Mechano-induced patterned domain formation by monocytes
Source abstract
Abstract
Matrix stiffness and the corresponding mechanosignalling play indispensable roles in cellular phenotypes and functions. How tissue stiffness influences the behaviour of monocytes, a major circulating leukocyte of the innate system, and how it may promote the emergence of collective cell behaviour is less understood. Here we show that human primary monocytes, uniquely among key immune cells, undergo a dynamic local phase separation to form highly regular, reversible, multicellular, multilayered domains on soft collagen-coated hydrogels of physiological stiffnesses. Local activation of the β2 integrin-ICAM-1 complex initiates intercellular adhesion, while global soluble inhibitory factors maintain the steady-state domain pattern over days. While inhibiting their phagocytic capability, domain formation promotes the survival of monocytes. A computational model incorporating the Cahn-Hilliard equation of phase separation with the Turing mechanism of local activation and global inhibition suggests that cell seeding density and chemotactic and random cell migration contribute to domain pattern formation, which is experimentally validated. This work reveals that cells can generate complex phases by exploiting their mechanosensing abilities and combined short-range interactions and long-range signals to enhance their survival.
Source: europepmc · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Cellular Mechanics and Interactions · Cell Adhesion Molecules Research · Micro and Nano Robotics
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (78)
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1. Handorf, A. M., Zhou, Y., Halanski, M. A. & Li, W.-J. Tissue stiffness dictates development, homeostasis, and disease progression. Organogenesis 11, 1–15 (2015).10.1080/15476278.2015.1019687 ↗
2. Guimarães, C. F., Gasperini, L., Marques, A. P. & Reis, R. L. The stiffness of living tissues and its implications for tissue engineering. Nat. Rev. Mater. 5, 351–370 (2020).10.1038/s41578-019-0169-1 ↗
3. Selman, M. & Pardo, A. Fibroageing: an ageing pathological feature driven by dysregulated extracellular matrix-cell mechanobiology. Ageing Res. Rev. 70, 101393 (2021).10.1016/j.arr.2021.101393 ↗
4. Sicard, D. et al. Aging and anatomical variations in lung tissue stiffness. Am. J. Physiol. Lung Cell. Mol. Physiol. 314, L946–L955 (2018).10.1152/ajplung.00415.2017 ↗
5. Phillip, J. M., Aifuwa, I., Walston, J. & Wirtz, D. The mechanobiology of aging. Annu. Rev. Biomed. Eng. 17, 113–141 (2015).10.1146/annurev-bioeng-071114-040829 ↗
6. Chen, H., Cai, Y., Chen, Q. & Li, Z. Multiscale modeling of solid stress and tumor cell invasion in response to dynamic mechanical microenvironment. Biomech. Model. Mechanobiol. 19, 577–590 (2020).10.1007/s10237-019-01231-4 ↗
7. Deng, B. et al. Biological role of matrix stiffness in tumor growth and treatment. J. Transl. Med. 20, 540 (2022).10.1186/s12967-022-03768-y ↗
8. Ishihara, S. & Haga, H. Matrix stiffness contributes to cancer progression by regulating transcription factors. Cancers (Basel) https://doi.org/10.3390/cancers14041049 (2022).10.3390/cancers14041049 ↗
9. Wirtz, D., Konstantopoulos, K. & Searson, P. C. The physics of cancer: the role of physical interactions and mechanical forces in metastasis. Nat. Rev. Cancer 11, 512–522 (2011).10.1038/nrc3080 ↗
