Molecular Constraints on Synaptic Tagging and Maintenance of Long-Term Potentiation: A Predictive Model

Protein synthesis-dependent, late long-term potentiation (LTP) and depression (LTD) at glutamatergic hippocampal synapses are well characterized examples of long-term synaptic plasticity. Persistent increased activity of protein kinase M ζ (PKMζ) is thought essential for maintaining LTP. Additional spatial and temporal features that govern LTP and LTD induction are embodied in the synaptic tagging and capture (STC) and cross capture hypotheses. Only synapses that have been “tagged” by a stimulus sufficient for LTP and learning can “capture” PKMζ. A model was developed to simulate the dynamics of key molecules required for LTP and LTD. The model concisely represents relationships between tagging, capture, LTD, and LTP maintenance. The model successfully simulated LTP maintained by persistent synaptic PKMζ, STC, LTD, and cross capture, and makes testable predictions concerning the dynamics of PKMζ. The maintenance of LTP, and consequently of at least some forms of long-term memory, is predicted to require continual positive feedback in which PKMζ enhances its own synthesis only at potentiated synapses. This feedback underlies bistability in the activity of PKMζ. Second, cross capture requires the induction of LTD to induce dendritic PKMζ synthesis, although this may require tagging of a nearby synapse for LTP. The model also simulates the effects of PKMζ inhibition, and makes additional predictions for the dynamics of CaM kinases. Experiments testing the above predictions would significantly advance the understanding of memory maintenance.

[1]  Mark C. W. van Rossum,et al.  State Based Model of Long-Term Potentiation and Synaptic Tagging and Capture , 2009, PLoS Comput. Biol..

[2]  C. Vickers,et al.  Induction and maintenance of late‐phase long‐term potentiation in isolated dendrites of rat hippocampal CA1 pyramidal neurones , 2005, The Journal of physiology.

[3]  William H. Press,et al.  Numerical Recipes 3rd Edition: The Art of Scientific Computing , 2007 .

[4]  Upinder S. Bhalla,et al.  Molecular Switches at the Synapse Emerge from Receptor and Kinase Traffic , 2005, PLoS Comput. Biol..

[5]  Michael Davis,et al.  Temporary disruption of fear potentiated startle following PKMζ inhibition in the amygdala , 2011, Nature Neuroscience.

[6]  A. Kirkwood,et al.  AMPA receptor regulation during synaptic plasticity in hippocampus and neocortex. , 2011, Seminars in cell & developmental biology.

[7]  S. Sajikumar,et al.  Late-associativity, synaptic tagging, and the role of dopamine during LTP and LTD , 2004, Neurobiology of Learning and Memory.

[8]  Karim Nader,et al.  PKMζ maintains memories by regulating GluR2-dependent AMPA receptor trafficking , 2010, Nature Neuroscience.

[9]  Daniel T Gillespie,et al.  Stochastic simulation of chemical kinetics. , 2007, Annual review of physical chemistry.

[10]  J. Malter,et al.  Pin1 and PKMζ Sequentially Control Dendritic Protein Synthesis , 2010, Science Signaling.

[11]  J. Ferrell,et al.  Interlinked Fast and Slow Positive Feedback Loops Drive Reliable Cell Decisions , 2005, Science.

[12]  S. Sajikumar,et al.  Metaplasticity governs compartmentalization of synaptic tagging and capture through brain-derived neurotrophic factor (BDNF) and protein kinase Mζ (PKMζ) , 2011, Proceedings of the National Academy of Sciences.

[13]  D. A. Baxter,et al.  Mathematical Modeling of Gene Networks , 2000, Neuron.

[14]  Karel Svoboda,et al.  The Spread of Ras Activity Triggered by Activation of a Single Dendritic Spine , 2008, Science.

[15]  Eric R. Kandel,et al.  Transgenic Mice Lacking NMDAR-Dependent LTD Exhibit Deficits in Behavioral Flexibility , 2008, Neuron.

