1
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Copos C, Sun YH, Zhu K, Zhang Y, Reid B, Draper B, Lin F, Yue H, Bernadskaya Y, Zhao M, Mogilner A. Galvanotactic directionality of cell groups depends on group size. Proc Natl Acad Sci U S A 2025; 122:e2416440122. [PMID: 40392857 DOI: 10.1073/pnas.2416440122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 04/20/2025] [Indexed: 05/22/2025] Open
Abstract
Motile cells migrate directionally in the electric field (EF) in a process known as galvanotaxis, an important phenomenon in wound healing and development. We previously reported that individual fish keratocyte cells migrate to the cathode in EFs, that inhibition of PI3 kinase (PI3K) reverses single cells to the anode, and that large cohesive groups of either unperturbed or PI3K-inhibited cells migrate to the cathode. Here, we report that small uninhibited cell groups move to the cathode, while small groups of PI3K-inhibited cells move to the anode. Small groups move faster than large groups, and groups of unperturbed cells move faster than PI3K-inhibited cell groups of comparable sizes. The shapes and sizes of large groups change little when they start migrating, while size and shapes of small groups change significantly, and lamellipodia disappear from the rear edges of these groups. The computational model, according to which cells inside and at the edge of the group interpret directional signals differently, explains the observations. Namely, cells in the group interior are directed to the cathode independently whether they are PI3K-inhibited or not. Meanwhile, the edge cells behave like individual cells: They are directed to the cathode in uninhibited groups and to the anode in PI3K-inhibited groups. As a result, all cells drive uninhibited groups to the cathode, while larger PI3K-inhibited groups are directed by cell majority in the group interior to the cathode, while majority of the edge cells in small groups win the tug-of-war driving these groups to the anode.
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Affiliation(s)
- Calina Copos
- Department of Biology, Northeastern University, Boston, MA 02115
- Department of Mathematics, Northeastern University, Boston, MA 02115
| | - Yao-Hui Sun
- Department of Ophthalmology and Vision Science, School of Medicine, University of California, Davis, Sacramento, CA 95817
- Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Kan Zhu
- Department of Ophthalmology and Vision Science, School of Medicine, University of California, Davis, Sacramento, CA 95817
- Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Yan Zhang
- Department of Occupational and Environmental Health, Hangzhou Normal University School of Public Health, Hangzhou 311121, China
| | - Brian Reid
- Department of Ophthalmology and Vision Science, School of Medicine, University of California, Davis, Sacramento, CA 95817
- Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Bruce Draper
- Department of Molecular and Cellular Biology, University of California, Davis, Davis, CA 95616
| | - Francis Lin
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB R3T 2N2, Canada
| | - Haicen Yue
- Department of Physics, University of Vermont, Burlington, VT 05405
| | - Yelena Bernadskaya
- Courant Institute, New York University, New York, NY 10012
- Department of Biology, New York University, New York, NY 10012
| | - Min Zhao
- Department of Ophthalmology and Vision Science, School of Medicine, University of California, Davis, Sacramento, CA 95817
- Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Alex Mogilner
- Courant Institute, New York University, New York, NY 10012
- Department of Biology, New York University, New York, NY 10012
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2
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Bull AL, Mosher M, Rodriguez P, Fox S, Hourwitz MJ, Fourkas JT, Losert W. Suppressing collective cell motion with bidirectional guidance cues. Phys Rev E 2025; 111:024409. [PMID: 40103173 DOI: 10.1103/physreve.111.024409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Accepted: 01/07/2025] [Indexed: 03/20/2025]
Abstract
In natural environments, cells move in the presence of multiple physical and chemical guidance cues. Using a model system for such guided cell migration, Dictyostelium discoideum (Dicty), we investigate how chemical and physical signals compete in guiding the motion of cell groups. In Dicty cells, chemical signals can lead to collective streaming behavior, in which cells follow one another head-to-tail and aggregate into clusters of ∼10^{5} cells. We use experiments and numerical simulations to show that streaming and aggregation can be suppressed by the addition of a physical guidance cue of comparable strength to the chemical signals, parallel nanoridges. The bidirectional character of physical guidance by ridges is a determining factor in the suppression of streaming and aggregation. Thus, combining multiple types of guidance cues is a powerful approach to trigger or explain a broad range of collective cell behaviors.
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Affiliation(s)
- Abby L Bull
- Institute for Physical Science and Technology, College Park, Maryland 20742, USA
- University of Maryland, College Park, Department of Physics, Maryland 20742, USA
| | - Molly Mosher
- Pomona College, Claremont, California 91711, USA
| | - Paula Rodriguez
- University of Maryland, College Park, Department of Physics, Maryland 20742, USA
| | - Shannon Fox
- University of Maryland, College Park, Department of Physics, Maryland 20742, USA
| | - Matt J Hourwitz
- University of Maryland, College Park, Department of Chemistry and Biochemistry, Maryland 20742, USA
| | - John T Fourkas
- Institute for Physical Science and Technology, College Park, Maryland 20742, USA
- University of Maryland, College Park, Department of Chemistry and Biochemistry, Maryland 20742, USA
| | - Wolfgang Losert
- Institute for Physical Science and Technology, College Park, Maryland 20742, USA
- University of Maryland, College Park, Department of Physics, Maryland 20742, USA
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3
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Alsubaie FS, Neufeld Z. Modelling the effect of cell motility on mixing and invasion in epithelial monolayers. J Biol Phys 2024; 50:291-306. [PMID: 39031299 PMCID: PMC11490479 DOI: 10.1007/s10867-024-09660-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 06/22/2024] [Indexed: 07/22/2024] Open
Abstract
Collective cell invasion underlies several biological processes such as wound healing, embryonic development, and cancerous invasion. Here, we investigate the impact of cell motility on invasion in epithelial monolayers and its coupling to cellular mechanical properties, such as cell-cell adhesion and cortex contractility. We develop a two-dimensional computational model for cells with active motility based on the cellular Potts model, which predicts that the cellular invasion speed is mainly determined by active cell motility and is independent of the biological and mechanical properties of the cells. We also find that, in general, motile cells out-compete and invade non-motile cells, however, this can be reversed by differential cell proliferation. Stable coexistence of motile and static cell types is also possible for certain parameter regimes.
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Affiliation(s)
- Faris Saad Alsubaie
- School of Mathematics and Physics, The University of Queensland, St Lucia, Brisbane, 4072, Queensland, Australia
| | - Zoltan Neufeld
- School of Mathematics and Physics, The University of Queensland, St Lucia, Brisbane, 4072, Queensland, Australia.
