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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2022.870750</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Cannabis Use and Neuroadaptation: A Call for &#x0394;<italic><sup>9</sup></italic>-Tetrahydrocannabinol Challenge Studies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ramaekers</surname> <given-names>Johannes G.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/177032/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Theunissen</surname> <given-names>Eef L.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1330978/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>van Ruitenbeek</surname> <given-names>Peter</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/40901/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mason</surname> <given-names>Natasha L.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/574552/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Neuropsychology and Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University</institution>, <addr-line>Maastricht</addr-line>, <country>Netherlands</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Danilo De Gregorio, Vita-Salute San Raffaele University, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jodi M. Gilman, Massachusetts General Hospital and Harvard Medical School, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Johannes G. Ramaekers, <email>j.ramaekers@maastrichtuniversity.nl</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Addictive Disorders, a section of the journal Frontiers in Psychiatry</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>870750</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Ramaekers, Theunissen, van Ruitenbeek and Mason.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ramaekers, Theunissen, van Ruitenbeek and Mason</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Currently, the assessment of the neurobehavioral consequences of repeated cannabis use is restricted to studies in which brain function of chronic cannabis users is compared to that of non-cannabis using controls. The assumption of such studies is that changes in brain function of chronic users are caused by repeated and prolonged exposure to acute cannabis intoxication. However, differences in brain function between chronic cannabis users and non-users might also arise from confounding factors such as polydrug use, alcohol use, withdrawal, economic status, or lifestyle conditions. We propose a methodology that highlights the relevance of acute &#x0394;<sup>9</sup>-tetrahydrocannabinol (THC) dosing studies for a direct assessment of neuroadaptations in chronic cannabis users. The approach includes quantification of neurochemical, receptor, and functional brain network changes in response to an acute cannabis challenge, as well as stratification of cannabis using groups ranging from occasional to cannabis-dependent individuals. The methodology allows for an evaluation of THC induced neuroadaptive and neurocognitive changes across cannabis use history, that can inform neurobiological models on reward driven, compulsive cannabis use.</p>
</abstract>
<kwd-group>
<kwd>cannabis</kwd>
<kwd>neuroadaptation</kwd>
<kwd>neurocognition</kwd>
<kwd>mesocorticolimbic circuit</kwd>
<kwd>cannabis abuse</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="82"/>
<page-count count="7"/>
<word-count count="5116"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Cannabis is the most commonly used illicit drug, with 4% of the global population reportedly using the substance (<xref ref-type="bibr" rid="B1">1</xref>). The prevalence of cannabis use is expected to increase following recent trends to legalize or decriminalize its use for recreational and therapeutic purposes (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Thus, as cannabis use increases and the perception of risk of use decreases (<xref ref-type="bibr" rid="B4">4</xref>), a pertinent question is how prolonged cannabis use affects the neurocognitive state, and whether there are long-term neurobiological consequences (<xref ref-type="bibr" rid="B5">5</xref>). Furthermore, as 10% of those who recreationally consume cannabis develop daily use patterns (<xref ref-type="bibr" rid="B6">6</xref>), it is prudent to understand neuroadaptations in the neuro-circuitry which may underlie this increase and persistence of use.</p>
<p>Neuroadaptation in chronic cannabis users has traditionally been evaluated with brain imaging measures in comparison to non-cannabis using controls. Many of these cross-sectional fMRI studies have revealed changes in functional connectivity (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>), task-related brain activation (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>) and neurotransmission (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>) in various brain regions of chronic cannabis users, sometimes in association with cognitive deficits (<xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>). However, findings have also been mixed as these studies suffer from the methodological problem that confounding factors (e.g., pre-existing differences, polydrug use, and differences in lifestyle) cannot adequately be controlled and therefore, in addition to cannabis use, might explain observed differences in brain function (<xref ref-type="bibr" rid="B30">30</xref>). Cross-sectional studies between chronic cannabis users and non-cannabis users therefore cannot be taken as the sole approach for studying the effects of repeated cannabis use on brain function and its associated neurocognitive state.</p>