[16]  E. Bienenstock,et al.  Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex , 1982, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[17]  J. Fiala,et al.  Polyribosomes Redistribute from Dendritic Shafts into Spines with Enlarged Synapses during LTP in Developing Rat Hippocampal Slices , 2002, Neuron.

[18]  S. B. Kater,et al.  Dendritic spines: cellular specializations imparting both stability and flexibility to synaptic function. , 1994, Annual review of neuroscience.

[19]  R. Malenka,et al.  Temporal limits on the rise in postsynaptic calcium required for the induction of long-term potentiation , 1992, Neuron.

[20]  William H. Press,et al.  Numerical Recipes: FORTRAN , 1988 .

[21]  J. Frey,et al.  Plasticity-specific phosphorylation of CaMKII, MAP-kinases and CREB during late-LTP in rat hippocampal slices in vitro , 2005, Neuropharmacology.

[22]  U. Bhalla,et al.  Emergent properties of networks of biological signaling pathways. , 1999, Science.

[23]  J. David Sweatt,et al.  A Requirement for the Mitogen-activated Protein Kinase Cascade in Hippocampal Long Term Potentiation* , 1997, The Journal of Biological Chemistry.

[24]  Wulfram Gerstner,et al.  Tag-Trigger-Consolidation: A Model of Early and Late Long-Term-Potentiation and Depression , 2008, PLoS Comput. Biol..

[25]  KM Harris,et al.  Dendritic spines of CA 1 pyramidal cells in the rat hippocampus: serial electron microscopy with reference to their biophysical characteristics , 1989, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[26]  T. Soderling,et al.  Calmodulin-dependent Kinase Kinase/calmodulin Kinase I Activity Gates Extracellular-regulated Kinase-dependent Long-term Potentiation Intracellular Ca 2ϩ and Protein Phosphorylation Play Pivotal Roles in Long-term Potentiation (ltp), a Cellular Model of Learning and Memory. Ca 2ϩ Regulates Multiple , 2005 .

[27]  Joe Z Tsien,et al.  Inducible and Reversible NR1 Knockout Reveals Crucial Role of the NMDA Receptor in Preserving Remote Memories in the Brain , 2004, Neuron.

[28]  John Lisman,et al.  Role of the CaMKII/NMDA Receptor Complex in the Maintenance of Synaptic Strength , 2011, The Journal of Neuroscience.

[29]  E. Kandel,et al.  Requirement of a critical period of transcription for induction of a late phase of LTP. , 1994, Science.

[30]  E. Kandel,et al.  Rap1 Couples cAMP Signaling to a Distinct Pool of p42/44MAPK Regulating Excitability, Synaptic Plasticity, Learning, and Memory , 2003, Neuron.

[31]  S. Hrabetova,et al.  Transient translocation of conventional protein kinase C isoforms and persistent downregulation of atypical protein kinase Mzeta in long-term depression. , 2001, Brain research. Molecular brain research.

[32]  E Gould,et al.  Naturally occurring fluctuation in dendritic spine density on adult hippocampal pyramidal neurons , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[33]  Lin Lu,et al.  Inhibition of PKMζ in Nucleus Accumbens Core Abolishes Long-Term Drug Reward Memory , 2011, The Journal of Neuroscience.

[34]  Alcino J. Silva,et al.  Calmodulin-Kinases: Modulators of Neuronal Development and Plasticity , 2009, Neuron.

[35]  Karel Svoboda,et al.  Monitoring Neural Activity and [Ca2+] with Genetically Encoded Ca2+ Indicators , 2004, The Journal of Neuroscience.

[36]  U. Frey,et al.  Synaptic tagging and long-term potentiation , 1997, Nature.

[37]  Seok-Jin R. Lee,et al.  Activation of CaMKII in single dendritic spines during long-term potentiation , 2009, Nature.