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4
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Copos C, Sun YH, Zhu K, Zhang Y, Reid B, Draper B, Lin F, Yue H, Bernadskaya Y, Zhao M, Mogilner A. Galvanotactic directionality of cell groups depends on group size. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.13.607794. [PMID: 39185145 PMCID: PMC11343102 DOI: 10.1101/2024.08.13.607794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Motile cells migrate directionally in the electric field in a process known as galvanotaxis, important and under-investigated phenomenon in wound healing and development. We previously reported that individual fish keratocyte cells migrate to the cathode in electric fields, that inhibition of PI3 kinase reverses single cells to the anode, and that large cohesive groups of either unperturbed or PI3K-inhibited cells migrate to the cathode. Here we find that small uninhibited cell groups move to the cathode, while small groups of PI3K-inhibited cells move to the anode. Small groups move faster than large groups, and groups of unperturbed cells move faster than PI3K-inhibited cell groups of comparable sizes. Shapes and sizes of large groups change little when they start migrating, while size and shapes of small groups change significantly, lamellipodia disappear from the rear edges of these groups, and their shapes start to resemble giant single cells. Our results are consistent with the computational model, according to which cells inside and at the edge of the groups pool their propulsive forces to move but interpret directional signals differently. Namely, cells in the group interior are directed to the cathode independently of their chemical state. Meanwhile, the edge cells behave like individual cells: they are directed to the cathode/anode in uninhibited/PI3K-inhibited groups, respectively. As a result, all cells drive uninhibited groups to the cathode, while larger PI3K-inhibited groups are directed by cell majority in the group interior to the cathode, while majority of the edge cells in small groups win the tug-of-war driving these groups to the anode.
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Affiliation(s)
- Calina Copos
- Department of Biology and Department of Mathematics, Northeastern University, Boston, MA 02115
| | - Yao-Hui Sun
- Department of Ophthalmology and Vision Science and Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Kan Zhu
- Department of Ophthalmology and Vision Science and Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Yan Zhang
- Department of Occupational and Environmental Health, Hangzhou Normal University School of Public Health, Hangzhou 311121, China
| | - Brian Reid
- Department of Ophthalmology and Vision Science and Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Bruce Draper
- Department of Molecular and Cellular Biology, University of California, Davis, Davis, CA 95616
| | - Francis Lin
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB R3T 2N2, Canada
| | - Haicen Yue
- Department of Physics, University of Vermont, Burlington, VT 05405
| | - Yelena Bernadskaya
- Courant Institute and Department of Biology, New York University, New York, NY 10012
| | - Min Zhao
- Department of Ophthalmology and Vision Science and Department of Dermatology, School of Medicine, University of California, Davis, Sacramento, CA 95817
| | - Alex Mogilner
- Courant Institute and Department of Biology, New York University, New York, NY 10012
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5
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Dong H, Hu F, Ma X, Yang J, Pan L, Xu J. Collective Cell Radial Ordered Migration in Spatial Confinement. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2307487. [PMID: 38520715 PMCID: PMC11132034 DOI: 10.1002/advs.202307487] [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: 10/08/2023] [Revised: 03/04/2024] [Indexed: 03/25/2024]
Abstract
Collective cells, a typical active matter system, exhibit complex coordinated behaviors fundamental for various developmental and physiological processes. The present work discovers a collective radial ordered migration behavior of NIH3T3 fibroblasts that depends on persistent top-down regulation with 2D spatial confinement. Remarkably, individual cells move in a weak-oriented, diffusive-like rather than strong-oriented ballistic manner. Despite this, the collective movement is spatiotemporal heterogeneous and radial ordering at supracellular scale, manifesting as a radial ordered wavefront originated from the boundary and propagated toward the center of pattern. Combining bottom-up cell-to-extracellular matrix (ECM) interaction strategy, numerical simulations based on a developed mechanical model well reproduce and explain above observations. The model further predicts the independence of geometric features on this ordering behavior, which is validated by experiments. These results together indicate such radial ordered collective migration is ascribed to the couple of top-down regulation with spatial restriction and bottom-up cellular endogenous nature.
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Affiliation(s)
- Hao Dong
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
| | - Fen Hu
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
| | - Xuehe Ma
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
| | - Jianyu Yang
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
| | - Leiting Pan
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
- State Key Laboratory of Medicinal Chemical BiologyFrontiers Science Center for Cell ResponsesCollege of Life SciencesNankai UniversityTianjin300071China
- Shenzhen Research Institute of Nankai UniversityShenzhenGuangdong518083China
- Collaborative Innovation Center of Extreme OpticsShanxi UniversityTaiyuanShanxi030006China
| | - Jingjun Xu
- The Key Laboratory of Weak‐Light Nonlinear Photonics of Education MinistrySchool of Physics and TEDA Institute of Applied PhysicsNankai UniversityTianjin300071China
- Shenzhen Research Institute of Nankai UniversityShenzhenGuangdong518083China
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6
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Sun YH, Kao HKJ, Thai PN, Smithers R, Chang CW, Pretto D, Yechikov S, Oppenheimer S, Bedolla A, Chalker BA, Ghobashy R, Nolta JA, Chan JW, Chiamvimonvat N, Lieu DK. The sinoatrial node extracellular matrix promotes pacemaker phenotype and protects automaticity in engineered heart tissues from cyclic strain. Cell Rep 2023; 42:113505. [PMID: 38041810 PMCID: PMC10790625 DOI: 10.1016/j.celrep.2023.113505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 10/17/2023] [Accepted: 11/13/2023] [Indexed: 12/04/2023] Open
Abstract
The composite material-like extracellular matrix (ECM) in the sinoatrial node (SAN) supports the native pacemaking cardiomyocytes (PCMs). To test the roles of SAN ECM in the PCM phenotype and function, we engineered reconstructed-SAN heart tissues (rSANHTs) by recellularizing porcine SAN ECMs with hiPSC-derived PCMs. The hiPSC-PCMs in rSANHTs self-organized into clusters resembling the native SAN and displayed higher expression of pacemaker-specific genes and a faster automaticity compared with PCMs in reconstructed-left ventricular heart tissues (rLVHTs). To test the protective nature of SAN ECMs under strain, rSANHTs and rLVHTs were transplanted onto the murine thoracic diaphragm to undergo constant cyclic strain. All strained-rSANHTs preserved automaticity, whereas 66% of strained-rLVHTs lost their automaticity. In contrast to the strained-rLVHTs, PCMs in strained-rSANHTs maintained high expression of key pacemaker genes (HCN4, TBX3, and TBX18). These findings highlight the promotive and protective roles of the composite SAN ECM and provide valuable insights for pacemaking tissue engineering.
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Affiliation(s)
- Yao-Hui Sun
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - Hillary K J Kao
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - Phung N Thai
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA
| | - Regan Smithers
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - Che-Wei Chang
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, CA 95817, USA
| | - Dalyir Pretto
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - Sergey Yechikov
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - Sarah Oppenheimer
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA; Bridges to Stem Cell Research Program, California State University, Sacramento, Sacramento, CA 95817, USA
| | - Amanda Bedolla
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA; Bridges to Stem Cell Research Program, California State University, Sacramento, Sacramento, CA 95817, USA
| | - Brooke A Chalker
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA; Bridges to Stem Cell Research Program, Cal Poly Humboldt, Humboldt, CA 95521, USA
| | - Rana Ghobashy
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA; Bridges to Stem Cell Research Program, California State University, Sacramento, Sacramento, CA 95817, USA
| | - Jan A Nolta
- Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA
| | - James W Chan
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, CA 95817, USA
| | - Nipavan Chiamvimonvat
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Department of Veterans Affairs, Northern California Health Care System, Mather, CA 95655, USA
| | - Deborah K Lieu
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of California, Davis, Davis, CA 95616, USA; Institute for Regenerative Cures and Stem Cell Program, University of California, Davis, Sacramento, CA 95817, USA.
