Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Letter
  • Open Access

Self-organized criticality driven by droplet influx and random fusion

Bohan Lyu1 and Jie Lin1,2,*

  • 1Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
  • 2Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China

  • *Contact author: linjie@pku.edu.cn

Phys. Rev. Research 7, L022060 – Published 9 June, 2025

DOI: https://doi.org/10.1103/PhysRevResearch.7.L022060

Abstract

The droplet size distribution typically decays exponentially in solutions formed by liquid-liquid phase separation. Nevertheless, a power-law distribution of nucleolus volumes has been observed in amphibian oocytes, which appears similar to the cluster size distribution in reaction-limited aggregation. In this work, we study the mechanism of power-law distributed droplet sizes and unveil a self-organized criticality driven by droplet influx and random fusion between droplets. Surprisingly, the droplet size dynamics is governed by a Smoluchowski equation similar to the cluster size in aggregation systems. The system reaches a critical state as the area fraction approaches the critical value at which the droplet size has a power-law distribution with an exponent of 1.5. The system is also spatially scale-free, with a divergent correlation length at the critical state, marked by giant droplet-density fluctuations and power-law decay of the pair correlation function.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (38)

  1. H. E. Stanley, Introduction to Phase Transitions and Critical Phenomena (Oxford University Press, New York, 1971).
  2. P. C. Hohenberg and B. I. Halperin, Theory of dynamic critical phenomena, Rev. Mod. Phys. 49, 435 (1977).
  3. S.-K. Ma, Modern Theory of Critical Phenomena (Routledge, New York, 2018).
  4. P. Bak, C. Tang, and K. Wiesenfeld, Self-organized criticality: An explanation of the 1/f noise, Phys. Rev. Lett. 59, 381 (1987).
  5. P. Bak, C. Tang, and K. Wiesenfeld, Self-organized criticality, Phys. Rev. A 38, 364 (1988).
  6. D. L. Turcotte, Self-organized criticality, Rep. Prog. Phys. 62, 1377 (1999).
  7. P. Bak, How Nature Works: The Science of Self-Organized Criticality (Springer, New York, 2013).
  8. J. Lin, E. Lerner, A. Rosso, and M. Wyart, Scaling description of the yielding transition in soft amorphous solids at zero temperature, Proc. Natl. Acad. Sci. USA 111, 14382 (2014).
  9. J. Lin, T. Gueudré, A. Rosso, and M. Wyart, Criticality in the approach to failure in amorphous solids, Phys. Rev. Lett. 115, 168001 (2015).
  10. G. K. von Schulthess, G. B. Benedek, and R. W. D. Blois, Measurement of the cluster size distributions for high functionality antigens cross-linked by antibody, Macromolecules 13, 939 (1980).
  11. D. A. Weitz, J. S. Huang, M. Y. Lin, and J. Sung, Dynamics of diffusion-limited kinetic aggregation, Phys. Rev. Lett. 53, 1657 (1984).
  12. D. A. Weitz, J. S. Huang, M. Y. Lin, and J. Sung, Limits of the fractal dimension for irreversible kinetic aggregation of gold colloids, Phys. Rev. Lett. 54, 1416 (1985).
  13. D. A. Weitz and M. Y. Lin, Dynamic scaling of cluster-mass distributions in kinetic colloid aggregation, Phys. Rev. Lett. 57, 2037 (1986).
  14. R. C. Ball, D. A. Weitz, T. A. Witten, and F. Leyvraz, Universal kinetics in reaction-limited aggregation, Phys. Rev. Lett. 58, 274 (1987).
  15. S. Torquato, Hyperuniform states of matter, Phys. Rep. 745, 1 (2018).
  16. L. Corte, P. M. Chaikin, J. P. Gollub, and D. J. Pine, Random organization in periodically driven systems, Nat. Phys. 4, 420 (2008).