[38]  D. A. Baxter,et al.  Interlinked dual-time feedback loops can enhance robustness to stochasticity and persistence of memory. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[39]  J. M. Alarcon,et al.  Synapse-specific stabilization of plasticity processes: The synaptic tagging and capture hypothesis revisited 10 years later , 2008, Neuroscience & Biobehavioral Reviews.

[40]  M. Bear,et al.  Extracellular Signal-Regulated Protein Kinase Activation Is Required for Metabotropic Glutamate Receptor-Dependent Long-Term Depression in Hippocampal Area CA1 , 2004, The Journal of Neuroscience.

[41]  T. Sacktor,et al.  Protein synthesis-dependent formation of protein kinase Mzeta in long- term potentiation , 1996, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[42]  D. A. Baxter,et al.  A model of the roles of essential kinases in the induction and expression of late long-term potentiation. , 2006, Biophysical journal.

[43]  K M Harris,et al.  Visualization of the Distribution of Autophosphorylated Calcium/Calmodulin-Dependent Protein Kinase II after Tetanic Stimulation in the CA1 Area of the Hippocampus , 1997, The Journal of Neuroscience.

[44]  H. Kasai,et al.  Principles of Long-Term Dynamics of Dendritic Spines , 2008, The Journal of Neuroscience.

[45]  Karel Svoboda,et al.  Nonlinear [Ca2+] Signaling in Dendrites and Spines Caused by Activity-Dependent Depression of Ca2+ Extrusion , 2006, The Journal of Neuroscience.

[46]  Todd Charlton Sacktor,et al.  Dendritic transport and localization of protein kinase Mzeta mRNA: implications for molecular memory consolidation. , 2004, The Journal of biological chemistry.

[47]  John F. Crary,et al.  Regulation of Protein Kinase Mζ Synthesis by Multiple Kinases in Long-Term Potentiation , 2007, The Journal of Neuroscience.

[48]  André A Fenton,et al.  PKMζ Maintains Spatial, Instrumental, and Classically Conditioned Long-Term Memories , 2008, PLoS biology.

[49]  S. Grant,et al.  Kinase Networks Integrate Profiles of N-Methyl-d-aspartate Receptor-mediated Gene Expression in Hippocampus* , 2008, Journal of Biological Chemistry.

[50]  U. Frey,et al.  Influence of actinomycin D, a RNA synthesis inhibitor, on long‐term potentiation in rat hippocampal neurons in vivo and in vitro. , 1996, The Journal of physiology.

[51]  T. Soderling,et al.  Bidirectional Regulation of Cytoplasmic Polyadenylation Element-binding Protein Phosphorylation by Ca 2ϩ / Calmodulin-dependent Protein Kinase Ii and Protein Phosphatase 1 during Hippocampal Long-term Potentiation Induction of Hippocampal Long-term Potentiation (ltp) Requires Activation of Ca 2ϩ /ca , 2022 .

[52]  Todd Charlton Sacktor,et al.  Persistent Phosphorylation by Protein Kinase Mζ Maintains Late-Phase Long-Term Potentiation , 2005, The Journal of Neuroscience.

[53]  S. Sajikumar,et al.  Identification of Compartment- and Process-Specific Molecules Required for “Synaptic Tagging” during Long-Term Potentiation and Long-Term Depression in Hippocampal CA1 , 2007, The Journal of Neuroscience.

[54]  Keisuke Kaneishi,et al.  3',5'-cyclic adenosine monophosphate augments intracellular Ca2+ concentration and gonadotropin-releasing hormone (GnRH) release in immortalized GnRH neurons in an Na+ -dependent manner. , 2002, Endocrinology.

[55]  U. Bhalla Signaling in small subcellular volumes. II. Stochastic and diffusion effects on synaptic network properties. , 2004, Biophysical journal.

[56]  J. Hell,et al.  Activity-Dependent Growth of New Dendritic Spines Is Regulated by the Proteasome , 2012, Neuron.