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7
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Pajic-Lijakovic I, Milivojevic M. Cell jamming-to-unjamming transitions and vice versa in development: Physical aspects. Biosystems 2023; 234:105045. [PMID: 37813238 DOI: 10.1016/j.biosystems.2023.105045] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 09/29/2023] [Accepted: 10/01/2023] [Indexed: 10/11/2023]
Abstract
Collective cell migration is essential for a wide range of biological processes such as: morphogenesis, wound healing, and cancer spreading. However, it is well known that migrating epithelial collectives frequently undergo jamming, stay trapped some period of time, and then start migration again. Consequently, only a part of epithelial cells actively contributes to the tissue development. In contrast to epithelial cells, migrating mesenchymal collectives successfully avoid the jamming. It has been confirmed that the epithelial unjamming cannot be treated as the epithelial-to-mesenchymal transition. Some other mechanism is responsible for the epithelial jamming/unjamming. Despite extensive research devoted to study the cell jamming/unjamming, we still do not understand the origin of this phenomenon. The origin is connected to physical factors such as: the cell compressive residual stress accumulation and surface characteristics of migrating (unjamming) and resting (jamming) epithelial clusters which depend primarily on the strength of cell-cell adhesion contacts and cell contractility. The main goal of this theoretical consideration is to clarify these cause-consequence relations.
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Affiliation(s)
- Ivana Pajic-Lijakovic
- Faculty of Technology and Metallurgy, Belgrade University, Karnegijeva 4, Belgrade, Serbia.
| | - Milan Milivojevic
- Faculty of Technology and Metallurgy, Belgrade University, Karnegijeva 4, Belgrade, Serbia
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8
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Neumann AJ, Prekeris R. A Rab-bit hole: Rab40 GTPases as new regulators of the actin cytoskeleton and cell migration. Front Cell Dev Biol 2023; 11:1268922. [PMID: 37736498 PMCID: PMC10509765 DOI: 10.3389/fcell.2023.1268922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 08/23/2023] [Indexed: 09/23/2023] Open
Abstract
The regulation of machinery involved in cell migration is vital to the maintenance of proper organism function. When migration is dysregulated, a variety of phenotypes ranging from developmental disorders to cancer metastasis can occur. One of the primary structures involved in cell migration is the actin cytoskeleton. Actin assembly and disassembly form a variety of dynamic structures which provide the pushing and contractile forces necessary for cells to properly migrate. As such, actin dynamics are tightly regulated. Classically, the Rho family of GTPases are considered the major regulators of the actin cytoskeleton during cell migration. Together, this family establishes polarity in the migrating cell by stimulating the formation of various actin structures in specific cellular locations. However, while the Rho GTPases are acknowledged as the core machinery regulating actin dynamics and cell migration, a variety of other proteins have become established as modulators of actin structures and cell migration. One such group of proteins is the Rab40 family of GTPases, an evolutionarily and functionally unique family of Rabs. Rab40 originated as a single protein in the bilaterians and, through multiple duplication events, expanded to a four-protein family in higher primates. Furthermore, unlike other members of the Rab family, Rab40 proteins contain a C-terminally located suppressor of cytokine signaling (SOCS) box domain. Through the SOCS box, Rab40 proteins interact with Cullin5 to form an E3 ubiquitin ligase complex. As a member of this complex, Rab40 ubiquitinates its effectors, controlling their degradation, localization, and activation. Because substrates of the Rab40/Cullin5 complex can play a role in regulating actin structures and cell migration, the Rab40 family of proteins has recently emerged as unique modulators of cell migration machinery.
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Affiliation(s)
| | - Rytis Prekeris
- Department of Cell and Developmental Biology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
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9
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Zhang Y, Lee RM, Zhu Z, Sun Y, Zhu K, Xu Z, Lin F, Pan T, Losert W, Zhao M. Protocol for electrotaxis of large epithelial cell sheets. STAR Protoc 2023; 4:102288. [PMID: 37149857 DOI: 10.1016/j.xpro.2023.102288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Revised: 03/21/2023] [Accepted: 04/14/2023] [Indexed: 05/09/2023] Open
Abstract
Here, we present a protocol for electrotaxis of large epithelial cell sheets without compromising the integrity of cell epithelia in a high-throughput customized directed current electrotaxis chamber. We describe the fabrication and use of polydimethylsiloxane stencils to control the size and shape of human keratinocyte cell sheets. We detail cell tracking, cell sheet contour assay, and particle image velocimetry to reveal the spatial and temporal motility dynamics of cell sheets. This approach is applicable to other collective cell migration studies. For complete details on the use and execution of this protocol, please refer to Zhang et al. (2022).1.
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Affiliation(s)
- Yan Zhang
- Department of Ophthalmology & Vision Science, University of California, California, Davis, CA 95616, USA; School of Public Health, Hangzhou Normal University, Hangzhou 311121, China; Institute of Environmental Medicine, Zhejiang University School of Medicine, Hangzhou 310058, China; Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, California, Davis, CA 95616, USA.
| | - Rachel M Lee
- Institute for Physical Science and Technology, University of Maryland, College Park, MD 20742, USA
| | - Zijie Zhu
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, California, Davis, CA 95616, USA
| | - Yaohui Sun
- Department of Ophthalmology & Vision Science, University of California, California, Davis, CA 95616, USA
| | - Kan Zhu
- Department of Ophthalmology & Vision Science, University of California, California, Davis, CA 95616, USA
| | - Zhengping Xu
- Institute of Environmental Medicine, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Francis Lin
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB R3T 2N2, Canada
| | - Tingrui Pan
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, California, Davis, CA 95616, USA; Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Shenzhen 518055, China; Shenzhen Engineering Laboratory of Single-molecule Detection and Instrument Development, Shenzhen, Guangdong 518055, China; Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou 215123, China
| | - Wolfgang Losert
- Institute for Physical Science and Technology, University of Maryland, College Park, MD 20742, USA; Department of Physics, University of Maryland, College Park, MD 20742, USA
| | - Min Zhao
- Department of Ophthalmology & Vision Science, University of California, California, Davis, CA 95616, USA; Department of Dermatology, University of California, California, Davis, CA 95616, USA.
