Abstract
Ca2+-calmodulin-dependent protein kinase II (CaMKII) is a key regulator of glutamatergic synapses and plays an essential role in many forms of synaptic plasticity. It has recently been observed that stimulating dendrites locally with a single glutamate/glycine puff induces a local translocation of CaMKII into spines that subsequently spreads in a wave-like manner towards the distal dendritic arbor. Here we present a mathematical model of the diffusion, activation and translocation of dendritic CaMKII. We show how the nonlinear dynamics of CaMKII diffusion-activation generates a propagating translocation wave, provided that the rate of activation is sufficiently fast. We also derive an explicit formula for the wave speed as a function of physiological parameters such as the diffusivity of CaMKII and the density of spines. Our model provides a quantitative framework for understanding the spread of CaMKII translocation and its possible role in heterosynaptic plasticity.
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Baer, S. M., & Rinzel, J. (1991). Propagation of dendritic spikes mediated by excitable spines: A continuum theory. Journal of Neurophysiology, 65, 874–890.
Barria, A., Derkach, V., & Soderling, T. (1997a). Identification of the Ca2+/calmodulin-dependent protein kinase II regulatory phosphorylation site in the α-amino-3-hydroxyl-5-methyl-4-isoxazole-proprionic acid glutamate receptor. Journal of Biological Chemistry, 272, 32727–32730.
Barria, A., Muller, D., Derkach, V., Griffith, L. C., & Soderling, T. R. (1997b). Regulatory phosphorylation of AMPA-type glutamate receptors by CaMKII during long-term potentiation. Science, 276, 2042–2045.
Bayer, K. U., De Koninck, P., Leonard, A. S., Hell, J. W., & Schulman, H. (2001). Interaction with the NMDA receptor locks CaMKII in an active conformation. Nature, 411, 801–805.
Bayer, K. U., et al. (2006). Transition from reversible to persistent binding of CaMKII to postsynaptic sites and NR2B. Journal of Neuroscience, 26, 1164–1174.
Bi, G.-Q., & Poo, M.-M. (2001). Synaptic modification by correlated activity: Hebb’s postulate revisited. Annual Review of Neuroscience, 24, 139–166.
Bressloff, P. C. (2009). Cable theory of protein receptor trafficking in dendritic trees. Physics Review E, 79, 041904.
Bressloff, P. C., & Earnshaw, B. A. (2007). Diffusion-trapping model of receptor trafficking in dendrites. Physics Review E, 75, 041915.
Coombes, S., & Bressloff, P. C. (2000). Solitary waves in a model of dendritic cable with active spines. SIAM Journal of Applied Mathematics, 61, 432–453.
Dagdug, L., Berezhkovskii, A. M., Makhnovskii, Y. A., & Zitserman, V. Y. (2007). Transient diffusion in a tube with dead ends. Journal of Chemical Physics, 127, 224712.
Derkach, V., Barria, A., & Soderling, T. R. (1999). Ca2 + /calmodulin-kinase II enhances channel conductance of α-amino-3-hydroxyl-5-methyl-4-isoxazoleproprionate type glutamate receptors. Proceedings of the National Academy of Sciences of the United States of America, 96, 3269–3274.
Earnshaw, B. A., & Bressloff, P. C. (2006). Biophysical model of AMPA receptor trafficking and its regulation during long-term potentiation/long-term depression. Journal of Neuroscience, 26, 12362–12373.
Earnshaw, B. A., & Bressloff, P. C. (2008). Modeling the role of lateral membrane diffusion in AMPA receptor trafficking along a spiny dendrite. Journal of Computational Neuroscience, 25, 366–389.
Engert, F., & Bonhoeffer, T. (1997). Synapse specificity of long-term potentiation breaks down at short distances. Nature, 388, 279–284.
Fukunaga, K., Stoppini, L., Miyamoto, E., & Muller, D. (1993). Long-term potentiation is associated with an increased activity of Ca2 + /calmodulin-dependent protein kinase II. Journal of Biological Chemistry, 268, 7863–7867.
