Abstract
Mathematical and computational modeling is rapidly becoming an essential research technique complementing traditional experimental biological methods. However, lack of standard modeling methods, difficulties of translating biological phenomena into mathematical language, and differences in biological and mathematical mentalities continue to hinder the scientific progress. Here we focus on one area—cell motility—characterized by an unusually high modeling activity, largely due to a vast amount of quantitative, biophysical data, ‘modular’ character of motility, and pioneering vision of the area’s experimental leaders. In this review, after brief introduction to biology of cell movements, we discuss quantitative models of actin dynamics, protrusion, adhesion, contraction, and cell shape and movement that made an impact on the process of biological discovery. We also comment on modeling approaches and open questions.
Similar content being viewed by others
References
Abercrombie M., Heaysman J.E. and Pegrum S.M. (1970). The locomotion of fibroblasts in culture. I. Movements of the leading edge. Exp. Cell Res. 59: 393–398
Abraham V.C., Krishnamurthi V., Taylor D.L. and Lanni F. (1999). The actin-based nanomachine at the leading edge of migrating cells. Biophys. J. 77: 1721–1732
Alberts J.B. and Odell G.M. (2004). In silico reconstitution of Listeria propulsion exhibits nano-saltation. PLoS Biol. 2: e412
Alt W. and Dembo M. (1999). Cytoplasm dynamics and cell motion: two-phase flow models. Math. Biosci. 156: 207–228
Asthagiri A.R. and Lauffenburger D.A. (2000). Bioengineering models of cell signaling. Annu. Rev. Biomed. Eng. 2: 31–53
Atilgan E., Wirtz D. and Sun S.X. (2006). Mechanics and dynamics of actin-driven thin membrane protrusions. Biophys. J. 90: 65–76
Bershadsky A.D., Balaban N.Q. and Geiger B. (2003). Adhesion-dependent cell mechanosensitivity. Annu. Rev. Cell Dev. Biol. 19: 677–695
Bershadsky A., Kozlov M. and Geiger B. (2006). Adhesion-mediated mechanosensitivity: a time to experiment, and a time to theorize. Curr. Opin. Cell Biol. 18: 472–481
Bindschadler M., Osborn E.A., McGrath J.L. Jr. and Dewey C.F. (2004). A mechanistic model of the actin cycle. Biophys. J. 86: 2720–2739
Bohnet S., Ananthakrishnan R., Mogilner A., Meister J.J. and Verkhovsky A.B. (2006). Weak force stalls protrusion at the leading edge of the lamellipodium. Biophys. J. 90: 1810–1820
Bottino D.C. and Fauci L.J. (1998). A computational model of ameboid deformation and locomotion. Eur. Biophys. J. 27: 532–539
Bottino D., Mogilner A., Roberts T., Stewart M. and Oster G. (2002). How nematode sperm crawl. J. Cell Sci. 115: 367–384
Bray D. (2001). Cell Movements: From Molecules to Motility. Garland, New York
Cameron L.A., Giardini P.A., Soo F.S. and Theriot J.A. (2000). Secrets of actin-based motility revealed by a bacterial pathogen. Nat. Rev. Mol. Cell Biol. 1: 110–119
Carlier M.F. and Pantaloni D. (1997). Control of actin dynamics in cell motility. J. Mol. Biol. 269: 459–467
Carlsson A.E. (2001). Growth of branched actin networks against obstacles. Biophys. J. 81: 1907–1923
Carlsson A.E. (2003). Growth velocities of branched actin networks. Biophys. J. 84: 2907–2918
Carlsson A.E. and Sept D. (2004). Mathematical modeling of cell migration. Methods Cell Biol. 84: 911–937
Caron-Lormier G. and Berry H. (2005). Amplification and oscillations in the FAK/Src kinase system during integrin signaling. J. Theor. Biol. 232: 235–248
Charras G.T., Yarrow J.C., Horton M.A., Mahadevan L. and Mitchison T.J. (2005). Non-equilibration of hydrostatic pressure in blebbing cells. Nature 435: 365–369
Charras G.T., Coughlin M., Mitchison T.J. and Mahadevan L. (2008). Life and times of a cellular bleb. Biophys. J. 94: 1836–1853
Chaudhuri O., Parekh S.H. and Fletcher D.A. (2007). Reversible stress softening of actin networks. Nature 445: 295–298