10. Nakasaki, M. et al. The matrix protein fibulin-5 is at the interface of tissue stiffness and inflammation in fibrosis. Nat. Commun. 6, 8574 (2015).10.1038/ncomms9574 ↗
11. Boyette, L. B. et al. Phenotype, function, and differentiation potential of human monocyte subsets. PLoS One 12, e0176460 (2017).10.1371/journal.pone.0176460 ↗
12. Ginhoux, F. & Jung, S. Monocytes and macrophages: developmental pathways and tissue homeostasis. Nat. Rev. Immunol. 14, 392–404 (2014).10.1038/nri3671 ↗
13. Wynn, T. A., Chawla, A. & Pollard, J. W. Macrophage biology in development, homeostasis and disease. Nature 496, 445–455 (2013).10.1038/nature12034 ↗
14. Qian, B. Z. et al. CCL2 recruits inflammatory monocytes to facilitate breast-tumour metastasis. Nature 475, 222–225 (2011).10.1038/nature10138 ↗
15. Vijayashankar, D. P. & Vaidya, T. Homotypic aggregates contribute to heterogeneity in B cell fates due to an intrinsic gradient of stimulant exposure. Exp. Cell. Res. 405, 112650 (2021).10.1016/j.yexcr.2021.112650 ↗
16. Malet-Engra, G. et al. Collective cell motility promotes chemotactic prowess and resistance to chemorepulsion. Curr. Biol. 25, 242–250 (2015).10.1016/j.cub.2014.11.030 ↗
17. Ng, L. G. et al. Visualizing the neutrophil response to sterile tissue injury in mouse dermis reveals a three-phase cascade of events. J. Invest. Dermatol. 131, 2058–2068 (2011).10.1038/jid.2011.179 ↗
18. O’Flaherty, J. T., Kreutzer, D. L. & Ward, P. A. Neutrophil aggregation and swelling induced by chemotactic agents. J. Immunol. 119, 232–239 (1977).10.4049/jimmunol.119.1.232 ↗
19. Mangaonkar, A. A. et al. Bone marrow dendritic cell aggregates associate with systemic immune dysregulation in chronic myelomonocytic leukemia. Blood Adv. 4, 5425–5430 (2020).10.1182/bloodadvances.2020002415 ↗
20. Lefkowitch, J. H., Haythe, J. H. & Regent, N. Kupffer cell aggregation and perivenular distribution in steatohepatitis. Mod. Pathol. 15, 699–704 (2002).10.1097/01.MP.0000019579.30842.96 ↗
21. Kiemen, A. L. et al. CODA: quantitative 3D reconstruction of large tissues at cellular resolution. Nat. Methods 19, 1490–1499 (2022).10.1038/s41592-022-01650-9 ↗
22. de Groot, A. E. et al. Characterization of tumor-associated macrophages in prostate cancer transgenic mouse models. Prostate 81, 629–647 (2021).10.1002/pros.24139 ↗
23. Braxton, A. M. et al. 3D genomic mapping reveals multifocality of human pancreatic precancers. Nature 629, 679–687 (2024).10.1038/s41586-024-07359-3 ↗
24. Kiemen, A. L. et al. 3D histology reveals that immune response to pancreatic precancers is heterogeneous and depends on global pancreas structure. Preprint at bioRxiv https://doi.org/10.1101/2024.08.03.606493 (2024).10.1101/2024.08.03.606493 ↗
25. Harjunpää, H., Llort Asens, M., Guenther, C. & Fagerholm, S. C. Cell adhesion molecules and their roles and regulation in the immune and tumor microenvironment. Front. Immunol. 10, 1078 (2019).10.3389/fimmu.2019.01078 ↗
26. Schittenhelm, L., Hilkens, C. M. & Morrison, V. L. β2 integrins as regulators of dendritic cell, monocyte, and macrophage function. Front. Immunol. https://doi.org/10.3389/fimmu.2017.01866 (2017).10.3389/fimmu.2017.01866 ↗
27. Herter, J. & Zarbock, A. Integrin regulation during leukocyte recruitment. J. Immunol. 190, 4451–4457 (2013).10.4049/jimmunol.1203179 ↗
