Abstract
Biological cells require active fluxes of matter to maintain their internal organization and perform multiple tasks to live. In particular they rely on cytoskeletal transport driven by motor proteins, ATP-fueled molecular engines, for delivering vesicles and biochemically active cargoes inside the cytoplasm. Experimental progress allows nowadays quantitative studies describing intracellular transport phenomena down to the nanometric scale of single molecules. Theoretical approaches face the challenge of modelling the multiscale, out-of-equilibrium and non-linear properties of cytoskeletal transport: from the mechanochemical complexity of a single molecular motor up to the collective transport on cellular scales. We will present some of our recent progress in building a generic modelling scheme for cytoskeletal transport based on lattice gas models called “exclusion processes”. Interesting new properties arise from the emergence of density inhomogeneities of particles along the network of one dimensional lattices. Moreover, understanding these processes on networks can provide important hints for other fundamental and applied problems such as vehicular, pedestrian and data traffic, or ultimately for technological and biomedical applications.
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Notes
- 1.
The typical energy scale is \(1~k_BT \sim 4\times 10^{-21}~\mathrm{J}\) with \(k_B \simeq 1,38 \times 10^{-23}~\mathrm{J}/\mathrm{K}\) is the Boltzmann constant and \(T \simeq 300~\mathrm{K}\) is the absolute temperature in Kelvin units.
- 2.
Note that in TASEP-LK such a condition is relaxed since particles can enter and leave the system at any site due to the binding/unbinding Langmuir process.
- 3.
In the effective rates \(\alpha _{v,eff}\) and \(\beta _{v,eff}\) we keep the explicit dependence on the jump rate \(p\).
- 4.
A detailed analysis, for large values of the connectivity can be found in the supplementary material of ref. [11].
- 5.
The current distribution \(W(j_s)\) remains monomodal (see the inset in Fig. 5) since the current is globally invariant under the particle-hole symmetry.
References
Alberts, B., Johnson, A., Walter, P., Lewis, J., Raff, M., Roberts, K.: Molecular Biology of the Cell, 15th edn. Garland, New York (2008)
Aridor, M., Hannan, L.A.: Traffic jams II: an update of diseases of intracellular transport. Traffic 3(11), 781–790 (2002)
Hirokawa, N., Takemura, R.: Molecular motors in neuronal development, intracellular transport and diseases. Curr. Opin. Neurobiol. 14(5), 564–573 (2004)
Gunawardena, S., Goldstein, L.S.: Cargo—carrying motor vehicles on the neuronal highway: transport pathways and neurodegenerative disease. J. Neurobiol. 58(2), 258–271 (2004)
Howard, Mechanics of motor proteins and the cytoskeleton, J. Sinauer Associates, Sunderland, MA, (2001)
Ross, J.L., Shuman, H., Holzbaur, E.L., Goldman, Y.E.: Kinesin and dynein-dynactin at intersecting microtubules: motor density affects dynein function. Biophys. J. 94(8), 3115–3125 (2008)
Cai, D., McEwen, D.P., Martens, J.R., Meyhofer, E., Verhey, K.J.: Single molecule imaging reveals differences in microtubule track selection between Kinesin motors. PLoS Biol. 7(10), e1000216 (2009)
Pierobon, P., Achouri, S., Courty, S., Dunn, A.R., Spudich, J.A., Dahan, M., Cappello, G.: Velocity, processivity, and individual steps of single myosin V molecules in live cells. Biophys. J. 96(10), 4268–4275 (2009)
Leduc, C., Padberg-Gehle, K., Varga, V., Helbing, D., Diez, S., Howard, J.: Molecular crowding creates traffic jams of kinesin motors on microtubules. Proc. Nat. Acad. Sci. 109(16), 6100–6105 (2012)
Bálint, S., Vilanova, I.V., lvarez, A.S., Lakadamyali, M.: Correlative live-cell and superresolution microscopy reveals cargo transport dynamics at microtubule intersections. Pro. Nat. Acad. Sci. 110(9), 3375–3380 (2013)
Neri, I., Kern, N., Parmeggiani, A.: Totally asymmetric simple exclusion process on networks. Phys. Rev. Lett. 107(6), 068702 (2011)