Chicurel M. (2002). Cell biology: cell migration research is on the move. Science 295: 606–609
Choi Y.S., Lee J. and Lui R. (2004). Traveling wave solutions for a one-dimensional crawling nematode sperm cell model. J. Math. Biol. 49: 310–328
Condeelis J. (1993). Life at the leading edge: the formation of cell protrusions. Annu. Rev. Cell Biol. 9: 411–444
Dawes A.T. and Edelstein-Keshet L. (2007). Phosphoinositides and Rho proteins spatially regulate actin polymerization to initiate and maintain directed movement in a one-dimensional model of a motile cell. Biophys. J. 92: 744–768
Dembo M., Tuckerman L. and Goad W. (1981). Motion of polymorphonuclear leukocytes: theory of receptor redistribution and the frictional force on a moving cell. Cell Motil. 1: 205–235
Devreotes P. and Janetopoulos C. (2003). Eukaryotic chemotaxis: distinctions between directional sensing and polarization. J. Biol. Chem. 278: 20445–20448
Dickinson R.B. and Purich D.L. (2002). Clamped-filament elongation model for actin-based motors. Biophys. J. 82: 605–617
DiMilla P.A., Barbee K. and Lauffenburger D.A. (1991). Mathematical model for the effects of adhesion and mechanics on cell migration speed. Biophys. J. 60: 15–37
Edelstein-Keshet L. (1988). Mathematical Models in Biology. Random House, New York
Edelstein-Keshet L. and Ermentrout G.B. (2001). A model for actin-filament length distribution in a lamellipod. J. Math. Biol. 43: 325–355
Elson E.L., Felder S.F., Jay P.Y., Kolodney M.S. and Pasternak C. (1999). Forces in cell locomotion. Biochem. Soc. Symp. 65: 299–314
Evans E. (1993). New physical concepts for cell amoeboid motion. Biophys. J. 64: 1306–1322
Footer M.J., Kerssemakers J.W., Theriot J.A. and Dogterom M. (2007). Direct measurement of force generation by actin filament polymerization using an optical trap. Proc. Natl. Acad. Sci. USA 104: 2181–2186
Friedl P. (2004). Prespecification and plasticity: shifting mechanisms of cell migration. Curr. Opin. Cell Biol. 16: 14–23
Friedl P., Borgmann S. and Brocker E.B. (2001). Amoeboid leukocyte crawling through extracellular matrix: lessons from the Dictyostelium paradigm of cell movement. J. Leukoc Biol. 70: 491–509
Gardel M.L., Shin J.H., MacKintosh F.C., Mahadevan L., Matsudaira P.A. and Weitz D.A. (2004). Scaling of F-actin network rheology to probe single filament elasticity and dynamics. Phys. Rev. Lett. 93: 188102
Gerbal F., Chaikin P., Rabin Y. and Prost J. (2000). An elastic analysis of Listeria monocytogenes propulsion. Biophys. J. 79: 2259–2275
Giannone G., Dubin-Thaler B.J., Dobereiner H.G., Kieffer N., Bresnick A.R. and Sheetz M.P. (2004). Periodic lamellipodial contractions correlate with rearward actin waves. Cell 116: 431–443
Gov N.S. and Gopinathan A. (2006). Dynamics of membranes driven by actin polymerization. Biophys. J. 90: 454–469
Gracheva M.E. and Othmer H.G. (2004). A continuum model of motility in ameboid cells. Bull. Math. Biol. 66: 167–193
Haviv L., Brill-Karniely Y., Mahaffy R., Backouche F., Ben-Shaul A., Pollard T.D. and Bernheim-Groswasser A. (2006). Reconstitution of the transition from lamellipodium to filopodium in a membrane-free system. Proc. Natl. Acad. Sci. USA 103: 4906–4911
Head D.A., Levine A.J. and MacKintosh F.C. (2003). Distinct regimes of elastic response and deformation modes of cross-linked cytoskeletal and semiflexible polymer networks. Phys. Rev. E. 68: 061907
Herant M., Marganski W.A. and Dembo M. (2003). The mechanics of neutrophils: synthetic modeling of three experiments. Biophys. J. 84: 3389–3413
Hill T.L. and Kirschner M.W. (1982). Bioenergetics and kinetics of microtubule and actin filament assembly-disassembly. Int. Rev. Cytol. 78: 1–125
Howard, J.: Mechanics of motor proteins and the cytoskeleton, Sunderland (2001)
