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OPINION

Dopamine “Ups and Downs” in Revisited

Anne-Noël Samaha1,*, Shaun Yon-Seng Khoo1, Carrie R. Ferrario2,3 and Terry E. Robinson3,*

1Department of Pharmacology and Physiology, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada H3C 3J7 and 2Department of Pharmacology, The University of Michigan, Ann Arbor, MI, USA 48109 and 3Department of Psychology (Biopsychology), The University of Michigan, Ann Arbor, MI, USA 48109

*Correspondence: Either co-senior author, [email protected] (A-N Samaha) or [email protected] (TE Robinson)

Abstract Repeated drug use can change function in ways that promote the development and persistence of addiction. But in what direction? By one view, drug use blunts dopamine neurotransmission, producing a hypodopaminergic state that fosters further drug use to overcome a dopamine deficiency. Another view is that drug use enhances dopamine neurotransmission, producing a sensitized, hyperdopaminergic reaction to drugs and drug cues. According to this second view, continued drug use is motivated by sensitization of drug ‘wanting’. Here we discuss recent evidence supporting the latter view, both from preclinical studies using intermittent cocaine self-administration procedures that mimic human patterns of use, and related human neuroimaging studies. These studies have implications for modeling addiction in the laboratory, and for treatment.

Key words: Dopamine; Cocaine; Rat; Self-Administration; Tolerance; Sensitization

clinical studies of addiction involve one of three procedures that we Highlights will refer to as: Short Access (ShA), Long Access (LgA) or Intermit- tent Access (IntA). Here we focus on the ways that these different • Repeated use of drugs of abuse induces persistent changes in procedures change dopamine (DA) neurotransmission, and we at- brain function that promote the transition to and persistence tempt to integrate preclinical studies with neuroimaging studies of addiction. in human drug users. • Drug self-administration procedures in laboratory animals have been refined to capture behavioural features of addic- tion. Drug Self-Administration in Laboratory Ani- • In animals, self-administration procedures that incorporate mals the intermittent patterns of drug use seen in humans are more effective at inducing addiction-like patterns of be- haviour than procedures that use long, continuous access, Laboratory animals will expend considerable effort to self- and the former consistently increase dopamine function. administer most drugs used by humans, and much is known at • Human neuroimaging studies reinforce the notion that this stage about the neural systems that mediate the reinforcing drug-induced hyperdopaminergic states contribute to ad- and motivational effects of drugs. Drug reward is a multifac- diction. torial psychological process [1] involving complex interactions • Therapeutic strategies to mitigate sensitized hyper- between many different neural systems. Still, much research dopaminergic states in addiction may be especially effi- has pointed to a central role for mesotelencephalic dopamine cacious. (DA) systems [2]. Here we focus primarily on ways in which cocaine self-administration can change DA activity, and how this might contribute to the development of addiction-like to psychoactive drugs (substance use disorders) are behaviours. It should be noted that different dopaminergic multifaceted disorders, and the propensity for addictions is deter- neuron subpopulations can contribute to different behavioural mined by complex interactions amongst social, psychological, en- and psychological aspects of reward-seeking behaviour [3]. We vironmental and biological factors. Here we address one of these do not address this complexity here. Instead, our focus is on how susceptibility factors; the ability of drugs themselves to produce drug-induced changes in dopamine neurotransmission more persistent alterations in brain function, and thereby psychologi- generally contribute to the development of addiction. cal function(s), in ways that promote and sustain problematic pat- terns of drug use and addiction. It is hard to specify how drugs There are two polarized views concerning which form of change brain and behaviour in humans to promote the transition cocaine-induced change in DA neurotransmission is critical for to addiction, primarily because of the challenge in isolating the promoting addiction – the “Ups and Downs” described by Leyton consequences of drug use from the effects of many other condi- and Vezina [4, 5] and alluded to in the title of this paper. One view is tions often associated with addiction (e.g., poor nutrition, high that repeated cocaine use decreases the ability of rewards, includ- stress, incarceration, poly-drug use, co-morbidities, etc.). For ing cocaine, to enhance DA neurotransmission, leading to ‘anhe- this reason, there has been considerable effort to develop animal donia’ [6, 7]. By this view, continued (and escalated) cocaine use models of addiction where causal factors and drug effects can be is motivated primarily by a desire to overcome this ‘DA deficiency’. isolated. Most drug self-administration procedures used in pre- As put by Volkow et al.:

1 2 | PsyArXiv, 2020

“drug consumption triggers much smaller increases in dopamine levels the self-administration of heroin [32], [33], or in the presence of addiction (in both animals and humans) than in its ab- nicotine [34]. These results have led to widespread adoption of the sence (…). This attenuated release of dopamine renders the brain’s re- LgA procedure as a preferred preclinical model of addiction. ward system much less sensitive to stimulation by both drug-related and non–drug-related rewards. As a result, persons with addiction no longer experience the same degree of euphoria from a drug as they did when they first started using”[ it 8, p. 366]. In other words, ““the down- BOX 1: Does LgA experience reliably produce regulation of dopamine signaling (…) dulls the reward circuits’ sensitivity tolerance to cocaine’s effects? to pleasure”[8, p. 367]. As discussed in more detail in the main text, while some studies Note that this seems to adopt the view that DA mediates pleasure have reported that LgA experience increases motivation for co- (hedonia), because it is otherwise difficult to imagine how a ‘DA caine, decreases the psychomotor activating effects of cocaine, deficiency’ could motivate drug seeking. However, that view is and decreases DA neurotransmission, the evidence in support of incompatible, many would argue, with a large body of evidence these effects is mixed. A relatively consistent finding is that LgA showing that DA does not mediate pleasure [9, 10]. does not decrease the basal concentration of DA in the NAc [cf. In contrast, a second view of addiction is that repeated expo- 35, 36, 37, 38]. Furthermore, using in vivo microdialysis in the sure to addictive drugs, like cocaine, increases DA activity evoked NAc of rats, LgA was found to have no effect on either the ability by drug and drug cues (i.e., produces sensitization). This sensitized of experimenter-administered cocaine challenges to increase DA response, in turn, by interacting with glutamate and other sig- extracellular DA, or the efficacy of self-administered cocaine to nals, leads to heightened motivation for drugs (‘wanting’), but increase DA [38]. In another study, a single self-administered not higher drug ‘liking’ [11, 12, 13]. Importantly, more recent injection of cocaine increased extracellular DA in the NAc to the studies in rats using an intermittent self-administration proce- same extent in rats with LgA versus ShA experience (although dure that reflects human patterns of cocaine use, have led to a re- DA overflow was greater in rats with IntA experience), and the examination of hypo- versus hyperdopaminergic states in addic- magnitude of the DA response to cocaine predicted motivation tion, in part because this procedure sensitizes DA activity [14, 15]. for cocaine [36]. Similarly, although there are reports that LgA experience increases motivation for cocaine in rats [e.g. 27, 39], there are also reports of no effect [36], of decreased motivation Preclinical Models of Addiction: Long Access [40, for discussion], or when seen, only a very transient effect [28, 41]. (LgA) versus Short Access (ShA) Reports on how LgA experience influences the psychomotor ac- One goal of preclinical models is to capture behavioural features of tivating effects of cocaine, which are thought to be largely due human addiction (“addiction-like behaviours”). DSM-5 criteria to increased DA activity, are also mixed. Some early studies for addiction include progressive increases in drug use (i.e., esca- suggested LgA produces tolerance to the psychomotor activat- lation), continued use despite adverse consequences, unsuccessful ing effects of cocaine [e.g. 42, 43]. In contrast, ShA and LgA efforts to cut down and persistent drug craving [16]. Many early experience have been reported to produce the same degree of drug self-administration studies, especially with cocaine, used psychomotor sensitization, rather than tolerance [31]. A more Short Access procedures (ShA). With ShA, rats have continuous ac- recent study reported no change in the psychomotor activat- cess to drug for 1-3 hours per day [17, 18]. This usually results in ing effects of cocaine following LgA experience, when rats were tested soon (3 days) after the last self-administration session stable cocaine intake across many sessions [19], which is not re- [44]. However, when tested after 30 days of abstinence, rats flective of addiction. By contrast, early studies using prolonged with LgA experience showed robust psychomotor sensitization, (many months) oral administration of or an opi- consistent with an earlier study [24]. It is possible that in some oid (etonitazene) described the emergence of escalated and dys- situations the self-administration of very large amounts of co- regulated intake, that appeared to much better reflect addiction- caine can produce tolerance to a number of cocaine’s effects, like behaviour [20, 21]. But recreational drug users typically pre- which can mask the expression of sensitization [45]. How- fer routes of administration that produce a more rapid rise in ever, tolerance is short-lived, and when it dissipates, underly- brain drug levels, such as smoking or injection, and this phar- ing sensitization-related neurobehavioural adaptations become macokinetic variable is very important in determining both the evident, similar to what is seen when psychomotor stimulant neurobiological response to drugs and the transition to addiction drugs are experimenter-administered [12, 46], and with incu- [22]. Thus, a significant advance came with a study that com- bation of cocaine craving after LgA experience [47]. pared rats allowed to continuously self-administer intravenous co- caine for 1 hour/day (ShA), with those allowed to continuously self- administer for 6 h/day (Long Access, LgA) [19]. ShA rats main- Given that LgA and ShA differ in their ability to produce tained stable levels of drug intake over 22 sessions, as expected. addiction-like behaviours, and the established role for DA in the In contrast, LgA rats escalated their intake across sessions. Given reinforcing/motivational effects of drugs, there has been consider- that escalation of intake is a central feature of addiction, it was sug- able focus on determining how LgA may alter DA systems to pro- gested that LgA, “may provide an animal model for studying the de- duce addiction-like behaviours. There are several reports that LgA velopment of excessive drug intake and the basis of addiction”[19, p. experience reduces DA transmission, particularly in brain regions 298]. that mediate drug-seeking and drug-taking behaviours, like the Indeed, not only has escalation of intake during LgA been repli- (NAc; Figure 1). For example, in brain slices cated many times [23, 24, 25, 26], but LgA cocaine experience is taken from rats following LgA experience, stimulated DA release also reported to be more effective than ShA at producing addiction- and cocaine-induced inhibition of DA uptake is reduced within like behaviours in rats, including: i) a greater increase in motiva- the NAc core [15, 42]. This is consistent with decreases in both tion for cocaine, as measured by breakpoint on a progressive ratio cocaine-induced DA overflow assessed using in vivo microdialy- schedule [27], behavioural economic indicators of cocaine demand sis, and cocaine-induced psychomotor activity [42]. The findings [28, 29], running speed in a runway [23] and drug-seeking be- are also consistent with studies showing that very extended (24 haviour [24]; ii) greater drug-taking in the face of an adverse con- h) [48] or high-dose [35] cocaine self-administration sessions re- sequence [30]; and iii) greater reinstatement of cocaine-seeking duce cocaine’s efficacy at the DA transporter and also produce a behaviour evoked by re-exposure to the drug [25, 31]. Similarly, blunted DA response to the drug. Finally, the phasic DA response LgA more effectively produces addiction-like behaviours following that typically accompanies cocaine-seeking behaviour decreases Samaha et al. | 3