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10
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Zhang Z, Wu C, Yang J, Liu J, Yi Li, Liu L, Kong M, Zhang J, Jiang X. Hypoxic preconditioning promotes galvanotaxis of human dermal microvascular endothelial cells through NF-κB pathway. Heliyon 2022; 8:e12421. [PMID: 36643317 PMCID: PMC9834769 DOI: 10.1016/j.heliyon.2022.e12421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 11/11/2022] [Accepted: 12/09/2022] [Indexed: 12/24/2022] Open
Abstract
Angiogenesis plays an important role in wound healing, especially in chronic wound. The directional migration of the human dermal microvascular endothelial cells (HDMECs) is the key regulation of angiogenesis. The wound healing can be regulated by numerous microenvironment factors including the electric fields, hypoxia and chemotaxis. During wound repair, the electric fields mediates the directional migration of cells and the hypoxia, which occurs immediately after injury, acts as an early stimulus to initiate the healing process. However, the mechanism of hypoxia and the endogenous electric fields coordinating to promote angiogenesis remain elusive. In this study, we observed the effect of hypoxia on the directional migration of HDMECs under electric fields. The galvanotaxis of HDMECs under the electric fields (200 mV/mm) was significantly improved, and the expression of VEGF/VEGFR2 was up-regulated after 4h of hypoxic preconditioning. In addition, the knockdown of VEGFR2 reversed the directivity of HDMECs promoted by hypoxia in the electric fields. Moreover, knockdown of VEGFR2 inhibited the migration directionality of HDMECs in the electric field after hypoxic preconditioning. Hypoxia decreased the activation of NF-κB in HDMECs. Activated NF-κB by fusicoccin decreased the expression of VEGFR2/VEGF and negatively regulated the migration direction of HDMECs in the electric fields. Enhancing the galvanotaxis response of cells might therefore be a clinically attractive approach to induce improved angiogenesis.
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Affiliation(s)
- Ze Zhang
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Chao Wu
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Jinrui Yang
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Jie Liu
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Yi Li
- Department of Plastic Surgery, Lanzhou University Second Hospital, Lanzhou, 730030, China
| | - Luojia Liu
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Meng Kong
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China
| | - Jiaping Zhang
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China,Corresponding author.
| | - Xupin Jiang
- Department of Plastic Surgery, State Key Laboratory of Trauma, Burn and Combined Injury, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China,Corresponding author.
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11
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Zhang Y, Xu G, Wu J, Lee RM, Zhu Z, Sun Y, Zhu K, Losert W, Liao S, Zhang G, Pan T, Xu Z, Lin F, Zhao M. Propagation dynamics of electrotactic motility in large epithelial cell sheets. iScience 2022; 25:105136. [PMID: 36185354 PMCID: PMC9523412 DOI: 10.1016/j.isci.2022.105136] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 03/17/2022] [Accepted: 09/09/2022] [Indexed: 11/20/2022] Open
Abstract
Directional migration initiated at the wound edge leads epithelia to migrate in wound healing. How such coherent migration is achieved is not well understood. Here, we used electric fields to induce robust migration of sheets of human keratinocytes and developed an in silico model to characterize initiation and propagation of epithelial collective migration. Electric fields initiate an increase in migration directionality and speed at the leading edge. The increases propagate across the epithelial sheets, resulting in directional migration of cell sheets as coherent units. Both the experimental and in silico models demonstrated vector-like integration of the electric and default directional cues at free edge in space and time. The resultant collective migration is consistent in experiments and modeling, both qualitatively and quantitatively. The keratinocyte model thus faithfully reflects key features of epithelial migration as a coherent tissue in vivo, e.g. that leading cells lead, and that epithelium maintains cell-cell junction.
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Affiliation(s)
- Yan Zhang
- Department of Ophthalmology and Vision Science, University of California, Davis, Davis, CA 95616, USA
- School of Public Health, Hangzhou Normal University, Hangzhou 310018, China
- Institute of Environmental Medicine, Zhejiang University School of Medicine, Hangzhou 310058, China
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, Davis, CA 95616, USA
| | - Guoqing Xu
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
- Department of Applied Computer Science, University of Winnipeg, Winnipeg, MB, R3B 2E9, Canada
| | - Jiandong Wu
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Shenzhen 518055, China
| | - Rachel M. Lee
- Institute for Physical Science and Technology, University of Maryland, College Park, MD 20742, USA
| | - Zijie Zhu
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, Davis, CA 95616, USA
| | - Yaohui Sun
- Department of Ophthalmology and Vision Science, University of California, Davis, Davis, CA 95616, USA
| | - Kan Zhu
- Department of Ophthalmology and Vision Science, University of California, Davis, Davis, CA 95616, USA
| | - Wolfgang Losert
- Institute for Physical Science and Technology, University of Maryland, College Park, MD 20742, USA
- Department of Physics, University of Maryland, College Park, MD 20742, USA
| | - Simon Liao
- Department of Applied Computer Science, University of Winnipeg, Winnipeg, MB, R3B 2E9, Canada
| | - Gong Zhang
- Department of Applied Computer Science, University of Winnipeg, Winnipeg, MB, R3B 2E9, Canada
- Brain Engineering Center, Anhui University, Hefei 230601, China
| | - Tingrui Pan
- Micro-Nano Innovations (MiNI) Laboratory, Department of Biomedical Engineering, University of California, Davis, Davis, CA 95616, USA
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Shenzhen 518055, China
- Shenzhen Engineering Laboratory of Single-molecule Detection and Instrument Development, Shenzhen, Guangdong 518055, China
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou 215123, China
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei 230026, China
| | - Zhengping Xu
- Institute of Environmental Medicine, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Francis Lin
- Department of Ophthalmology and Vision Science, University of California, Davis, Davis, CA 95616, USA
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
| | - Min Zhao
- Department of Ophthalmology and Vision Science, University of California, Davis, Davis, CA 95616, USA
- Department of Dermatology, University of California, Davis, Davis, CA 95616, USA
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12
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Zhao M, Rolandi M, Isseroff RR. Bioelectric Signaling: Role of Bioelectricity in Directional Cell Migration in Wound Healing. Cold Spring Harb Perspect Biol 2022; 14:a041236. [PMID: 36041786 PMCID: PMC9524286 DOI: 10.1101/cshperspect.a041236] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
In wound healing, individual cells' behaviors coordinate movement toward the wound center to restore small or large barrier defects. The migration of epithelial cells as a continuous sheet structure is one of the most important processes by which the skin barrier is restored. How such multicellular and tissue level movement is initiated upon injury, coordinated during healing, and stopped when wounds healed has been a research focus for decades. When skin is wounded, the compromised epithelial barrier generates endogenous electric fields (EFs), produced by ion channels and maintained by cell junctions. These EFs are present across wounds, with the cathodal pole at the wound center. Epithelial cells detect minute EFs and migrate directionally in response to electrical signals. It has long been postulated that the naturally occurring EFs facilitate wound healing by guiding cell migration. It is not until recently that experimental evidence has shown that large epithelial sheets of keratinocytes or corneal epithelial cells respond to applied EFs by collective directional migration. Although some of the mechanisms of the collective cell migration are similar to those used by isolated cells, there are unique mechanisms that govern the coordinated movement of the cohesive sheet. We will review the understanding of wound EFs and how epithelial cells and other cells important to wound healing respond to the electric signals individually as well as collectively. Mounting evidence suggests that wound bioelectrical signaling is an important mechanism in healing. Critical understanding and proper exploitation of this mechanism will be important for better wound healing and regeneration.