Joanny, J.F., Julicher, F., Prost, J.: Motion of an adhesive gel in a swelling gradient: a mechanism for cell locomotion. Phys. Rev. Lett. 90, 168102 (2003)
Keller M., Tharmann R., Dichtl M.A., Bausch A.R. and Sackmann E. (2003). Slow filament dynamics and viscoelasticity in entangled and active actin networks. Philos. Trans. A Math. Phys. Eng. Sci. 361: 699–711
Kovar D.R. and Pollard T.D. (2004). Insertional assembly of actin filament barbed ends in association with formins produces piconewton forces. Proc. Natl. Acad. Sci. USA 101: 14725–14730
Kruse K. and Julicher F. (2000). Actively contracting bundles of polar filaments. Phys. Rev. Lett. 85: 1778–1781
Kruse K., Joanny J.F., Julicher F. and Prost J. (2005). Contractility and retrograde flow in lamellipodium motion. Phys. Biol. 3: 130–137
Lacayo, C.I., Pincus, Z., VanDuijn, M.M., Wilson, C.A., Fletcher, D.A., Gertler, F.B., Mogilner, A., Theriot, J.A.: Emergence of large-scale cell morphology and movement from local actin filament growth dynamics, PLoS Biol. (2007) (in press)
Larripa K. and Mogilner A. (2006). Transport of a 1D viscoelastic actin-myosin strip of gel as a model of a crawling cell. Phys. A 372: 113–123
Laurent V.M., Kasas S., Yersin A., Schaffer T.E., Catsicas S., Dietler G., Verkhovsky A.B. and Meister J.J. (2005). Gradient of rigidity in the lamellipodia of migrating cells revealed by atomic force microscopy. Biophys. J. 89: 667–675
Lee J., Ishihara A., Theriot J.A. and Jacobson K. (1993). Principles of locomotion for simple-shaped cells. Nature 362: 167–171
Lee J. and Jacobson K. (1997). The composition and dynamics of cell-substratum adhesions in locomoting fish keratocytes. J. Cell Sci. 110: 2833–2844
Levchenko A. and Iglesias P.A. (2002). Models of eukaryotic gradient sensing: application to chemotaxis of amoebae and neutrophils. Biophys. J. 82: 50–63
Li S., Guan J.L. and Chien S. (2005). Biochemistry and biomechanics of cell motility. Annu. Rev. Biomed. Eng. 7: 105–150
Loisel T.P., Boujemaa R., Pantaloni D. and Carlier M.F. (1999). Reconstitution of actin-based motility of Listeria and Shigella using pure proteins. Nature 401: 613–616
MacKintosh F.C., Kas J. and Janmey P.A. (1995). Elasticity of semiflexible biopolymer networks. Phys. Rev. Lett. 75: 4425–4428
Maly I.V. and Borisy G.G. (2001). Self-organization of a propulsive actin network as an evolutionary process. Proc. Natl. Acad. Sci. USA 98: 11324–11329
Marcy Y., Prost J., Carlier M.F. and Sykes C. (2004). Forces generated during actin-based propulsion: a direct measurement by micromanipulation. Proc. Natl. Acad. Sci. USA 20(101): 5992–5997
Maree A.F., Jilkine A., Dawes A., Grieneisen V.A. and Edelstein-Keshet L. (2006). Polarization and movement of keratocytes: a multiscale modelling approach. Bull. Math. Biol. 68: 1169–1211
Mazzag B.M., Tamaresis J.S. and Barakat A.I. (2003). A model for shear stress sensing and transmission in vascular endothelial cells. Biophys. J. 84: 4087–4101
Meinhardt H. (1999). Orientation of chemotactic cells and growth cones: models and mechanisms. J. Cell Sci. 112: 2867–2874
Mitchison T.J. and Cramer L.P. (1996). Actin-based cell motility and cell locomotion. Cell 84: 371–379
Mizuno D., Tardin C., Schmidt C.F. and Mackintosh F.C. (2007). Nonequilibrium mechanics of active cytoskeletal networks. Science 315: 370–373
Mogilner A. and Edelstein-Keshet L. (2002). Regulation of actin dynamics in rapidly moving cells: a quantitative analysis. Biophys. J. 83: 1237–1258
Mogilner A. and Verzi D. (2003). A simple 1-D physical model for the crawling nematode sperm cell. J. Stat. Phys. 110: 1169–1189
Mogilner A. and Oster G. (2003). Force generation by actin polymerization II: The elastic ratchet and tethered filaments. Biophys. J. 84: 1591–1605
Mogilner A. and Rubinstein B. (2005). The physics of filopodial protrusion. Biophys. J. 89: 782–795