A. IntA LgA B. C. 20

10 [coc] (µM) Estimated brain

0 Relative effect on DA 0 1 2 3 4 5 6 Time Time (hours)

Figure 1. How intermittent- versus long-access cocaine self-administration change dopamine system function. (A) Representative patterns of cocaine intake, and (B) estimated brain cocaine concentrations in rats self-administering the drug during a long-access (LgA) or intermittent-access (IntA) session [adapted from 14]. (C) Schematic representation of the effects of LgA and IntA cocaine experience on dopamine (DA) system function in the Nucleus Accumbens during the development of addiction. The schematics in (C) represent relative effects in relation to control levels (see below), and summarize effects as measured ex vivo by electrically-evoked DA release and cocaine-induced DA transporter inhibition, and in vivo by cocaine-induced increases in DA concentrations (see text; “Preclinical Models of Addiction: Intermittent Access (IntA)”). The dotted line illustrates control levels, as assessed either in rats with ShA cocaine experience or in cocaine-naïve rats. As shown in (A), under LgA, cocaine is continuously available throughout the session, and rats take cocaine at regular intervals. In contrast, under IntA, cocaine is only available in discrete periods, and rats take cocaine intermittently, which models the intermittency of cocaine use typical in human cocaine users. As shown in (B), LgA produces relatively steady-state brain cocaine concentrations, and IntA produces spiking brain cocaine concentrations.As illustrated in (C), LgA promotes tolerance and a hypodopaminergic state, whereby cocaine- induced DA responses are blunted. The shading illustrates that some studies report unchanged drug-induced DA responses after LgA cocaine experience, relative to control levels. In contrast to LgA, IntA consistently produces sensitization and a hyperdopaminergic state, whereby cocaine-induced DA responses are enhanced. Of note, studies to date have assessed DA responses within the first week of abstinence, and most studies have also focused on cocaine-induced DA responses. In future work, DA responses to drug, cues and under baseline conditions should be examined across the abstinence period.

across LgA sessions [49]. These LgA studies seem to support the procedures to produce addiction-like behaviour [14, 22]. Specifi- reward deficiency view that a drug-induced hypo-dopaminergic cally, IntA is even more effective than LgA in producing addiction- state (tolerance) promotes the development of addiction-like be- like behaviours, even though IntA results in much less total co- haviours. However, as we detail in Box 1, there is evidence that caine intake/session, with intake levels comparable to ShA [14, 22]. both tolerance and sensitization can develop in parallel, and that For example, the large amount of cocaine consumption associated tolerance can mask sensitization [45]. Time since the last drug ex- with LgA was thought to be necessary for escalation, however IntA posure determines which is dominant. Tolerance dissipates after experience—which achieves much lower levels of cocaine intake— a period of abstinence, revealing sensitization-related changes in also results in escalation [51, 56]. In addition, compared to LgA, brain and behaviour, as indicated for example, by the incubation of IntA produces i) a greater and longer-lasting increase in subse- cocaine craving after LgA experience in rats [47] (an ‘unmasking’ quent motivation to obtain cocaine [51, 41], ii) increased drug tak- of DA sensitization can also be seen after ShA cocaine experience ing in the face of an adverse consequence [41 also see 57], iii) more [17]). Thus, the LgA model provides evidence for both tolerance robust cue-induced reinstatement of cocaine-seeking behaviour and sensitization depending on when measures are made, high- [41, 58, 36 also see 56, 57, 59, 60], and iv) continued drug seeking lighting the importance of examining DA responses both early and when drug is known to no longer be available [56]. Beyond cocaine late following the discontinuation of self-administration. and other psychostimulants, IntA exposure to other drugs, includ- ing alcohol [61] and opioids [62, 63] is also especially effective in producing addiction-like behaviours. Preclinical Models of Addiction: Intermittent Although admittedly few, studies examining the effects of IntA Access (IntA) cocaine experience on DA are consistent with enhancements (sen- sitization), rather than reductions (tolerance) in drug-evoked DA With the ShA and LgA procedures, cocaine is continuously avail- activity [36](Figure 1). Initial studies using ex vivo slices showed able. This produces high and sustained brain concentrations of that IntA cocaine self-administration increases cocaine-induced cocaine throughout each self-administration session [39, 50, 51] DA transporter (DAT) inhibition (LgA had the opposite effect) and (Figure 1). Yet as human users become addicted, they seldom take increases electrically-stimulated DA release in the NAc [15]. As few cocaine continuously in LgA fashion over many hours and days. In- as 3 IntA cocaine sessions sensitize cocaine’s effects at the DAT stead, they usually consume drug more intermittently, with peri- in the NAc, and after one week of abstinence, both cocaine po- ods of ingestion spaced apart, both between and within bouts of tency and stimulated DA release are increased even further [64]. use [22, 52, 53, 54]. This results in a “spiking” pattern of brain co- Using in vivo microdialysis in freely moving rats, it has recently caine levels over time. To reproduce this spiking pattern within a been reported that 1-3 days after the last self-administration ses- bout of use, Intermittent Access (IntA) self-administration proce- sion, IntA and LgA rats do not differ in basal extracellular DA con- dures were developed, whereby periods during which drug is avail- centrations, but IntA (not LgA) rats show sensitization of cocaine- able (5-6 min for cocaine) are interspersed with periods when drug induced overflow in the NAc core36 [ ]. Furthermore, IntA co- is not available (e.g., 25 min) during a self-administration session caine experience enhances amphetamine and methylphenidate’s [39 also see 55; Figure 1]. effects at the DAT [37], and IntA methylphenidate experience pro- Crucially, comparing effects of IntA versus LgA indicates that duces DA sensitization effects similar to those produced by co- the temporal pattern of drug self-administration may be more im- caine [65]. Finally, IntA experience also produces psychomotor portant for promoting addiction than the total amount of drug sensitization [44, 66, 67, 68], which has been related to increased consumed. Previous reviews have compared the ability of these DA neurotransmission [12], and psychomotor sensitization often 4 | PsyArXiv, 2020