Neri, I., Kern, N., Parmeggiani, A.: Modeling cytoskeletal traffic: an interplay between passive diffusion and active transport. Phys. Rev. Lett. 110(9), 098102 (2013)
Neri, I., Kern, N., Parmeggiani, A.: Exclusion processes on networks as models for cytoskeletal transport. N. J. Phys. 15(8), 085005 (2013)
Tada, H., Higuchi, H., Wanatabe, T.M., Ohuchi, N.: In vivo real-time tracking of single quantum dots conjugated with monoclonal anti-HER2 antibody in tumors of mice. Cancer Res. 67(3), 1138–1144 (2007)
Farina, F., Pierobon, P., Delevoye, C., Monnet, J., Dingli, F., Loew, D., Quanz, M., Dutreix, M., Cappello, G.: Kinesin KIFC1 actively transports bare double-stranded DNA. Nucl. Acids Res. 41(9), 4926–4937 (2013)
Hamburg, M.A., Collins, F.S.: The path to personalized medicine. N. Eng. J. Med. 363(4), 301–304 (2010)
Chou, T., Mallick, K., Zia, R.K.P.: Non-equilibrium statistical mechanics: from a paradigmatic model to biological transport. Rep Prog. Phys. 74(11), 116601 (2011)
Aghababaie, Y., Menon, G.I., Plischke, M.: Universal properties of interacting Brownian motors. Phys. Rev. E. 59(3), 2578 (1999)
Schütz, G.M.: Exactly solvable models for many-body systems far from equilibrium. Phase Transitions Crit. Phenom. 19, 1–251 (2001)
Blythe, R.A., Evans, M.R.: Nonequilibrium steady states of matrix-product form: a solver’s guide. J. Phys. A Math. Theor. 40(46), R333 (2007)
Mallick, K.: Some exact results for the exclusion process. J. Stat. Mech. Theory Exp. 2011(01), P01024 (2011)
Mottishaw, P., Waclaw, B., Evans, M.R.: An exclusion process on a tree with constant aggregate hopping rate. J. Phys. A Math. Theor. 46(40), 405003 (2013)
Liggett, T.M.: Interacting Particle Systems, 276th edn. Springer, Berlin (1985)
Derrida, B.: Non-equilibrium steady states: fluctuations and large deviations of the density and of the current. J. Stat. Mech. Theory Exp. 2007(07), P07023 (2007)
Bertini, L., De Sole, A., Gabrielli, D., Jona-Lasinio, G., Landim, C.: Stochastic interacting particle systems out of equilibrium. J. Stat. Mech. Theory Exp. 2007(07), P07014 (2007)
Kirchhoff, G.: Ueber die Auflösung der gleichungen, auf welche man bei der untersuchung der linearen Vertheilung galvanischer Ströme geführt wird Ann. Phys. Chem. 148, 497–508 (1847)
Appert, C., Santen, L.: Modélisation du trafic routier par des automates cellulaires. Actes INRETS, 100, (2002)
Kirchner, A., Nishinari, K., Schadschneider, A.: Friction effects and clogging in a cellular automaton model for pedestrian dynamics. Phys. Rev. E. 67(5), 056122 (2003)
Chowdhury, D., Schadschneider, A., Nishinari, K.: Physics of transport and traffic phenomena in biology: from molecular motors and cells to organisms. Phys. Life Rev. 2(4), 318–352 (2005)
Lipowsky, R., Chai, Y., Klumpp, S., Liepelt, S., Müller, M.J.: Molecular motor traffic: From biological nanomachines to macroscopic transport. Phys. A Stat. Mech. Appl. 372(1), 34–51 (2006)
Moussaid, M., Guillot, E.G., Moreau, M., Fehrenbach, J., Chabiron, O., Lemercier, S., Pettr, J., Appert-Rolland, C., Degond, P., Theraulaz, G.: Traffic instabilities in self-organized pedestrian crowds. PLoS computational biology 8(3), (2012)
Nishinari, K., Sugawara, K., Kazama, T., Schadschneider, A., Chowdhury, D.: Modelling of self-driven particles: foraging ants and pedestrians. Phys. A Stat. Mech. Appl. 372(1), 132–141 (2006)
Karzig, T., von Oppen, F.: Signatures of critical full counting statistics in a quantum-dot chain. Phys. Rev. B 81(4), 045317 (2010)
Reichenbach, T., Franosch, T., Frey, E.: Exclusion processes with internal states. Phys. Rev. Lett. 97(5), 050603 (2006)
Chou, T.: An interacting spinflip model for one-dimensional proton conduction. J. Phy. A Math. Gen. 35(21), 4515 (2002)
Karcher, R.L., Deacon, S.W., Gelfand, V.I.: Motor-cargo interactions: the key to transport specificity. Trends Cell Biol. 12(1), 21–27 (2002)
Jülicher, F., Ajdari, A., Prost, J.: Modeling molecular motors. Rev. Mod. Phys. 69(4), 1269 (1997)