Mogilner A. (2006). On the edge: modeling protrusion. Curr. Opin. Cell Biol. 18: 32–39
Mullins R.D., Heuser J.A. and Pollard T.D. (1998). The interaction of Arp2/3 complex with actin: nucleation, high affinity pointed end capping, and formation of branching networks of filaments. Proc. Natl. Acad. Sci. USA 95: 6181–6186
Narang A., Subramanian K.K. and Lauffenburger D.A. (2001). A mathematical model for chemoattractant gradient sensing based on receptor-regulated membrane phospholipid signaling dynamics. Ann. Biomed. Eng. 29: 677–691
Nicolas A. and Safran S.A. (2006). Limitation of cell adhesion by the elasticity of the extracellular matrix. Biophys. J. 91: 61–73
Novak I.L., Slepchenko B.M., Mogilner A. and Loew L.M. (2004). Cooperativity between cell contractility and adhesion. Phys. Rev. Lett. 93: 268109
Oliver T., Dembo M. and Jacobson K. (1999). Separation of propulsive and adhesive traction stresses in locomoting keratocytes. J. Cell Biol. 145: 589–604
Oosawa F. and Asakura S. (1962). A theory of linear and helical aggregations of macromolecules. J. Mol. Biol. 4: 10–21
Oster G.F. (1984). On the crawling of cells. J. Embryol. Exp. Morphol. 83: 329–364
Palecek S.P., Loftus J.C., Ginsberg M.H., Lauffenburger D.A. and Horwitz A.F. (1997). Integrin-ligand binding properties govern cell migration speed through cell-substratum adhesiveness. Nature 385: 537–540
Palecek S.P., Horwitz A.F. and Lauffenburger D.A. (1999). Kinetic model for integrin-mediated adhesion release during cell migration. Ann. Biomed. Eng. 27: 219–235
Paluch E., Sykes C. and Gucht J. (2006). Cracking up: symmetry breaking in cellular systems. J. Cell Biol. 175: 687–692
Parekh S.H., Chaudhuri O., Theriot J.A. and Fletcher D.A. (2005). Loading history determines the velocity of actin-network growth. Nat. Cell Biol. 7: 1219–1223
Peskin C.S., Odell G.M. and Oster G.F. (1993). Cellular motions and thermal fluctuations: the Brownian ratchet. Biophys. J. 65: 316–324
Pollard T.D. (1986). Rate constants for the reactions of ATP- and ADP-actin with the ends of actin filaments. J. Cell Biol. 103: 2747–2754
Pollard T.D. (2003). The cytoskeleton, cellular motility and the reductionist agenda. Nature 422: 741–745
Pollard T.D. and Borisy G.G. (2003). Cellular motility driven by assembly and disassembly of actin filaments. Cell 112: 453–465
Pollard D. and Earnshaw W.C. (2007). Cell Biology. Elsevier, New York
Ponti A., Machacek M., Gupton S.L., Waterman-Storer C.M. and Danuser G. (2004). Two distinct actin networks drive the protrusion of migrating cells. Science 305: 1782–1786
Prass M., Jacobson K., Mogilner A. and Radmacher M. (2006). Direct measurement of the lamellipodial protrusive force in a migrating cell. J. Cell Biol. 174: 767–772
Preziosi L. (2006). Hybrid and multiscale modelling. J. Math. Biol. 53: 977–978
Rafelski S.M. and Theriot J.A. (2004). Crawling toward a unified model of cell mobility: spatial and temporal regulation of actin dynamics. Annu. Rev. Biochem. 73: 209–239
Rappel W.J., Thomas P.J., Levine H. and Loomis W.F. (2002). Establishing direction during chemotaxis in eukaryotic cells. Biophys. J. 83: 1361–1367
Rubinstein B., Jacobson K. and Mogilner A. (2005). Multiscale two-dimensional modeling of a motile simple-shaped cell. SIAM J. MMS. 3: 413–439
Sambeth R. and Baumgaertner A. (2001). Autocatalytic polymerization generates persistent random walk of crawling cells. Phys. Rev. Lett. 86: 5196–5199
Satulovsky J., Lui R. and Wang Y.-L. (2008). Exploring the control circuit of cell migration by mathematical modeling. Biophys. J. 94: 3671–3683
Satyanarayana S.V. and Baumgaertner A. (2004). Shape and motility of a model cell: a computational study. J. Chem. Phys. 121: 4255–4265
Schaus T.E., Taylor E.W. and Borisy G.G. (2007). Self-organization of actin filament orientation in the dendritic-nucleation/array-treadmilling model. Proc. Natl. Acad. Sci. USA 104: 7086–7091
