The Rates of Protein Synthesis and Degradation Account for the Differential Response of Neurons to Spaced and Massed Training Protocols

The sensory-motor neuron synapse of Aplysia is an excellent model system for investigating the biochemical changes underlying memory formation. In this system, training that is separated by rest periods (spaced training) leads to persistent changes in synaptic strength that depend on biochemical pathways that are different from those that occur when the training lacks rest periods (massed training). Recently, we have shown that in isolated sensory neurons, applications of serotonin, the neurotransmitter implicated in inducing these synaptic changes during memory formation, lead to desensitization of the PKC Apl II response, in a manner that depends on the method of application (spaced versus massed). Here, we develop a mathematical model of this response in order to gain insight into how neurons sense these different training protocols. The model was developed incrementally, and each component was experimentally validated, leading to two novel findings: First, the increased desensitization due to PKA-mediated heterologous desensitization is coupled to a faster recovery than the homologous desensitization that occurs in the absence of PKA activity. Second, the model suggests that increased spacing leads to greater desensitization due to the short half-life of a hypothetical protein, whose production prevents homologous desensitization. Thus, we predict that the effects of differential spacing are largely driven by the rates of production and degradation of proteins. This prediction suggests a powerful mechanism by which information about time is incorporated into neuronal processing.

[1]  D. Glanzman,et al.  The Role of Rapid, Local, Postsynaptic Protein Synthesis in Learning-Related Synaptic Facilitation in Aplysia , 2007, Current Biology.

[2]  Volkmar Lessmann,et al.  The Adenomatous Polyposis Coli-protein (APC) interacts with the protein tyrosine phosphatase PTP-BL via an alternatively spliced PDZ domain , 2000, Oncogene.

[3]  Marc G Caron,et al.  Desensitization of G protein-coupled receptors and neuronal functions. , 2004, Annual review of neuroscience.

[4]  Thomas J. Carew,et al.  It's All about Timing , 2009, Cell.

[5]  P. Gressens,et al.  Dynamics of Somatostatin Type 2A Receptor Cargoes in Living Hippocampal Neurons , 2008, The Journal of Neuroscience.

[6]  J. H. Schwartz,et al.  Persistent activation of protein kinase C during the development of long-term facilitation in Aplysia. , 1994, Learning & memory.

[7]  W. Sossin An autonomous kinase generated during long-term facilitation in Aplysia is related to the Ca(2+)-independent protein kinase C Apl II. , 1997, Learning & memory.

[8]  P. A. Friedman,et al.  NHERF1 Regulates Parathyroid Hormone Receptor Membrane Retention without Affecting Recycling* , 2007, Journal of Biological Chemistry.

[9]  S. Finkbeiner,et al.  AMPA receptors regulate transcription of the plasticity-related immediate-early gene Arc , 2006, Nature Neuroscience.

[10]  R. LeVeque Finite Difference Methods for Ordinary and Partial Differential Equations: Steady-State and Time-Dependent Problems (Classics in Applied Mathematics Classics in Applied Mathemat) , 2007 .

[11]  S. Schacher,et al.  Two Signaling Pathways Regulate the Expression and Secretion of a Neuropeptide Required for Long-Term Facilitation in Aplysia , 2006, The Journal of Neuroscience.

[12]  Uli Müller,et al.  Serotonin Induces Temporally and Mechanistically Distinct Phases of Persistent PKA Activity in Aplysia Sensory Neurons , 1998, Neuron.

[13]  E. Kandel The Molecular Biology of Memory Storage: A Dialogue Between Genes and Synapses , 2001, Science.

[14]  Comert Kural,et al.  Actin dynamics counteract membrane tension during clathrin-mediated endocytosis , 2011, Nature Cell Biology.

[15]  A. C. Magalhães,et al.  Regulation of GPCR activity, trafficking and localization by GPCR‐interacting proteins , 2012, British journal of pharmacology.

[16]  Girstaute Dagyte,et al.  Sustained Arc/Arg3.1 Synthesis Controls Long-Term Potentiation Consolidation through Regulation of Local Actin Polymerization in the Dentate Gyrus In Vivo , 2007, The Journal of Neuroscience.

[17]  Thuy K. Smith,et al.  Proteasome inhibition enhances the induction and impairs the maintenance of late-phase long-term potentiation. , 2008, Learning & memory.

[18]  W. Sossin,et al.  PKC Differentially Translocates during Spaced and Massed Training in Aplysia , 2009, The Journal of Neuroscience.

[19]  Bruce D. Gelb,et al.  The Phosphatase SHP2 Regulates the Spacing Effect for Long-Term Memory Induction , 2009, Cell.

