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Boone PM, Buenaventura T, King JWD, Merkenschlager M. X-linked competition - implications for human development and disease. Nat Rev Genet 2025:10.1038/s41576-025-00840-3. [PMID: 40355603 DOI: 10.1038/s41576-025-00840-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/28/2025] [Indexed: 05/14/2025]
Abstract
During early mammalian female development, X chromosome inactivation leads to random transcriptional silencing of one of the two X chromosomes. This inactivation is maintained through subsequent cell divisions, leading to intra-individual diversity, whereby cells express either the maternal or paternal X chromosome. Differences in X chromosome sequence content can trigger competitive interactions between clones that may alter organismal development and skew the representation of X-linked sequence variants in a cell-type-specific manner - a recently described phenomenon termed X-linked competition in analogy to existing cell competition paradigms. Skewed representation can define the phenotypic impact of X-linked variants, for example, the manifestation of disease in female carriers of X-linked disease alleles. Here, we review what is currently known about X-linked competition, reflect on what remains to be learnt and map out the implications for X-linked human disease.
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Affiliation(s)
- Philip M Boone
- Cornelia de Lange Syndrome and Related Disorders Clinic, Boston Children's Hospital, Boston, MA, USA
- Division of Genetics and Genomics, Boston Children's Hospital, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Teresa Buenaventura
- MRC Laboratory of Medical Sciences, London, UK
- Institute of Clinical Sciences, Faculty of Medicine, Imperial College London, London, UK
| | - James W D King
- MRC Laboratory of Medical Sciences, London, UK
- Institute of Clinical Sciences, Faculty of Medicine, Imperial College London, London, UK
| | - Matthias Merkenschlager
- MRC Laboratory of Medical Sciences, London, UK.
- Institute of Clinical Sciences, Faculty of Medicine, Imperial College London, London, UK.
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2
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Day NJ, Michalowska J, Kelkar M, Vallardi G, Charras G, Lowe AR. Spatial and temporal signatures of cell competition revealed by K-function analysis. Mol Biol Cell 2025; 36:ar61. [PMID: 40137871 DOI: 10.1091/mbc.e24-10-0481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025] Open
Abstract
Cell competition is often categorized into mechanical competition, during which loser cell elimination is induced by long-range mechanical effects, and biochemical competition, during which loser cell elimination results from direct cell-cell contacts. Before confluence, proliferation of winner cells has often been hypothesized to govern competition. Conversely, elimination of loser cells is thought to induce cell proliferation in its vicinity. However, causality is challenging to establish. To address this, we compute spatiotemporal signatures of competitive interactions using K-function clustering analysis. For this, we acquire long-term time lapses of two examples of mechanical (ScrKD) and biochemical (RasV12) competition. We then segment cells, track them, and detect mitoses as well as eliminations. Finally, we perform K-function clustering to highlight spatiotemporal regions in which wild-type cell proliferation is enhanced or repressed around an elimination event. Our analysis reveals striking differences between the two types of competition. In the ScrKD competition, elimination seems driven by diffuse proliferation that does not cluster near the immediate elimination site. In contrast, RasV12 cell elimination is preceded by clustered proliferation of wild-type cells in the vicinity of the eventual RasV12 extrusion. Following loser elimination, an increase in local wild-type cell proliferation is observed in both competitions, although the timing and duration of these responses vary. This study not only sheds light on the diverse mechanisms of cell competition but also underscores the complexity of cellular interactions in tissue dynamics, providing new perspectives on cellular quality control and a new quantitative approach to characterize these interactions.
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Affiliation(s)
- Nathan J Day
- Institute for the Physics of Living Systems, University College London, London, United Kingdom WC1E 6BT
- Institute for Structural and Molecular Biology, University College London, London, United Kingdom WC1E 6BT
| | - Jasmine Michalowska
- Institute for the Physics of Living Systems, University College London, London, United Kingdom WC1E 6BT
- Institute for Structural and Molecular Biology, University College London, London, United Kingdom WC1E 6BT
- London Centre for Nanotechnology, University College London, London, United Kingdom WC1H 0AH
| | - Manasi Kelkar
- Institute for Structural and Molecular Biology, University College London, London, United Kingdom WC1E 6BT
- London Centre for Nanotechnology, University College London, London, United Kingdom WC1H 0AH
| | - Giulia Vallardi
- Institute for Structural and Molecular Biology, University College London, London, United Kingdom WC1E 6BT
- Department of Cell and Developmental Biology, University College London, London, United Kingdom WC1E 6BT
| | - Guillaume Charras
- Institute for the Physics of Living Systems, University College London, London, United Kingdom WC1E 6BT
- London Centre for Nanotechnology, University College London, London, United Kingdom WC1H 0AH
- Department of Cell and Developmental Biology, University College London, London, United Kingdom WC1E 6BT
| | - Alan R Lowe
- Institute for the Physics of Living Systems, University College London, London, United Kingdom WC1E 6BT
- Institute for Structural and Molecular Biology, University College London, London, United Kingdom WC1E 6BT
- London Centre for Nanotechnology, University College London, London, United Kingdom WC1H 0AH
- Alan Turing Institute, London, United Kingdom
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3
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Wang H, Ardila C, Jindal A, Aggarwal V, Wang W, Vande Geest J, Jiang Y, Xing J, Sant S. Protrusion force and cell-cell adhesion-induced polarity alignment govern collective migration modes. Biophys J 2025:S0006-3495(25)00237-1. [PMID: 40235119 DOI: 10.1016/j.bpj.2025.04.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2024] [Revised: 02/28/2025] [Accepted: 04/10/2025] [Indexed: 04/17/2025] Open
Abstract
Collective migration refers to the coordinated movement of cells as a single unit during migration. Although collective migration enhances invasive and metastatic potential in cancer, the mechanisms driving this behavior and regulating tumor migration plasticity remain poorly understood. This study provides a mechanistic model explaining the emergence of different modes of collective migration under hypoxia-induced secretome. We focus on the interplay between cellular protrusion force and cell-cell adhesion using collectively migrating three-dimensional microtumors as models with well-defined microenvironments. Large microtumors show directional migration due to intrinsic hypoxia, whereas small microtumors exhibit radial migration when exposed to hypoxic secretome. Here, we developed an in silico multi-scale microtumor model based on the cellular Potts model and implemented in CompuCell3D to elucidate underlying mechanisms. We identified distinct migration modes within specific regions of protrusion force and cell-cell adhesion parameter space and studied these modes using in vitro experimental microtumor models. We show that sufficient cellular protrusion force is crucial for radial and directional collective microtumor migration. Radial migration emerges when sufficient cellular protrusion force is generated, driving neighboring cells to move collectively in diverse directions. Within migrating tumors, strong cell-cell adhesion enhances the alignment of cell polarity, breaking the symmetric angular distribution of protrusion forces and leading to directional microtumor migration. The integrated results from the experimental and computational models provide fundamental insights into collective migration in response to different microenvironmental stimuli. Our computational and experimental models can adapt to various scenarios, providing valuable insights into cancer migration mechanisms.
