A neurocomputational hypothesis for nicotine addiction.

We present a hypothetical neurocomputational model that combines a set of neural circuits at the molecular, cellular, and system levels and accounts for several neurobiological and behavioral processes leading to nicotine addiction. We propose that combining changes in the nicotinic receptor response, expressed by mesolimbic dopaminergic neurons, with dopamine-gated learning in action-selection circuits, suffices to capture the acquisition of nicotine addiction. We show that an opponent process enhanced by persistent nicotine-taking renders self-administration rigid and habitual by inhibiting the learning process, resulting in long-term impairments in the absence of the drug. The model implies distinct thresholds on the dosage and duration for the acquisition and persistence of nicotine addiction. Our hypothesis unites a number of prevalent ideas on nicotine action into a coherent formal network for further understanding of compulsive drug addiction.

[1]  A. Dickinson,et al.  The neuropsychological basis of addictive behaviour , 2001, Brain Research Reviews.

[2]  S. Goldberg,et al.  Persistent behavior at high rates maintained by intravenous self-administration of nicotine. , 1981, Science.

[3]  D. Bertrand,et al.  Nicotine addiction: the possible role of functional upregulation. , 2002, Trends in pharmacological sciences.

[4]  A. Redish,et al.  Addiction as a Computational Process Gone Awry , 2004, Science.

[5]  D. Balfour Neuroplasticity within the mesoaccumbens dopamine system and its role in tobacco dependence. , 2002, Current drug targets. CNS and neurological disorders.

[6]  R. Lester,et al.  Influence of Subunit Composition on Desensitization of Neuronal Acetylcholine Receptors at Low Concentrations of Nicotine , 1997, The Journal of Neuroscience.

[7]  K. R. Ridderinkhof,et al.  Errors are foreshadowed in brain potentials associated with action monitoring in cingulate cortex in humans , 2003, Neuroscience Letters.

[8]  J. Changeux,et al.  An Extracellular Protein Microdomain Controls Up-regulation of Neuronal Nicotinic Acetylcholine Receptors by Nicotine* , 2004, Journal of Biological Chemistry.

[9]  W. Corrigall,et al.  Nicotine maintains robust self-administration in rats on a limited-access schedule , 2004, Psychopharmacology.

[10]  John T. Williams,et al.  Nicotine activates and desensitizes midbrain dopamine neurons , 1997, Nature.

[11]  James L. McClelland,et al.  The time course of perceptual choice: the leaky, competing accumulator model. , 2001, Psychological review.

[12]  G. Koob,et al.  Drug Addiction, Dysregulation of Reward, and Allostasis , 2001, Neuropsychopharmacology.

[13]  G. Koob,et al.  Dramatic decreases in brain reward function during nicotine withdrawal , 1998, Nature.

[14]  M. Picciotto,et al.  Neuronal Systems Underlying Behaviors Related to Nicotine Addiction: Neural Circuits and Molecular Genetics , 2002, The Journal of Neuroscience.

[15]  G. Chiara,et al.  Effects of nicotine on the nucleus accumbens and similarity to those of addictive drugs , 1996, Nature.

[16]  H. Mansvelder,et al.  Synaptic Mechanisms Underlie Nicotine-Induced Excitability of Brain Reward Areas , 2002, Neuron.

[17]  S. Heinemann,et al.  Molecular and Cellular Aspects of Nicotine Abuse , 1996, Neuron.

[18]  D. Wilkin,et al.  Neuron , 2001, Brain Research.

[19]  Samuel M. McClure,et al.  A computational substrate for incentive salience , 2003, Trends in Neurosciences.

[20]  J. Houk,et al.  Network models of the basal ganglia , 1997, Current Opinion in Neurobiology.

[21]  Burton S. Rosner,et al.  Neuropharmacology , 1958, Nature.

[22]  John N. J. Reynolds,et al.  Dopamine-dependent plasticity of corticostriatal synapses , 2002, Neural Networks.

[23]  J. Changeux,et al.  Nicotine reinforcement and cognition restored by targeted expression of nicotinic receptors , 2005, Nature.

[24]  S. Hyman,et al.  Addiction, Dopamine, and the Molecular Mechanisms of Memory , 2000, Neuron.

[25]  G. Chiara Role of dopamine in the behavioural actions of nicotine related to addiction. , 2000 .

[26]  D. Ji,et al.  Synaptic Plasticity and Nicotine Addiction , 2001, Neuron.

[27]  J. Changeux,et al.  Reward-dependent learning in neuronal networks for planning and decision making. , 2000, Progress in brain research.

[28]  G. H. Hall,et al.  Pharmacological Basis for the Tobacco Smoking Habit , 1968, Nature.

[29]  G. Chiara Drug addiction as dopamine-dependent associative learning disorder , 1999 .

[30]  J. Changeux,et al.  Acetylcholine receptors containing the β2 subunit are involved in the reinforcing properties of nicotine , 1998, Nature.

[31]  S. Cragg,et al.  Nicotine amplifies reward-related dopamine signals in striatum , 2004, Nature Neuroscience.

[32]  Monica Nordberg,et al.  Pharmacology , 1941, The Indian Medical Gazette.

[33]  Jeffery R Wickens,et al.  Inhibitory interactions between spiny projection neurons in the rat striatum. , 2002, Journal of neurophysiology.

[34]  B. Pitt Psychopharmacology , 1968, Mental Health.

[35]  S Dehaene,et al.  A neuronal model of a global workspace in effortful cognitive tasks. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[36]  D. Signorini,et al.  Neural networks , 1995, The Lancet.

[37]  Philippe Faure,et al.  Executive and social behaviors under nicotinic receptor regulation , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[38]  P. Dayan,et al.  A framework for mesencephalic dopamine systems based on predictive Hebbian learning , 1996, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[39]  J. Changeux,et al.  Ongoing Spontaneous Activity Controls Access to Consciousness: A Neuronal Model for Inattentional Blindness , 2005, PLoS biology.

[40]  Michael A. Nader,et al.  Behavioral/systems/cognitive Cocaine Self-administration Produces a Progressive Involvement of Limbic, Association, and Sensorimotor Striatal Domains , 2022 .

[41]  J. Changeux,et al.  Brain nicotinic receptors: structure and regulation, role in learning and reinforcement 1 Published on the World Wide Web on 24 October 1997. 1 , 1998, Brain Research Reviews.

[42]  Richard S. Sutton,et al.  Reinforcement Learning: An Introduction , 1998, IEEE Trans. Neural Networks.

[43]  B. Hoebel,et al.  Effects of nicotine and mecamylamine-induced withdrawal on extracellular dopamine and acetylcholine in the rat nucleus accumbens , 2001, Psychopharmacology.

[44]  R A Daly NOTES ON OCEANOGRAPHY. , 1901, Science.

[45]  Rita Z. Goldstein,et al.  Role of Dopamine, the Frontal Cortex and Memory Circuits in Drug Addiction: Insight from Imaging Studies , 2002, Neurobiology of Learning and Memory.

[46]  J. Changeux,et al.  The Wisconsin Card Sorting Test: theoretical analysis and modeling in a neuronal network. , 1991, Cerebral cortex.

[47]  Nicolas Le Novère,et al.  Subunit Composition of Functional Nicotinic Receptors in Dopaminergic Neurons Investigated with Knock-Out Mice , 2003, The Journal of Neuroscience.

[48]  T. Robinson Addicted Rats , 2004, Science.

[49]  M. M. Mielke,et al.  Nicotine self-administration in rats on a progressive ratio schedule of reinforcement , 1999, Psychopharmacology.