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Affiliation(s)
- Min Zhao
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California 95817, USA
- Department of Dermatology, University of California, Davis, California 95616, USA
| | - Marco Rolandi
- Department of Electrical and Computer Engineering, University of California Santa Cruz, Santa Cruz, California 95064, USA
| | - R Rivkah Isseroff
- Department of Dermatology, University of California, Davis, California 95616, USA
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13
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Wolf AE, Heinrich MA, Breinyn IB, Zajdel TJ, Cohen DJ. Short-term bioelectric stimulation of collective cell migration in tissues reprograms long-term supracellular dynamics. PNAS NEXUS 2022; 1:pgac002. [PMID: 35360553 PMCID: PMC8962779 DOI: 10.1093/pnasnexus/pgac002] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 09/03/2021] [Accepted: 01/07/2022] [Indexed: 01/28/2023]
Abstract
The ability to program collective cell migration can allow us to control critical multicellular processes in development, regenerative medicine, and invasive disease. However, while various technologies exist to make individual cells migrate, translating these tools to control myriad, collectively interacting cells within a single tissue poses many challenges. For instance, do cells within the same tissue interpret a global migration 'command' differently based on where they are in the tissue? Similarly, since no stimulus is permanent, what are the long-term effects of transient commands on collective cell dynamics? We investigate these questions by bioelectrically programming large epithelial tissues to globally migrate 'rightward' via electrotaxis. Tissues clearly developed distinct rear, middle, side, and front responses to a single global migration stimulus. Furthermore, at no point poststimulation did tissues return to their prestimulation behavior, instead equilibrating to a 3rd, new migratory state. These unique dynamics suggested that programmed migration resets tissue mechanical state, which was confirmed by transient chemical disruption of cell-cell junctions, analysis of strain wave propagation patterns, and quantification of cellular crowd dynamics. Overall, this work demonstrates how externally driving the collective migration of a tissue can reprogram baseline cell-cell interactions and collective dynamics, even well beyond the end of the global migratory cue, and emphasizes the importance of considering the supracellular context of tissues and other collectives when attempting to program crowd behaviors.
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Affiliation(s)
- Abraham E Wolf
- Department of Chemical and Biological Engineering, Princeton University, Princeton, NJ 08544, USA
| | | | | | - Tom J Zajdel
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, USA
| | - Daniel J Cohen
- To whom correspondence should be addressed. Address: Attn. , 111 Hoyt Laboratory, Princeton, NJ 08544, USA. E-mail:
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14
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Hart KC, Sim JY, Hopcroft MA, Cohen DJ, Tan J, Nelson WJ, Pruitt BL. An Easy-to-Fabricate Cell Stretcher Reveals Density-Dependent Mechanical Regulation of Collective Cell Movements in Epithelia. Cell Mol Bioeng 2021; 14:569-581. [PMID: 34900011 PMCID: PMC8630312 DOI: 10.1007/s12195-021-00689-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 07/07/2021] [Indexed: 11/26/2022] Open
Abstract
Introduction Mechanical forces regulate many facets of cell and tissue biology. Studying the effects of forces on cells requires real-time observations of single- and multi-cell dynamics in tissue models during controlled external mechanical input. Many of the existing devices used to conduct these studies are costly and complicated to fabricate, which reduces the availability of these devices to many laboratories.
Methods We show how to fabricate a simple, low-cost, uniaxial stretching device, with readily available materials and instruments that is compatible with high-resolution time-lapse microscopy of adherent cell monolayers. In addition, we show how to construct a pressure controller that induces a repeatable degree of stretch in monolayers, as well as a custom MATLAB code to quantify individual cell strains. Results As an application note using this device, we show that uniaxial stretch slows down cellular movements in a mammalian epithelial monolayer in a cell density-dependent manner. We demonstrate that the effect on cell movement involves the relocalization of myosin downstream of Rho-associated protein kinase (ROCK). Conclusions This mechanical device provides a platform for broader involvement of engineers and biologists in this important area of cell and tissue biology. We used this device to demonstrate the mechanical regulation of collective cell movements in epithelia. Supplementary Information The online version contains supplementary material available at 10.1007/s12195-021-00689-6.
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Affiliation(s)
- Kevin C. Hart
- Department of Biology, Stanford University, Stanford, CA 94305 USA
- Present Address: IGM Biosciences, Mountain View, CA 94043 USA
| | - Joo Yong Sim
- Department of Mechanical Engineering, Stanford University, Stanford, CA 94305 USA
- Present Address: Sookmyung Women’s University, Seoul, 04310 Republic of Korea
| | - Matthew A. Hopcroft
- Red Dog Research, Santa Barbara, CA 93109 USA
- Department of Mechanical Engineering, University of California, Santa Barbara, 2002 Bioengineering Building, 494 UCEN Rd, Santa Barbara, CA 93106 USA
| | - Daniel J. Cohen
- Department of Biology, Stanford University, Stanford, CA 94305 USA
- Present Address: Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544 USA
| | - Jiongyi Tan
- Department of Biophysics, Stanford University, Stanford, CA 94305 USA
- Present Address: Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - W. James Nelson
- Department of Biology, Stanford University, Stanford, CA 94305 USA
| | - Beth L. Pruitt
- Department of Mechanical Engineering, Stanford University, Stanford, CA 94305 USA
- Department of Biophysics, Stanford University, Stanford, CA 94305 USA
- Department of Mechanical Engineering, University of California, Santa Barbara, 2002 Bioengineering Building, 494 UCEN Rd, Santa Barbara, CA 93106 USA
- Biomolecular Science and Engineering Program, University of California, Santa Barbara, Santa Barbara, CA 93106 USA
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15
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Pereyra M, Drusko A, Krämer F, Strobl F, Stelzer EHK, Matthäus F. QuickPIV: Efficient 3D particle image velocimetry software applied to quantifying cellular migration during embryogenesis. BMC Bioinformatics 2021; 22:579. [PMID: 34863116 PMCID: PMC8642913 DOI: 10.1186/s12859-021-04474-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 10/15/2021] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND The technical development of imaging techniques in life sciences has enabled the three-dimensional recording of living samples at increasing temporal resolutions. Dynamic 3D data sets of developing organisms allow for time-resolved quantitative analyses of morphogenetic changes in three dimensions, but require efficient and automatable analysis pipelines to tackle the resulting Terabytes of image data. Particle image velocimetry (PIV) is a robust and segmentation-free technique that is suitable for quantifying collective cellular migration on data sets with different labeling schemes. This paper presents the implementation of an efficient 3D PIV package using the Julia programming language-quickPIV. Our software is focused on optimizing CPU performance and ensuring the robustness of the PIV analyses on biological data. RESULTS QuickPIV is three times faster than the Python implementation hosted in openPIV, both in 2D and 3D. Our software is also faster than the fastest 2D PIV package in openPIV, written in C++. The accuracy evaluation of our software on synthetic data agrees with the expected accuracies described in the literature. Additionally, by applying quickPIV to three data sets of the embryogenesis of Tribolium castaneum, we obtained vector fields that recapitulate the migration movements of gastrulation, both in nuclear and actin-labeled embryos. We show normalized squared error cross-correlation to be especially accurate in detecting translations in non-segmentable biological image data. CONCLUSIONS The presented software addresses the need for a fast and open-source 3D PIV package in biological research. Currently, quickPIV offers efficient 2D and 3D PIV analyses featuring zero-normalized and normalized squared error cross-correlations, sub-pixel/voxel approximation, and multi-pass. Post-processing options include filtering and averaging of the resulting vector fields, extraction of velocity, divergence and collectiveness maps, simulation of pseudo-trajectories, and unit conversion. In addition, our software includes functions to visualize the 3D vector fields in Paraview.