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Affiliation(s)
- Huijing Wang
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Catalina Ardila
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Ajita Jindal
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Vaishali Aggarwal
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Weikang Wang
- Institute of Theoretical Physics, Chinese Academy of Sciences, Beijing, China; School of Physical Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Jonathan Vande Geest
- Department of Bioengineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania; McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Yi Jiang
- Department of Mathematics and Statistics, Georgia State University, Atlanta, Georgia
| | - Jianhua Xing
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania; Department of Physics and Astronomy, University of Pittsburgh, Pittsburgh, Pennsylvania; UPMC-Hillman Cancer Center, University of Pittsburgh, Pittsburgh, Pennsylvania.
| | - Shilpa Sant
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, Pennsylvania; Department of Bioengineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania; McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania; UPMC-Hillman Cancer Center, University of Pittsburgh, Pittsburgh, Pennsylvania; Department of Pharmaceutical Sciences, Retzky College of Pharmacy, University of Illinois Chicago, Chicago, Illinois.
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4
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Schoenit A, Monfared S, Anger L, Rosse C, Venkatesh V, Balasubramaniam L, Marangoni E, Chavrier P, Mège RM, Doostmohammadi A, Ladoux B. Force transmission is a master regulator of mechanical cell competition. NATURE MATERIALS 2025:10.1038/s41563-025-02150-9. [PMID: 40087537 DOI: 10.1038/s41563-025-02150-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Accepted: 01/22/2025] [Indexed: 03/17/2025]
Abstract
Cell competition is a tissue surveillance mechanism for eliminating unwanted cells, being indispensable in development, infection and tumourigenesis. Although studies have established the role of biochemical mechanisms in this process, due to challenges in measuring forces in these systems, how mechanical forces determine the competition outcome remains unclear. Here we report a form of cell competition that is regulated by differences in force transmission capabilities, selecting for cell types with stronger intercellular adhesion. Direct force measurements in ex vivo tissues and different cell lines reveal that there is an increased mechanical activity at the interface between two competing cell types, which can lead to large stress fluctuations resulting in upward forces and cell elimination. We show how a winning cell type endowed with a stronger intercellular adhesion exhibits higher resistance to elimination and benefiting from efficient force transmission to the neighbouring cells. This cell elimination mechanism could have broad implications for keeping the strong force transmission ability for maintaining tissue boundaries and cell invasion pathology.
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Affiliation(s)
- Andreas Schoenit
- Université Paris Cité, CNRS, Institut Jacques Monod, Paris, France
| | - Siavash Monfared
- Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
| | - Lucas Anger
- Université Paris Cité, CNRS, Institut Jacques Monod, Paris, France
| | - Carine Rosse
- Université Paris Cité, CNRS, Institut Jacques Monod, Paris, France
- Institut Curie, Paris Université Sciences et Lettres, CNRS, Paris, France
| | - Varun Venkatesh
- Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
| | | | - Elisabetta Marangoni
- Translational Research Department, Institut Curie, PSL Research University, Paris, France
| | - Philippe Chavrier
- Institut Curie, Paris Université Sciences et Lettres, CNRS, Paris, France
| | - René-Marc Mège
- Université Paris Cité, CNRS, Institut Jacques Monod, Paris, France.
| | | | - Benoit Ladoux
- Université Paris Cité, CNRS, Institut Jacques Monod, Paris, France.
- Department of Physics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
- Max-Planck-Zentrum für Physik und Medizin and Max Planck Institute for the Science of Light, Erlangen, Germany.
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5
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Chaithanya KVS, Rozman J, Košmrlj A, Sknepnek R. Cell-Level Modelling of Homeostasis in Confined Epithelial Monolayers. JOURNAL OF ELASTICITY 2025; 157:29. [PMID: 40013236 PMCID: PMC11850549 DOI: 10.1007/s10659-025-10120-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 02/10/2025] [Indexed: 02/28/2025]
Abstract
Tissue homeostasis, the biological process of maintaining a steady state in tissue via control of cell proliferation and death, is essential for the development, growth, maintenance, and proper function of living organisms. Disruptions to this process can lead to serious diseases and even death. In this study, we use the vertex model for the cell-level description of tissue mechanics to investigate the impact of the tissue environment and local mechanical properties of cells on homeostasis in confined epithelial tissues. We find a dynamic steady state, where the balance between cell divisions and removals sustains homeostasis, and characterise the homeostatic state in terms of cell count, tissue area, homeostatic pressure, and the cells' neighbour count distribution. This work, therefore, sheds light on the mechanisms underlying tissue homeostasis and highlights the importance of mechanics in its control.