Fukunaga, K., Muller, D., & Miyamoto, E. (1995). Increased phosphorylation of Ca2 + /calmodulin-dependent protein kinase II and its endogenous substrates in the induction of long-term potentiation. Journal of Biological Chemistry, 270, 6119–6124.
Gardoni, F., et al. (1998). Calcium/calmodulin-dependent protein kinase II is associated with NR2A/B subunits of NMDA receptor in postsynaptic densities. Journal of Neurochemistry, 71, 1733–1741.
Hanson, P. I., Meyer, T., Stryer, L., & Schulman, H. (1994). Dual role of calmodulin in autophosphorylation of multifunctional CaM Kinase may underlie decoding of calcium signal. Neuron, 12, 943–956.
Harms, K. J., & Craig, A. M. (2005). Synapse composition and organization following chronic activity blockade in cultured hippocampal neurons. Journal of Comparative Neurology, 490, 72–84.
Harvey, C. D., & Svoboda, K. (2007). Locally dynamic synaptic learning rules in pyramidal neuron dendrites. Nature, 450, 1195–1202.
Holcman, D., & Triller, A. (2006). Modeling synaptic dynamics driven by receptor lateral diffusion. Biophysical Journal, 91, 2405–2415.
Hudmon, A., & Schulman, H. (2002). Neuronal Ca2+/calmodulin-dependent protein kinase II: The role of structure and autoregulation in cellular function. Annual Review of Biochemistry, 71, 473–510.
Fisher, R. A. (1937). The wave of advance of advantageous genes. Annals of Eugenics, 7, 353–369.
Frey, U., & Morris, R. (1997). Synaptic tagging and long-term potentiation. Nature, 385, 533–536.
Kolmogorff, A., Petrovsky, I., & Piscounoff, N. (1937). Étude de l’équation de la diffusion avec croissance de la quantité de matière et son application à un problème biologique. Bulletin of Mathematics, 1, 1–25 (Moscow University).
Lee, H.-K., Barbarosie, M., Kameyama, K., Bear, M. F., & Huganir, R. L. (2000). Regulation of distinct AMPA receptor phosphorylation sites during bidirectional synaptic plasticity. Nature, 405, 955–959.
Lee, S.-J. R., Escobedo-Lozoya, Y., Szatmari, E. M., & Yasuda, R. (2009). Activation of CaMKII in single dendritic spines during long-term potentiation. Nature, 458, 299–304.
Leonard, A. S., Lim, I. A., Hemsworth, D. E., Horne, M. C., & Hell, J. W. (1999). Calcium/calmodulin-dependent protein kinase II is associated with the N-methyl-D-aspartate receptor. Proceedings of the National Academy of Sciences of the United States of America, 96, 3239–3244.
Lisman, J., Schulman, H., & Cline, H. (2002). The molecular basis of CaMKII function in synaptic and behavioural memory. Nature Reviews. Neuroscience, 3, 175–190.
Lledo, P. M., et al. (1995). Calcium/calmodulin-dependent kinase II and long-term potentiation enhance synaptic transmission by the same mechanism. Proceedings of the National Academy of Sciences of the United States of America, 92, 11175–11179.
Lou, L. L., Lloyd, S. J., & Schulman, H. (1986). Activation of the multifunctional Ca2 + /calmodulin-dependent protein kinase by autophosphorylation: ATP modulates production of an autonomous enzyme. Proceedings of the National Academy of Sciences of the United States of America, 83, 9497–9501.
Malenka, R. C., & Bear, M. F. (2004). LTP and LTD: An embarrassment of riches. Neuron, 44, 5–21.
Malinow, R., Schulman, H., & Tsien, R. W. (1989). Inhibition of postsynaptic PKC or CaMKII blocks induction but not expression of LTP. Science, 245, 862–866.
Mammen, A. L., Kameyama, K., Roche, K. W., & Huganir, R. L. (1997). Phosphorylation of the α-amino-3-hydroxyl-5-methyl-isoxazole-4-proprionic acid receptor GluR1 subunit by calcium/calmodulin-dependent protein kinase II. Journal of Biological Chemistry, 272, 32528–32533.