28. Imhof, B. A. & Aurrand-Lions, M. Adhesion mechanisms regulating the migration of monocytes. Nat. Rev. Immunol. 4, 432–444 (2004).10.1038/nri1375 ↗
29. Needleman, D. & Dogic, Z. Active matter at the interface between materials science and cell biology. Nat. Rev. Mater. 2, 17048 (2017).10.1038/natrevmats.2017.48 ↗
30. Vicsek, T., Czirók, A., Ben-Jacob, E., Cohen, I. & Shochet, O. Novel type of phase transition in a system of self-driven particles. Phys. Rev. Lett. 75, 1226–1229 (1995).10.1103/PhysRevLett.75.1226 ↗
31. Tu, Y. Phases and phase transitions in flocking systems. Phys. A 281, 30–40 (2000).10.1016/S0378-4371(00)00017-0 ↗
32. Marchetti, M. C. et al. Hydrodynamics of soft active matter. Rev. Mod. Phys. 85, 1143–1189 (2013).10.1103/RevModPhys.85.1143 ↗
33. Takatori, S. C. & Brady, J. F. Towards a thermodynamics of active matter. Phys. Rev. E 91, 032117 (2015).10.1103/PhysRevE.91.032117 ↗
34. Zhang, J., Alert, R., Yan, J., Wingreen, N. S. & Granick, S. Active phase separation by turning towards regions of higher density. Nat. Phys. 17, 961–967 (2021).10.1038/s41567-021-01238-8 ↗
35. Yan, J. et al. Reconfiguring active particles by electrostatic imbalance. Nat. Mater. 15, 1095–1099 (2016).10.1038/nmat4696 ↗
36. Wu, P.-H., Giri, A., Sun, S. X. & Wirtz, D. Three-dimensional cell migration does not follow a random walk. Proc. Natl Acad. Sci. USA 111, 3949–3954 (2014).10.1073/pnas.1318967111 ↗
37. Li, B. & Sun, S. X. Coherent motions in confluent cell monolayer sheets. Biophys. J. 107, 1532–1541 (2014).10.1016/j.bpj.2014.08.006 ↗
38. Cahn, J. W. & Hilliard, J. E. Free energy of a nonuniform system. I. Interfacial free energy. J. Chem. Phys. 28, 258–267 (2004).10.1063/1.1744102 ↗
39. Lee, D. et al. Physical, mathematical, and numerical derivations of the Cahn–Hilliard equation. Comput. Mater. Sci. 81, 216–225 (2014).10.1016/j.commatsci.2013.08.027 ↗
40. Sneider, A. et al. Deep learning identification of stiffness markers in breast cancer. Biomaterials 285, 121540 (2022).10.1016/j.biomaterials.2022.121540 ↗
41. Martino, F., Perestrelo, A. R., Vinarský, V., Pagliari, S. & Forte, G. Cellular mechanotransduction: from tension to function. Front. Physiol. https://doi.org/10.3389/fphys.2018.00824 (2018).10.3389/fphys.2018.00824 ↗
42. Du, H. et al. Tuning immunity through tissue mechanotransduction. Nat. Rev. Immunol. 23, 174–188 (2023).10.1038/s41577-022-00761-w ↗
43. Shemesh, T., Geiger, B., Bershadsky, A. D. & Kozlov, M. M. Focal adhesions as mechanosensors: a physical mechanism. Proc. Natl Acad. Sci. 102, 12383–12388 (2005).10.1073/pnas.0500254102 ↗
44. Kim, D.-H. et al. Actin cap associated focal adhesions and their distinct role in cellular mechanosensing. Sci. Rep. 2, 555 (2012).10.1038/srep00555 ↗
45. Wu, Z., Plotnikov, S. V., Moalim, A. Y., Waterman, C. M. & Liu, J. Two distinct actin networks mediate traction oscillations to confer focal adhesion mechanosensing. Biophys. J. 112, 780–794 (2017).10.1016/j.bpj.2016.12.035 ↗
46. Dupont, S. et al. Role of YAP/TAZ in mechanotransduction. Nature 474, 179–183 (2011).10.1038/nature10137 ↗
47. Panciera, T., Azzolin, L., Cordenonsi, M. & Piccolo, S. Mechanobiology of YAP and TAZ in physiology and disease. Nat. Rev. Mol. Cell Biol. 18, 758–770 (2017).10.1038/nrm.2017.87 ↗
48. Wang, C. et al. Verteporfin inhibits YAP function through up-regulating 14-3-3σ sequestering YAP in the cytoplasm. Am. J. Cancer Res 6, 27–37 (2016).