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Affiliation(s)
- KVS Chaithanya
- School of Life Sciences, University of Dundee, Dundee, DD1 5EH UK
- School of Science and Engineering, University of Dundee, Dundee, DD1 4HN UK
| | - Jan Rozman
- Rudolf Peierls Centre for Theoretical Physics, University of Oxford, Oxford, OX1 3PU UK
| | - Andrej Košmrlj
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544 USA
- Princeton Materials Institute, Princeton University, Princeton, NJ 08544 USA
| | - Rastko Sknepnek
- School of Life Sciences, University of Dundee, Dundee, DD1 5EH UK
- School of Science and Engineering, University of Dundee, Dundee, DD1 4HN UK
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6
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Dai Z, Chen S, Shi J, Rui M, Xu Q. N-cadherin-triggered myosin II inactivation provides tumor cells with a mechanical cell competition advantage and chemotherapy resistance. Dev Cell 2025:S1534-5807(25)00061-9. [PMID: 39986277 DOI: 10.1016/j.devcel.2025.01.020] [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: 12/18/2023] [Revised: 10/12/2024] [Accepted: 01/31/2025] [Indexed: 02/24/2025]
Abstract
The concept that mechanical cell competition may contribute to tumor cell expansion has been widely discussed. However, whether this process could occur during natural tumor progression, as well as its underlying mechanisms and clinical implications, remains largely unknown. In this study, we observed that self-seeded tumor cell lines of human oral cancer, SCC9- and SCC25-seeded cells, exhibited a mechanical competitive advantage, outcompeted neighboring cells, and became "winner" cells. Mechanical compression-induced calcium influx activates myosin II in "loser" cells, leading to apoptotic nuclear breakdown and subsequent clearance. N-cadherin/Rac1/PAK1/myosin light-chain kinase (MLCK)-controlled myosin II inactivation endows cells with resistance to mechanical stress and superior cellular flexibility, thus providing a cell competition advantage to self-seeded cells. The activation of the N-cadherin/Rac1/PAK1/MLCK/myosin II signaling axis is associated with drug resistance. Together, these results suggest that N-cadherin/Rac1/PAK1/MLCK signaling-induced myosin II inactivation enables tumor cells to acquire resistance to mechanical stress and a competitive advantage. Our study also provides insights into drug resistance from a stress-sensitivity perspective.
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Affiliation(s)
- Zhenlin Dai
- Department of Oral and Maxillofacial-Head and Neck Oncology, Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai 200011, China; National Clinical Research Center for Oral Disease, Shanghai 200011, China
| | - Shengkai Chen
- Department of Oral and Maxillofacial-Head and Neck Oncology, Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai 200011, China; National Clinical Research Center for Oral Disease, Shanghai 200011, China
| | - Jianbo Shi
- Department of Oral and Maxillofacial-Head and Neck Oncology, Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai 200011, China; National Clinical Research Center for Oral Disease, Shanghai 200011, China
| | - Mengyu Rui
- Department of Oral and Maxillofacial-Head and Neck Oncology, Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai 200011, China; National Clinical Research Center for Oral Disease, Shanghai 200011, China
| | - Qin Xu
- Department of Oral and Maxillofacial-Head and Neck Oncology, Ninth People's Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai 200011, China; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai 200011, China; National Clinical Research Center for Oral Disease, Shanghai 200011, China.
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7
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Keshavanarayana P, Aparicio-Yuste R, Spill F, Gomez-Benito MJ, Bastounis EE. Leveraging computational modeling to explore epithelial and endothelial cell monolayer mechanobiology. Trends Cell Biol 2025:S0962-8924(24)00282-4. [PMID: 39837738 DOI: 10.1016/j.tcb.2024.12.014] [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: 09/13/2024] [Revised: 12/27/2024] [Accepted: 12/30/2024] [Indexed: 01/23/2025]
Abstract
Endothelial cells (ENCs) and epithelial cells (EPCs) form monolayers whose barrier function is critical for the maintenance of physiological processes and extremely sensitive to mechanical cues. Computational models have emerged as powerful tools to elucidate how mechanical cues impact the behavior of these monolayers in health and disease. Herein, the importance of mechanics in regulating ENC and EPC monolayer behavior is established, highlighting similarities and differences in various biological contexts. Concurrently, computational approaches and their importance in accelerating mechanobiology studies are discussed, emphasizing their limitations and suggesting future directions. The aim is to inspire further synergies between cell biologists and modelers, which are crucial for accelerating cell mechanobiology research.
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Affiliation(s)
- Pradeep Keshavanarayana
- School of Mathematics, University of Birmingham, Birmingham, UK; Centre for Computational Medicine, University College London, London, UK
| | - Raul Aparicio-Yuste
- Multiscale in Mechanical and Biological Engineering (M2BE), Engineering Research Institute of Aragon (I3A), Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Interfaculty Institute of Microbiology and Infection Medicine (IMIT), Cluster of Excellence 'Controlling Microbes to Fight Infections' (CMFI, EXC 2124), University of Tübingen, Tübingen, Germany
| | - Fabian Spill
- School of Mathematics, University of Birmingham, Birmingham, UK.
| | - Maria Jose Gomez-Benito
- Multiscale in Mechanical and Biological Engineering (M2BE), Engineering Research Institute of Aragon (I3A), Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain.
| | - Effie E Bastounis
- Interfaculty Institute of Microbiology and Infection Medicine (IMIT), Cluster of Excellence 'Controlling Microbes to Fight Infections' (CMFI, EXC 2124), University of Tübingen, Tübingen, Germany.
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8
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Raval K, Jamshidi N, Seyran B, Salwinski L, Pillai R, Yang L, Ma F, Pellegrini M, Shin J, Yang X, Tudzarova S. Dysfunctional β-cell longevity in diabetes relies on energy conservation and positive epistasis. Life Sci Alliance 2024; 7:e202402743. [PMID: 39313296 PMCID: PMC11420665 DOI: 10.26508/lsa.202402743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 09/11/2024] [Accepted: 09/12/2024] [Indexed: 09/25/2024] Open
Abstract
Long-lived PFKFB3-expressing β-cells are dysfunctional partly because of prevailing glycolysis that compromises metabolic coupling of insulin secretion. Their accumulation in type 2 diabetes (T2D) appears to be related to the loss of apoptotic competency of cell fitness competition that maintains islet function by favoring constant selection of healthy "winner" cells. To investigate how PFKFB3 can disguise the competitive traits of dysfunctional "loser" β-cells, we analyzed the overlap between human β-cells with bona fide "loser signature" across diabetes pathologies using the HPAP scRNA-seq and spatial transcriptomics of PFKFB3-positive β-cells from nPOD T2D pancreata. The overlapping transcriptional profile of "loser" β-cells was represented by down-regulated ribosomal biosynthesis and genes encoding for mitochondrial respiration. PFKFB3-positive "loser" β-cells had the reduced expression of HLA class I and II genes. Gene-gene interaction analysis revealed that PFKFB3 rs1983890 can interact with the anti-apoptotic gene MAIP1 implicating positive epistasis as a mechanism for prolonged survival of "loser" β-cells in T2D. Inhibition of PFKFB3 resulted in the clearance of dysfunctional "loser" β-cells leading to restored glucose tolerance in the mouse model of T2D.