Meunier, C., & d’Incamps, B. L. (2008). Extending cable theory to heterogeneous dendrites. Neural Computation, 20, 1732–1775.
Miller, S. G., & Kenney, M. B. (1986). Regulation of brain type II Ca2 + /calmodulin-dependent protein kinase by autophosphorylation: A Ca2 + -triggered molecular switch. Cell, 44, 861–870.
Newpher, T. M., & Ehlers, M. D. (2008). Glutamate receptor dynamics in dendritic microdomains. Neuron, 58, 472–497.
Noble, J. V. (1974). Geographic and temporal development of plagues. Nature, 250, 726–729.
Otmakhov, N., Griffith, L. C., & Lisman, J. E. (1997). Postsynaptic inhibitors of calcium/calmodulin-dependent protein kinase type II block induction but not maintenance of pairing-induced long-term potentiation. Journal of Neuroscience, 17, 5357–5365.
Pettit, D. L., Perlman, S., & Malinow, R. (1994). Potentiated transmission and prevention of further LTP by increased CaMKII activity in postsynaptic hippocampal slice neurons. Science, 266, 1881–1885.
Reymann, K., & Frey, J. (2007). The late maintenance of hippocampal LTP: Requirements, phases, synaptic tagging, late associativity and implications. Neuropharmacology, 52, 24–40.
Rich, R. C., & Schulman, H. (1998). Substrate-directed function of calmodulin in autophosphorylation of Ca2+/calmodulin-dependent protein kinase II. Journal of Biological Chemistry, 273, 28424–28429.
Rose, J., Jin, S.-X., & Craig, A. M. (2009). Heterosynaptic molecular dynamics: Locally induced propagating synaptic accumulation of CaM Kinase II. Neuron, 61, 351–358.
Saitoh, T., & Schwartz, J. H. (1985). Phosphorylation-dependent subcellular translocation of a Ca2 + /calmodulin-dependent protein kinase produces an autonomous enzyme in Aplysia neurons. Journal of Cell Biology, 100, 835–842.
Santamaria, F., Wils, S., De Schutter, E., & Augustine, G. J. (2006). Anomalous diffusion in Purkinje cell dendrites caused by spines. Neuron, 52, 635–648.
Shen, K, & Meyer, T. (1999). Dynamic control of CaMKII translocation and localization in hippocampal neurons by NMDA receptor simulation. Science, 284, 162–166.
Shen, K., Tereul, M. N., Subramanian, K., & Meyer, T. (1998). CaMKIIβ functions as an F-actin targeting module that localizes CaMKIIα/β heterooligomers to dendritic spines. Neuron, 21, 593–606.
Shen, K., Teruel, M. N., Connor, J. H., Shenolikar, S., & Meyer, T. (2000). Molecular memory by reversible translocation of calcium/calmodulin-dependent protein kinase II. Nature Neuroscience, 3, 881–886.
Strack, S., Choi, S., Lovinger, D. M., & Colbran, R. J. (1997). Translocation of autophosphorylated calcium/calmodulin-dependent protein kinase II to the postsynaptic density. Journal of Biological Chemistry, 272, 13467–13470.
van Saarloos, W. (2003). Front propagation into unstable states. Physics Reports, 386, 29–222.
Yang, E., & Schulman, H. (1999). Structural examination of autoregulation of multifunctional calcium/calmodulin-dependent protein kinase II. Journal of Biological Chemistry, 274, 26199–26208.
Zhang, Y.-P., Holbro, N., & Oertner, T. G. (2008). Optical induction of plasticity at single synapses reveals input-specific accumulation of αCaMKII. Proceedings of the National Academy of Sciences of the United States of America, 105, 12039–12044.
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This work was supported by the National Science Foundation (DMS 0813677 and RTG 0354259).
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Earnshaw, B.A., Bressloff, P.C. A diffusion-activation model of CaMKII translocation waves in dendrites. J Comput Neurosci 28, 77–89 (2010). https://doi.org/10.1007/s10827-009-0188-9
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DOI: https://doi.org/10.1007/s10827-009-0188-9