Parmeggiani, A., Schmidt, C. F.: Micromechanics of molecular motors: experiments and theory. In: Function and Regulation of Cellular Systems (pp. 151–176). Birkhäuser Basel (2004)
Lipowsky, R., Klumpp, S.: Life is motion: multiscale motility of molecular motors. Phys. A Stat. Mech. Appl. 352(1), 53–112 (2005)
Parmeggiani, A.: Non-equilibrium collective transport on molecular highways. In: Traffic and granular flow 07 (pp. 667–677). Springer, Berlin Heidelberg (2009)
Gross, S.P.: Hither and yon: a review of bi-directional microtubule-based transport. Phys. Biol. 1(2), R1 (2004)
Nagel, K., Herrmann, H.J.: Deterministic models for traffic jams. Phys. A Stat. Mech. Appl. 199(2), 254–269 (1993)
Schreckenberg, M., Schadschneider, A., Nagel, K., Ito, N.: Discrete stochastic models for traffic flow. Phys. Rev. E 51(4), 2939 (1995)
MacDonald, C.T., Gibbs, J.H., Pipkin, A.C.: Kinetics of biopolymerization on nucleic acid templates. Biopolymers 6(1), 1–25 (1968)
MacDonald, C.T., Gibbs, J.H.: Concerning the kinetics of polypeptide synthesis on polyribosomes. Biopolymers 7(5), 707–725 (1969)
Ciandrini, L., Stansfield, I., Romano, M.C.: Ribosome traffic on mRNAs maps to gene ontology: genome-wide quantification of translation initiation rates and polysome size regulation. PLoS Comput. Biol. 9(1), e1002866 (2013)
Parmeggiani, A., Franosch, T., Frey, E.: Phase coexistence in driven one-dimensional transport. Phys. Rev. Lett. 90(8), 086601 (2003)
Parmeggiani, A., Franosch, T., Frey, E.: Totally asymmetric simple exclusion process with Langmuir kinetics. Phys. Rev. E 70(4), 046101 (2004)
Popkov, V., Rkos, A., Willmann, R.D., Kolomeisky, A.B., Schütz, G.M.: Localization of shocks in driven diffusive systems without particle number conservation. Phys. Rev. E 67(6), 066117 (2003)
Burgers, J.: Kon. Nde. Akad. Wet. Verh. (Eerste Sectie) 17, 1 (1939)
Burgers, J. M.: Mathematical examples illustrating relations occurring in the theory of turbulent fluid motion (pp. 281–334). Springer, Netherlands (1995)
Shaw, L.B., Zia, R.K.P., Lee, K.H.: Totally asymmetric exclusion process with extended objects: a model for protein synthesis. Phys. Rev. E 68(2), 021910 (2003)
Pierobon, P., Frey, E., Franosch, T.: Driven lattice gas of dimers coupled to a bulk reservoir. Phys. Rev. E 74(3), 031920 (2006)
Derrida, B., Domany, E., Mukamel, D.: An exact solution of a one-dimensional asymmetric exclusion model with open boundaries. J. Stat. Phys. 69(3–4), 667–687 (1992)
Schütz, G., Domany, E.: Phase transitions in an exactly soluble one-dimensional exclusion process. J. Stat. Phys. 72(1–2), 277–296 (1993)
Derrida, B., Evans, M.R., Hakim, V., Pasquier, V.: Exact solution of a 1D asymmetric exclusion model using a matrix formulation. J. Phys. A Math. Gen. 26(7), 1493 (1993)
Kolomeisky, A.B., Schütz, G.M., Kolomeisky, E.B., Straley, J.P.: Phase diagram of one-dimensional driven lattice gases with open boundaries. J. Phys. A Math. Gen. 31(33), 6911 (1998)
Santen, L., Appert, C.: The asymmetric exclusion process revisited: fluctuations and dynamics in the domain wall picture. J. Stat. Phys. 106(1–2), 187–199 (2002)
Klumpp, S., Lipowsky, R.: Traffic of molecular motors through tube-like compartments. J. Stat. Phys. 113(1–2), 233–268 (2003)
Krug, J.: Boundary-induced phase transitions in driven diffusive systems. Phys. Rev. Lett. 67(14), 1882 (1991)
Pierobon, P., Parmeggiani, A., von Oppen, F., Frey, E.: Dynamic correlation functions and Boltzmann-Langevin approach for driven one-dimensional lattice gas. Phys. Rev. E. 72(3), 036123 (2005)
Luby-Phelps, K.: Physical properties of cytoplasm. Curr. Opin. Cell Biol. 6(1), 3–9 (1994)
Brankov, J., Pesheva, N., Bunzarova, N.: Totally asymmetric exclusion process on chains with a double-chain section in the middle: computer simulations and a simple theory. Phys. Rev. E 69(6), 066128 (2004)
Embley, B., Parmeggiani, A., Kern, N.: Understanding totally asymmetric simple-exclusion-process transport on networks: generic analysis via effective rates and explicit vertices. Phys. Rev. E 80(4), 041128 (2009)