49. Kasinrerk, W., Tokrasinwit, N. & Phunpae, P. CD147 monoclonal antibodies induce homotypic cell aggregation of monocytic cell line U937 via LFA-1/ICAM-1 pathway. Immunology 96, 184–192 (1999).10.1046/j.1365-2567.1999.00653.x ↗
50. Campanero, M. R. et al. An alternative leukocyte homotypic adhesion mechanism, LFA-1/ICAM-1-independent, triggered through the human VLA-4 integrin. J. Cell Biol. 110, 2157–2165 (1990).10.1083/jcb.110.6.2157 ↗
51. Flo, T. H. et al. Involvement of CD14 and β2-integrins in activating cells with soluble and particulate lipopolysaccharides and mannuronic acid polymers. Infect. Immun. 68, 6770–6776 (2000).10.1128/IAI.68.12.6770-6776.2000 ↗
52. Lecoanet-Henchoz, S. et al. CD23 Regulates monocyte activation through a novel interaction with the adhesion molecules CD11b-CD18 and CD11c-CD18. Immunity 3, 119–125 (1995).10.1016/1074-7613(95)90164-7 ↗
53. Oberyszyn, T. M. et al. β2 integrin/ICAM-1 adhesion molecule interactions in cutaneous inflammation and tumor promotion. Carcinogenesis 19, 445–455 (1998).10.1093/carcin/19.3.445 ↗
54. Gonnella, G., Marenduzzo, D., Suma, A. & Tiribocchi, A. Motility-induced phase separation and coarsening in active matter. C. R. Phys. 16, 316–331 (2015).10.1016/j.crhy.2015.05.001 ↗
55. Cates, M. E. & Tailleur, J. Motility-induced phase separation. Annu. Rev. Condens. Matter Phys. 6, 219–244 (2015).10.1146/annurev-conmatphys-031214-014710 ↗
56. Maini, P. K., Woolley, T. E., Baker, R. E., Gaffney, E. A. & Lee, S. S. Turing’s model for biological pattern formation and the robustness problem. Interface Focus 2, 487–496 (2012).10.1098/rsfs.2011.0113 ↗