[20]  W. Sossin,et al.  Ca2+-Independent Protein Kinase C Apl II Mediates the Serotonin-Induced Facilitation at Depressed AplysiaSensorimotor Synapses , 2001, The Journal of Neuroscience.

[21]  Ted Abel,et al.  Temporal spacing of synaptic stimulation critically modulates the dependence of LTP on cyclic AMP‐dependent protein kinase , 2003, Hippocampus.

[22]  W. Sossin,et al.  Physiological Role for Phosphatidic Acid in the Translocation of the Novel Protein Kinase C Apl II in Aplysia Neurons , 2008, Molecular and Cellular Biology.

[23]  K. Martin,et al.  Isoform Specificity of PKC Translocation in Living Aplysia Sensory Neurons and a Role for Ca2+-Dependent PKC APL I in the Induction of Intermediate-Term Facilitation , 2006, The Journal of Neuroscience.

[24]  S. Ferguson,et al.  Evolving concepts in G protein-coupled receptor endocytosis: the role in receptor desensitization and signaling. , 2001, Pharmacological reviews.

[25]  E. Kandel,et al.  Presynaptic and Postsynaptic Mechanisms of Synaptic Plasticity and Metaplasticity during Intermediate-Term Memory Formation in Aplysia , 2010, The Journal of Neuroscience.

[26]  W. Sossin,et al.  Regulation of protein kinase C Apl II by serotonin receptors in Aplysia , 2010, Journal of neurochemistry.

[27]  E. Kandel,et al.  Facilitatory transmitter causes a selective and prolonged increase in adenosine 3':5'-monophosphate in sensory neurons mediating the gill and siphon withdrawal reflex in Aplysia , 1982, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[28]  E R Kandel,et al.  Depletion of serotonin in the nervous system of Aplysia reduces the behavioral enhancement of gill withdrawal as well as the heterosynaptic facilitation produced by tail shock , 1989, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[29]  E. Kandel,et al.  Identification of a serotonin receptor coupled to adenylyl cyclase involved in learning-related heterosynaptic facilitation in Aplysia , 2009, Proceedings of the National Academy of Sciences.

[30]  T. Abel,et al.  Protein synthesis is required for the enhancement of long-term potentiation and long-term memory by spaced training. , 2002, Journal of neurophysiology.

[31]  K. Nader,et al.  eIF2α Phosphorylation Bidirectionally Regulates the Switch from Short- to Long-Term Synaptic Plasticity and Memory , 2007, Cell.

[32]  P. A. Friedman,et al.  Role of PDZ proteins in regulating trafficking, signaling, and function of GPCRs: means, motif, and opportunity. , 2011, Advances in pharmacology.

[33]  Richard L. Huganir,et al.  Elongation Factor 2 and Fragile X Mental Retardation Protein Control the Dynamic Translation of Arc/Arg3.1 Essential for mGluR-LTD , 2008, Neuron.

[34]  K. Hsu,et al.  Insulin Stimulates Postsynaptic Density-95 Protein Translation via the Phosphoinositide 3-Kinase-Akt-Mammalian Target of Rapamycin Signaling Pathway* , 2005, Journal of Biological Chemistry.

[35]  T. Carew,et al.  Differential induction of long-term synaptic facilitation by spaced and massed applications of serotonin at sensory neuron synapses of Aplysia californica. , 1998, Learning & memory.

[36]  T. Carew,et al.  Transient Mitogen-Activated Protein Kinase Activation Is Confined to a Narrow Temporal Window Required for the Induction of Two-Trial Long-Term Memory in Aplysia , 2007, The Journal of Neuroscience.

[37]  Eric R Kandel,et al.  Whereas short-term facilitation is presynaptic, intermediate-term facilitation involves both presynaptic and postsynaptic protein kinases and protein synthesis. , 2011, Learning & memory.

[38]  Michael A Sutton,et al.  Interaction between amount and pattern of training in the induction of intermediate- and long-term memory for sensitization in aplysia. , 2002, Learning & memory.

[39]  P. De Koninck,et al.  Sensitivity of CaM kinase II to the frequency of Ca2+ oscillations. , 1998, Science.

[40]  M. Bear,et al.  Ubiquitination Regulates PSD-95 Degradation and AMPA Receptor Surface Expression , 2003, Neuron.

[41]  A. Babwah,et al.  Differential regulation of corticotropin releasing factor 1α receptor endocytosis and trafficking by β‐arrestins and Rab GTPases , 2006 .

[42]  P. McPherson,et al.  Clathrin light chains function in mannose phosphate receptor trafficking via regulation of actin assembly , 2008, Proceedings of the National Academy of Sciences.

