all plants. However, could hair-like structures exist below-ground in a similar wide range of morphologies like trichomes? Genetic mutants and root hair stress phenotypes point to the possibility of uncharacterized morphological variation existing belowground. For example, such root hairs in Arabidopsis (Arabidopsis thaliana) can be wavy, curled, or branched. We found hints in the literature about hair-like structures that emerge before root hairs belowground. As such, these early emerging hair structures can be potential exceptions to the contrasting morphological variation between trichomes and root hairs. Here, we show a previously unreported 'hooked' hair structure growing below-ground in common bean. The unique 'hooking' shape distinguishes the 'hooked hair' morphologically from root hairs. Currently, we cannot fully characterize the phenotype of our observation due to the lack of automated methods for phenotyping root hairs. This phenotyping bottleneck also handicaps the discovery of more morphology types that might exist below-ground as manual screening across species is slower than computer-assisted high-throughput screening.
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Affiliation(s)
- Ankita Roy
- University of Georgia Franklin College of Arts and Sciences, USA
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