[57]  Q. Tang,et al.  A Novel Ca2+-Independent Signaling Pathway to Extracellular Signal-Regulated Protein Kinase by Coactivation of NMDA Receptors and Metabotropic Glutamate Receptor 5 in Neurons , 2004, The Journal of Neuroscience.

[58]  Jennie Z. Young,et al.  Homosynaptic and Heterosynaptic Inhibition of Synaptic Tagging and Capture of Long-Term Potentiation by Previous Synaptic Activity , 2005, The Journal of Neuroscience.

[59]  C. Klee,et al.  Characterization of the lanthanide ion-binding properties of calcineurin-B using laser-induced luminescence spectroscopy. , 1994, Biochemistry.

[60]  Eric R. Kandel,et al.  Aplysia CPEB Can Form Prion-like Multimers in Sensory Neurons that Contribute to Long-Term Facilitation , 2010, Cell.

[61]  E. Kandel,et al.  Some Forms of cAMP-Mediated Long-Lasting Potentiation Are Associated with Release of BDNF and Nuclear Translocation of Phospho-MAP Kinase , 2001, Neuron.

[62]  E. Pastalkova,et al.  Storage of Spatial Information by the Maintenance Mechanism of LTP , 2006, Science.

[63]  José Halloy,et al.  How molecular should your molecular model be? On the level of molecular detail required to simulate biological networks in systems and synthetic biology. , 2011, Methods in enzymology.

[64]  S. Raghavachari,et al.  A Unified Model of the Presynaptic and Postsynaptic Changes During LTP at CA1 Synapses , 2006, Science's STKE.

[65]  Timothy J Jarome,et al.  Protein kinase Mzeta maintains fear memory in the amygdala but not in the hippocampus. , 2009, Behavioral neuroscience.

[66]  R. Malenka,et al.  A calcineurin/AKAP complex is required for NMDA receptor-dependent LTD , 2010, Nature Neuroscience.

[67]  P. Nguyen,et al.  Regulation of hippocampal synaptic plasticity by cyclic AMP-dependent protein kinases , 2003, Progress in Neurobiology.

[68]  R. Morris,et al.  Making memories last: the synaptic tagging and capture hypothesis , 2010, Nature Reviews Neuroscience.

[69]  Sabina Hrabetova,et al.  Bidirectional Regulation of Protein Kinase Mζ in the Maintenance of Long-Term Potentiation and Long-Term Depression , 1996, The Journal of Neuroscience.

[70]  J. P. Schwartz,et al.  Development and Plasticity , 1997 .

[71]  Mu-Ming Poo,et al.  Spike-Timing Dependent Plasticity Beyond Synapse – Pre- and Post-Synaptic Plasticity of Intrinsic Neuronal Excitability , 2010, Front. Syn. Neurosci..

[72]  P. Smolen A Model of Late Long-Term Potentiation Simulates Aspects of Memory Maintenance , 2007, PloS one.

[73]  P. Serrano,et al.  PKMζ Maintains Late Long-Term Potentiation by N-Ethylmaleimide-Sensitive Factor/GluR2-Dependent Trafficking of Postsynaptic AMPA Receptors , 2008, The Journal of Neuroscience.

[74]  T. Soderling,et al.  Extrasynaptic Membrane Trafficking Regulated by GluR1 Serine 845 Phosphorylation Primes AMPA Receptors for Long-term Potentiation* , 2006, Journal of Biological Chemistry.

[75]  T. Sacktor How does PKMζ maintain long-term memory? , 2011, Nature Reviews Neuroscience.

[76]  E R Kandel,et al.  Capture of a protein synthesis-dependent component of long-term depression. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[77]  D. A. Baxter,et al.  The sensitivity of memory consolidation and reconsolidation to inhibitors of protein synthesis and kinases: computational analysis. , 2010, Learning & memory.