predicts later motivation for cocaine [66, 67]. Indeed, there is a zation to the drug, such that d-amphetamine now produces in- large literature showing that intermittent treatment with many creased behavioural activation and DA transmission relative to the drugs of abuse produces sensitization of psychomotor activity and initial dose [83]. This behavioural and neurochemical sensitiza- of DA [69, 70]. Thus, the available evidence suggests that LgA tion in humans is long-lasting, persisting for up to one year [83]. can produce tolerance, reductions in DA (although see Box 1), and addiction-like behaviours, whereas IntA increases (sensitizes) DA activity and is more effective in producing addiction-like be- BOX 2: Do people with addiction have decreased haviours than LgA, despite less total drug consumption (Figure 1). dopamine neurotransmission? Little is known about the mechanism(s) by which IntA cocaine experience sensitizes DA activity. DA in the NAc arises (for the Stimulant drug users are consistently reported to have “a signif- most part) from cells in the ventral tegmental area (VTA). Many icant decrease in D2/D3 [receptor] availability”, and in “in striatal neurotransmitter/neuromodulator systems regulate VTA DA neu- dopamine release”[91 also see 92]. This has been interpreted ron firing and DA activity at DA terminals in the NAc. This includes by some to suggest that long-term drug use renders the mesos- glutamate, GABA, orexin and endogenous cannabinoids and opi- triatal DA system hypoactive [93]. However, one could make the case that these studies do not provide unambiguous or com- oids. One of the forthcoming challenges is to determine how IntA pelling evidence for this conclusion [4, 5, 11]. There are alter- drug experience affects these systems to alter DA activity. In this native interpretations for the decrease in D2/D3 binding. i) It regard, existing studies already show that IntA cocaine [41, and see could be a compensatory response to increased DA release, or a also 71] or fentanyl [62] experience increases the number and ac- simple competition effect due to enhanced DA release compet- tivity of orexin neurons in ways that could contribute to enhanced ing with the neuroimaging tracer, neither of which would be DA release in the NAc, and that this is causal in drug seeking and reflective of decreased DA. ii) It could reflect decreased DA au- taking [also see 72]. Although of course, many different players toreceptors (which are also D2-type receptors), which would could be involved. result in enhanced DA. iii) D2/D3 receptors may be low before There are well-established sex differences in the transition to drug use, rather than a consequence of drug use—or both. Also, addiction, as detailed in a number of reviews [73, 74, 75]. For exam- most studies reporting a decrease in D2/D3 receptor availability ple, in vulnerable cocaine users, women can progress more rapidly use ligands like raclopride, a D2/D3 receptor antagonist. How- from initial drug use to addiction than men do, and women can also ever, studies using agonist ligands, such as [11C]-(+)-propyl- be more vulnerable to relapse after abstinence [76, 77]. Similarly, hexahydro-naphtho-oxazin (PHNO), which has greater affinity sex differences are seen in rats and monkeys [74, 78]. These sex for the postsynaptic, D3 receptor [94], do not support a decrease differences are due largely to activational effects of hormones in fe- in D2/D3 receptor availability in addiction [95, 96, 97, 98]. males and males, and are thought to be mediated, at least in part, Reports of decreased stimulated DA release in people with addic- by the ability of gonadal hormones to influence DA systems79 [ ]. tion appear to provide more compelling evidence for DA hypoac- In the context of the current review, it is notable that after IntA tivity, but this interpretation has also been questioned [4, 5]. experience, female rats show more robust psychomotor sensitiza- Studies showing blunted DA release typically provide drug in an tion than male rats do [44, 67], consistent with earlier studies us- environment where drug was never experienced before (i.e., in ing experimenter-administered drug [80]. Female IntA rats also the scanner/laboratory). Thus, they are conducted in the ab- more readily develop incentive sensitization than male rats do, as sence of drug-predictive cues, and when drug is known to be indicated by earlier and greater increases in the motivation to take unavailable, because users have generally not taken drug in the cocaine [81] and more cocaine seeking when drug is not available laboratory environment before. Sensitization is typically not ex- [58]. In this regard, future studies should determine the effects of pressed under such conditions, even in rats, because sensitiza- IntA drug experience on DA and other brain systems in females, as tion can be highly context-dependent [4, 82, 46, 99, 100, 101]. there are currently no published studies on the neurobiological ef- Indeed, providing drug in the presence of drug-associated cues, fects of IntA in female animals. More generally, future research in or cues signaling drug availability, increases DA release [4, 5, 82, addiction should include animals of both sexes and address knowl- 102]. Furthermore, most studies showing blunted DA release are edge gaps due to biased inclusion of males vs. females in past work. conducted shortly after abstinence, when preclinical studies in- dicate sensitization may not be expressed [103, 104]. Lastly, and as noted in the main text, it is not fully clear how a decrease in Studies in Humans DA could lead to an increase in motivation.

In the following, we compare results from preclinical studies to In addition, and as seen in rats [105], studies using those from neuroimaging studies of DA-related systems in people [11C]raclopride and positron emission tomography in humans with a . It is difficult to draw direct parallels suggest that drug-paired cues increase striatal DA transmission between rodent and human studies, and studies in humans also in humans, and this is linked to drug craving. An environ- carry many caveats. Still, integrating results across these litera- mental context associated with d-amphetamine use increases tures allows assessing the extent to which findings from preclini- DA transmission in human striatum, to the same extent as d- cal studies are relevant to human drug addiction. As detailed next, amphetamine itself [84]. Presentation of rich, personalized drug we would argue that evidence from human neuroimaging studies cues that signal cocaine availability also increases striatal (and is consistent with the thesis that the heightened motivation for frontocortical) DA release in human users, and the magnitude of drugs seen in addiction is primarily due to a sensitized DA response this effect is positively correlated with their drug craving scores to drug cues and drugs [see 4, 82 for more thorough reviews]. [106, 102, 107]. D-amphetamine increases DA transmission in the human In humans with substance use disorders, drug-related cues are ventral striatum [83] (see also [84, 85]), as indicated by de- especially effective at capturing attention, and such cues can evoke creased [11C]raclopride binding (but see Box 2 for alterna- craving and renewed drug use [108, 109, 110, 111]. Such cue effects tive interpretations of [11C]raclopride binding studies). Alcohol are especially evident during daily life outside the laboratory [112]. [86], cigarette smoking [87, 88], morphine [89] and Delta 9- Some studies have used fMRI to quantify cue-induced neural acti- tetrahydrocannabinol [90] have a similar effect. With repeated vations in human users (change in the BOLD signal), and increases drug exposure, humans show sensitization of drug-induced in DA activity are thought to be both necessary and sufficient to DA transmission in the striatum. For example, after 3 d- increase the BOLD signal in the striatum [113, 114, 115, 116, 117], al- amphetamine doses, there is both psychomotor and DA sensiti- though see [118]. Such fMRI studies report that drug-paired cues, Samaha et al. | 5

as well as the drug itself, produce robust activations in a number haviours, and these procedures consistently produce a sensitized of brain regions, including mesostriatal dopamine-rich regions DA response. In parallel, neuroimaging studies in human drug [82, 109, 119, 120, 121 also see 122]. These DA-related activations users show that when personalized cues that signal drug availabil- positively correlate with self-report of cue-evoked craving and pre- ity are present—a condition closer to real-life drug use—the DA re- dict subsequent relapse [123, 124, 125]. Interestingly, cocaine cues sponse to drug and drug cues is enhanced. This supports the view evoke activations even when people are not consciously aware of that drug use produces a hyperdopaminergic reactivity state, and seeing the cues [126]. Together, these results further support the that addiction involves sensitization of DA systems to the incen- notion of a hyperdopaminergic state in drug addiction. tive effects of drugs and drug cues, leading to pathological drug An important question is whether there are mechanistic links wanting. In the context of therapeutic approaches, this indicates between enhanced DA neurotransmission and the development that when targeting the DA system, treatments should aim to miti- of addictive behaviours in humans. Studies in patients with gate this sensitized DA state [12]. Indeed, d-amphetamine mainte- Parkinson’s Disease and with Dopamine Dysregulation Syndrome nance therapy decreases cocaine use in humans [129, 130, 131, 132, (DDS), induced by their L-DOPA or DA receptor agonist medi- 133], and a recent study in rats shows that d-amphetamine main- cations support such links. In some patients, DDS is accompa- tenance during IntA cocaine self-administration decreases the ex- nied by a pathologically high motivation to take excessive med- pression of psychomotor sensitization and subsequent motivation ication, and in many others by the development of compulsive for cocaine, while reversing the sensitization of cocaine’s action at behaviours (e.g., gambling) that abate when the medication is the DAT [134]. While many questions remain to be addressed (see stopped. This has been linked to the pharmacological induction Outstanding Questions), this emerging literature suggests that of a hyperdopaminergic state, particularly within the ventral stria- treatments that mitigate cocaine-induced sensitization of DA sys- tum (NAc [127]). Thus, it is an increase, not a decrease, in DA tems may blunt the motivation to take the drug. transmission that leads to excessive motivation in DDS. As put by Dagher and Robbins, Outstanding Questions “the reward deficiency hypothesis appears to be directly falsified bythe premorbid Parkinsonian personality syndrome and by the occurrence of When a given addiction-like behaviour is produced by both IntA addiction in PD patients when they are overdosed with dopaminergic and LgA, but effects on DA are opposite, to what extent do medication. (…) This suggests that, in the general population as well as changes in other transmitter systems such as glutamate, con- in PD patients, factors that lead to enhanced striatal dopaminergic func- tribute? tion, whether hereditary or acquired, represent a biological substrate of To what extent is the hyperdopaminergic state produced by in- addictive propensity”[128, p. 508]. termittent cocaine intake causal in the pathological patterns of drug use characteristic of addiction? Thus, when DA is pharmacologically enhanced, this promotes By what mechanism(s) does intermittent cocaine intake influ- addiction-relevant behaviours. Furthermore, these compulsive ence the regulation of dopamine neuron activity? behaviours cease when pro-dopaminergic medication is termi- The temporal pattern of drug use in humans has not been stud- nated. Although data from patients with Parkinson’s disease ied systematically. When individuals with addiction have con- should be interpreted with caution, these findings nonetheless trol over cocaine dose and intermittency of intake, what is the support the view that addiction involves sensitized DA responses. pattern of use within and between bouts? Do these patterns dif- The studies in humans discussed above support a role for hy- fer between women and men? per- and not hypo-dopaminergic states in producing pathological If sensitization-like changes in DA function in humans are motivations. However, there are also studies that have been inter- masked by tolerance, how long a period of abstinence is required preted as supporting the opposite view. These latter studies report for sensitization to become evident? D2-like receptor downregulation and decreased stimulated DA re- lease in people with substance use disorder [91, 92]. However, as described in Box 2, such findings do not necessarily reflect ahy- Glossary podopaminergic state [4, 5, 11]. Downregulation of D2-like recep- tors could reflect a compensatory response to increased DA release Addiction-like behaviours: Behaviours displayed by laboratory and/or decreased D2 autoreceptors, neither of which would be con- animal models that are analogous to DSM-5 criteria for substance sistent with a blunted DA response. Similarly, the studies showing use disorders. For example, escalation of drug use, considerable reduced drug-induced DA release generally tested participants in time/effort spent to obtain drug, continued drug use despite ad- the absence of drug-predictive cues and contexts, and also tested verse consequences (punishment resistance) or continued drug shortly after abstinence. Such conditions are known to mask the seeking when drug is not available (resistance to extinction). expression of sensitization. Incentive-sensitization theory: The incentive-sensitization theory of addiction posits that i) events that activate mesotelen- cephalic dopamine and associated systems are attributed with in- Concluding remarks centive salience and become ‘wanted’, ii) in vulnerable people, tak- ing psychoactive drugs produces incremental neuroadaptations in Addiction cannot be reduced to drug-induced changes in DA func- these neural systems, making them sensitized to drugs and drug- tion alone, as many other neurotransmitter systems, brain sys- associated cues, iii) in turn, these sensitization-related changes tems, and non-pharmacological factors are involved. Neverthe- maintain excessive drug ‘wanting’ (craving) even after long peri- less, clarifying the direction of cocaine-induced changes in DA sys- ods of drug abstinence. tems is fundamental for understanding addiction, and carries im- Drug self-administration: In the context of preclinical stud- plications for both modeling addiction in the laboratory and for ies, drug self-administration refers to a procedure where labora- therapeutics. In this article, we argue that evidence from both rat tory animals can make an instrumental behavioural response (e.g., drug self-administration studies and human neuroimaging stud- pressing a lever) to obtain a dose of drug. ies supports the notion that a sensitized DA response to drugs and Progressive ratio: A schedule of where the num- drug cues contributes to the development and persistence of ad- ber of responses required to obtain a single drug infusion increases diction. Animal self-administration procedures that reflect the in- with each successive infusion. The rate of increase is usually expo- termittency of human cocaine use are most effective at produc- nential, but other functions can also be used. The maximum re- ing increased motivation for the drug and other addiction-like be- quirement met (e.g., in number of lever presses) to obtain a sin- 6 | PsyArXiv, 2020