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Affiliation(s)
- Kavit Raval
- Hillblom Islet Research Center, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Neema Jamshidi
- Radiological Sciences, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Berfin Seyran
- Hillblom Islet Research Center, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Lukasz Salwinski
- Molecular Cell and Developmental Biology, College of Life Sciences, University of California Los Angeles, Los Angeles, CA, USA
| | - Raju Pillai
- Department of Pathology, City-of-Hope, Duarte, CA, USA
| | - Lixin Yang
- Department of Pathology, City-of-Hope, Duarte, CA, USA
| | - Feiyang Ma
- Molecular Cell and Developmental Biology, College of Life Sciences, University of California Los Angeles, Los Angeles, CA, USA
| | - Matteo Pellegrini
- Molecular Cell and Developmental Biology, College of Life Sciences, University of California Los Angeles, Los Angeles, CA, USA
| | - Juliana Shin
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, CA, USA
| | - Xia Yang
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, CA, USA
| | - Slavica Tudzarova
- Hillblom Islet Research Center, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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9
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Li X, Datta A, Banerjee S. Proliferation symmetry breaking in growing tissues. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.03.610990. [PMID: 39282339 PMCID: PMC11398401 DOI: 10.1101/2024.09.03.610990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/22/2024]
Abstract
Morphogenesis of developing tissues results from anisotropic growth, typically driven by polarized patterns of gene expression. Here we propose an alternative model of anisotropic growth driven by self-organized feedback between cell polarity, mechanical pressure, and cell division rates. Specifically, cell polarity alignment can induce spontaneous symmetry breaking in proliferation, resulting from the anisotropic distribution of mechanical pressure in the tissue. We show that proliferation anisotropy can be controlled by cellular elasticity, motility and contact inhibition, thereby elucidating the design principles for anisotropic morphogenesis.
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Affiliation(s)
- Xinzhi Li
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Aniruddha Datta
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA, USA
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10
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Gupta P, Kayal S, Tanimura N, Pothapragada SP, Senapati HK, Devendran P, Fujita Y, Bi D, Das T. Mechanical imbalance between normal and transformed cells drives epithelial homeostasis through cell competition. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.09.27.559723. [PMID: 37961252 PMCID: PMC10635021 DOI: 10.1101/2023.09.27.559723] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Cell competition in epithelial tissue eliminates transformed cells expressing activated oncoproteins to maintain epithelial homeostasis. Although the process is now understood to be of mechanochemical origin, direct mechanical characterization and associated biochemical underpinnings are lacking. Here, we employ tissue-scale stress and compressibility measurements and theoretical modeling to unveil a mechanical imbalance between normal and transformed cells, which drives cell competition. In the mouse intestinal epithelium and epithelial monolayer, transformed cells get compacted during competition. Stress microscopy reveals an emergent compressive stress at the transformed loci leading to this compaction. A cell-based self-propelled Voronoi model predicts that this compressive stress originates from a difference in the collective compressibility of the competing populations. A new collective compressibility measurement technique named gel compression microscopy then elucidates a two-fold higher compressibility of the transformed population than the normal population. Mechanistically, weakened cell-cell adhesions due to reduced junctional abundance of E-cadherin in the transformed cells render them collectively more compressible than normal cells. Taken together, our findings unveil a mechanical basis for epithelial homeostasis against oncogenic transformations with implications in epithelial defense against cancer.
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Affiliation(s)
- Praver Gupta
- Tata Institute of Fundamental Research Hyderabad (TIFRH), Hyderabad 500046, India
| | - Sayantani Kayal
- Department of Physics, Northeastern University, Boston, MA 02115, USA
| | - Nobuyuki Tanimura
- Department of Molecular Oncology, Graduate School of Medicine, Kyoto University, Yoshida-Konoe-Cho, Sakyo-Ku, Kyoto-city, Kyoto 606-8501, Japan
| | - Shilpa P. Pothapragada
- Tata Institute of Fundamental Research Hyderabad (TIFRH), Hyderabad 500046, India
- Present address: Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02115. USA
| | - Harish K. Senapati
- Tata Institute of Fundamental Research Hyderabad (TIFRH), Hyderabad 500046, India
- Present address: Max Planck Institute for Medical Research, Heidelberg 69120, Germany
| | - Padmashree Devendran
- Tata Institute of Fundamental Research Hyderabad (TIFRH), Hyderabad 500046, India
| | - Yasuyuki Fujita
- Department of Molecular Oncology, Graduate School of Medicine, Kyoto University, Yoshida-Konoe-Cho, Sakyo-Ku, Kyoto-city, Kyoto 606-8501, Japan
| | - Dapeng Bi
- Department of Physics, Northeastern University, Boston, MA 02115, USA
| | - Tamal Das
- Tata Institute of Fundamental Research Hyderabad (TIFRH), Hyderabad 500046, India
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11
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Carpenter LC, Pérez-Verdugo F, Banerjee S. Mechanical control of cell proliferation patterns in growing epithelial monolayers. Biophys J 2024; 123:909-919. [PMID: 38449309 PMCID: PMC10995431 DOI: 10.1016/j.bpj.2024.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 01/13/2024] [Accepted: 03/01/2024] [Indexed: 03/08/2024] Open
Abstract
Cell proliferation plays a crucial role in regulating tissue homeostasis and development. However, our understanding of how cell proliferation is controlled in densely packed tissues is limited. Here we develop a computational framework to predict the patterns of cell proliferation in growing epithelial tissues, connecting single-cell behaviors and cell-cell interactions to tissue-level growth. Our model incorporates probabilistic rules governing cell growth, division, and elimination, also taking into account their feedback with tissue mechanics. In particular, cell growth is suppressed and apoptosis is enhanced in regions of high cell density. With these rules and model parameters calibrated using experimental data for epithelial monolayers, we predict how tissue confinement influences cell size and proliferation dynamics and how single-cell physical properties influence the spatiotemporal patterns of tissue growth. In this model, mechanical feedback between tissue confinement and cell growth leads to enhanced cell proliferation at tissue boundaries, whereas cell growth in the bulk is arrested, recapitulating experimental observations in epithelial tissues. By tuning cellular elasticity and contact inhibition of proliferation we can regulate the emergent patterns of cell proliferation, ranging from uniform growth at low contact inhibition to localized growth at higher contact inhibition. We show that the cell size threshold at G1/S transition governs the homeostatic cell density and tissue turnover rate, whereas the mechanical state of the tissue governs the dynamics of tissue growth. In particular, we find that the cellular parameters affecting tissue pressure play a significant role in determining the overall growth rate. Our computational study thus underscores the impact of cell mechanical properties on the spatiotemporal patterns of cell proliferation in growing epithelial tissues.