[43]  A. Hanyaloglu,et al.  Regulation of GPCR signal networks via membrane trafficking , 2011, Molecular and Cellular Endocrinology.

[44]  W. Sossin,et al.  Biochemical Pathways by Which Serotonin Regulates Translation in the Nervous System of Aplysia , 1998, Journal of neurochemistry.

[45]  F. Maxfield,et al.  Characterization of Rapid Membrane Internalization and Recycling* , 2000, The Journal of Biological Chemistry.

[46]  T. Tully,et al.  CREB as a Memory Modulator: induced expression of a dCREB2 activator isoform enhances long-term memory in drosophila , 1995, Cell.

[47]  M. von Zastrow,et al.  Regulation of GPCRs by endocytic membrane trafficking and its potential implications. , 2008, Annual review of pharmacology and toxicology.

[48]  P. A. Friedman,et al.  NHERF1 Regulates Parathyroid Hormone Receptor Desensitization: Interference with β-Arrestin Binding , 2009, Molecular Pharmacology.

[49]  E. Kandel,et al.  5-HT and cAMP induce the formation of coated pits and vesicles and increase the expression of clathrin light chain in sensory neurons of aplysia , 1993, Neuron.

[50]  Ted Huang,et al.  Temporal Sensitivity of Protein Kinase A Activation in Late-Phase Long Term Potentiation , 2010, PLoS Comput. Biol..

[51]  E. Dobrikova,et al.  Phosphorylation of Eukaryotic Translation Initiation Factor 4G1 (eIF4G1) by Protein Kinase Cα Regulates eIF4G1 Binding to Mnk1 , 2011, Molecular and Cellular Biology.

[52]  A. Bretscher,et al.  A kinase-regulated PDZ-domain interaction controls endocytic sorting of the β2-adrenergic receptor , 1999, Nature.

[53]  C. Gorrini,et al.  Release of eIF6 (p27BBP) from the 60S subunit allows 80S ribosome assembly , 2003, Nature.

[54]  David B. Pettigrew,et al.  Dynamic Properties of Regulatory Motifs Associated with Induction of Three Temporal Domains of Memory in Aplysia , 2005, Journal of Computational Neuroscience.

[55]  J. Whistler,et al.  Changes in G Protein-coupled Receptor Sorting Protein Affinity Regulate Postendocytic Targeting of G Protein-coupled Receptors* , 2007, Journal of Biological Chemistry.

[56]  W. Sossin,et al.  Phosphorylation of eIF4E at a Conserved Serine inAplysia * , 1998, The Journal of Biological Chemistry.

[57]  E R Kandel,et al.  Spatially resolved dynamics of cAMP and protein kinase A subunits in Aplysia sensory neurons. , 1993, Science.

[58]  S. Ferguson,et al.  Differential regulation of corticotropin releasing factor 1alpha receptor endocytosis and trafficking by beta-arrestins and Rab GTPases. , 2006, Journal of neurochemistry.

[59]  T. Carew,et al.  Serotonergic modulation in aplysia. I. Distributed serotonergic network persistently activated by sensitizing stimuli. , 2004, Journal of neurophysiology.

[60]  W. Sossin,et al.  Isoform specificity of protein kinase Cs in synaptic plasticity. , 2007, Learning & memory (Cold Spring Harbor, N.Y.).

[61]  Isabelle M. Mansuy,et al.  Protein phosphatase 1 is a molecular constraint on learning and memory , 2002, Nature.

[62]  Vitali A. Likhoshvai,et al.  Generalized Hill Function Method for Modeling Molecular Processes , 2007, J. Bioinform. Comput. Biol..

[63]  T. Abrams,et al.  Evolutionary Conservation of the Signaling Proteins Upstream of Cyclic AMP-Dependent Kinase and Protein Kinase C in Gastropod Mollusks , 2009, Brain, Behavior and Evolution.

[64]  Parijat Sengupta,et al.  Signaling through a G Protein-coupled Receptor and Its Corresponding G Protein Follows a Stoichiometrically Limited Model* , 2007, Journal of Biological Chemistry.

[65]  S. Mundell,et al.  Desensitization and internalization of metabotropic glutamate receptor 1a following activation of heterologous Gq/11-coupled receptors. , 2004, Biochemistry.

[66]  S. Ferguson,et al.  Associate editor: P. Molenaar , 2022 .

[67]  H. Pashler,et al.  Distributed practice in verbal recall tasks: A review and quantitative synthesis. , 2006, Psychological bulletin.

[68]  Michael A Sutton,et al.  Parallel Molecular Pathways Mediate Expression of Distinct Forms of Intermediate-Term Facilitation at Tail Sensory–Motor Synapses in Aplysia , 2000, Neuron.