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Affiliation(s)
- Marc Pereyra
- Frankfurt Institute for Advanced Studies (FIAS) and Goethe Universität Frankfurt am Main, Ruth-Moufang-Straße 1, 60438 Frankfurt am Main, Germany
| | - Armin Drusko
- Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120 Heidelberg, Germany
| | - Franziska Krämer
- Buchmann Institute for Molecular Life Sciences (BMLS), Max-von-Laue Straße 15, 60438 Frankfurt am Main, Germany
| | - Frederic Strobl
- Buchmann Institute for Molecular Life Sciences (BMLS), Max-von-Laue Straße 15, 60438 Frankfurt am Main, Germany
| | - Ernst H. K. Stelzer
- Buchmann Institute for Molecular Life Sciences (BMLS), Max-von-Laue Straße 15, 60438 Frankfurt am Main, Germany
| | - Franziska Matthäus
- Frankfurt Institute for Advanced Studies (FIAS) and Goethe Universität Frankfurt am Main, Ruth-Moufang-Straße 1, 60438 Frankfurt am Main, Germany
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16
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Ghosh D, Dutta A, Kashyap A, Upmanyu N, Datta S. PLP2 drives collective cell migration via ZO-1-mediated cytoskeletal remodeling at the leading edge in human colorectal cancer cells. J Cell Sci 2021; 134:271878. [PMID: 34409455 DOI: 10.1242/jcs.253468] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 08/11/2021] [Indexed: 01/06/2023] Open
Abstract
Collective cell migration (CCM), in which cell-cell integrity remains preserved during movement, plays an important role in the progression of cancer. However, studies describing CCM in cancer progression are majorly focused on the effects of extracellular tissue components on moving cell plasticity. The molecular and cellular mechanisms of CCM during cancer progression remain poorly explored. Here, we report that proteolipid protein 2 (PLP2), a colonic epithelium-enriched transmembrane protein, plays a vital role in the CCM of invasive human colorectal cancer (CRC) epithelium by modulating leading-edge cell dynamics in 2D. The extracellular pool of PLP2, secreted via exosomes, was also found to contribute to the event. During CCM, the protein was found to exist in association with ZO-1 (also known as TJP1) and to be involved in the positioning of the latter at the migrating edge. PLP2-mediated positioning of ZO-1 at the leading edge further alters actin cytoskeletal organization that involves Rac1 activation. Taken together, our findings demonstrate that PLP2, via its association with ZO-1, drives CCM in CRC epithelium by modulating the leading-edge actin cytoskeleton, thereby opening up new avenues of cancer research. This article has an associated First Person interview with the first author of the paper.
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Affiliation(s)
- Dipanjana Ghosh
- Department of Biological Sciences, Indian Institute of Science Education and Research, Bhopal 462066, India.,School of Pharmacy and Research, People's University, Bhopal 462037, India
| | - Ankita Dutta
- Department of Biological Sciences, Indian Institute of Science Education and Research, Bhopal 462066, India
| | - Anjali Kashyap
- Department of Biological Sciences, Indian Institute of Science Education and Research, Bhopal 462066, India
| | - Neeraj Upmanyu
- School of Pharmacy and Research, People's University, Bhopal 462037, India
| | - Sunando Datta
- Department of Biological Sciences, Indian Institute of Science Education and Research, Bhopal 462066, India
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17
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Quantifying the impact of electric fields on single-cell motility. Biophys J 2021; 120:3363-3373. [PMID: 34242588 DOI: 10.1016/j.bpj.2021.06.034] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 05/17/2021] [Accepted: 06/28/2021] [Indexed: 11/20/2022] Open
Abstract
Cell motility in response to environmental cues forms the basis of many developmental processes in multicellular organisms. One such environmental cue is an electric field (EF), which induces a form of motility known as electrotaxis. Electrotaxis has evolved in a number of cell types to guide wound healing and has been associated with different cellular processes, suggesting that observed electrotactic behavior is likely a combination of multiple distinct effects arising from the presence of an EF. To determine the different mechanisms by which observed electrotactic behavior emerges, and thus to design EFs that can be applied to direct and control electrotaxis, researchers require accurate quantitative predictions of cellular responses to externally applied fields. Here, we use mathematical modeling to formulate and parameterize a variety of hypothetical descriptions of how cell motility may change in response to an EF. We calibrate our model to observed data using synthetic likelihoods and Bayesian sequential learning techniques and demonstrate that EFs bias cellular motility through only one of a selection of hypothetical mechanisms. We also demonstrate how the model allows us to make predictions about cellular motility under different EFs. The resulting model and calibration methodology will thus form the basis for future data-driven and model-based feedback control strategies based on electric actuation.
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18
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Oldenburg J, Maletzki L, Strohbach A, Bellé P, Siewert S, Busch R, Felix SB, Schmitz KP, Stiehm M. Methodology for comprehensive cell-level analysis of wound healing experiments using deep learning in MATLAB. BMC Mol Cell Biol 2021; 22:32. [PMID: 34078283 PMCID: PMC8170781 DOI: 10.1186/s12860-021-00369-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 04/28/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Endothelial healing after deployment of cardiovascular devices is particularly important in the context of clinical outcome. It is therefore of great interest to develop tools for a precise prediction of endothelial growth after injury in the process of implant deployment. For experimental investigation of re-endothelialization in vitro cell migration assays are routinely used. However, semi-automatic analyses of live cell images are often based on gray value distributions and are as such limited by image quality and user dependence. The rise of deep learning algorithms offers promising opportunities for application in medical image analysis. Here, we present an intelligent cell detection (iCD) approach for comprehensive assay analysis to obtain essential characteristics on cell and population scale. RESULTS In an in vitro wound healing assay, we compared conventional analysis methods with our iCD approach. Therefore we determined cell density and cell velocity on cell scale and the movement of the cell layer as well as the gap closure between two cell monolayers on population scale. Our data demonstrate that cell density analysis based on deep learning algorithms is superior to an adaptive threshold method regarding robustness against image distortion. In addition, results on cell scale obtained with iCD are in agreement with manually velocity detection, while conventional methods, such as Cell Image Velocimetry (CIV), underestimate cell velocity by a factor of 0.5. Further, we found that iCD analysis of the monolayer movement gave results just as well as manual freehand detection, while conventional methods again shows more frayed leading edge detection compared to manual detection. Analysis of monolayer edge protrusion by ICD also produced results, which are close to manual estimation with an relative error of 11.7%. In comparison, the conventional Canny method gave a relative error of 76.4%. CONCLUSION The results of our experiments indicate that deep learning algorithms such as our iCD have the ability to outperform conventional methods in the field of wound healing analysis. The combined analysis on cell and population scale using iCD is very well suited for timesaving and high quality wound healing analysis enabling the research community to gain detailed understanding of endothelial movement.