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Affiliation(s)
- Logan C Carpenter
- Department of Physics, Carnegie Mellon University, Pittsburgh, Pennsylvania
| | | | - Shiladitya Banerjee
- Department of Physics, Carnegie Mellon University, Pittsburgh, Pennsylvania.
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12
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Cumming T, Levayer R. Toward a predictive understanding of epithelial cell death. Semin Cell Dev Biol 2024; 156:44-57. [PMID: 37400292 DOI: 10.1016/j.semcdb.2023.06.008] [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: 03/30/2023] [Revised: 06/15/2023] [Accepted: 06/22/2023] [Indexed: 07/05/2023]
Abstract
Epithelial cell death is highly prevalent during development and tissue homeostasis. While we have a rather good understanding of the molecular regulators of programmed cell death, especially for apoptosis, we still fail to predict when, where, how many and which specific cells will die in a tissue. This likely relies on the much more complex picture of apoptosis regulation in a tissular and epithelial context, which entails cell autonomous but also non-cell autonomous factors, diverse feedback and multiple layers of regulation of the commitment to apoptosis. In this review, we illustrate this complexity of epithelial apoptosis regulation by describing these different layers of control, all demonstrating that local cell death probability is a complex emerging feature. We first focus on non-cell autonomous factors that can locally modulate the rate of cell death, including cell competition, mechanical input and geometry as well as systemic effects. We then describe the multiple feedback mechanisms generated by cell death itself. We also outline the multiple layers of regulation of epithelial cell death, including the coordination of extrusion and regulation occurring downstream of effector caspases. Eventually, we propose a roadmap to reach a more predictive understanding of cell death regulation in an epithelial context.
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Affiliation(s)
- Tom Cumming
- Department of Developmental and Stem Cell Biology, Institut Pasteur, Université de Paris Cité, CNRS UMR 3738, 25 rue du Dr. Roux, 75015 Paris, France; Sorbonne Université, Collège Doctoral, F75005 Paris, France
| | - Romain Levayer
- Department of Developmental and Stem Cell Biology, Institut Pasteur, Université de Paris Cité, CNRS UMR 3738, 25 rue du Dr. Roux, 75015 Paris, France.
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13
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Valdivia A, Cowan M, Cardenas H, Isac AM, Zhao G, Huang H, Matei D. E2F1 mediates competition, proliferation and response to cisplatin in cohabitating resistant and sensitive ovarian cancer cells. Front Oncol 2024; 14:1304691. [PMID: 38344207 PMCID: PMC10853425 DOI: 10.3389/fonc.2024.1304691] [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: 09/29/2023] [Accepted: 01/09/2024] [Indexed: 02/28/2024] Open
Abstract
Background Tumor heterogeneity is one of the key factors leading to chemo-resistance relapse. It remains unknown how resistant cancer cells influence sensitive cells during cohabitation and growth within a heterogenous tumors. The goal of our study was to identify driving factors that mediate the interactions between resistant and sensitive cancer cells and to determine the effects of cohabitation on both phenotypes. Methods We used isogenic ovarian cancer (OC) cell lines pairs, sensitive and resistant to platinum: OVCAR5 vs. OVCAR5 CisR and PE01 vs. PE04, respectively, to perform long term direct culture and to study the phenotypical changes of the interaction of these cells. Results Long term direct co-culture of sensitive and resistant OC cells promoted proliferation (p < 0.001) of sensitive cells and increased the proportion of cells in the G1 and S cell cycle phase in both PE01 and OVCAR5 cells. Direct co-culture led to a decrease in the IC50 to platinum in the cisplatin-sensitive cells (5.92 µM to 2.79 µM for PE01, and from 2.05 µM to 1.51 µM for OVCAR5). RNAseq analysis of co-cultured cells showed enrichment of Cell Cycle Control, Cyclins and Cell Cycle Regulation pathways. The transcription factor E2F1 was predicted as the main effector responsible for the transcriptomic changes in sensitive cells. Western blot and qRT-PCR confirmed upregulation of E2F1 in co-cultured vs monoculture. Furthermore, an E2F1 inhibitor reverted the increase in proliferation rate induced by co-culture to baseline levels. Conclusion Our data suggest that long term cohabitation of chemo-sensitive and -resistant cancer cells drive sensitive cells to a higher proliferative state, more responsive to platinum. Our results reveal an unexpected effect caused by direct interactions between cancer cells with different proliferative rates and levels of platinum resistance, modelling competition between cells in heterogeneous tumors.
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Affiliation(s)
- Andres Valdivia
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Matthew Cowan
- Department of Obstetrics & Gynecology and Women’s Health, Montefiore Medical Center, Bronx, NY, United States
| | - Horacio Cardenas
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Ana Maria Isac
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Guangyuan Zhao
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Hao Huang
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Daniela Matei
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Department of Medicine, Jesse Brown Veterans Affairs Medical Center, Chicago, IL, United States
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14
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Pak TF, Pitt-Francis J, Baker RE. A mathematical framework for the emergence of winners and losers in cell competition. J Theor Biol 2024; 577:111666. [PMID: 37956955 DOI: 10.1016/j.jtbi.2023.111666] [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: 03/16/2023] [Revised: 09/27/2023] [Accepted: 11/06/2023] [Indexed: 11/21/2023]
Abstract
Cell competition is a process in multicellular organisms where cells interact with their neighbours to determine a "winner" or "loser" status. The loser cells are eliminated through programmed cell death, leaving only the winner cells to populate the tissue. Cell competition is context-dependent; the same cell type can win or lose depending on the cell type it is competing against. Hence, winner/loser status is an emergent property. A key question in cell competition is: how do cells acquire their winner/loser status? In this paper, we propose a mathematical framework for studying the emergence of winner/loser status based on a set of quantitative criteria that distinguishes competitive from non-competitive outcomes. We apply this framework in a cell-based modelling context, to both highlight the crucial role of active cell death in cell competition and identify the factors that drive cell competition.
