Abstract
In this study, a three-dimensional mathematical model was used to study the contribution of clathrins during the process of cellular uptake of spherical nanoparticles under different membrane tensions. The clathrin-coated pit (CCP) that forms around the inward budding of the cell membrane was modeled as a vesicle with bending rigidity. An optimization algorithm was proposed for minimizing the total energy of the system, which comprises the deforming nanoparticle, receptor–ligand bonds, cell membrane, and CCP, in which way, the profile of the system is acquired. The results showed that the CCP enable full wrapping of the nanoparticles at various membrane tensions. When the cell membrane tension increases, the total deformation energy also increases, but the ratio of CCP bending to the minimum value of the total energy of the system decreases. The results also showed that the diameter of the endocytic vesicles determined by the competition between the stretching of the cell membrane and confinement of the coated pits are much larger than the nanoparticles, which is quit different as the results in passive endocytosis that is not facilitated by the CCPs. The present results indicate that variations of tension on cell membranes constitutes a biophysical marker for understanding the size distribution of CCPs observed in experiments. The present results also suggest that the early abortion of endocytosis is related to that the receptor–ligand bonds cannot generate adequate force to wrap the nanoparticles into the cell membrane before the clathrins respond to support the endocytic vesicles. Correspondingly, late abortion may relate to the inability of CCPs to confine the nanoparticles until the occurrence of the necking stage of endocytosis.
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References
Cann, A.J.: Principles of Molecular Virology: Trends in Biochemical Sciences. Academic Press, London (1993)
Stahl, P., Schwartz, A.L.: Receptor-mediated endocytosis. J. Clin. Invest. 77, 657–662 (1986)
Goldstein, J.L., Anderson, R.G.W., Brown, M.S.: Coated pits, coated vesicles and receptor-mediated endocytosis. Nature 279, 679–685 (1979)
Kihlström, E., Nilsson, L.: Endocytosis of Salmonella typhimurium 395 MS and MR10 by HeLa cells. Acta Pathol. Microbiol. Scand. Sect. B Microbiol. 85B, 322–328 (2009)
Tortorella, S., Karagiannis, T.C.: Transferrin receptor-mediated endocytosis: a useful target for cancer therapy. J. Membr. Biol. 247, 291–307 (2014)
Tanaka, T., Shiramoto, S., Miyashita, M., et al.: Tumor targeting based on the effect of enhanced permeability and retention (EPR) and the mechanism of receptor-mediated endocytosis (RME). Int. J. Pharm. 277, 39–61 (2004)
Kirchhausen, T., Owen, D., Harrison, S.C.: Molecular structure, function, and dynamics of clathrin-mediated membrane traffic. Cold Spring Harb. Perspect. Biol. 6, a016725 (2014)
Diz-Muñoz, A., Fletcher, D.A., Weiner, O.D.: Use the force: membrane tension as an organizer of cell shape and motility. Trends Cell Biol. 23, 47–53 (2013)
Oh, M.J., Kuhr, F., Byfield, F., et al.: Micropipette aspiration of substrate-attached cells to estimate cell stiffness. J. Vis. Exp. 67, e3886 (2012)
Boulant, S., Kural, C., Zeeh, J.C., et al.: Actin dynamics counteract membrane tension during clathrin-mediated endocytosis. Nat. Cell Biol. 13, 1124–1131 (2011)
Tan, X., Heureaux, J., Liu, A.P.: Cell spreading area regulates clathrin-coated pit dynamics on micropatterned substrate. Integr. Biol. 7, 1033–1043 (2015)
Wu, X.S., Elias, S., Liu, H., et al.: Membrane tension inhibits rapid and slow endocytosis in secretory cells. Biophys. J. 113, 2406–2414 (2017)
Gao, H., Shi, W., Freund, L.B.: Mechanics of receptor-mediated endocytosis. Proc. Natl. Acad. Sci. 102, 9469–9474 (2005)
Yi, X., Shi, X., Gao, H.: Cellular uptake of elastic nanoparticles. Phys. Rev. Lett. 107, 098101 (2011)
Decuzzi, P., Ferrari, M.: The role of specific and non-specific interactions in receptor-mediated endocytosis of nanoparticles. Biomaterials 28, 2915–2922 (2007)
Liu, X., Liu, Y., Gong, X., et al.: A numerical study of passive receptor-mediated endocytosis of nanoparticles: the effect of mechanical properties. Comput. Model Eng. Sci. 116, 281–300 (2018)