  17. S. Wilken, R. E. Guerra, D. J. Pine, and P. M. Chaikin, Hyperuniform structures formed by shearing colloidal suspensions, Phys. Rev. Lett. 125, 148001 (2020).
  18. S. Wilken, R. E. Guerra, D. Levine, and P. M. Chaikin, Random close packing as a dynamical phase transition, Phys. Rev. Lett. 127, 038002 (2021).
  19. S. Wilken, A. Chaderjian, and O. A. Saleh, Spatial organization of phase-separated DNA droplets, Phys. Rev. X 13, 031014 (2023).
  20. C. P. Brangwynne, T. J. Mitchison, and A. A. Hyman, Active liquid-like behavior of nucleoli determines their size and shape in Xenopus laevis oocytes, Proc. Natl. Acad. Sci. USA 108, 4334 (2011).
  21. C. P. Brangwynne, C. R. Eckmann, D. S. Courson, A. Rybarska, C. Hoege, J. Gharakhani, F. Jülicher, and A. A. Hyman, Germline p granules are liquid droplets that localize by controlled dissolution/condensation, Science 324, 1729 (2009).
  22. A. A. Hyman, C. A. Weber, and F. Jülicher, Liquid-liquid phase separation in biology, Annu. Rev. Cell Dev. Biol. 30, 39 (2014).
  23. S. F. Banani, H. O. Lee, A. A. Hyman, and M. K. Rosen, Biomolecular condensates: Organizers of cellular biochemistry, Nat. Rev. Mol. Cell Biol. 18, 285 (2017).
  24. F. Jülicher and C. A. Weber, Droplet physics and intracellular phase separation, Annu. Rev. Condens. Matter Phys. 15, 237 (2024).
  25. P. Meakin, Diffusion-limited droplet coalescence, Phys. A (Amsterdam, Neth.) 165, 1 (1990).
  26. J. Berry, C. P. Brangwynne, and M. Haataja, Physical principles of intracellular organization via active and passive phase transitions, Rep. Prog. Phys. 81, 046601 (2018).
  27. P. G. J. van Dongen and M. H. Ernst, Dynamic scaling in the kinetics of clustering, Phys. Rev. Lett. 54, 1396 (1985).
  28. P. G. J. Dongen and M. H. Ernst, Cluster size distribution in irreversible aggregation at large times, J. Phys. A 18, 2779 (1985).
  29. J. C. Bohorquez, S. Gourley, A. R. Dixon, M. Spagat, and N. F. Johnson, Common ecology quantifies human insurgency, Nature (London) 462, 911 (2009).
  30. F.-M. Boisvert, S. Van Koningsbruggen, J. Navascués, and A. I. Lamond, The multifunctional nucleolus, Nat. Rev. Mol. Cell Biol. 8, 574 (2007).
  31. M. Feric, N. Vaidya, T. S. Harmon, D. M. Mitrea, L. Zhu, T. M. Richardson, R. W. Kriwacki, R. V. Pappu, and C. P. Brangwynne, Coexisting liquid phases underlie nucleolar subcompartments, Cell 165, 1686 (2016).
  32. M. Rubinstein and R. H. Colby, Polymer Physics (Oxford University Press, Oxford, 2003).
  33. X.-q. Shi, G. Fausti, H. Chaté, C. Nardini, and A. Solon, Self-organized critical coexistence phase in repulsive active particles, Phys. Rev. Lett. 125, 168001 (2020).
  34. E. Tjhung, C. Nardini, and M. E. Cates, Cluster phases and bubbly phase separation in active fluids: Reversal of the Ostwald process, Phys. Rev. X 8, 031080 (2018).
  35. P. Chauve, T. Giamarchi, and P. Le Doussal, Creep and depinning in disordered media, Phys. Rev. B 62, 6241 (2000).
  36. A. Rosso, A. K. Hartmann, and W. Krauth, Depinning of elastic manifolds, Phys. Rev. E 67, 021602 (2003).
  37. A. Rosso, P. Le Doussal, and K. J. Wiese, Avalanche-size distribution at the depinning transition: A numerical test of the theory, Phys. Rev. B 80, 144204 (2009).
  38. M. Ozawa, L. Berthier, G. Biroli, A. Rosso, and G. Tarjus, Random critical point separates brittle and ductile yielding transitions in amorphous materials, Proc. Natl. Acad. Sci. USA 115, 6656 (2018).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation