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Blending Psychology & Neurology: Associative Learning, Sensitization, Memory, Neurons

Discussion in 'General Addiction discussion' started by Richard_smoker, Apr 11, 2006.

  1. Richard_smoker

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    Addiction, Dopamine, and the Molecular Mechanisms of Memory

    Joshua D. Berke1, § and Steven E. Hyman2 Neuron, Vol. 25, 515–532, March, 2000, Copyright ã2000 by Cell Press

    The central feature of drug addiction is compulsive drug use—loss of control over apparently voluntary acts of drug seeking and drug taking ([82]). Addiction is a chronic disorder, since even after treatment and extended periods of drug abstinence, the risk of relapse to active drug use remains high. In this review, we consider some molecular mechanisms and neural circuits that may be involved in persistent, compulsive drug abuse. We do not attempt to provide a comprehensive account of the numerous effects of addictive drugs on the brain. Rather, we focus principally on the consequences of drug-enhanced release of dopamine in the striatum, with particular reference to psychomotor stimulants (such as cocaine and amphetamine). We contrast two different types of brain responses to addictive drugs—neuronal adaptations, which are mostly homeostatic responses to excessive stimulation, and synaptic plasticity, which allows for the association of drug-related stimuli with specific learned behaviors. Most recent investigations into the molecular neurobiology of addiction have emphasized homeostatic adaptations to drug administration (for representative reviews, see [129]; Koob et al., 1998). However, while homeostatic adaptations may underlie important aspects of drug dependence and withdrawal symptoms, it is unlikely that they can account either for the compulsive nature of drug abuse or for the persistent tendency to relapse. In contrast, we describe how addictive drugs can engage a set of molecular mechanisms normally involved in associative learning—stimulation of dopamine D1 receptors, the activation of the cAMP/PKA/CREB signal transduction pathway, a transient burst of altered gene expression, and synaptic rearrangements. The persistence of drug addiction may thus reflect the persistence of specific altered patterns of synaptic connectivity, as is thought to occur for normal memory formation. Finally, we describe how plasticity in multiple neuronal systems may contribute to distinct phases of drug taking, and argue that dorsal striatal circuits involved in normal habit learning may be of particular importance in the shift from controlled drug use to compulsive drug abuse.

    Tolerance, Dependence, and Sensitization

    Psychostimulants have both acute and long-lasting effects on behavior. In humans, they acutely increase alertness and produce a sense of well-being. In animal studies, low doses of psychostimulants reduce the time spent sleeping or quiescent, while causing increased locomotor activity. Psychostimulants also tend to increase the rate at which previously learned actions are performed, such as pressing a bar for a reward ([144]). As the dose increases, the range of observed behavior decreases, until at high doses "stereotypies" are observed—perseverative repetitions of a motor activity, such as sniffing or biting ( [194]). If cocaine or amphetamine is used repeatedly, some acute drug effects may diminish ("tolerance"), while others are enhanced ("sensitization"). Whether tolerance or sensitization occurs depends in part on the pattern of drug administration. Animals given several drug injections spaced out at intervals of a day or more tend to show sensitized locomotor activity and stereotypy, progressively increasing with each injection. Animals given the drug continuously through an osmotic pump, or by closely spaced injections, show a diminished locomotor response to a subsequent challenge dose ( [192 and 136]).

    Neural changes responsible for tolerance and sensitization can coexist. For example, [50] gave intermittent injections of cocaine (40 mg/kg, given at 3-day intervals) and observed a sensitized response to a challenge dose of cocaine (7.5 mg/kg). They then implanted the same animals with an osmotic pump that delivered cocaine continuously (80 mg/kg/day) for 7 days. One day after the pump was removed, the animals displayed tolerance to the challenge dose. However, by 10 days after pump removal, they once again displayed a sensitized response to the challenge. Thus, neural mechanisms of tolerance can mask the expression of sensitization, but may fade more rapidly (e.g., [109]).Sensitized locomotor activity can persist in rats for over a year after the end of drug administration ( [183]).

    A drug user who abruptly stops active drug use may display withdrawal symptoms. Some drugs give rise to clear "physical" symptoms of withdrawal, such as hypertension or abdominal cramps after stopping opiate use, or seizures after ceasing heavy alcohol use ([82]). All addictive drugs, including psychostimulants, can produce emotional withdrawal symptoms such as dysphoria and anhedonia, a diminished capacity for experiencing pleasure (e.g., [75 and 149]), although such symptoms are not always observed, even in individuals who use drugs compulsively. The behavioral phenomena of tolerance and withdrawal symptoms both appear to result, at least in part, from compensatory adaptations that occur during drug administration. In response to potent stimulation by drugs, such adaptations act to maintain equilibrium by reducing drug effects (tolerance). In the absence of the drug, these adaptations are unmasked, and a subset of these may produce symptoms generally opposite to those of the drug (withdrawal). A role for such neuroadaptations has been most convincingly documented for the opiate physical withdrawal syndrome ( [167]). It should be noted, however, that for some forms of tolerance, e.g., in opiate analgesia, there is increasing evidence for involvement of associative learning mechanisms ( [39]).
    Tolerance and withdrawal are the defining aspects of drug "dependence." In contrast, human addiction is defined by uncontrolled, compulsive drug use despite negative consequences. Dependence narrowly defined can occur without addiction (for example, in patients requiring morphine for cancer pain, or benzodiazepines for panic disorder; [186 and 261]). In addition to being insufficient for addiction, dependence is also not necessary. Both withdrawal symptoms and drug tolerance tend to disappear within a few days or weeks ( [74 and 183]) and are therefore unlikely to account for the persistence of drug addiction. As has been pointed out before, it is therefore essential to distinguish between neural alterations that account for dependence and those that responsible for compulsive drug use ( [274]) and late relapse.

    Associative Learning in Relapse and Sensitization

    Humans and other animals can readily learn to take addictive drugs; this process requires the specific recognition of drug-associated cues and the performance of specific, often complex, actions. Self-administration of psychostimulants may involve several distinct forms of learning ([197, 267 and 268]). An action that is followed by administration of psychostimulants, such as pressing a lever for intravenous injection, tends to be repeated ("reinforced"; e.g., [279]). In addition, cues associated with drug administration acquire motivational significance; for example, rats will choose to spend more time in a location in which they have passively received an injection of psychostimulants than in another location paired with saline injection ("conditioned place preference"; [256]). Psychostimulants act to enhance memory consolidation in general, even facilitating learning of specific behaviors unrelated to drug intake. For example, systemic injections of amphetamine after training can enhance learning of discrimination or avoidance tasks ( [133 and 266], and references therein).

    There is evidence that relapses among drug-addicted humans also involve associative learning. Relapse often occurs when addicts encounter people, places, or other cues associated with their prior drug use (e.g., [42 and 235]). In contrast, the great majority of US soldiers who became addicted to heroin in Vietnam were able to stop drug use upon returning to the distinct context of the United States ( [203]). In laboratory studies, drug users display conditioned emotional responses to drug-associated cues, including increased expressed desire for drugs (e.g., [60]). Conditioned responses to drug-associated cues persist far longer than withdrawal symptoms ( [173]) and can occur despite years of abstinence from drugs.

    As behavioral sensitization to drugs can also be persistent, it has been considered a model for some aspects of addiction. Sensitization can be operationally defined as a leftward shift in the drug's dose–response curve ([4]). Mechanistically, this could arise in at least two different ways. The drug could have an increased pharmacological effect, for example as a result of increasing the number of drug receptors or strengthening their coupling to effector proteins. Alternatively, an increased behavioral effect could result from the drug acting on neural circuits in which there are altered patterns of stored information, resulting from prior associative learning. While both forms of sensitization probably occur under certain circumstances, many experiments have demonstrated a role for associative learning in psychostimulant sensitization. If, for example, a rat is taken from its home cage to a novel "test" cage for intermittent amphetamine injections, the sensitized locomotor response to a challenge dose is much greater if the challenge is also given in that test cage than if given in a different environment (e.g., [95 and 7]). Several groups have demonstrated that this "context dependence" can be complete—i.e., substantial sensitization expressed in the drug-associated location, no sensitization at all in a different environment (for reviews, see [185 and 5]; for recent examples, see [255]). Even without an acute drug injection, an animal placed back in the drug-associated environment will often show a conditioned response, repeating in part the behavior previously performed there (such as locomotor activity or stereotypy). Discrete stimuli such as tones or lights that are paired with drug administration can also come to control both sensitization and conditioned locomotion ( [189, 23 and 180]). At least some aspects of sensitization also involve performance of learned responses to specific stimuli and contexts, rather than enhancement of an unlearned locomotor response to drug. A sensitized stereotypy response to amphetamine appears to consist largely of behavioral elements performed during the prior exposure to drug ( [61]), and the expression of this response is diminished in a novel environment ( [200]). Also, mice prevented from moving around freely during initial exposure to psychostimulants do not exhibit locomotor sensitization to a subsequent dose ( [137 and 138]).

    Context-dependent sensitization and cue-conditioned human relapse suggest that the brain stores specific patterns of drug-related information. In contrast, other mechanisms appear to regulate the overall responsiveness of an organism. Such mechanisms can produce either context-independent sensitization (see below; [247]) or, as in the state of psychostimulant withdrawal, a general reduction in responsiveness to a broad range of information, resembling mild depression ( [75]). In the remainder of this review, we examine neurobiological evidence supporting this distinction (see Table 1), and consider how neural mechanisms involved in normal memory formation might also be responsible for compulsive drug use.

    Architecture of Striatal Information Processing and Its Modulation by Dopamine

    Psychostimulants act at axonal terminals of neurons that release monoamines (dopamine, serotonin, and norepinephrine). Psychostimulants increase the extracellular concentrations of these neuromodulators: cocaine by blocking transporter-mediated reuptake and amphetamine by promoting efflux from synaptic terminals (for review, see Seiden, 1993). Many brain regions receive monoamine inputs, including striatum, neocortex, amygdala, and hippocampus ([64]), and following psychostimulant administration, markers of brain activity are altered in many structures (e.g., [244, 145 and 22]). While the full diversity of drug effects is mediated by multiple neurotransmitters acting in multiple brain regions, most addictive drugs share the common property of increasing dopamine release in the striatum (e.g., [54 and 134]). The dopamine input to the striatum is provided by a very dense network of axon terminals arising from cell bodies in the midbrain–substantia nigra pars compacta and ventral tegmental area (see [64]). The increased locomotor activity and stereotypy caused by psychostimulants seem especially to involve dopamine release in ventral and dorsal parts of striatum, respectively ( [118]). The ventral striatum includes the "core" and "shell" of the nucleus accumbens (see [90]); blockade of dopamine neurotransmission in this region attenuates most rewarding effects of addictive drugs, such as conditioned place preference (see [273] and references therein). The dopaminergic projection to ventral striatum has therefore been intensely investigated for its potential involvement in addiction (for review, see [230]).

    The dorsal and ventral striatum are components of large-scale neural circuits, encompassing the cerebral cortex, basal ganglia, and thalamus (Figure 1; for reviews, see [3 and 76]). The striatum receives glutamatergic inputs from all cortical areas. Neocortical areas project mainly to more dorsal parts of striatum, while other regions such as hippocampus and amygdala project mainly to ventral parts of striatum (e.g., [158]). Ninety to ninety-five percent of striatal neurons are medium-sized GABAergic cells, with dendrites that have a dense population of spines. These spines receive synaptic contacts from glutamatergic afferents; each spiny cell receives synapses from thousands of distinct cortical neurons ( [123]). This anatomical organization is consistent with the idea that spiny cells integrate information from many sources and contrasts with the point-to-point transmission of information that characterizes, for example, primary sensory cortical areas. Medium spiny neurons are silent most of the time, until simultaneous activity in many glutamatergic afferents pushes them into an active mode (the "up" state); once in this mode, small changes in input can then trigger action potentials, and the cells fire in bursts ( [246]). This activity of striatal neurons is frequently observed to be context dependent. A striatal neuron, for example, may fire in conjunction with a particular movement made as part of a specific behavioral task, but not with the same movement in a different behavioral situation (e.g., [122]).

    Multiple circuits project from a wide range of cortical regions through the basal ganglia and back to cortex. The processing of discrete patterns of information in these circuits can be modulated by the diffuse dopamine input from the midbrain. D1-type dopamine receptors are located pricipally on striatal neurons projecting to GPi/SNr, while D2-type dopamine receptors are principally on striatal neurons projecting to GPe. Additional important connections, such as the direct cortical projection to STN and dopamine inputs to other forebrain areas, are omitted for simplicity. Abbreviations: GPe, globus pallidus–external; GPi, globus pallidus–internal; STN, subthalamic nucleus; SNr, substantia nigra pars reticulata; SNc/VTA, substantia nigra pars compacta/ventral tegmental area; THAL, thalamus; HIPP, hippocampus; AMYG, amygdala.

    Striatal spiny neurons themselves project out of the striatum; half of these projections form the "direct" pathway to the internal part of the globus pallidus (GPi; SNr in rodents), while the other half project indirectly to GPi via the external part of the globus pallidus (GPe) and the subthalamic nucleus. From GPi there are projections to the mediodorsal thalamus. This part of the thalamus in turn has (reciprocal) connections with frontal neocortical areas, including prefrontal cortex. Overall, many investigators have suggested that neural circuits through the striatum are involved in response selection and the performance of actions (e.g., [200, 181, 275 and 25]).
    Superimposed on this cortex–basal ganglia–thalamus–frontal lobe circuitry are the modulatory dopamine projections. The architecture of dopaminergic and other monoaminergic systems in the brain differs markedly from that of neuronal projections involved in communication of detailed information. Dopamine is released by a restricted number of neurons that project widely to a large number of targets. The striatum is so heavily innervated by dopamine terminals that the average distance between release sites is only 4 μm, and the dynamics of dopamine reuptake allow rapid diffusion to nonsynaptic receptors ([83]). Dopamine receptors are commonly found at nonsynaptic sites; they do not seem to be clustered at synapses ( [28]). In addition, they are G protein coupled; Hille has pointed out that the characteristics of G protein signaling, such as high affinity for agonists and spare receptors, encourage extrasynaptic transmission ( [94]). When dopaminergic axons or cell bodies are briefly stimulated with a burst of current pulses, the resulting increase in striatal dopamine is transient, lasting less than a second ( [83 and 73]). Thus, dopamine neurotransmission in striatum may have some temporal specificity (see below), but it is thought that it represents a "global" signal rather than conveying spatially detailed patterns of information (e.g., [221 and 222]). Neural changes that alter dopamine neurotransmission are therefore unlikely, by themselves, to account for behavioral changes that are specific to particular patterns of information.

    Striatal Dopamine Sets Thresholds for Action

    Striatal dopamine levels modulate the "behavioral reactivity" of the organism ([216]; see also [18 and 201]). Loss of the dopamine input to striatum results in Parkinson's disease, characterized by slowness in initiating actions. Similarly, mice genetically modified to lack dopamine are hypoactive and stop eating a few weeks after birth; they starve unless given dopaminergic drugs such as L-DOPA, in which case they grow at near normal rates ( [285]). Adult animals whose dopamine cells are completely destroyed by neurotoxins such as 6-hydroxydopamine (6-OHDA) or MPTP are also akinetic and aphagic ( [257 and 140]), as are animals given large doses of dopamine-blocking drugs, such as the antipsychotic drug haloperidol. Rats given 6-OHDA lesions or haloperidol may not respond to normal food, but will often eat highly palatable food. Near-normal behavior can also be induced by arousing stimuli such as pinching the tail ( [227, 150 and 151]), and such lesioned animals will swim effectively if placed in a tank of water ( [115]). Thus, rather than preventing the capacity for action, removal of dopamine leads to a "psychomotor" deficit, in many ways opposite to the effects of psychostimulants (for review, see [274]). Conversely, increases in striatal dopamine levels are observed in response to a wide array of naturally occurring events that are arousing. These include rewarding, novel, and stressful stimuli (for reviews, see [18 and 217]).

    Consistent with the broad set of inputs to striatum, increasing striatal dopamine can enhance behavioral responsiveness to a broad range of information. For example, the ventral striatum receives inputs from nuclei of the amygdala that are thought to process information about the emotional and motivational significance of environmental stimuli ([63, 156 and 88]). Animals will normally work for presentation of a cue that has been previously presented in conjunction with reward. The amount of responding for such "conditioned reinforcers" is increased by injections of amphetamine either systemically or into ventral striatum ( [27 and 116]). Dopamine blockade or destruction of dopamine terminals in ventral striatum block this effect of amphetamine, without preventing responding for "primary" rewards such as food ( [197, 193 and 278]). Hence, the ventral striatum has been described as an interface between motivational and motor systems in the brain ( [163]), with dopamine regulating the extent to which previously obtained information about the motivational significance of cues affects ongoing behavior.

    Striatal Dopamine Also Assists Consolidation of New Behaviors

    In addition to a short-term effect facilitating action, dopamine also regulates learning in striatal circuits. Parkinsonian patients have specific deficits in "habit" or "skill" learning (e.g., [65, 214 and 124]). This form of associative learning is believed to involve the dorsal striatum, and is characterized by the progressively smoother execution of a particular action or behavioral sequence, generally in response to specific stimuli (for reviews, see [162, 269 and 84]). During the initial learning of a task, one must pay attention, but with many repetitions the process becomes increasingly automatic. This habit learning is a form of "procedural" or "implicit" memory—it is preserved in patients with amnesia who cannot consciously recall the training episodes ( [161]). Habit learning includes not just overt motor actions but also other tasks involving the gradual, incremental learning of implicit associations (e.g., [124]). Once established, some learned habits can be hard to extinguish, as they tend to persist even when the outcome becomes less desirable (i.e., they are resistant to devaluation; [4 and 11]).

    Removal of dopamine interferes with striatally based learning processes; conversely, intrastriatal injections of psychostimulants can enhance learning of striatum-dependent tasks. For example, if rats that are learning to move to a marked target in a water maze are given intrastriatal amphetamine immediately after training, they show enhanced performance the next day ([178]). This facilitatory action of psychostimulants on learning appears to respect the topography of cortical afferents to striatum. Amphetamine injections in parts of striatum receiving inputs from visual cortex selectively improve learning of a conditioned response to a visual cue, while injections into regions of striatum receiving inputs from olfactory cortex selectively improve learning of a conditioned response to an olfactory cue ( [262]). Systemic injections of amphetamine can also facilitate learning of such tasks, provided the dopamine input to striatum is intact ( [266]).

    This memory-enhancing effect of striatal dopamine does not require high temporal precision, since it is observed even with psychostimulant injections administered just after the training episodes. However, temporally precise changes in striatal dopamine may play other important roles in learning. Midbrain dopamine cells continuously supply dopamine to the striatum by firing tonically. Schultz and colleagues have found that certain external events, especially unexpected rewards, cause a transient increase in their rate of firing (for review, see [222]). This decrease disappears if the rewarding event comes to be reliably predicted by a prior cue (such as a tone) and instead occurs in response to the predictive cue. Rewards presented without prior cues still elicit an increased response, and if a reward is "expected" from prior cues but omitted, there is a suppression of cell firing at the expected time of reward ( [223]). Recent results using high-speed voltammetry to measure brief changes in dopamine in the rat ventral striatum have also found an important role for prediction ( [73]). In animals learning to press a lever to cause brief stimulation of dopamine cell bodies (intracranial self-stimulation), the first few lever presses resulted in increased dopamine release, and this dopamine release was necessary for the animals to learn to consistently perform the lever-pressing behavior. However, this dopamine response faded after the first few presses, even though the animals kept pressing the lever to receive stimulation. Unpredictable stimulation of dopamine cell bodies still caused a brief increase in dopamine release. Given these properties, it has been suggested that such transient changes in dopamine release may be evoked when the animal's predictions of rewarding events turn out to be inaccurate and that dopamine is involved in adjusting those predictions ( [225 and 226]). Transient changes in dopamine levels may correspond to the "error signal" found in certain neural network models of reinforcement learning ( [12 and 251]; but see [196]).

    Dopamine release in striatum can thus both potentiate performance of previously established behaviors (psychostimulation) and assist in the learning of new patterns of behavior (reinforcement/consolidation). We next turn to some of the molecular mechanisms underlying these effects, which are both likely to be important in the long-term effects of addictive drugs.

    Molecular Actions of Dopamine in Striatum

    There are at least five types of dopamine receptors in the vertebrate CNS, and these fall into two classes: D1-type (D1, D5) and D2-type (D2, D3, D4) (for reviews, see [169 and 204]). The striatum has a very high density of D1 and D2 dopamine receptors, localized concentrations of D3 receptors in regions of the ventral striatum, and lower levels of D4 and D5 receptors ( [148 and 19]). In view of their high striatal density, we focus here on D1 and D2 receptors. D1 receptors are localized primarily on striatal spiny neurons that project to the internal part of the globus pallidus/substantia nigra pars reticulata, while D2 receptors are found on spiny neurons projecting to the external part of the globus pallidus (see Figure 1). There are also D2 autoreceptors on the dopaminergic terminals themselves ( [141 and 120]). (As shorthand, we shall refer to D1 receptor–bearing striatal medium spiny neurons as "D1 cells" and D2 receptor–bearing striatal spiny neurons as "D2 cells"). D1 receptors are coupled to Gs/Golf and thus stimulate adenylate cyclase to produce the intracellular second messenger cAMP. cAMP in turn activates cAMP-dependent protein kinase (PKA), which phosphorylates numerous substrates, including L-type calcium channels, transcription factors such as CREB, and other intracellular signaling components (see Figure 2). D2 receptors are coupled to Gi/Go and thus inhibit adenylate cyclase and also activate an inwardly rectifying potassium channel.

    ExpressionInduction of IEG expression is under the joint control of calcium- and cAMP-dependent signal transduction pathways. In striatum these pathways appear to be mutually inhibitory at many stages (not shown), but their effects inside the nucleus can be cooperative. Both PKA and CaMKIV can phosphorylate CREB at serine 133. Calcium-dependent CREB phosporylation may also occur as a result of activation of the ERK MAPKs in striatal cells. ERK MAPKs also increase transcription of striatal IEGs through phosphorylation of the transcription factor Elk-1. A complex set of genes can be induced in striatal neurons. Some genes appear to be part of a homeostatic response, reducing sensitivity to subsequent stimulation; others may be involved in consolidating changes in the strength of specific synaptic connections. Abbreviations: D1, dopamine D1 receptor; D2, dopamine D2 receptor; PKA, cAMP-dependent protein kinase; CaM, calmodulin; CaMKIV, calcium/calmodulin-dependent protein kinase IV; MEK, MAP and ERK kinase; MAPK, mitogen-activated protein kinase; SRF, serum response factor; AP-1, activator protein-1; CRE, cAMP response element; CREB, CRE binding protein; TBP, TATA binding protein; RNA pol II, RNA polymerase II.

    Striatal D2 receptors are tonically (continuously) stimulated by basal levels of dopamine, and this tonic activity is important for normal motor behavior. Mice lacking D2 receptors show parkinsonian symptoms ([9]), as do normal animals given D2 antagonists.

    Dopaminergic drugs effective in the treatment of Parkinson's disease vary in their efficacy at D1 receptors, but they all cause stimulation of D2 receptors ( [49]). Administration of D2 antagonists, or dopamine depletion with reserpine, causes disinhibition of the cAMP/PKA/CREB pathway and induction of immediate-early genes (IEGs) in D2 cells ( [58, 202, 126 and 1]). This is blocked by coadministered D2 agonists but not D1 agonists ( [58 and 43]).

    D1 receptor stimulation leads to phosphorylation of striatal ion channels (including calcium, sodium, and potassium channels and NMDA receptors), with complex effects on cell firing that depend, in part, on the activation state of the neuron ([250, 93, 38 and 30]). Mice lacking D1 receptors do not show parkinsonian symptoms or other gross motor abnormalities ( [57 and 281]), suggesting that D2 receptor stimulation may be more essential for the enabling role of striatal dopamine on behavior. D1 receptors may have a greater role in the effects of dopamine on learning (see below; [14]). However, activation of both D1 and D2 receptors can have synergistic effects on acute neural activity, gene expression, and behavior ( [182, 139, 78 and 99]). The activating effect of increased striatal dopamine release on behavior may result in part from coordinated actions of D1 and D2 receptor stimulation on "direct" and "indirect" basal ganglia pathways, respectively ( [275]), although the exact nature of the information processing achieved through these circuits remains unclear.

    Prolonged Dopamine Stimulation Causes Compensatory Cellular Adaptations

    Intracellular signaling produced by D1 receptor stimulation can cause a variety of cellular responses, with varying time courses. Some of these changes cause altered sensitivity to neurotransmitters and may therefore be involved in altered behavioral responses to drugs. For example, phosphorylation and internalization of striatal D1 receptors can occur within minutes of exposure to amphetamine or D1 agonists and are associated with a diminished cAMP response to subsequent D1 stimulation (e.g., [210, 253 and 59]). This type of rapid adaptation may be responsible for the first cocaine administration in a "binge" having the largest subjective and physiological D1 effects ("acute tolerance"). Longer-lasting changes in dopamine neurotransmission can be achieved through altered gene expression. For example, prolonged activation of D1 receptors can lead to increased expression of the neuropeptide dynorphin in striatal D1 cells ( [77 and 46]). Increased dynorphin precursor mRNA is also seen in the striata of human cocaine abusers postmortem ( [101]). Dynorphin activates κ opioid receptors on presynaptic dopamine terminals, causing decreased dopamine release ( [242]). Thus, some effects of psychostimulants on gene expression appear to be compensatory adaptations to excessive stimulation of neurotransmitter receptors. Following an extended period of cocaine self-administration, extracellular levels of dopamine are depressed below normal baseline levels ( [265]). Increases in dynorphin expression may be one of the mechanisms involved in this blunting of normal dopamine neurotransmission ( [245]). κ receptor agonists are aversive in both humans and rats ( [238]), so an increase in dynorphin expression due to psychostimulant administration may contribute to the dysphoria seen during withdrawal ( [237]). Dopamine-induced increases in dynorphin expression require prolonged stimulation of D1 receptors (J. D. B. and S. E. H., unpublished data) and increased phosphorylation of CREB ( [46]). Prolonged overexpression of phospho-CREB in the ventral striatum via a viral vector also increases dynorphin expression and reduces the rewarding effects of cocaine ( [34]). The increase in striatal dynorphin mRNA levels is one of the longest-lasting of the dozens of mRNA changes induced by cocaine or D1 agonists ( [243 and 15]), yet even this increase fades within days if no further drugs are administered. Thus, the upregulation of striatal dynorphin by psychostimulants is an example of a reversible homeostatic adaptation that may contribute to withdrawal symptoms. The set of withdrawal symptoms produced by a given addictive drug result from multiple such homeostatic responses, in multiple brain regions ( [195, 102, 131 and 284]). When drug administration ceases, these neural systems gradually return to their normal sensitivity. This can take anywhere from minutes to weeks depending on the particular homeostatic response, but so far none appears sufficiently long-lasting to be involved in the persistent tendency of addicted individuals to relapse.

    Nonassociative Mechanisms Contributing to Sensitization

    The idea that changes in behavioral responses to psychostimulants reflect altered dopamine neurotransmission is attractively straightforward and has been extensively investigated. Psychostimulants can evoke a wide range of changes in both midbrain dopamine neurons and their forebrain targets ([230]); a subset of these likely contribute to some forms of sensitization. For example, after a period of psychostimulant administration, the ability of a subsequent dose to evoke dopamine release in the striatum can be increased (for reviews, see [110 and 205]). This effect can persist for at least several weeks (e.g., [208, 109 and 96]). Injections of amphetamine or D1 agonists directly into the vicinity of midbrain dopamine cells can also lead to an enhanced ability of subsequent doses of psychostimulants to cause dopamine release from terminals in the striatum ( [111, 258, 259 and 191]). Enhanced dopamine release can be observed even in dissociated striatal slices and may involve alterations to signal transduction pathways in dopamine terminals (e.g., [112]).

    Other behavioral manipulations, notably stress or social isolation, can also enhance the locomotor effects of subsequent doses of psychostimulants ([213 and 187]). Stress-induced sensitization occurs most readily when the stressor is unpredictable and/or uncontrollable ( [146 and 79]). Components of stress pathways may also be important in the development of some forms of

    psychostimulant sensitization ( [52 and 212]). Psychostimulant injections cause increased levels of stress hormones such as glucocorticoids, which may produce adaptations in midbrain dopamine neurons, leading to enhanced subsequent release of dopamine ( [187]).

    However, behavioral sensitization to psychostimulants can occur without increased striatal dopamine release (e.g., [228, 229, 109, 89 and 135]). In addition, behavioral sensitization to direct dopamine agonists occurs even when the dopamine projection to forebrain is absent. In 6-OHDA-lesioned rodents, repeated administration of L-DOPA or dopamine agonists causes a progressively enhanced locomotor response to these drugs ("priming"; e.g., [107, 166 and 31]). This effect may contribute to the dyskinesias, response fluctuations, and psychotic symptoms experienced by most human patients receiving long-term L-DOPA therapy for Parkinson's disease ( [49 and 175]). Like psychostimulant sensitization, priming can persist for many months in the absence of drugs (e.g., [48]).
    Alterations in postsynaptic responsiveness to dopamine may be involved in some forms of sensitization (for review, see [168]). Although psychostimulant sensitization is not consistently correlated with lasting changes in dopamine receptor mRNA or protein levels (e.g., [159]), psychostimulants can cause changes in levels of G proteins and other components of intracellular signaling pathways ( [252 and 249]). For example, multiple components of the cyclic AMP signaling pathway are upregulated by psychostimulants ( [252 and 168]). Such observations may explain reports of increased coupling of D1 receptors to adenylate cyclase (e.g., [215]). At the electrophysiological level, it is also known that the ability of cocaine or D1 agonists to inhibit glutamate-evoked firing of striatal neurons in anesthetized rats can be enhanced by prior cocaine treatment ( [91 and 92]), and this change can be observed for 1 month after the last cocaine injection.
    Just as increased dynorphin expression is thought to contribute to behavioral tolerance and withdrawal, physiological changes underlying persistent sensitization and addiction might be due to persistent changes in gene expression. Psychostimulants can cause the induction of a large number of genes in striatal D1 cells ([45, 56 and 15]). However, this induction seems to be transient, with most mRNAs returning to baseline expression within a few hours to a day ( [264 and 15]). Certain protein products of psychostimulant-induced genes can persist longer in striatum ( [40]). To date the longest-lived known are posttranslationally modified products of the fosB gene, referred to as "chronic Fos-related antigens" (chronic FRAs; [97]). These have been shown to exhibit increased levels for up to 4 weeks and may alter the ability of subsequent stimuli to induce genes regulated by AP-1 transcription factors; thus, they could alter subsequent patterns of psychostimulant-induced gene expression.
    Overexpression of ΔFosB in the striatum of transgenic mice is correlated with altered behavioral sensitivity to cocaine ( [119]). Overall, however, there is no evidence to date for up- or downregulated mRNA or protein levels in the brain that last long enough to account for the persistence of some forms of sensitization—and in humans, addiction.

    If long-term changes in gene expression are important, it is not as a result of altering dopamine release or postsynaptic dopamine sensitivity alone. Enhancing dopamine neurotransmission in striatum, which appears to lack spatial specificity, would be expected to enhance the behavioral response to psychostimulants irrespective of any specific behavioral situation. It is not therefore obvious how such mechanisms could account for the observations that both sensitization and drug taking can come under the control of specific cues (for a thorough experimental analysis of context-dependent sensitization, see [5]).

    When the acute behavioral effects of psychostimulants occur in association with specific (especially novel) cues, there is an opportunity for the animal to learn this association. Most reports cited above of neurochemical or neurophysiological changes with repeated psychostimulant injections used drug administration paradigms (such as injections in the home cage) that avoid pairing drug infusions with distinct contexts. Such unpredictable drug injections may preferentially evoke nonassociative forms of sensitization.

    Dopamine D1 Receptors Are Coupled to Mechanisms of Synaptic Plasticity

    For context-dependent sensitization and for addiction, a state in which cues can initiate complex foraging and drug-taking behaviors, additional or alternative associative learning processes must be involved. It is striking that striatal D1 receptors are coupled to the cAMP/PKA/CREB intracellular cascade ([127 and 102]), a pathway implicated in memory formation and synaptic change in species as diverse as fruit flies, mollusks, and mice (for review, see [239]). D1 receptors have been shown to have an important role in hippocampal long-term potentiation (LTP), the most influential current model of synaptic plasticity. In the CA1 hippocampal region, simultaneous depolarization of pre- and postsynaptic neurons leads to opening of NMDA receptors, calcium entry into the cell, and enhancement of the strength of specific synaptic connections ( [147 and 161]). For LTP to persist for more than 2–3 hr ("late-phase" LTP or L-LTP) requires increases in postsynaptic cAMP, phosphorylation of CREB, gene transcription, and protein synthesis ( [20, 171, 72 and 170]). The requirement for activation of gene expression seems to be transient, since hippocampal L-LTP is disrupted by blockers of transcription or translation if they are given within a few hours of the LTP-inducing stimulus but not if given later ( [67]). Activators of the cAMP cascade, including D1 agonists, can induce L-LTP ( [71 and 100]), and D1 agonists can prevent depotentiation of potentiated synapses ( [176]). D1 blockade blocks hippocampal L-LTP ( [69, 70 and 100]), and D1 knockout mice do not show L-LTP ( [154]). In the hippocampus, therefore, D1 receptor activation may act to gate synaptic plasticity, helping to determine whether changes in synaptic strength are long lasting or merely transient. A role for dopamine receptors in the modification of synaptic strength fits well with the idea that increases in extracellular dopamine can act as a reinforcement learning signal in striatum ( [271]). LTP (and also LTD, long-term depression) is found at corticostriatal synapses in vivo ( [41]) and in vitro (e.g., [125 and 29]). Some groups have found that striatal LTP can be modified by dopamine receptor stimulation ( [272 and 29]; but see [184]). To our knowledge, however, existing studies of the effects of dopamine on striatal synaptic plasticity have only examined effects at early time points after LTP induction rather than L-LTP.
    Changes in gene expression resulting from CREB phosphorylation can affect the whole neuron ([36]), but hippocampal LTP involves change at specific synapses. To account for this, one current theory suggests that appropriate activation of a synapse sets up a "tag" that marks the synapse as eligible for long-lasting modification by a subsequent signal from the nucleus ( [67, 68 and 153]). Theories of striatal reinforcement learning suggest that following an action, there is a period during which an "eligibility trace" allows the representation of that action to be modified if the reinforcement signal is received (e.g., [98 and 221]). While there may well be multiple mechanisms acting at different time scales, one candidate mechanism for an eligibility trace is the establishment of synaptic tags, with dopamine effects on gene expression acting as the reinforcement signal.

    Addictive Drugs and Synaptic Change

    Just as dopamine and glutamate receptors are jointly involved in hippocampal synaptic plasticity, dopamine and glutamate inputs to striatum cooperate in the induction of gene expression and behavioral change. In normal animals, selective stimulation of striatal D1 receptors alone causes only a modest induction of IEG expression ([202]). However, D1 receptor activation can increase the striatal IEG expression caused by cortical stimulation. For example, [6] found that a modest dose of systemic D1 agonists increased the striatal IEG response to auditory stimuli, or to direct stimulation of auditory cortex. This response was specific to areas of striatum receiving inputs from auditory cortex. Conversely, if cortical projections to striatum are severed, the striatal IEG response to amphetamine is reduced ( [37]). Increased activity of cortical areas may also account for observations that giving an amphetamine injection in a novel environment greatly enhances the degree of both striatal IEG induction and behavioral sensitization, without affecting the extent of striatal dopamine release ( [8]).

    Cocaine, amphetamine, nicotine, and morphine all cause induction of IEG expression in striatum; for each of these drugs IEG induction is blocked by either D1 antagonists or NMDA receptor antagonists ([283, 121 and 142]). Mutant mice lacking D1 receptors do not show this IEG response ( [165]); in such mice locomotor sensitization to amphetamine is diminished and does not progressively increase with repeated injections ( [47]). Similarly, the development of psychostimulant sensitization is blocked by NMDA receptor antagonists ( [113 and 277]). NMDA receptor blockade also prevents development of a conditioned locomotor response to a psychostimulant-associated environment ( [277]). Infusions of NMDA antagonists into the nucleus accumbens interfere with acquisition of an operant task, in which a rat has to learn to press a lever to receive food ( [117]). In that experiment, NMDA antagonism did not interfere with performance of a previously learned task. Similarly, doses of NMDA antagonists that prevent development of sensitization do not prevent expression of previously established psychostimulant sensitization ( [114]; for review, see [276]).

    As in the hippocampus, combined increases in the second messengers cAMP and calcium appear to be critical in altering striatal gene expression. In cultured striatal cells, D1 agonists cause phosphorylation of CREB and IEG expression, but this is blocked by NMDA receptor antagonists or calcium removal ([128 and 51]). Increased intracellular calcium can contribute to CREB phosphorylation by multiple signal transduction mechanisms ( Figure 2). Phosphorylation via mitogen-activated protein kinase (MAPK) pathways ( [280]) is thought to be important for synaptic plasticity and certain forms of learning ( [132, 152 and 103]). Stimulation of cortex causes activation of the ERK MAPKs in striatal cells ( [232]), and this is dependent on NMDA receptor stimulation and calcium entry ( [263]). ERK activation can also contribute to striatal IEG induction through phosphorylation of Elk-1 ( [233]).

    Psychostimulants cause the rapid, transient induction of a large number of distinct genes in striatal D1 cells ([16, 45 and 15]). Although the function of most of these genes is not yet clear, there is substantial overlap with the set of genes induced in hippocampal LTP. This includes genes such as homer-1a, narp, and arc that are potentially involved in regulation of synaptic function (e.g., [44, 282, 66, 143, 21 and 174]). In some systems, persistent alterations in behavior are associated with structural changes to synaptic connections ( [10]). Similarly, the late phase of hippocampal LTP may also involve localized formation of new synaptic contacts ( [62]). Such structural modifications may also be involved in the long-lasting effects of psychostimulants. Chronic amphetamine administration causes increased dendritic spine density in the nucleus accumbens (and also in prefrontal cortex), as well as an increased number of branched spines ( [207]). Conversely, dopamine denervation causes a reduction in striatal dendritic spine density ( [104, 105 and 160]) and in the number of asymmetric synapses in the striatum ( [106]). Dopamine can stimulate neurite extension and growth cone formation in embryonic striatal cultured neurons; this action of dopamine involves D1 receptors, the cAMP/PKA pathway, and protein synthesis ( [219 and 220]).

    Learning Mechanisms in Addiction and Sensitization

    Addictive drugs cause dopamine release in the striatum, stimulation of D1 receptors, and induction of gene expression. D1 stimulation of gene expression is associated with long-lasting changes in synaptic efficacy and structural synaptic change. Many aspects of persistent drug-induced behavioral change may thus result from altered synaptic connectivity, without requiring persistent changes in overall neurotransmitter release, postsynaptic sensitivity, or gene expression. Despite much research on addiction and associative learning at the behavioral level, homeostatic mechanisms have been a more significant focus at the molecular and cellular level ([131]).

    The ability of addictive drugs to engage molecular mechanisms of synaptic plasticity, and thus to alter the functioning of specific circuits, is likely to be central to their ability to reinforce and thereby establish addictive behaviors. Striatal neurons are components of brain circuits involved in the control of behavioral responses, particularly in specific contexts ([224 and 275]). By preferentially facilitating change at active glutamatergic striatal synapses, dopamine can reinforce an association between a particular set of stimuli and a particular behavioral response. The engagement of these striatal "habit"-learning mechanisms by addictive drugs could similarly promote a tendency for drug-related cues and contexts to provoke specific behaviors, such as drug self-administration ( [268 and 199]). The development of stimulus–response habits has been attributed particularly to learning processes involving dorsal parts of striatum.

    Facilitation of synaptic plasticity in ventral striatum may also contribute to drug use through enhanced learning about the motivational significance of drug-related cues ( [35]).

    The exact nature of the relationship between associative learning and sensitization is controversial ([185, 247, 108, 5 and 33]). One possibility is that context-dependent sensitization may arise from the acute drug enhancement of previously conditioned behavioral responses to drug-associated stimuli. Psychostimulants, nonselective dopamine agonists such as apomorphine, and specific D1 receptor agonists can all produce increases in locomotor activity that become persistently conditioned to specific contexts ( [241, 218, 164, 240 and 179]). Once established, the expression of conditioned locomotor responses does not require acute dopamine release ( [13, 24, 32 and 26]). However, the acute effect of a psychostimulant challenge dose will be to facilitate expression of previously established, cue-conditioned behaviors—increasing the observed locomotor effects of the drug (this effect may also be involved in the ability of low doses of addictive drugs or D2 agonists to cause reinstatement of drug self-administration; [248 and 231]).

    While stimulation of striatal D1 receptors may be necessary for the acquistion of conditioned responses to psychostimulant-paired environments, it may not be sufficient. Direct amphetamine injections into striatum appear to produce neither conditioned responses nor context-dependent sensitization ([55, 111 and 260]). An additional drug action on midbrain dopamine cells may be involved, though how this interacts with associative learning mechanisms remains unclear.

    Although molecular events are crucial, the present view of sensitization and relapse is an attempt at a systems-level explanation, involving storage of specific information in neuronal circuits. This stands in contrast to most conceptions of sensitization, in which the functioning of a brain pathway shows a general change irrespective of particular patterns of information (e.g., [190]). Both types of mechanism may have important roles in addiction. For example, nonassociative changes in dopamine neurotransmission may set thresholds for the effects of drugs on associative learning. Animals that have high general behavioral reactivity (indicated by a large locomotor response to a novel environment) appear to release larger amounts of dopamine into the striatum in response to stress or psychostimulants ( [211]). Such animals are more likely to acquire psychostimulant self-administration ( [188]) and are also more likely to acquire a conditioned locomotor response to an amphetamine-associated environment ( [108]). Once drug addiction is established, nonassociative sensitization might also serve to exacerbate the action of stressful circumstances to increase the probability of drug use ( [234]). Nonassociative sensitization of dopamine neurotransmission in ventral areas of striatum may be responsible for enhanced learning about the incentive/motivational properties of stimuli (e.g., [236]), and such mechanisms have been suggested to underlie addiction ( [206]). However it is not clear how nonassociative forms of sensitization could account for the specificity of drug self-administration—why do addictive drugs become such a focus of behavior (as opposed to, for example, food or sex)? Nonassociative sensitization mechanisms also cannot account for the specific ability of drug-associated cues to provoke drug relapse.