gle dose of drug before abandoning the self-administration task is vulnerability to addictions: a neurodevelopmental termed the ‘breakpoint’. Breakpoint is used as a measure of moti- model. Trends Pharmacol Sci. 2014;35(6):268–76. doi: vation for drug, because it reflects the maximum amount of work 10.1016/j.tips.2014.04.002. (e.g., lever pressing) an animal will perform for a single drug infu- 6. Gondré-Lewis MC, Bassey R, Blum K. Pre-clinical models sion. of reward deficiency syndrome: A behavioral octopus. Neu- Sensitization: The process whereby repeated exposure to the roscience & Biobehavioral Reviews. 2020;115:164–188. doi: same stimulus (in the context of addiction studies, a given dose of https://doi.org/10.1016/j.neubiorev.2020.04.021. drug, for instance) comes to elicit a progressively greater response 7. Volkow ND, Michaelides M, Baler R. The neuroscience to that same stimulus. of drug reward and addiction. Physiological Reviews. Tolerance: The process by which repeated exposure to the 2019;99(4):2115–2140. doi: 10.1152/physrev.00014.2018. same stimulus (in the context of addiction studies, a given dose 8. Volkow ND, Koob GF, McLellan AT. Neurobiologic Advances of drug, for instance) comes to elicit a progressively reduced re- from the Brain Disease Model of Addiction. N Engl J Med. sponse, such that increased doses of drug are required to elicit the 2016;374(4):363–71. doi: 10.1056/NEJMra1511480. same initial response. 9. Berridge KC, Kringelbach ML. Pleasure systems Short access (ShA): Self-administration procedures where ses- in the brain. Neuron. 2015;86(3):646–664. doi: sions involve continuous drug access, typically for 1-3 hours per 10.1016/j.neuron.2015.02.018. session (usually 1 session per day). 10. Berridge KC. The debate over dopamine’s role in reward: Long access (LgA): Self-administration procedures where ses- the case for incentive salience. Psychopharmacology (Berl). sions involve continuous drug access, typically for 6+ hours (usu- 2007;191(3):391–431. doi: 10.1007/s00213-006-0578-x. ally 1 session per day). 11. Berridge KC, Robinson TE. Liking, wanting, and the incentive-sensitization theory of addiction. Am Psychol. Intermittent access (IntA): Self-administration involving cy- 2016;71(8):670–679. doi: 10.1037/amp0000059. cles of drug availability and unavailability within the same session. 12. Robinson TE, Berridge KC. The neural basis of drug crav- With cocaine this is achieved by interspersing 5-6 min periods of ing: an incentive-sensitization theory of addiction. Brain drug availability with at least 25-min periods when drug is not Res Brain Res Rev. 1993;18(3):247–91. available. This cycle is then repeated, typically for 4-6 h/session 13. King A, Vena A, Hasin DS, deWit H, O’Connor SJ, Cao D. Sub- (usually 1 session per day). jective Responses to Alcohol in the Development and Main- Psychomotor activating effects: The ability of a drug to en- tenance of Alcohol Use Disorder. Am J Psychiatry. 2021; p. hance locomotor activity, rearing, sniffing, darting behaviours, appiajp202020030247. doi: 10.1176/appi.ajp.2020.20030247. and stereotyped head and forelimb movements. These behaviours 14. Kawa AB, Allain F, Robinson TE, Samaha AN. The transi- require DA transmission in mesolimbic circuits, and changes in tion to cocaine addiction: the importance of pharmacoki- the intensity and frequency of these behaviours indicate neuro- netics for preclinical models. Psychopharmacology (Berl). plasticity in these circuits and of DA in particular. 2019;236(4):1145–1157. doi: 10.1007/s00213-019-5164-0. 15. Calipari ES, Ferris MJ, Zimmer BA, Roberts DC, Jones SR. Acknowledgements Temporal pattern of cocaine intake determines tolerance vs sensitization of cocaine effects at the dopamine trans- We thank Drs Kent Berridge, Hans Crombag for comments on an porter. Neuropsychopharmacology. 2013;38(12):2385–92. earlier version of this text. We also thank Mr. Patrick Castell doi: 10.1038/npp.2013.136. and Dr Florence Allain for help in making Figure 1. This work 16. Association AP. Diagnostic and Statistical Manual of Mental was supported by NIDA grant RO1 DA044204 to TER and CRF, by Disorders, 5th Edition. Washington, DC: American Psychi- NIDA grant R21DA045277 and T32DA007268 to CRF, by CIHR grant atric Association; 2013. 168971 to ANS, and by FRQ-S awards to SYK (270051) and ANS 17. Hooks MS, Duffy P, Striplin C, Kalivas PW. Behav- (28988). ioral and neurochemical sensitization following cocaine self- administration. Psychopharmacology (Berl). 1994;115(1- 2):265–72. Disclosures 18. Phillips AG, Di Ciano P. Behavioral sensitization is induced by intravenous self-administration of cocaine by rats. Psy- The authors declare no conflicts of interest. chopharmacology (Berl). 1996;124(3):279–81. 19. Ahmed SH, Koob GF. Transition from moderate to exces- sive drug intake: change in hedonic set point. Science. References 1998;282(5387):298–300. 20. Heyne A. The development of opiate addiction in the rat. 1. Berridge KC, Robinson TE. Parsing reward. Trends Neurosci. Pharmacology Biochemistry and Behavior. 1996;53(1):11–25. 2003;26(9):507–13. doi: 10.1016/s0166-2236(03)00233-9. doi: 10.1016/0091-3057(95)00193-X. 2. Canchy L, Girardeau P, Durand A, Vouillac-Mendoza C, 21. Heyne A, Wolffgramm J. The development of addiction Ahmed SH. Pharmacokinetics trumps pharmacody- to d-amphetamine in an animal model: same principles namics during cocaine choice: a reconciliation with the as for alcohol and opiate. Psychopharmacology (Berl). dopamine hypothesis of addiction. Neuropsychopharmacol- 1998;140(4):510–8. doi: 10.1007/s002130050796. ogy. 2021;46(2):288–296. doi: 10.1038/s41386-020-0786-9. 22. Allain F, Minogianis EA, Roberts DC, Samaha AN. How fast 3. Saunders BT, Richard JM, Margolis EB, Janak PH. Dopamine and how often: The pharmacokinetics of drug use are deci- neurons create Pavlovian conditioned stimuli with sive in addiction. Neurosci Biobehav Rev. 2015;56:166–79. circuit-defined motivational properties. Nat Neurosci. doi: 10.1016/j.neubiorev.2015.06.012. 2018;21(8):1072–1083. doi: 10.1038/s41593-018-0191-4. 23. Ben-Shahar O, Posthumus EJ, Waldroup SA, Ettenberg A. 4. Leyton M, Vezina P. Striatal ups and downs: their Heightened drug-seeking motivation following extended roles in vulnerability to addictions in humans. Neu- daily access to self-administered cocaine. Prog Neuropsy- rosci Biobehav Rev. 2013;37(9 Pt A):1999–2014. doi: chopharmacol Biol Psychiatry. 2008;32(3):863–9. doi: 10.1016/j.neubiorev.2013.01.018. S0278-5846(08)00008-0 [pii] 10.1016/j.pnpbp.2008.01.002. 5. Leyton M, Vezina P. Dopamine ups and downs in 24. Ferrario CR, Gorny G, Crombag HS, Li Y, Kolb B, Robinson TE. Samaha et al. | 7

Neural and behavioral plasticity associated with the transi- 41. James MH, Stopper CM, Zimmer BA, Koll NE, Bowrey tion from controlled to escalated cocaine use. Biol Psychiatry. HE, Aston-Jones G. Increased Number and Activity of a 2005;58(9):751–9. Lateral Subpopulation of Hypothalamic Orexin/Hypocretin 25. Mantsch J, Yuferov V, Mathieu-Kia AM, Ho A, Kreek M. Neurons Underlies the Expression of an Addicted State Effects of extended access to high versus low cocaine in Rats. Biol Psychiatry. 2019;85(11):925–935. doi: doses on self-administration, cocaine-induced reinstate- 10.1016/j.biopsych.2018.07.022. ment and brain mRNA levels in rats. Psychopharmacology. 42. Calipari ES, Ferris MJ, Jones SR. Extended access of cocaine 2004;175(1):26–36. doi: 10.1007/s00213-004-1778-x. self-administration results in tolerance to the dopamine- 26. Lynch WJ. Modeling the development of drug addiction elevating and locomotor-stimulating effects of cocaine. J in male and female animals. Pharmacol Biochem Behav. Neurochem. 2014;128(2):224–32. doi: 10.1111/jnc.12452. 2018;164:50–61. doi: 10.1016/j.pbb.2017.06.006. 43. Ben-Shahar O, Moscarello JM, Jacob B, Roarty MP, Etten- 27. Paterson NE, Markou A. Increased motivation for self- berg A. Prolonged daily exposure to i.v. cocaine results in tol- administered cocaine after escalated cocaine intake. Neurore- erance to its stimulant effects. Pharmacol Biochem Behav. port. 2003;14(17):2229–32. 2005;82(2):411–6. 28. Bentzley BS, Jhou TC, Aston-Jones G. Economic demand pre- 44. Carr CC, Ferrario CR, Robinson TE. Intermittent access dicts addiction-like behavior and therapeutic efficacy of oxy- cocaine self-administration produces psychomotor sensiti- tocin in the rat. Proc Natl Acad Sci U S A. 2014;111(32):11822–7. zation: effects of withdrawal, sex and cross-sensitization. doi: 10.1073/pnas.1406324111. Psychopharmacology (Berl). 2020;237(6):1795–1812. doi: 29. Christensen CJ, Silberberg A, Hursh SR, Roma PG, Riley AL. 10.1007/s00213-020-05500-4. Demand for cocaine and food over time. Pharmacol Biochem 45. Dalia AD, Norman MK, Tabet MR, Schlueter KT, Tsibulsky Behav. 2008;91(2):209–16. doi: 10.1016/j.pbb.2008.07.009. VL, Norman AB. Transient amelioration of the sensitization 30. Vanderschuren LJ, Everitt BJ. Drug seeking becomes com- of cocaine-induced behaviors in rats by the induction of tol- pulsive after prolonged cocaine self-administration. Science. erance. Brain Res. 1998;797(1):29–34. doi: 10.1016/s0006- 2004;305(5686):1017–9. 8993(98)00323-0. 31. Ahmed SH, Cador M. Dissociation of psychomotor sensi- 46. Robinson TE, Browman KE, Crombag HS, Badiani A. Mod- tization from compulsive cocaine consumption. Neuropsy- ulation of the Induction or Expression of Psychostimu- chopharmacology. 2006;31(3):563–71. lant Sensitization by the Circumstances Surrounding Drug 32. Ahmed SH, Walker JR, Koob GF. Persistent increase in the Administration. Neuroscience & Biobehavioral Reviews. motivation to take heroin in rats with a history of drug esca- 1998;22(2):347–354. doi: 10.1016/S0149-7634(97)00020-1. lation. Neuropsychopharmacology. 2000;22(4):413–21. doi: 47. Wolf ME, Tseng KY. Calcium-permeable AMPA receptors 10.1016/s0893-133x(99)00133-5. in the VTA and nucleus accumbens after cocaine exposure: 33. Adhikary S, Caprioli D, Venniro M, Kallenberger P, Sha- when, how, and why? Front Mol Neurosci. 2012;5:72. doi: ham Y, Bossert JM. Incubation of extinction respond- 10.3389/fnmol.2012.00072. ing and cue-induced reinstatement, but not context- or 48. Mateo Y, Lack CM, Morgan D, Roberts DC, Jones SR. Re- drug priming-induced reinstatement, after withdrawal from duced dopamine terminal function and insensitivity to co- methamphetamine. Addiction Biology. 2017;22(4):977–990. caine following cocaine binge self-administration and de- doi: 10.1111/adb.12386. privation. Neuropsychopharmacology. 2005;30(8):1455–63. 34. Paterson NE, Markou A. Prolonged nicotine dependence as- doi: 10.1038/sj.npp.1300687. sociated with extended accessto nicotine self-administration 49. Willuhn I, Burgeno LM, Groblewski PA, Phillips PE. Exces- in rats. Psychopharmacology. 2004;173(1-2):64–72. doi: sive cocaine use results from decreased phasic dopamine sig- 10.1007/s00213-003-1692-7. naling in the striatum. Nat Neurosci. 2014;17(5):704–9. doi: 35. Ferris MJ, Mateo Y, Roberts DC, Jones SR. Cocaine- 10.1038/nn.3694. insensitive dopamine transporters with intact substrate 50. Algallal H, Allain F, Ndiaye NA, Samaha AN. Sex differences transport produced by self-administration. Biol Psychiatry. in cocaine self-administration behaviour under long access 2011;69(3):201–7. doi: 10.1016/j.biopsych.2010.06.026. versus intermittent access conditions. Addiction Biology. 36. Kawa AB, Valenta AC, Kennedy RT, Robinson TE. Incentive 2020;25(5):e12809. doi: 10.1111/adb.12809. and dopamine sensitization produced by intermittent but 51. Allain F, Bouayad-Gervais K, Samaha AN. High and escalat- not long access cocaine self-administration. Eur J Neurosci. ing levels of cocaine intake are dissociable from subsequent 2019;50(4):2663–2682. doi: 10.1111/ejn.14418. incentive motivation for the drug in rats. Psychopharma- 37. Calipari ES, Ferris MJ, Siciliano CA, Zimmer BA, Jones cology (Berl). 2018;235(1):317–328. doi: 10.1007/s00213-017- SR. Intermittent cocaine self-administration produces 4773-8. sensitization of stimulant effects at the dopamine trans- 52. Cohen P, Sas A. Cocaine use in Amsterdam in non deviant porter. J Pharmacol Exp Ther. 2014;349(2):192–8. doi: subcultures. Addiction Research. 1994;2(1):71–94. 10.1124/jpet.114.212993. 53. Analyzing human cocaine use patterns to inform animal ad- 38. Ahmed SH, Lin D, Koob GF, Parsons LH. Escalation of cocaine diction model development. Palm Springs, CA: College on self-administration does not depend on altered cocaine- Problems of Drug Dependence Annual Meeting; 2012. induced nucleus accumbens dopamine levels. J Neurochem. 54. Leri F, Stewart J, Tremblay A, Bruneau J. Heroin and cocaine 2003;86(1):102–13. co-use in a group of injection drug users in Montréal. J Psy- 39. Zimmer BA, Oleson EB, Roberts DC. The motivation to self- chiatry Neurosci. 2004;29(1):40–7. administer is increased after a history of spiking brain levels 55. Deroche V, Le Moal M, Piazza PV. Cocaine self- of cocaine. Neuropsychopharmacology. 2012;37(8):1901–10. administration increases the incentive motivational proper- doi: npp201237 [pii] 10.1038/npp.2012.37. ties of the drug in rats. Eur J Neurosci. 1999;11(8):2731–6. 40. Oleson EB, Roberts DC. Behavioral economic assess- doi: 10.1046/j.1460-9568.1999.00696.x. ment of price and cocaine consumption following 56. Kawa AB, Bentzley BS, Robinson TE. Less is more: prolonged self-administration histories that produce escalation intermittent access cocaine self-administration produces of either final ratios or intake. Neuropsychopharma- incentive-sensitization and addiction-like behavior. Psy- cology. 2009;34(3):796–804. doi: npp2008195 [pii] chopharmacology (Berl). 2016;233(19-20):3587–602. doi: 10.1038/npp.2008.195. 10.1007/s00213-016-4393-8. 8 | PsyArXiv, 2020

57. Singer BF, Fadanelli M, Kawa AB, Robinson TE. Are 72. Brodnik ZD, Alonso IP, Xu W, Zhang Y, Kortagere S, Es- Cocaine-Seeking ”Habits” Necessary for the Development of pana RA. Hypocretin receptor 1 involvement in cocaine- Addiction-Like Behavior in Rats? J Neurosci. 2018;38(1):60– associated behavior: Therapeutic potential and novel mech- 73. doi: 10.1523/JNEUROSCI.2458-17.2017. anistic insights. Brain Res. 2020;1731:145894. doi: 58. Nicolas C, Russell TI, Pierce AF, Maldera S, Holley A, 10.1016/j.brainres.2018.07.027. You ZB, et al. Incubation of Cocaine Craving After 73. Becker JB, McClellan ML, Reed BG. Sex differences, gender Intermittent-Access Self-administration: Sex Differences and addiction. J Neurosci Res. 2017;95(1-2):136–147. doi: and Estrous Cycle. Biol Psychiatry. 2019;85(11):915–924. doi: 10.1002/jnr.23963. 10.1016/j.biopsych.2019.01.015. 74. Carroll ME, Lynch WJ. How to study sex differences in addic- 59. Gueye AB, Allain F, Samaha AN. Intermittent intake tion using animal models. Addict Biol. 2016;21(5):1007–29. of rapid cocaine injections promotes the risk of relapse doi: 10.1111/adb.12400. and increases mesocorticolimbic BDNF levels during absti- 75. Becker JB, Koob GF. Sex Differences in Animal Models: Fo- nence. Neuropsychopharmacology. 2019;44(6):1027–1035. cus on Addiction. Pharmacol Rev. 2016;68(2):242–63. doi: doi: 10.1038/s41386-018-0249-8. 10.1124/pr.115.011163. 60. Allain F, Samaha AN. Revisiting long-access versus short- 76. McKay JR, Rutherford MJ, Cacciola JS, Kabasakalian-McKay access cocaine self-administration in rats: intermittent R, Alterman AI. Gender differences in the relapse experiences intake promotes addiction symptoms independent of ses- of cocaine patients. J Nerv Ment Dis. 1996;184(10):616–22. sion length. Addiction Biology. 2019;24(4):641–651. doi: 77. Elman I, Karlsgodt KH, Gastfriend DR. Gender differences 10.1111/adb.12629. in cocaine craving among non-treatment-seeking individ- 61. Simms JA, Steensland P, Medina B, Abernathy KE, Chandler uals with cocaine dependence. Am J Drug Alcohol Abuse. LJ, Wise R, et al. Intermittent access to 20in Long-Evans and 2001;27(2):193–202. Wistar rats. Alcohol Clin Exp Res. 2008;32(10):1816–23. doi: 78. Becker JB, Perry AN, Westenbroek C. Sex differences in 10.1111/j.1530-0277.2008.00753.x. the neural mechanisms mediating addiction: a new syn- 62. Fragale JE, James MH, Aston-Jones G. Intermittent self- thesis and hypothesis. Biol Sex Differ. 2012;3(1):14. doi: administration of fentanyl induces a multifaceted addiction 10.1186/2042-6410-3-14. state associated with persistent changes in the orexin system. 79. Yoest KE, Quigley JA, Becker JB. Rapid effects of ovarian hor- Addict Biol. 2020; p. e12946. doi: 10.1111/adb.12946. mones in dorsal striatum and nucleus accumbens. Horm Be- 63. O’Neal TJ, Nooney MN, Thien K, Ferguson SM. Chemo- hav. 2018;104:119–129. doi: 10.1016/j.yhbeh.2018.04.002. genetic modulation of accumbens direct or indirect path- 80. Robinson TE. Behavioral sensitization: characterization of ways bidirectionally alters reinstatement of heroin-seeking enduring changes in rotational behavior produced by inter- in high- but not low-risk rats. Neuropsychopharmacology. mittent injections of amphetamine in male and female rats. 2020;45(8):1251–1262. doi: 10.1038/s41386-019-0571-9. Psychopharmacology (Berl). 1984;84(4):466–75. 64. Calipari ES, Siciliano CA, Zimmer BA, Jones SR. Brief 81. Kawa AB, Robinson TE. Sex differences in incentive- intermittent cocaine self-administration and abstinence sensitization produced by intermittent access cocaine sensitizes cocaine effects on the dopamine transporter self-administration. Psychopharmacology (Berl). and increases drug seeking. Neuropsychopharmacology. 2019;236(2):625–639. doi: 10.1007/s00213-018-5091-5. 2015;40(3):728–35. doi: 10.1038/npp.2014.238. 82. Leyton M. Conditioned and sensitized responses to stimulant 65. Calipari ES, Jones SR. Sensitized nucleus accumbens drugs in humans. Prog Neuropsychopharmacol Biol Psychi- dopamine terminal responses to methylphenidate and atry. 2007;31(8):1601–13. dopamine transporter releasers after intermittent-access 83. Boileau I, Dagher A, Leyton M, Gunn RN, Baker GB, Diksic self-administration. Neuropharmacology. 2014;82:1–10. doi: M, et al. Modeling sensitization to stimulants in humans: 10.1016/j.neuropharm.2014.02.021. an [11C]raclopride/positron emission tomography study in 66. Allain F, Roberts DC, Levesque D, Samaha AN. Inter- healthy men. Arch Gen Psychiatry. 2006;63(12):1386–95. mittent intake of rapid cocaine injections promotes 84. Boileau I, Dagher A, Leyton M, Welfeld K, Booij L, Dik- robust psychomotor sensitization, increased incentive sic M, et al. Conditioned dopamine release in humans: a motivation for the drug and mGlu2/3 receptor dysreg- positron emission tomography [11C]raclopride study with ulation. Neuropharmacology. 2017;117:227–237. doi: amphetamine. J Neurosci. 2007;27(15):3998–4003. 10.1016/j.neuropharm.2017.01.026. 85. Martinez D, Slifstein M, Broft A, Mawlawi O, Hwang 67. Algallal H, Allain F, Ndiaye NA, Samaha AN. Sex differ- DR, Huang Y, et al. Imaging human mesolimbic ences in cocaine self-administration behaviour under long dopamine transmission with positron emission to- access versus intermittent access conditions. Addict Biol. mography. Part II: amphetamine-induced dopamine 2020;25(5):e12809. doi: 10.1111/adb.12809. release in the functional subdivisions of the striatum. 68. Garcia AF, Webb IG, Yager LM, Seo MB, Ferguson SM. In- J Cereb Blood Flow Metab. 2003;23(3):285–300. doi: termittent but not continuous access to cocaine produces in- 10.1097/01.WCB.0000048520.34839.1A. dividual variability in addiction susceptibility in rats. Psy- 86. Boileau I, Assaad JM, Pihl RO, Benkelfat C, Leyton M, Dik- chopharmacology (Berl). 2020;237(10):2929–2941. doi: sic M, et al. Alcohol promotes dopamine release in the hu- 10.1007/s00213-020-05581-1. man nucleus accumbens. Synapse. 2003;49(4):226–31. doi: 69. Post RM. Intermittent versus continuous stimulation: effect 10.1002/syn.10226. of time interval on the development of sensitization or toler- 87. Brody AL, Olmstead RE, London ED, Farahi J, Meyer JH, ance. Life Sci. 1980;26(16):1275–82. Grossman P, et al. Smoking-induced ventral striatum 70. Robinson TE, Becker JB. Enduring changes in brain and be- dopamine release. Am J Psychiatry. 2004;161(7):1211–8. doi: havior produced by chronic amphetamine administration: a 10.1176/appi.ajp.161.7.1211. review and evaluation of animal models of amphetamine psy- 88. Barrett SP, Boileau I, Okker J, Pihl RO, Dagher A. The chosis. Brain Res. 1986;396(2):157–98. hedonic response to cigarette smoking is proportional to 71. James MH, Bowrey HE, Stopper CM, Aston-Jones G. Demand dopamine release in the human striatum as measured by elasticity predicts addiction endophenotypes and the thera- positron emission tomography and [11C]raclopride. Synapse. peutic efficacy of an orexin/hypocretin-1 receptor antagonist 2004;54(2):65–71. doi: 10.1002/syn.20066. in rats. Eur J Neurosci. 2018;doi: 10.1111/ejn.14166. 89. Spagnolo PA, Kimes A, Schwandt ML, Shokri-Kojori E, Samaha et al. | 9

Thada S, Phillips KA, et al. Striatal Dopamine Release in sient behavioral depression and persistent behavioral sensi- Response to Morphine: A [(11)C]Raclopride Positron Emis- tization in relation to regional brain monoamine concentra- sion Tomography Study in Healthy Men. Biol Psychiatry. tions during amphetamine withdrawal in rats. Psychophar- 2019;86(5):356–364. doi: 10.1016/j.biopsych.2019.03.965. macology. 1991;103(4):480–492. doi: 10.1007/BF02244248. 90. Bossong MG, van Berckel BN, Boellaard R, Zuurman L, Schuit 104. Paulson PE, Robinson TE. Amphetamine-Induced time- RC, Windhorst AD, et al. Delta 9-tetrahydrocannabinol dependent sensitization of dopamine neurotransmission in induces dopamine release in the human striatum. the dorsal and ventral striatum: A microdialysis study Neuropsychopharmacology. 2009;34(3):759–66. doi: in behaving rats. Synapse. 1995;19(1):56–65. doi: 10.1038/npp.2008.138. 10.1002/syn.890190108. 91. Ashok AH, Mizuno Y, Volkow ND, Howes OD. Association 105. Gratton A, Wise RA. Drug- and behavior-associated changes of stimulant use with dopaminergic alterations in users of in dopamine-related electrochemical signals during intra- cocaine, amphetamine, or methamphetamine: A systematic venous cocaine self-administration in rats. J Neurosci. review and meta-analysis. JAMA Psychiatry. 2017;74(5):511– 1994;14(7):4130–46. 519. doi: 10.1001/jamapsychiatry.2017.0135. 106. Fotros A, Casey KF, Larcher K, Verhaeghe JA, Cox SM, Gravel 92. Proebstl L, Kamp F, Manz K, Krause D, Adorjan K, Pogarell P, et al. Cocaine cue-induced dopamine release in O, et al. Effects of stimulant drug use on the dopaminergic and : a high-resolution PET [(1)(8)F]fallypride system: A systematic review and meta-analysis of in vivo study in cocaine dependent participants. Neuropsychophar- neuroimaging studies. Eur Psychiatry. 2019;59:15–24. doi: macology. 2013;38(9):1780–8. doi: 10.1038/npp.2013.77. 10.1016/j.eurpsy.2019.03.003. 107. Milella MS, Fotros A, Gravel P, Casey KF, Larcher K, Ver- 93. Trifilieff P, Ducrocq F, van der Veldt S, Martinez D. Blunted haeghe JA, et al. Cocaine cue-induced dopamine release dopamine transmission in addiction: Potential mecha- in the human prefrontal cortex. J Psychiatry Neurosci. nisms and implications for behavior. Semin Nucl Med. 2016;41(5):322–30. doi: 10.1503/jpn.150207. 2017;47(1):64–74. doi: 10.1053/j.semnuclmed.2016.09.003. 108. Field M, Cox WM. Attentional bias in addictive behav- 94. Boileau I, Nakajima S, Payer D. Imaging the D3 dopamine iors: a review of its development, causes, and consequences. receptor across behavioral and drug addictions: Positron Drug Alcohol Depend. 2008;97(1-2):1–20. doi: S0376- emission tomography studies with [(11)C]-(+)-PHNO. 8716(08)00125-7 [pii] 10.1016/j.drugalcdep.2008.03.030. Eur Neuropsychopharmacol. 2015;25(9):1410–20. doi: 109. Fadardi JS, Cox WM, Rahmani A. Neuroscience of attentional 10.1016/j.euroneuro.2015.06.002. processes for addiction medicine: from brain mechanisms 95. Matuskey D, Gallezot JD, Pittman B, Williams W, to practical considerations. Prog Brain Res. 2016;223:77–89. Wanyiri J, Gaiser E, et al. Dopamine D(3) receptor al- doi: 10.1016/bs.pbr.2015.08.002. terations in cocaine-dependent humans imaged with 110. Anderson BA. Relating value-driven attention to psy- [(1)(1)C](+)PHNO. Drug Alcohol Depend. 2014;139:100–5. chopathology. Current Opinion in Psychology. 2021;39:48– doi: 10.1016/j.drugalcdep.2014.03.013. 54. doi: 10.1016/j.copsyc.2020.07.010. 96. Worhunsky PD, Matuskey D, Gallezot JD, Gaiser EC, Nabulsi 111. Cofresí RU, Bartholow BD, Piasecki TM. Evidence for incen- N, Angarita GA, et al. Regional and source-based patterns tive salience sensitization as a pathway to alcohol use disor- of [(11)C]-(+)-PHNO binding potential reveal concurrent al- der. Neuroscience & Biobehavioral Reviews. 2019;107:897– terations in dopamine D2 and D3 receptor availability in 926. doi: 10.1016/j.neubiorev.2019.10.009. cocaine-use disorder. Neuroimage. 2017;148:343–351. doi: 112. Serre F, Fatseas M, Swendsen J, Auriacombe M. Eco- 10.1016/j.neuroimage.2017.01.045. logical momentary assessment in the investigation 97. Payer DE, Behzadi A, Kish SJ, Houle S, Wilson AA, Rusjan PM, of craving and substance use in daily life: a system- et al. Heightened D3 dopamine receptor levels in cocaine de- atic review. Drug Alcohol Depend. 2015;148:1–20. doi: pendence and contributions to the addiction behavioral phe- 10.1016/j.drugalcdep.2014.12.024. notype: a positron emission tomography study with [11C]- 113. Garavan H, Pankiewicz J, Bloom A, Cho JK, Sperry L, Ross +-PHNO. Neuropsychopharmacology. 2014;39(2):311–8. doi: TJ, et al. Cue-induced cocaine craving: neuroanatomical 10.1038/npp.2013.192. specificity for drug users and drug stimuli. Am J Psychiatry. 98. Boileau I, Payer D, Houle S, Behzadi A, Rusjan PM, Tong J, 2000;157(11):1789–98. doi: 10.1176/appi.ajp.157.11.1789. et al. Higher binding of the dopamine D3 receptor-preferring 114. Marota JJ, Mandeville JB, Weisskoff RM, Moskowitz MA, ligand [11C]-(+)-propyl-hexahydro-naphtho-oxazin in Rosen BR, Kosofsky BE. Cocaine activation discrimi- methamphetamine polydrug users: a positron emission nates dopaminergic projections by temporal response: an tomography study. J Neurosci. 2012;32(4):1353–9. doi: fMRI study in Rat. Neuroimage. 2000;11(1):13–23. doi: 10.1523/JNEUROSCI.4371-11.2012. 10.1006/nimg.1999.0520. 99. Vezina P, Leyton M. Conditioned cues and the ex- 115. Ferenczi EA, Zalocusky KA, Liston C, Grosenick L, Warden pression of stimulant sensitization in animals and hu- MR, Amatya D, et al. Prefrontal cortical regulation of brain- mans. Neuropharmacology. 2009;56 Suppl 1:160–8. doi: wide circuit dynamics and reward-related behavior. Science. 10.1016/j.neuropharm.2008.06.070. 2016;351(6268):aac9698. doi: 10.1126/science.aac9698. 100. Duvauchelle CL, Ikegami A, Castaneda E. Conditioned 116. Decot HK, Namboodiri VM, Gao W, McHenry JA, Jennings JH, increases in behavioral activity and accumbens dopamine Lee SH, et al. Coordination of Brain-Wide Activity Dynam- levels produced by intravenous cocaine. Behav Neurosci. ics by Dopaminergic Neurons. Neuropsychopharmacology. 2000;114(6):1156–66. doi: 10.1037//0735-7044.114.6.1156. 2017;42(3):615–627. doi: 10.1038/npp.2016.151. 101. Fontana DJ, Post RM, Pert A. Conditioned increases in 117. Roelofs TJM, Verharen JPH, van Tilborg GAF, Boekhoudt mesolimbic dopamine overflow by stimuli associated with L, van der Toorn A, de Jong JW, et al. A novel approach cocaine. Brain Res. 1993;629(1):31–9. doi: 10.1016/0006- to map induced activation of neuronal networks us- 8993(93)90477-5. ing chemogenetics and functional neuroimaging in 102. Cox SML, Yau Y, Larcher K, Durand F, Kolivakis T, De- rats: A proof-of-concept study on the mesocorticol- laney JS, et al. Cocaine Cue-Induced Dopamine Release in imbic system. Neuroimage. 2017;156:109–118. doi: Recreational Cocaine Users. Sci Rep. 2017;7:46665. doi: https://doi.org/10.1016/j.neuroimage.2017.05.021. 10.1038/srep46665. 118. Lohrenz T, Kishida KT, Montague PR. BOLD and its con- 103. Paulson PE, Camp DM, Robinson TE. Time course of tran- nection to dopamine release in human striatum: a cross- 10 | PsyArXiv, 2020