[78]  T. Sacktor,et al.  Synaptic Tagging and Cross-Tagging: The Role of Protein Kinase Mζ in Maintaining Long-Term Potentiation But Not Long-Term Depression , 2005, The Journal of Neuroscience.

[79]  M. Gallo,et al.  Intra-amygdala ZIP injections impair the memory of learned active avoidance responses and attenuate conditioned taste-aversion acquisition in rats. , 2011, Learning & memory.

[80]  Karel Svoboda,et al.  Molecular Nonlinear [ Ca 2 ] Signaling in Dendrites and Spines Caused by Activity-Dependent Depression of Ca 2 Extrusion , 2006 .

[81]  T. Bliss,et al.  The Role of Extracellular Regulated Kinases I/II in Late-Phase Long-Term Potentiation , 2002, The Journal of Neuroscience.

[82]  A. Ishida,et al.  A novel highly specific and potent inhibitor of calmodulin-dependent protein kinase II. , 1995, Biochemical and biophysical research communications.

[83]  G. Banker,et al.  Neuronal Calcium Activates a Rap1 and B-Raf Signaling Pathway via the Cyclic Adenosine Monophosphate-dependent Protein Kinase* , 2000, The Journal of Biological Chemistry.

[84]  D. Lewis,et al.  Decreased dendritic spine density on prefrontal cortical pyramidal neurons in schizophrenia. , 2000, Archives of general psychiatry.

[85]  U. Frey,et al.  Weak before strong: dissociating synaptic tagging and plasticity-factor accounts of late-LTP , 1998, Neuropharmacology.

[86]  Arthur Konnerth,et al.  Postsynaptic Induction of BDNF-Mediated Long-Term Potentiation , 2002, Science.

[87]  D. Lovinger,et al.  Translocation of Autophosphorylated Calcium/Calmodulin-dependent Protein Kinase II to the Postsynaptic Density* , 1997, The Journal of Biological Chemistry.

[88]  M. Kennedy,et al.  Tetanic Stimulation Leads to Increased Accumulation of Ca2+/Calmodulin-Dependent Protein Kinase II via Dendritic Protein Synthesis in Hippocampal Neurons , 1999, The Journal of Neuroscience.

[89]  Paul Smolen,et al.  Bistable MAP kinase activity: a plausible mechanism contributing to maintenance of late long-term potentiation. , 2008, American journal of physiology. Cell physiology.

[90]  J. Tsien,et al.  Synaptic reentry reinforcement based network model for long‐term memory consolidation , 2002, Hippocampus.

[91]  Karel Svoboda,et al.  Supersensitive Ras activation in dendrites and spines revealed by two-photon fluorescence lifetime imaging , 2006, Nature Neuroscience.

[92]  Bai Lu,et al.  BDNF Facilitates L-LTP Maintenance in the Absence of Protein Synthesis through PKMζ , 2011, PloS one.

[93]  J. Frey,et al.  Interfering with the Actin Network and Its Effect on Long-Term Potentiation and Synaptic Tagging in Hippocampal CA1 Neurons in Slices In Vitro , 2009, The Journal of Neuroscience.

[94]  Stefan Mihalas,et al.  Ca2+/calmodulin-dependent protein kinase II (CaMKII) is activated by calmodulin with two bound calciums , 2006, Proceedings of the National Academy of Sciences.

[95]  Ted Abel,et al.  Compartmentalized PKA signaling events are required for synaptic tagging and capture during hippocampal late-phase long-term potentiation. , 2006, European journal of cell biology.

[96]  William H. Press,et al.  Numerical Recipes in Fortran 77 , 1992 .

[97]  E. Klann,et al.  NMDA receptor activation results in PKA‐ and ERK‐dependent Mnk1 activation and increased eIF4E phosphorylation in hippocampal area CA1 , 2004, Journal of neurochemistry.

[98]  Susumu Tonegawa,et al.  The Dendritic Branch Is the Preferred Integrative Unit for Protein Synthesis-Dependent LTP , 2011, Neuron.