    Abnormal Associative Learning and Compulsive Behavior

    Associative learning is necessary for the establishment of drug-taking behavior. But is it sufficient for addiction? After all, most psychostimulant users do not become addicted ([74]). It is therefore important to separate the question "why do people take drugs?" from the question "why do people take drugs compulsively?" For this reason, simple drug self-administration in animals may not necessarily be a particularly good model for human addiction, though there have been recent efforts to find improved models (e.g., [2]).

    One key factor may be the unusual way in which drugs can engage synaptic plasticity. In current models of the role of dopamine in normal reinforcement learning, reinforcing events that are fully predicted do not evoke dopamine release and hence do not provoke further learning ([222]). However, the direct pharmacological actions of psychostimulants and other addictive drugs may override such normal constraints on learning ( [53]). This could lead to excessive strengthening of synaptic patterns representing drug-taking behavior, relative to other behaviors performed by the animal. To put this another way, compulsive drug use could be the result of an increasingly biased competition between behavioral options (for related ideas, see [209 and 17]). Drug-addicted humans display an overall narrowing of behavioral repertoire ( [130]), with progressively more of the addict's time spent in drug-related activities.
    In addition, the manner of drug intake becomes progressively more fixed—particular sequences of actions become "ritualized" and automatic ([254]), consistent with the involvement of the dorsal striatal "habit"-learning system. Among all brain regions, it is dorsal parts of striatum that show the most robust and consistent induction of IEGs following a wide range of addictive drugs (for review, see [86]). Loss of control over drug taking may therefore arise from excessive synaptic plasticity in a neural system used to perform actions without the need for deliberate, attentive control. In normal learning, behavioral flexibility can be achieved by overriding automatic responses that have become inappropriate; this executive process is thought to involve prefrontal cortex (e.g., [80]). The abnormal strengthening of drug-taking behaviors may make this progressively more difficult.

    The activation of synaptic plasticity is tightly regulated by numerous intracellular mechanisms. Simulations of associative learning in neural networks indicate that if synaptic plasticity occurs too readily, new learning can interfere with previously stored representations (e.g., [155 and 87]). Such mechanisms have been proposed to be involved in the pathogenesis of schizophrenia ( [85]). Psychostimulants can cause abnormally strong and prolonged release of neurotransmitters. The diminished specificity of synaptic plasticity induced by psychostimulants may be another factor contributing to the narrowing of behavioral repertoire.
    Multiple Memory Systems and the Development of Addiction

    Modern conceptions of learning and memory recognize the importance of multiple, semi-independent brain circuits (e.g., [157 and 161]). Though interconnected, these different circuits contribute to distinct aspects of behavior. We have focused on the role of brain circuits involving the striatum, for the many reasons discussed above. However, addictive drugs likely engage learning mechanisms in many brain regions. These include other targets of dopamine innervation such as hippocampus, amygdala, and prefrontal cortex ( [81]). The contributions of multiple memory circuits to addiction has been the subject of an extensive recent review ( [268]).

    An unexpected "rewarding" event provokes multiple forms of learning, each of which contributes to the overall "reinforcing" effects of that event ([270 and 198]). These include stimulus–response learning, assignment of emotional significance to cues and contexts associated with the rewarding event, and an enhanced explicit memory for the episode in which the event occurred. As a given task is repeatedly performed, the neural circuits most important for performing the task may change, reflecting a shift in behavioral strategy ( [157]). For example, rats may initially move toward a target using hippocampal-dependent knowledge of spatial cues but eventually shift to a more automatic, dorsal striatum–based strategy of performing a fixed sequence of movements ( [177]). Extended training can also cause performance of a task to no longer be contingent on a desirable outcome (devaluation insensitivity; [11]), consistent with a shift from evaluative decision making to an automatized stimulus–response habit. Similarly, many different factors, including learning about the motivational significance of drug cues, explicit memories of euphoria, and social pressures, may be responsible for early phases of human drug use. Different drugs may differentially activate these multiple learning processes—for example, nicotine does not provoke substantial euphoria yet is highly addictive, with very high relapse rates ( [172]). Just as in normal learning, with prolonged drug use the relative roles of distinct neural memory circuits may change ( [268]), with the increasing automatization of drug-taking behavior being critical for addiction ( [254]). One hypothetical scheme is shown in Table 2.

    Future Directions for Research

    We have argued that the most intractable aspects of addiction may result from the inappropriate engagement of molecular mechanisms of long-term memory. In this view, addiction is very different to a brain lesion or a neurodegenerative disease, in that it involves learning specific patterns of information. Through a drug-induced excess of structural synaptic plasticity, certain behavioral "rules" have become strengthened to an unusual degree. Brain circuits involving both dorsal and ventral parts of striatum are likely to be involved in drug self-administration. The likely importance of the ventral striatum in the acquisition of drug-taking behavior should not deter investigations into the role of the dorsal striatum in the transition to addiction.

    Drug-associated cues and contexts activate a narrow repertoire of drug-taking behaviors in the fully addicted person. These behaviors can often be suppressed, at least for a time, by "top-down" control mechanisms that are likely to require the prefrontal cortex. Given the deeply ingrained nature of the drug-related behaviors, however, it is not surprising that without effort and vigilance, relapses occur. Clinically, a delicate balance has to be reached. While encouraging addicts to play an active, responsible role in regaining control of their drug intake, at the same time a relapse must not be allowed to signify a catastrophic failure of the treatment ([172]).
    Most molecular biological accounts of addiction have not emphasized associative learning mechanisms, instead attempting to find a molecular signature of addiction in persistent neurochemical changes ([129 and 131]). We suggest that the role of transient changes in gene expression, leading to behavioral changes through persistent synaptic rearrangements, deserves greater attention. The current intense investigation of the molecular mechanisms of memory is yielding results that can usefully be applied to the understanding of addiction.
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