cohort comparison. Philos Trans R Soc Lond B Biol Sci. therapy during intermittent cocaine self-administration in 2016;371(1705). doi: 10.1098/rstb.2015.0352. rats attenuates psychomotor and dopamine sensitization 119. Anderson BA. The attention habit: how reward learn- and reduces addiction-like behavior. Neuropsychopharma- ing shapes attentional selection. Ann N Y Acad Sci. cology. 2021;46(2):305–315. doi: 10.1038/s41386-020-0773- 2016;1369(1):24–39. doi: 10.1111/nyas.12957. 1. 120. Leeman RF, Robinson CD, Waters AJ, Sofuoglu M. A criti- cal review of the literature on attentional bias in cocaine use disorder and suggestions for future research. Exp Clin Psy- chopharmacol. 2014;22(6):469–83. doi: 10.1037/a0037806. 121. Kuhn S, Gallinat J. Common biology of craving across le- gal and illegal drugs - a quantitative meta-analysis of cue- reactivity brain response. Eur J Neurosci. 2011;33(7):1318–26. doi: 10.1111/j.1460-9568.2010.07590.x. 122. Anderson BA, Kuwabara H, Wong DF, Gean EG, Rahmim A, Brasic JR, et al. The Role of Dopamine in Value-Based Attentional Orienting. Curr Biol. 2016;26(4):550–5. doi: 10.1016/j.cub.2015.12.062. 123. Jasinska AJ, Stein EA, Kaiser J, Naumer MJ, Yalachkov Y. Fac- tors modulating neural reactivity to drug cues in addiction: a survey of human neuroimaging studies. Neurosci Biobehav Rev. 2014;38:1–16. doi: 10.1016/j.neubiorev.2013.10.013. 124. Chase HW, Eickhoff SB, Laird AR, Hogarth L. The neural basis of drug stimulus processing and craving: an activa- tion likelihood estimation meta-analysis. Biol Psychiatry. 2011;70(8):785–93. doi: 10.1016/j.biopsych.2011.05.025. 125. Courtney KE, Schacht JP, Hutchison K, Roche DJ, Ray LA. Neural substrates of cue reactivity: association with treat- ment outcomes and relapse. Addict Biol. 2016;21(1):3–22. doi: 10.1111/adb.12314. 126. Childress AR, Ehrman RN, Wang Z, Li Y, Sciortino N, Hakun J, et al. Prelude to passion: limbic activation by ”unseen” drug and sexual cues. PLoS One. 2008;3(1):e1506. doi: 10.1371/jour- nal.pone.0001506. 127. Evans AH, Pavese N, Lawrence AD, Tai YF, Appel S, Doder M, et al. Compulsive drug use linked to sensitized ventral striatal dopamine transmission. Ann Neurol. 2006;59(5):852–8. doi: 10.1002/ana.20822. 128. Dagher A, Robbins TW. Personality, addiction, dopamine: in- sights from Parkinson’s disease. Neuron. 2009;61(4):502–10. doi: 10.1016/j.neuron.2009.01.031. 129. Grabowski J, Rhoades H, Schmitz J, Stotts A, Daruzska LA, Creson D, et al. for cocaine- dependence treatment: a double-blind randomized clini- cal trial. J Clin Psychopharmacol. 2001;21(5):522–6. doi: 10.1097/00004714-200110000-00010. 130. Greenwald MK, Lundahl LH, Steinmiller CL. Sustained re- lease d-amphetamine reduces cocaine but not ’speedball’- seeking in buprenorphine-maintained volunteers: a test of dual-agonist pharmacotherapy for cocaine/heroin polydrug abusers. Neuropsychopharmacology. 2010;35(13):2624–37. doi: 10.1038/npp.2010.175. 131. Rush CR, Stoops WW, Sevak RJ, Hays LR. Cocaine choice in humans during D-amphetamine mainte- nance. J Clin Psychopharmacol. 2010;30(2):152–9. doi: 10.1097/JCP.0b013e3181d21967. 132. Shearer J, Wodak A, van Beek I, Mattick RP, Lewis J. Pilot randomized double blind placebo-controlled study of dexamphetamine for cocaine dependence. Addiction. 2003;98(8):1137–41. 133. Lile JA, Johnson AR, Banks ML, Hatton KW, Hays LR, Nicholson KL, et al. Pharmacological validation of a translational model of cocaine use disorder: Effects of d- amphetamine maintenance on choice between intravenous cocaine and a nondrug alternative in humans and rhesus monkeys. Exp Clin Psychopharmacol. 2020;28(2):169–180. doi: 10.1037/pha0000302. 134. Allain F, Delignat-Lavaud B, Beaudoin MP, Jacquemet V, Robinson TE, Trudeau LE, et al. Amphetamine maintenance