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Affiliation(s)
- Thomas F Pak
- Mathematical Institute, University of Oxford, Andrew Wiles Building, Radcliffe Observatory Quarter, Woodstock Road, Oxford, OX2 6GG, UK.
| | - Joe Pitt-Francis
- Department of Computer Science, University of Oxford, Wolfson Building, Parks Road, Oxford, OX1 3QD, UK
| | - Ruth E Baker
- Mathematical Institute, University of Oxford, Andrew Wiles Building, Radcliffe Observatory Quarter, Woodstock Road, Oxford, OX2 6GG, UK
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15
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Perez Montero S, Paul PK, di Gregorio A, Bowling S, Shepherd S, Fernandes NJ, Lima A, Pérez-Carrasco R, Rodriguez TA. Mutation of p53 increases the competitive ability of pluripotent stem cells. Development 2024; 151:dev202503. [PMID: 38131530 PMCID: PMC10820806 DOI: 10.1242/dev.202503] [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: 11/07/2023] [Accepted: 12/18/2023] [Indexed: 12/23/2023]
Abstract
During development, the rate of tissue growth is determined by the relative balance of cell division and cell death. Cell competition is a fitness quality-control mechanism that contributes to this balance by eliminating viable cells that are less fit than their neighbours. The mutations that confer cells with a competitive advantage and the dynamics of the interactions between winner and loser cells are not well understood. Here, we show that embryonic cells lacking the tumour suppressor p53 are 'super-competitors' that eliminate their wild-type neighbours through the direct induction of apoptosis. This elimination is context dependent, as it does not occur when cells are pluripotent and it is triggered by the onset of differentiation. Furthermore, by combining mathematical modelling and cell-based assays we show that the elimination of wild-type cells is not through competition for space or nutrients, but instead is mediated by short-range interactions that are dependent on the local cell neighbourhood. This highlights the importance of the local cell neighbourhood and the competitive interactions within this neighbourhood for the regulation of proliferation during early embryonic development.
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Affiliation(s)
- Salvador Perez Montero
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Pranab K. Paul
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Aida di Gregorio
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Sarah Bowling
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Solomon Shepherd
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Nadia J. Fernandes
- Imperial BRC Genomics Facility, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Ana Lima
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
| | - Rubén Pérez-Carrasco
- Department of Life Sciences, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
| | - Tristan A. Rodriguez
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
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16
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Guan LY, Lin SZ, Chen PC, Lv JQ, Li B, Feng XQ. Interfacial Organization and Forces Arising from Epithelial-Cancerous Monolayer Interactions. ACS NANO 2023; 17:24668-24684. [PMID: 38091551 DOI: 10.1021/acsnano.3c03990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2023]
Abstract
The interfacial interactions between epithelia and cancer cells have profound relevance for tumor development and metastasis. Through monolayer confrontation of MCF10A (nontumorigenic human breast epithelial cells) and MDA-MB-231 (human epithelial breast cancer cells) cells, we investigate the epithelial-cancerous interfacial interactions at the tissue level. We show that the monolayer interaction leads to competitive interfacial morphodynamics and drives an intricate spatial organization of MCF10A cells into multicellular finger-like structures, which further branch into multiple subfinger-like structures. These hierarchical interfacial structures penetrate the cancer monolayer and can spontaneously segregate or even envelop cancer cell clusters, consistent with our theoretical prediction. By tracking the substrate displacements via embedded fluorescent nanobeads and implementing nanomechanical modeling that combines atomic force microscopy and finite element simulations, we computed mechanical force patterns, including traction forces and monolayer stresses, caused by the monolayer interaction. It is found that the heterogeneous mechanical forces accumulated in the monolayers are able to squeeze cancer cells, leading to three-dimensional interfacial bulges or cell extrusion, initiating the p53 apoptosis signaling pathways of cancer cells. We reveal that intercellular E-cadherin and P-cadherin of epithelial cells differentially regulate the interfacial organization including migration speed, directionality, spatial correlation, F-actin alignment, and subcellular protrusions of MCF10A cells; whereas E-cadherin governs interfacial geometry that is relevant to force localization and cancer cell extrusion, P-cadherin maintains interfacial integrity that enables long-range force transmission. Our findings suggest that the collaborative molecular and mechanical behaviors are crucial for preventing epithelial tissues from undergoing tumor invasion.
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Affiliation(s)
- Liu-Yuan Guan
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - Shao-Zhen Lin
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - Peng-Cheng Chen
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - Jian-Qing Lv
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - Bo Li
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - Xi-Qiao Feng
- Institute of Biomechanics and Medical Engineering, Applied Mechanics Laboratory, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
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17
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Carpenter LC, Pérez-Verdugo F, Banerjee S. Mechanical control of cell proliferation patterns in growing tissues. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.25.550581. [PMID: 37546964 PMCID: PMC10402015 DOI: 10.1101/2023.07.25.550581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Cell proliferation plays a crucial role in regulating tissue homeostasis and development. However, our understanding of how cell proliferation is controlled in densely packed tissues is limited. Here we develop a computational framework to predict the patterns of cell proliferation in growing tissues, connecting single-cell behaviors and cell-cell interactions to tissue-level growth. Our model incorporates probabilistic rules governing cell growth, division, and elimination, while also taking into account their feedback with tissue mechanics. In particular, cell growth is suppressed and apoptosis is enhanced in regions of high cell density. With these rules and model parameters calibrated using experimental data, we predict how tissue confinement influences cell size and proliferation dynamics, and how single-cell physical properties influence the spatiotemporal patterns of tissue growth. Our findings indicate that mechanical feedback between tissue confinement and cell growth leads to enhanced cell proliferation at tissue boundaries, whereas cell growth in the bulk is arrested. By tuning cellular elasticity and contact inhibition of proliferation we can regulate the emergent patterns of cell proliferation, ranging from uniform growth at low contact inhibition to localized growth at higher contact inhibition. Furthermore, mechanical state of the tissue governs the dynamics of tissue growth, with cellular parameters affecting tissue pressure playing a significant role in determining the overall growth rate. Our computational study thus underscores the impact of cell mechanical properties on the spatiotemporal patterns of cell proliferation in growing tissues.