Schaus, T.E., Borisy, G.G.: Performance of a population of independent filaments in lamellipodial protrusion. Biophys. J. (2008) (in press)
Schwarz U.S., Erdmann T. and Bischofs I.B. (2006). Focal adhesions as mechanosensors: the two-spring model. Biosystems 83: 225–232
Shemesh T., Geiger B., Bershadsky A.D. and Kozlov M.M. (2005). Focal adhesions as mechanosensors: a physical mechanism. Proc. Natl. Acad. Sci. USA 102: 12383–12388
Shenoy V.B., Tambe D.T., Prasad A. and Theriot J.A. (2007). A kinematic description of the trajectories of Listeria monocytogenes propelled by actin comet tails. Proc. Natl. Acad. Sci. USA 104: 8229–8234
Small J.V. (1994). Lamellipodia architecture: actin filament turnover and the lateral flow of actin filaments during motility. Semin. Cell Biol. 5: 157–163
Stossel T.P. (1993). On the crawling of animal cells. Science 260: 1086–1094
Stukalin E.B. and Kolomeisky A.B. (2006). ATP hydrolysis stimulates large length fluctuations in single actin filaments. Biophys. J. 90: 2673–2685
Svitkina T.M., Verkhovsky A.B., McQuade K.M. and Borisy G.G. (1997). Analysis of the actin-myosin II system in fish epidermal keratocytes: mechanism of cell body translocation. J. Cell Biol. 139: 397–415
Vallotton P., Danuser G., Bohnet S., Meister J.J. and Verkhovsky A.B. (2005). Tracking retrograde flow in keratocytes: news from the front. Mol. Biol. Cell. 16: 1223–1231
van der Gucht, J., Paluch, E., Plastino, J., Sykes, C. (2005). Stress release drives symmetry breaking for actin-based movement. Proc. Natl. Acad. Sci. USA 102: 7847–7852
van Oudenaarden, A., Theriot, J.A. (1999). Cooperative symmetry-breaking by actin polymerization in a model for cell motility. Nat. Cell Biol. 1: 493–499
Vavylonis D., Yang Q. and O’Shaughnessy B. (2005). Actin polymerization kinetics, cap structure, and fluctuations. Proc. Natl. Acad. Sci. USA 102: 8543–8548
Verkhovsky A.B., Svitkina T.M. and Borisy G.G. (1999). Self-polarization and directional motility of cytoplasm. Curr. Biol. 9: 11–20
Vicente-Manzanares M., Webb D.J. and Horwitz A.R. (2005). Cell migration at a glance. J. Cell Sci. 118: 4917–4919
Vignjevic D., Yarar D., Welch M.D., Peloquin J., Svitkina T. and Borisy G.G. (2003). Formation of filopodia- like bundles in vitro from a dendritic network. J. Cell Biol. 160: 951–962
Voituriez R., Joanny J.F. and Prost J. (2006). Generic phase diagram of active polar films. Phys. Rev. Lett. 96: 028102
Ward M.D. and Hammer D.A. (1994). Focal contact assembly through cytoskeletal polymerization: steady state analysis. J. Math. Biol. 32: 677–704
Webb D.J., Parsons J.T. and Horwitz A.F. (2002). Adhesion assembly, disassembly and turnover in migrating cells—over and over and over again. Nat. Cell Biol. 4: E97–E100
Wegner A. (1976). Head to tail polymerization of actin. J. Mol. Biol. 108: 139–150
Wolgemuth C.W., Mogilner A. and Oster G. (2004). The hydration dynamics of polyelectrolyte gels with applications to cell motility and drug delivery. Eur. Biophys. J. 33: 146–158
Wolgemuth C.W. (2005). Lamellipodial contractions during crawling and spreading. Biophys. J. 89: 1643–1649
Zaman M.H., Kamm R.D., Matsudaira P. and Lauffenburger D.A. (2005). Computational model for cell migration in three-dimensional matrices. Biophys. J. 89: 1389–1397
Zamir E. and Geiger B. (2001). Molecular complexity and dynamics of cell-matrix adhesions. J. Cell Sci. 114: 3583–3590
Zhu C. and Skalak R. (1988). A continuum model of protrusion of pseudopod in leukocytes. Biophys. J. 54: 1115–1137
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Mogilner, A. Mathematics of cell motility: have we got its number?. J. Math. Biol. 58, 105–134 (2009). https://doi.org/10.1007/s00285-008-0182-2
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00285-008-0182-2