Dmitrieff, S., Nédélec, F.: Membrane mechanics of endocytosis in cells with turgor. PLoS Comput. Biol. 11, e1004538 (2015)
Irajizad, E., Walani, N., Veatch, S.L., et al.: Clathrin polymerization exhibits high mechano-geometric sensitivity. Soft Matter 13, 1455–1462 (2017)
Liu, J., Kaksonen, M., Drubin, D.G., et al.: Endocytic vesicle scission by lipid phase boundary forces. Proc. Natl. Acad. Sci. 103, 10277–10282 (2006)
Choi, C.H.J., Alabi, C.A., Webster, P., et al.: Mechanism of active targeting in solid tumors with transferrin-containing gold nanoparticles. Proc. Natl. Acad. Sci. 107, 1235–1240 (2010)
Marsh, M.: Clathrin-coated vesicles and receptor-mediated endocytosis. In: Zheng, Y. (ed.) Encyclopedia of Life Sciences. Wiley, Chichester (2001)
Brett, T.J., Traub, L.M.: Molecular structures of coat and coat-associated proteins: function follows form. Curr. Opin. Cell Biol. 18, 395–406 (2006)
Jin, A.J., Prasad, K., Smith, P.D., et al.: Measuring the elasticity of clathrin-coated vesicles via atomic force microscopy. Biophys. J. 90, 3333–3344 (2006)
Skalak, R., Tozeren, A., Zarda, R.P., et al.: Strain energy function of red blood cell membranes. Biophys. J. 13, 245–264 (1973)
David, F., Leibler, S.: Vanishing tension of fluctuating membranes. J. Phys. II 1, 959–976 (1991)
Dembo, M.: On peeling an adherent cell from a surface. Lect. Math. Life Sci. Some Math. Probl. Biol. 24, 51–77 (1994)
Helfrich, W.: Elastic properties of lipid bilayers: theory and possible experiments. Z. Naturforsch. C 28, 693–703 (1973)
Liu, X., Liu, Y., Gong, X., et al.: A numerical study of passive receptor-mediated endocytosis of nanoparticles: the effect of mechanical properties. Comput. Model. Eng. Sci. 116, 281–300 (2018)
Hochmuth, R.M., Evans, C.A., Wiles, H.C., et al.: Mechanical measurement of red cell membrane thickness. Science 220, 101–102 (1983)
Cheng, Y., Zak, O., Aisen, P., et al.: Structure of the human transferrin receptor-transferrin complex. Cell 116, 565–576 (2004)
Moy, V.T., Florin, E.L., Gaub, H.E.: Intermolecular forces and energies between ligands and receptors. Science 266, 257–259 (1994)
Sun, J., Zhang, L., Wang, J., et al.: Tunable rigidity of (polymeric core)-(lipid shell) nanoparticles for regulated cellular uptake. Adv. Mater. 27, 1402–1407 (2015)
Chou, T.: Stochastic entry of enveloped viruses: fusion versus endocytosis. Biophys. J. 93, 1116–1123 (2007)
Chithrani, B.D., Ghazani, A.A., Chan, W.C.W.: Determining the size and shape dependence of gold nanoparticle uptake into mammalian cells. Nano Lett. 6, 662–668 (2006)
Yi, X., Gao, H.: Kinetics of receptor-mediated endocytosis of elastic nanoparticles. Nanoscale 9, 454–463 (2017)
Ehrlich, M., Boll, W., van Oijen, A., et al.: Endocytosis by random initiation and stabilization of clathrin-coated pits. Cell 118, 591–605 (2004)
Schmid, S.L.: Clathrin-coated vesicle formation and protein sorting: an integrated process. Annu. Rev. Biochem. 66, 511–548 (1997)
Heuser, J.: Three-dimensional visualization of coated vesicle formation in fibroblasts. J. Cell Biol. 84, 560–583 (1980)
Raucher, D., Sheetz, M.P.: Membrane expansion increases endocytosis rate during mitosis. J. Cell Biol. 144, 497–506 (1999)
Weigel, A.V., Tamkun, M.M., Krapf, D.: Quantifying the dynamic interactions between a clathrin-coated pit and cargo molecules. Proc. Natl. Acad. Sci. 110, E4591–E4600 (2013)
Avinoam, O., Schorb, M., Beese, C.J., et al.: Endocytic sites mature by continuous bending and remodeling of the clathrin coat. Science 348, 1369–1372 (2015)
Loerke, D., Mettlen, M., Yarar, D., et al.: Cargo and dynamin regulate clathrin-coated pit maturation. PLoS Biol. 7, e1000057 (2009)
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This work was supported by the National Natural Science Foundation of China (Grant 11872040) and the Natural Science and Engineering Research Council of Canada.
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Liu, X., Yang, H., Liu, Y. et al. Numerical study of clathrin-mediated endocytosis of nanoparticles by cells under tension. Acta Mech. Sin. 35, 691–701 (2019). https://doi.org/10.1007/s10409-019-00839-0
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DOI: https://doi.org/10.1007/s10409-019-00839-0