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Affiliation(s)
- Logan C Carpenter
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | | | - Shiladitya Banerjee
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA 15213, USA
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18
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Soelistyo CJ, Ulicna K, Lowe AR. Machine learning enhanced cell tracking. FRONTIERS IN BIOINFORMATICS 2023; 3:1228989. [PMID: 37521315 PMCID: PMC10380934 DOI: 10.3389/fbinf.2023.1228989] [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: 05/25/2023] [Accepted: 07/03/2023] [Indexed: 08/01/2023] Open
Abstract
Quantifying cell biology in space and time requires computational methods to detect cells, measure their properties, and assemble these into meaningful trajectories. In this aspect, machine learning (ML) is having a transformational effect on bioimage analysis, now enabling robust cell detection in multidimensional image data. However, the task of cell tracking, or constructing accurate multi-generational lineages from imaging data, remains an open challenge. Most cell tracking algorithms are largely based on our prior knowledge of cell behaviors, and as such, are difficult to generalize to new and unseen cell types or datasets. Here, we propose that ML provides the framework to learn aspects of cell behavior using cell tracking as the task to be learned. We suggest that advances in representation learning, cell tracking datasets, metrics, and methods for constructing and evaluating tracking solutions can all form part of an end-to-end ML-enhanced pipeline. These developments will lead the way to new computational methods that can be used to understand complex, time-evolving biological systems.
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Affiliation(s)
- Christopher J. Soelistyo
- Department of Structural and Molecular Biology, University College London, London, United Kingdom
- Institute for the Physics of Living Systems, London, United Kingdom
| | - Kristina Ulicna
- Department of Structural and Molecular Biology, University College London, London, United Kingdom
- Institute for the Physics of Living Systems, London, United Kingdom
| | - Alan R. Lowe
- Department of Structural and Molecular Biology, University College London, London, United Kingdom
- Institute for the Physics of Living Systems, London, United Kingdom
- Alan Turing Institute, London, United Kingdom
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19
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Skamrahl M, Schünemann J, Mukenhirn M, Pang H, Gottwald J, Jipp M, Ferle M, Rübeling A, Oswald T, Honigmann A, Janshoff A. Cellular segregation in cocultures is driven by differential adhesion and contractility on distinct timescales. Proc Natl Acad Sci U S A 2023; 120:e2213186120. [PMID: 37011207 PMCID: PMC10104523 DOI: 10.1073/pnas.2213186120] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 03/02/2023] [Indexed: 04/05/2023] Open
Abstract
Cellular sorting and pattern formation are crucial for many biological processes such as development, tissue regeneration, and cancer progression. Prominent physical driving forces for cellular sorting are differential adhesion and contractility. Here, we studied the segregation of epithelial cocultures containing highly contractile, ZO1/2-depleted MDCKII cells (dKD) and their wild-type (WT) counterparts using multiple quantitative, high-throughput methods to monitor their dynamical and mechanical properties. We observe a time-dependent segregation process governed mainly by differential contractility on short (<5 h) and differential adhesion on long (>5 h) timescales. The overly contractile dKD cells exert strong lateral forces on their WT neighbors, thereby apically depleting their surface area. Concomitantly, the tight junction-depleted, contractile cells exhibit weaker cell-cell adhesion and lower traction force. Drug-induced contractility reduction and partial calcium depletion delay the initial segregation but cease to change the final demixed state, rendering differential adhesion the dominant segregation force at longer timescales. This well-controlled model system shows how cell sorting is accomplished through a complex interplay between differential adhesion and contractility and can be explained largely by generic physical driving forces.
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Affiliation(s)
- Mark Skamrahl
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Justus Schünemann
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Markus Mukenhirn
- Max Planck Institute of Molecular Cell Biology and Genetics,01307Dresden, Germany
| | - Hongtao Pang
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Jannis Gottwald
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Marcel Jipp
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Maximilian Ferle
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
| | - Angela Rübeling
- University of Göttingen, Institute of Organic and Biomolecular Chemistry, Göttingen37077, Germany
| | - Tabea A. Oswald
- University of Göttingen, Institute of Organic and Biomolecular Chemistry, Göttingen37077, Germany
| | - Alf Honigmann
- Max Planck Institute of Molecular Cell Biology and Genetics,01307Dresden, Germany
| | - Andreas Janshoff
- University of Göttingen, Institute of Physical Chemistry,37077Göttingen, Germany
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20
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Modelling of Tissue Invasion in Epithelial Monolayers. Life (Basel) 2023; 13:life13020427. [PMID: 36836784 PMCID: PMC9964186 DOI: 10.3390/life13020427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 01/20/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Mathematical and computational models are used to describe biomechanical processes in multicellular systems. Here, we develop a model to analyse how two types of epithelial cell layers interact during tissue invasion depending on their cellular properties, i.e., simulating cancer cells expanding into a region of normal cells. We model the tissue invasion process using the cellular Potts model and implement our two-dimensional computational simulations in the software package CompuCell3D. The model predicts that differences in mechanical properties of cells can lead to tissue invasion, even if the division rates and death rates of the two cell types are the same. We also show how the invasion speed varies depending on the cell division and death rates and the mechanical properties of the cells.
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21
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Link R, Schwarz US. Simulating 3D Cell Shape with the Cellular Potts Model. Methods Mol Biol 2023; 2600:323-339. [PMID: 36587108 DOI: 10.1007/978-1-0716-2851-5_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Computer simulations have become a widely used method for the field of mechanobiology. An important question is whether one can predict the shape and forces of cells as a function of the extracellular environment. Different types of models have been described before to simulate cell and tissue shapes in structured environments. In this chapter, we give a brief overview of commonly used models and then describe the Cellular Potts Model, a lattice-based modelling framework, in more detail. We provide a hands-on guide on how to build a model that simulates the shape of a single cell on a micropattern in three dimensions in different open source software packages using the Cellular Potts framework. A simulation is set up with an initial configuration of generalized cells that change shape and position due to an energy function that incorporates cellular volume and surface area constraints as well as interaction energies between the generalized cells.
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Affiliation(s)
- Rabea Link
- Institute for Theoretical Physics, Heidelberg University, Heidelberg, Germany.,BioQuant, Heidelberg University, Heidelberg, Germany
| | - Ulrich S Schwarz
- Institute for Theoretical Physics, Heidelberg University, Heidelberg, Germany. .,BioQuant, Heidelberg University, Heidelberg, Germany.
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22
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Self-assembly of tessellated tissue sheets by expansion and collision. Nat Commun 2022; 13:4026. [PMID: 35821232 PMCID: PMC9276766 DOI: 10.1038/s41467-022-31459-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 06/17/2022] [Indexed: 11/28/2022] Open
Abstract
Tissues do not exist in isolation—they interact with other tissues within and across organs. While cell-cell interactions have been intensely investigated, less is known about tissue-tissue interactions. Here, we studied collisions between monolayer tissues with different geometries, cell densities, and cell types. First, we determine rules for tissue shape changes during binary collisions and describe complex cell migration at tri-tissue boundaries. Next, we propose that genetically identical tissues displace each other based on pressure gradients, which are directly linked to gradients in cell density. We present a physical model of tissue interactions that allows us to estimate the bulk modulus of the tissues from collision dynamics. Finally, we introduce TissEllate, a design tool for self-assembling complex tessellations from arrays of many tissues, and we use cell sheet engineering techniques to transfer these composite tissues like cellular films. Overall, our work provides insight into the mechanics of tissue collisions, harnessing them to engineer tissue composites as designable living materials. Tissue boundaries in our body separate organs and enable healing, but boundary mechanics are not well known. Here, the authors define mechanical rules for colliding cell monolayers and use these rules to make complex, predictable tessellations.
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23
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Nichols J, Lima A, Rodríguez TA. Cell competition and the regulative nature of early mammalian development. Cell Stem Cell 2022; 29:1018-1030. [PMID: 35803224 DOI: 10.1016/j.stem.2022.06.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The mammalian embryo exhibits a remarkable plasticity that allows it to correct for the presence of aberrant cells, adjust its growth so that its size is in accordance with its developmental stage, or integrate cells of another species to form fully functional organs. Here, we will discuss the contribution that cell competition, a quality control that eliminates viable cells that are less fit than their neighbors, makes to this plasticity. We will do this by reviewing the roles that cell competition plays in the early mammalian embryo and how they contribute to ensure normal development of the embryo.
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Affiliation(s)
- Jennifer Nichols
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Crewe Road South, Edinburgh EH4 2XU, UK; Wellcome-MRC Cambridge Stem Cell Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Puddicombe Way, Cambridge CB2 0AW, UK.
| | - Ana Lima
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK.
| | - Tristan A Rodríguez
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK.
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24
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Soelistyo CJ, Vallardi G, Charras G, Lowe AR. Learning biophysical determinants of cell fate with deep neural networks. NAT MACH INTELL 2022. [DOI: 10.1038/s42256-022-00503-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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25
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Aparicio-Yuste R, Muenkel M, Clark AG, Gómez-Benito MJ, Bastounis EE. A Stiff Extracellular Matrix Favors the Mechanical Cell Competition that Leads to Extrusion of Bacterially-Infected Epithelial Cells. Front Cell Dev Biol 2022; 10:912318. [PMID: 35813215 PMCID: PMC9257086 DOI: 10.3389/fcell.2022.912318] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 05/31/2022] [Indexed: 11/24/2022] Open
Abstract
Cell competition refers to the mechanism whereby less fit cells (“losers”) are sensed and eliminated by more fit neighboring cells (“winners”) and arises during many processes including intracellular bacterial infection. Extracellular matrix (ECM) stiffness can regulate important cellular functions, such as motility, by modulating the physical forces that cells transduce and could thus modulate the output of cellular competitions. Herein, we employ a computational model to investigate the previously overlooked role of ECM stiffness in modulating the forceful extrusion of infected “loser” cells by uninfected “winner” cells. We find that increasing ECM stiffness promotes the collective squeezing and subsequent extrusion of infected cells due to differential cell displacements and cellular force generation. Moreover, we discover that an increase in the ratio of uninfected to infected cell stiffness as well as a smaller infection focus size, independently promote squeezing of infected cells, and this phenomenon is more prominent on stiffer compared to softer matrices. Our experimental findings validate the computational predictions by demonstrating increased collective cell extrusion on stiff matrices and glass as opposed to softer matrices, which is associated with decreased bacterial spread in the basal cell monolayer in vitro. Collectively, our results suggest that ECM stiffness plays a major role in modulating the competition between infected and uninfected cells, with stiffer matrices promoting this battle through differential modulation of cell mechanics between the two cell populations.
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Affiliation(s)
- Raúl Aparicio-Yuste
- Department of Mechanical Engineering, Multiscale in Mechanical and Biological Engineering (M2BE), Instituto de Investigación en Ingeniería de Aragón (I3A), University of Zaragoza, Zaragoza, Spain
- Interfaculty Institute of Microbiology and Infection Medicine, Cluster of Excellence “Controlling Microbes to Fight Infections” (CMFI, EXC 2124), University of Tübingen, Tübingen, Germany
| | - Marie Muenkel
- Interfaculty Institute of Microbiology and Infection Medicine, Cluster of Excellence “Controlling Microbes to Fight Infections” (CMFI, EXC 2124), University of Tübingen, Tübingen, Germany
| | - Andrew G. Clark
- Institute of Cell Biology and Immunology/Stuttgart Research Center Systems Biology, University of Stuttgart, Stuttgart, Germany
- Center for Personalized Medicine, University of Tübingen, Tübingen, Germany
| | - María J. Gómez-Benito
- Department of Mechanical Engineering, Multiscale in Mechanical and Biological Engineering (M2BE), Instituto de Investigación en Ingeniería de Aragón (I3A), University of Zaragoza, Zaragoza, Spain
- *Correspondence: María J. Gómez-Benito, ; Effie E. Bastounis,
| | - Effie E. Bastounis
- Interfaculty Institute of Microbiology and Infection Medicine, Cluster of Excellence “Controlling Microbes to Fight Infections” (CMFI, EXC 2124), University of Tübingen, Tübingen, Germany
- *Correspondence: María J. Gómez-Benito, ; Effie E. Bastounis,
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Levayer R. Cell competition: Bridging the scales through cell-based modeling. Curr Biol 2021; 31:R856-R858. [PMID: 34256920 DOI: 10.1016/j.cub.2021.05.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Cell competition is a context-dependent, cell-elimination process that has been proposed to rely on several overlapping mechanisms. A new study combining cell-based modeling and quantitative microscopy data helps to evaluate the main contributors of mutant cell elimination.
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Affiliation(s)
- Romain Levayer
- Institut Pasteur, Department of Developmental and Stem Cell Biology, CNRS UMR 3738, 25 rue du Dr. Roux, 75015 Paris, France.
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