57. Steinfeld, J. I., Francisco, J. S. & Hase, W. L. Chemical kinetics and Dynamics (Prentice Hall, 1999).
58. Du, W., Nair, P., Johnston, A., Wu, P.-H. & Wirtz, D. Cell trafficking at the intersection of the tumor–immune compartments. Annu. Rev. Biomed. Eng. 24, 275–305 (2022).10.1146/annurev-bioeng-110320-110749 ↗
59. Jayatilaka, H. et al. Synergistic IL-6 and IL-8 paracrine signalling pathway infers a strategy to inhibit tumour cell migration. Nat. Commun. 8, 15584 (2017).10.1038/ncomms15584 ↗
60. Stroka, K. M. Water permeation drives tumor cell migration in confined microenvironments. Cell 157, 611–623 (2014).10.1016/j.cell.2014.02.052 ↗
61. Bera, K. et al. Extracellular fluid viscosity enhances cell migration and cancer dissemination. Nature 611, 365–373 (2022).10.1038/s41586-022-05394-6 ↗
62. Giri, A. et al. The Arp2/3 complex mediates multigeneration dendritic protrusions for efficient 3-dimensional cancer cell migration. FASEB J. 27, 4089–4099 (2013).10.1096/fj.12-224352 ↗
63. Maghzal, N., Kayali, H. ulyaA., Rohani, N., Kajava, A. ndreyV. & Fagotto, F. EpCAM controls actomyosin contractility and cell adhesion by direct inhibition of PKC. Dev. Cell 27, 263–277 (2013).10.1016/j.devcel.2013.10.003 ↗
64. Clark, K. et al. TRPM7, a novel regulator of actomyosin contractility and cell adhesion. EMBO J. 25, 290-301–290-301 (2006).10.1038/sj.emboj.7600931 ↗
65. Bates, F. S. et al. Multiblock polymers: panacea or Pandora’s box?. Science 336, 434–440 (2012).10.1126/science.1215368 ↗
66. Peinemann, K.-V., Abetz, V. & Simon, P. F. W. Asymmetric superstructure formed in a block copolymer via phase separation. Nat. Mater. 6, 992–996 (2007).10.1038/nmat2038 ↗
67. Azaldegui, C. A., Vecchiarelli, A. G. & Biteen, J. S. The emergence of phase separation as an organizing principle in bacteria. Biophys. J. 120, 1123–1138 (2021).10.1016/j.bpj.2020.09.023 ↗
68. Nandana, V. & Schrader, J. M. Roles of liquid–liquid phase separation in bacterial RNA metabolism. Curr. Opin. Microbiol. 61, 91–98 (2021).10.1016/j.mib.2021.03.005 ↗
69. Monterroso, B. et al. Bacterial FtsZ protein forms phase-separated condensates with its nucleoid-associated inhibitor SlmA. EMBO Rep. 20, e45946 (2019).10.15252/embr.201845946 ↗
70. Lan, G., Daniels, B. R., Dobrowsky, T. M., Wirtz, D. & Sun, S. X. Condensation of FtsZ filaments can drive bacterial cell division. Proc. Natl Acad. Sci. USA 106, 121–126 (2009).10.1073/pnas.0807963106 ↗
71. Hall-Stoodley, L., Costerton, J. W. & Stoodley, P. Bacterial biofilms: from the natural environment to infectious diseases. Nat. Rev. Microbiol. 2, 95–108 (2004).10.1038/nrmicro821 ↗
72. Ghosh, P., Mondal, J., Ben-Jacob, E. & Levine, H. Mechanically-driven phase separation in a growing bacterial colony. Proc. Natl Acad. Sci. USA 112, E2166–E2173 (2015).10.1073/pnas.1504948112 ↗
73. Budrene, E. O. & Berg, H. C. Dynamics of formation of symmetrical patterns by chemotactic bacteria. Nature 376, 49–53 (1995).10.1038/376049a0 ↗
74. Taktikos, J., Lin, Y. T., Stark, H., Biais, N. & Zaburdaev, V. Pili-induced clustering of N. gonorrhoeae bacteria. PLoS One 10, e0137661 (2015).10.1371/journal.pone.0137661 ↗
75. Kuan, H.-S., Pönisch, W., Jülicher, F. & Zaburdaev, V. Continuum theory of active phase separation in cellular aggregates. Phys. Rev. Lett. 126, 018102 (2021).10.1103/PhysRevLett.126.018102 ↗
76. Carrère, A. et al. Microphase separation of living cells. Nat. Commun. 14, 796 (2023).10.1038/s41467-023-36395-2 ↗
77. Gilkes, D. M., Semenza, G. L. & Wirtz, D. Hypoxia and the extracellular matrix: drivers of tumour metastasis. Nat. Rev. Cancer 14, 430–439 (2014).10.1038/nrc3726 ↗
78. Wu, Y. & Du, W. Computational model to simulate mechano-induced patterned domain formation by monocytes. Zenodo https://doi.org/10.5281/zenodo.17247622 (2025).10.5281/zenodo.17247622 ↗