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Affiliation(s)
- Jan Oldenburg
- Institute for ImplantTechnology and Biomaterials e.V, Rostock, Germany.
| | - Lisa Maletzki
- Department of Internal Medicine, Cardiology, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Anne Strohbach
- Department of Internal Medicine, Cardiology, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Paul Bellé
- Institute for ImplantTechnology and Biomaterials e.V, Rostock, Germany
| | - Stefan Siewert
- Institute for ImplantTechnology and Biomaterials e.V, Rostock, Germany
| | - Raila Busch
- Department of Internal Medicine, Cardiology, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Stephan B Felix
- Department of Internal Medicine, Cardiology, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | | | - Michael Stiehm
- Institute for ImplantTechnology and Biomaterials e.V, Rostock, Germany
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19
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Jiang D, Christ S, Correa-Gallegos D, Ramesh P, Kalgudde Gopal S, Wannemacher J, Mayr CH, Lupperger V, Yu Q, Ye H, Mück-Häusl M, Rajendran V, Wan L, Liu J, Mirastschijski U, Volz T, Marr C, Schiller HB, Rinkevich Y. Injury triggers fascia fibroblast collective cell migration to drive scar formation through N-cadherin. Nat Commun 2020; 11:5653. [PMID: 33159076 PMCID: PMC7648088 DOI: 10.1038/s41467-020-19425-1] [Citation(s) in RCA: 88] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 10/08/2020] [Indexed: 12/13/2022] Open
Abstract
Scars are more severe when the subcutaneous fascia beneath the dermis is injured upon surgical or traumatic wounding. Here, we present a detailed analysis of fascia cell mobilisation by using deep tissue intravital live imaging of acute surgical wounds, fibroblast lineage-specific transgenic mice, and skin-fascia explants (scar-like tissue in a dish - SCAD). We observe that injury triggers a swarming-like collective cell migration of fascia fibroblasts that progressively contracts the skin and form scars. Swarming is exclusive to fascia fibroblasts, and requires the upregulation of N-cadherin. Both swarming and N-cadherin expression are absent from fibroblasts in the upper skin layers and the oral mucosa, tissues that repair wounds with minimal scar. Impeding N-cadherin binding inhibits swarming and skin contraction, and leads to reduced scarring in SCADs and in animals. Fibroblast swarming and N-cadherin thus provide therapeutic avenues to curtail fascia mobilisation and pathological fibrotic responses across a range of medical settings.
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Affiliation(s)
- Dongsheng Jiang
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Simon Christ
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Donovan Correa-Gallegos
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Pushkar Ramesh
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Shruthi Kalgudde Gopal
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Juliane Wannemacher
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Christoph H Mayr
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Munich, Germany
| | - Valerio Lupperger
- Helmholtz Zentrum München, Institute of Computational Biology, Munich, Germany
| | - Qing Yu
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Haifeng Ye
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Martin Mück-Häusl
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Vijayanand Rajendran
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Li Wan
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Juan Liu
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Ursula Mirastschijski
- Mira-Beau gender esthetics, Berlin, Germany
- Wound Repair Unit, CBIB, Faculty of Biology and Biochemistry, University of Bremen, Bremen, Germany
| | - Thomas Volz
- Department of Dermatology and Allergology, Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Carsten Marr
- Helmholtz Zentrum München, Institute of Computational Biology, Munich, Germany
| | - Herbert B Schiller
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Munich, Germany
- German Centre for Lung Research (DZL), Munich, Germany
| | - Yuval Rinkevich
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany.
- German Centre for Lung Research (DZL), Munich, Germany.
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20
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Heinrich MA, Alert R, LaChance JM, Zajdel TJ, Košmrlj A, Cohen DJ. Size-dependent patterns of cell proliferation and migration in freely-expanding epithelia. eLife 2020; 9:e58945. [PMID: 32812871 PMCID: PMC7498264 DOI: 10.7554/elife.58945] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 08/18/2020] [Indexed: 12/15/2022] Open
Abstract
The coordination of cell proliferation and migration in growing tissues is crucial in development and regeneration but remains poorly understood. Here, we find that, while expanding with an edge speed independent of initial conditions, millimeter-scale epithelial monolayers exhibit internal patterns of proliferation and migration that depend not on the current but on the initial tissue size, indicating memory effects. Specifically, the core of large tissues becomes very dense, almost quiescent, and ceases cell-cycle progression. In contrast, initially-smaller tissues develop a local minimum of cell density and a tissue-spanning vortex. To explain vortex formation, we propose an active polar fluid model with a feedback between cell polarization and tissue flow. Taken together, our findings suggest that expanding epithelia decouple their internal and edge regions, which enables robust expansion dynamics despite the presence of size- and history-dependent patterns in the tissue interior.
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Affiliation(s)
- Matthew A Heinrich
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, United States
| | - Ricard Alert
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, United States
- Princeton Center for Theoretical Science, Princeton University, Princeton, United States
| | - Julienne M LaChance
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, United States
| | - Tom J Zajdel
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, United States
| | - Andrej Košmrlj
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, United States
- Princeton Institute for the Science and Technology of Materials (PRISM), Princeton University, Princeton, United States
| | - Daniel J Cohen
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, United States
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21
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Roveimiab Z, Lin F, Anderson JE. Traction and attraction: haptotaxis substrates collagen and fibronectin interact with chemotaxis by HGF to regulate myoblast migration in a microfluidic device. Am J Physiol Cell Physiol 2020; 319:C75-C92. [PMID: 32348173 DOI: 10.1152/ajpcell.00417.2019] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Cell migration is central to development, wound healing, tissue regeneration, and immunity. Despite extensive knowledge of muscle regeneration, myoblast migration during regeneration is not well understood. C2C12 mouse myoblast migration and morphology were investigated using a triple-docking polydimethylsiloxane-based microfluidic device in which cells moved under gravity-driven laminar flow on uniform (=) collagen (CN=), fibronectin (FN=), or opposing gradients (CN-FN or FN-CN). In haptotaxis experiments, migration was faster on FN= than on CN=. At 10 h, cells were more elongated on FN-CN and migration was faster than on the CN-FN substrate. Net migration distance on FN-CN at 10 h was greater than on CN-FN, as cells rapidly entered the channel as a larger population (bulk-cell movement, wave 1). Hepatocyte growth factor (HGF) stimulated rapid chemotaxis on FN= but not CN=, increasing migration speed at 10 h early in the channel at low HGF in a steep HGF gradient. HGF accelerated migration on FN= and bulk-cell movement on both uniform substrates. An HGF gradient also slowed cells in wave 2 moving on FN-CN, not CN-FN. Both opposing-gradient substrates affected the shape, speed, and net distance of migrating cells. Gradient and uniform configurations of HGF and substrate differentially influenced migration behavior. Therefore, haptotaxis substrate configuration potently modifies myoblast chemotaxis by HGF. Innovative microfluidic experiments advance our understanding of intricate complexities of myoblast migration. Findings can be leveraged to engineer muscle-tissue volumes for transplantation after serious injury. New analytical approaches may generate broader insights into cell migration.