Varga, V., Leduc, C., Bormuth, V., Diez, S., Howard, J.: Kinesin-8 motors act cooperatively to mediate length-dependent microtubule depolymerization. Cell 138(6), 1174–1183 (2009)
Raguin, A., Parmeggiani, A., Kern, N.: Role of network junctions for the totally asymmetric simple exclusion process. Phys. Rev. E 88(4), 042104 (2013)
Embley, B., Parmeggiani, A., Kern, N.: HEX-TASEP: dynamics of pinned domains for TASEP transport on a periodic lattice of hexagonal topology. J. Phys. Condens. Matter 20(29), 295213 (2008)
Nishinari, K., Okada, Y., Schadschneider, A., Chowdhury, D.: Intracellular transport of single-headed molecular motors KIF1A. Phys. Rev. Lett. 95(11), 118101 (2005)
Ciandrini, L., Stansfield, I.C.R.M., Romano, M.C.: Role of the particles stepping cycle in an asymmetric exclusion process: a model of mRNA translation. Phys. Rev. E 81(5), 051904 (2010)
Marchetti, M.C., Joanny, J.F., Ramaswamy, S., Liverpool, T.B., Prost, J., Rao, M., Simha, R.A.: Hydrodynamics of soft active matter. Rev. Mod. Phys. 85(3), 1143 (2013)
Greulich, P., Santen, L.: Active transport and cluster formation on 2D networks. Europ. Phys. J. E 32(2), 191–208 (2010)
Ezaki, T., Nishinari, K.: A balance network for the asymmetric simple exclusion process. J. Stat. Mech. Theory Exp. 2012(11), P11002 (2012)
Kruse, K., Sekimoto, K.: Growth of fingerlike protrusions driven by molecular motors. Phys. Rev. E 66(3), 031904 (2002)
Klein, G.A., Kruse, K., Cuniberti, G., Jülicher, F.: Filament depolymerization by motor molecules. Phys. Rev. Lett. 94(10), 108102 (2005)
Reese, L., Melbinger, A., Frey, E.: Crowding of molecular motors determines microtubule depolymerization. Biophys. J. 101(9), 2190–2200 (2011)
Johann, D., Erlenkmper, C., Kruse, K.: Length regulation of active biopolymers by molecular motors. Phys. Rev. Lett. 108(25), 258103 (2012)
Melbinger, A., Reese, L., Frey, E.: Microtubule length regulation by molecular motors. Phys. Rev. Lett. 108(25), 258104 (2012)
Klumpp, S., Nieuwenhuizen, T.M., Lipowsky, R.: Self-organized density patterns of molecular motors in arrays of cytoskeletal filaments. Biophys. J. 88(5), 3118–3132 (2005)
Acknowledgments
The authors thank the European Molecular Biology Organization (EMBO), the Centre National de la Recherche Scientifique (CNRS), the National Agency for Research (ANR), the Program of Laboratory of Excellence (LabEx) NUMEV and the Scientific Council of the University of Montpellier 2 for the financial support obtained during these years. We acknowledge the interesting discussions we had on these topics in these years with A. Abrieu, C. Appert, P. Arndt, B. Bassetti, P. Benetatos, M. Bornens, C. Braun-Breton, S. Camalet, G. Cappello, L. Ciandrini, M. Cosentino-Lagomarsino, N. Crampe, O. Dauloudet, S. Diez, J. Dorignac, A. Dunn, B. Embley, M. Evans, T. Franosch F. Geniet, J. Howard, K. Kroy, J.F. Joanny, F. Jülicher, K. Kruse, C. Leduc, M. Lefranc, V. Lorman, P. Malgaretti, K. Mallick, P. Montcourrier, B. Mulder, I. Pagonabarraga, A. Parmeggiani, P. Pierobon, J. Prost, O. Radulescu, A. Raguin, C.M. Romano, E. Sackmann, J. Santos, K. Sasaki, C.F. Schmidt, G.M. Schütz, K. Sekimoto, J. Spudich, F. Turci, C. Vanderzande and M. Wakayama. N.K. and A.P. would like to thank B. Embley for his contribution in the study of TASEP on small networks. In particular, A.P. specially thanks E. Frey for the opportunity to work on exclusion processes for motor protein transport and for the many important and insightful discussions they had on the topic, together with T. Franosch, some years ago.
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Parmeggiani, A., Neri, I., Kern, N. (2014). Modelling Collective Cytoskeletal Transport and Intracellular Traffic. In: Wakayama, M., et al. The Impact of Applications on Mathematics. Mathematics for Industry, vol 1. Springer, Tokyo. https://doi.org/10.1007/978-4-431-54907-9_1
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