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Affiliation(s)
- Ziba Roveimiab
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada.,Department of Physics and Astronomy, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Francis Lin
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada.,Department of Physics and Astronomy, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Judy E Anderson
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
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22
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Khataee H, Czirok A, Neufeld Z. Multiscale modelling of motility wave propagation in cell migration. Sci Rep 2020; 10:8128. [PMID: 32424155 PMCID: PMC7235313 DOI: 10.1038/s41598-020-63506-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 03/26/2020] [Indexed: 12/16/2022] Open
Abstract
The collective motion of cell monolayers within a tissue is a fundamental biological process that occurs during tissue formation, wound healing, cancerous invasion, and viral infection. Experiments have shown that at the onset of migration, the motility is self-generated as a polarisation wave starting from the leading edge of the monolayer and progressively propagates into the bulk. However, it is unclear how the propagation of this motility wave is influenced by cellular properties. Here, we investigate this question using a computational model based on the Potts model coupled to the dynamics of intracellular polarisation. The model captures the propagation of the polarisation wave and suggests that the cells cortex can regulate the migration modes: strongly contractile cells may depolarise the monolayer, whereas less contractile cells can form swirling movement. Cortical contractility is further found to limit the cells motility, which (i) decelerates the wave speed and the leading edge progression, and (ii) destabilises the leading edge. Together, our model describes how different mechanical properties of cells can contribute to the regulation of collective cell migration.
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Affiliation(s)
- Hamid Khataee
- School of Mathematics and Physics, The University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia.
| | - Andras Czirok
- Department of Biological Physics, Eotvos University, Budapest, 1053, Hungary.,Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS, 66160, USA
| | - Zoltan Neufeld
- School of Mathematics and Physics, The University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia
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23
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Sahu P, Kang J, Erdemci-Tandogan G, Manning ML. Linear and nonlinear mechanical responses can be quite different in models for biological tissues. SOFT MATTER 2020; 16:1850-1856. [PMID: 31984411 PMCID: PMC7453973 DOI: 10.1039/c9sm01068h] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The fluidity of biological tissues - whether cells can change neighbors and rearrange - is important for their function. In traditional materials, researchers have used linear response functions, such as the shear modulus, to accurately predict whether a material will behave as a fluid. Similarly, in disordered 2D vertex models for confluent biological tissues, the shear modulus becomes zero precisely when the cells can change neighbors and the tissue fluidizes, at a critical value of control parameter s0* = 3.81. However, the ordered ground states of 2D vertex models become linearly unstable at a lower value of control parameter (3.72), suggesting that there may be a decoupling between linear and nonlinear response. We demonstrate that the linear response does not correctly predict the nonlinear behavior in these systems: when the control parameter is between 3.72 and 3.81, cells cannot freely change neighbors even though the shear modulus is zero. These results highlight that the linear response of vertex models should not be expected to generically predict their rheology. We develop a simple geometric ansatz that correctly predicts the nonlinear response, which may serve as a framework for making nonlinear predictions in other vertex-like models.
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Affiliation(s)
- Preeti Sahu
- Department of Physics, Syracuse University, Syracuse, New York 13244, USA.
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24
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25
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Matrix promote mesenchymal stromal cell migration with improved deformation via nuclear stiffness decrease. Biomaterials 2019; 217:119300. [DOI: 10.1016/j.biomaterials.2019.119300] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Revised: 06/16/2019] [Accepted: 06/22/2019] [Indexed: 12/13/2022]
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26
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Oelz D, Khataee H, Czirok A, Neufeld Z. Polarization wave at the onset of collective cell migration. Phys Rev E 2019; 100:032403. [PMID: 31640045 PMCID: PMC6894614 DOI: 10.1103/physreve.100.032403] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Indexed: 01/08/2023]
Abstract
Collective cell migration underlies morphogenesis, tissue regeneration, and cancer progression. How the biomechanical coupling between epithelial cells triggers and coordinates the collective migration is an open question. Here, we develop a one-dimensional model for an epithelial monolayer which predicts that after the onset of migration at an open boundary, cells in the bulk of the epithelium are gradually recruited into outward-directed motility, exhibiting traveling-wave-like behavior. We find an exact formula for the speed of this motility wave proportional to the square root of the cells' contractility, which accounts for cortex tension and adhesion between adjacent cells.
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Affiliation(s)
- Dietmar Oelz
- School of Mathematics and Physics, The University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia
| | - Hamid Khataee
- School of Mathematics and Physics, The University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia
| | - Andras Czirok
- Department of Biological Physics, Eotvos University, Budapest, 1053, Hungary
- Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS 66160, USA
| | - Zoltan Neufeld
- School of Mathematics and Physics, The University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia
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27
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Lee RM, Losert W. Dynamics phenotyping across length and time scales in collective cell migration. Semin Cell Dev Biol 2018; 93:69-76. [PMID: 31429407 DOI: 10.1016/j.semcdb.2018.10.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 10/25/2018] [Accepted: 10/25/2018] [Indexed: 11/29/2022]
Abstract
Processes in collective migration span many length and time scales. In this review, we focus on length scales ranging from tens of microns (single cells) to a few millimeters (cell clusters) and the motion of these cells and cell groups on time scales of minutes to hours. We focus on epithelial cell sheets and metrics of motion developed to measure migration phenotypes in this system. Comparisons between cell motion and fluid flows, facilitated by the popular image analysis technique particle image velocimetry, yield metrics that can be used to study migration across a range of length and time scales. Measuring collective cell migration across these scales provides a complex, quantitative phenotype useful for migration models, in particular those that compare and contrast collective cell migration to movement of particles near a transition to jamming. Contrasting the motion of epithelial cells and the jamming transition illustrates aspects of collective motion that can be attributed to the jammed character of cell clusters, and highlights aspects of collective behavior that likely involve active motility and cell-cell guidance. The application of multiple migration metrics, which span multiple scales of the system, thus allows us to link cell-scale signals and mechanics to collective behavior.
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Affiliation(s)
- Rachel M Lee
- University of Maryland School of Medicine, Baltimore, MD, 21201, USA; Institute for Physical Science and Technology, University of Maryland, College Park, MD, 20742, USA
| | - Wolfgang Losert
- Institute for Physical Science and Technology, University of Maryland, College Park, MD, 20742, USA; Department of Physics, University of Maryland, College Park, MD, 20742, USA.
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28
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Chepizhko O, Lionetti MC, Malinverno C, Giampietro C, Scita G, Zapperi S, La Porta CAM. From jamming to collective cell migration through a boundary induced transition. SOFT MATTER 2018; 14:3774-3782. [PMID: 29713711 DOI: 10.1039/c8sm00128f] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Cell monolayers provide an interesting example of active matter, exhibiting a phase transition from flowing to jammed states as they age. Here we report experiments and numerical simulations illustrating how a jammed cellular layer rapidly reverts to a flowing state after a wound. Quantitative comparison between experiments and simulations shows that cells change their self-propulsion and alignment strength so that the system crosses a phase transition line, which we characterize by finite-size scaling in an active particle model. This wound-induced unjamming transition is found to occur generically in epithelial, endothelial and cancer cells.
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Affiliation(s)
- Oleksandr Chepizhko
- Institut für Theoretische Physik, Leopold-Franzens-Universität Innsbruck, Technikerstrasse 21a, A-6020 Innsbruck, Austria
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