<p>Alternatively, we propose that neuroadaptive changes in cannabis users can more selectively be studied in response to an acute challenge with &#x0394;<sup>9</sup> -tetrahydrocannabinol (THC). Ideally, such studies would follow a multimodal imaging approach that includes resting state fMRI to assess functional connectivity, PET imaging to profile CB1 receptor densities, and magnetic resonance spectroscopy to quantify neurometabolites in neural circuits in which neuroadaptions are prominent, such as the mesocorticolimbic circuit (<xref ref-type="bibr" rid="B31">31</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Neural changes to an acute THC challenge should be assessed as a function of cannabis use frequency as there is a notion that neural mechanisms underlying acute and long-term cognitive deficits are interrelated and that the latter can be explained as a neuroadaptive response to the former (<xref ref-type="bibr" rid="B32">32</xref>). For example, an acute dose of THC has been found to increase glutamate (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>) and dopamine (<xref ref-type="bibr" rid="B36">36</xref>&#x2013;<xref ref-type="bibr" rid="B39">39</xref>) in the striatum of occasional users, whereas sober chronic cannabis users demonstrate a decrease of glutamate and glutamate-related metabolites (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>), and lower levels of dopamine release (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>). Likewise, fMRI studies have repeatedly shown hypoactivation in the mesocorticolimbic circuit during acute THC intoxication (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B35">35</xref>) in occasional users but hyperactivation in sober, chronic cannabis users (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B42">42</xref>). The intermediate mechanism might be CB1 receptor density that is known to fluctuate with cannabis frequency and represents a neuroadaptive response of the brain to regain homeostasis following sustained and repeated THC exposure (<xref ref-type="bibr" rid="B31">31</xref>). It can be hypothesized that this neuroadaptive response in chronic cannabis users is aimed to normalize cognitive function during THC intoxication, but causes underactivation of brain function when sober (<xref ref-type="bibr" rid="B32">32</xref>). The dynamics of this antipodal neural response underlying acute and long-term effects of cannabis can typically be studied in placebo-controlled THC studies as a function of cannabis use frequency as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. This approach could be applied to a number of research issues that are closely associated with cannabis use disorder, as discussed below. These include assessments of neural mechanisms that underlie the progression to compulsive cannabis use, the development of tolerance, and their association to neurocognitive key-elements of addiction such as reward, craving, and cognitive control (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Schematic representation of neurotransmission and functional connectivity in the mesocorticolimbic circuit in the normal brain (<xref ref-type="bibr" rid="B32">32</xref>) (left panel) and multimodal imaging measures (right panel) that can be employed to assess dynamics within this circuit during an acute challenge with THC and when sober. Magnetic Resonance Spectroscopy (MRS) has been successfully used to quantify frontal and striatal glutamate concentrations in cannabis users during intoxication and when sober (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). fMRI measures of functional connectivity (FC) have provided functional associations within and between neural networks in cannabis users during intoxication (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B42">42</xref>) and when sober (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B42">42</xref>), and can be used as an indirect marker of striatal dopamine release during cannabis intoxication (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B81">81</xref>). Positron emission tomography (PET) can be used to determine CB1 receptor density at glutamatergic and GABAergic neurons in the striatum of cannabis users (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B62">62</xref>) and to determine dopamine displacement at D2/D3 receptors as a measure of dopamine transmission during cannabis intoxication (<xref ref-type="bibr" rid="B36">36</xref>). NAc, nucleus accumbens; PFC, prefrontal cortex.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-870750-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Schematic representation of the dynamics of the neuroadaptive state of the mesocorticolimbic circuit when challenged with placebo (PLA) and THC as users proceed from occasional to chronic cannabis use and into abstinence. In occasional users, an acute THC challenge increases striatal levels of dopamine and glutamate (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>) through stimulation of CB1 receptors at presynaptic GABAergic and glutamatergic receptors, leading to hypoconnectivity of the mesocorticolimbic circuit (here shown superimposed on brain) and neurocognitive dysfunction (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B35">35</xref>). With repeated cannabis use, CB1 receptors are downregulated as a neuroadaptive response to CB1 receptor overstimulation (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B62">62</xref>). In chronic users, this leads to reduced striatal dopamine (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>) and glutamate (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>), as well as hyperconnectivity within the mesocorticolimbic circuit (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B82">82</xref>) and neurocognitive dysfunction when sober (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). In these users, stimulation of CB1 receptors normalizes striatal dopamine and glutamate concentrations, functional connectivity and neurocognitive function during acute THC intoxication (<xref ref-type="bibr" rid="B35">35</xref>). With prolonged abstinence of cannabis, CB1 receptors upregulate (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B62">62</xref>) and potentially normalize the neuroadaptive and neurocognitive state (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B66">66</xref>). NAc, nucleus accumbens; PFC, prefrontal cortex.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-13-870750-g002.tif"/>
</fig>
</sec>
<sec id="S2">
<title>Transition to Compulsive Cannabis Use</title>
<p>Acute THC studies can be employed to increase or confirm our understanding of the neural and psychological basis of the transition from initial cannabis use to compulsive use. Compulsive cannabis use occurs in parallel to the development of cannabis tolerance but their underlying neural mechanisms may differ. Preclinical studies have suggested that THC-induced dopamine release shifts from the ventral striatum to the dorsal striatum after repeated administration (<xref ref-type="bibr" rid="B44">44</xref>), a transition that has been associated with the development of dependence in humans (<xref ref-type="bibr" rid="B45">45</xref>). In addiction research, dorsal striatal activation dominance in drug use disorders has been associated with habitual, drug-seeking behavior (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>), while increased ventral striatal activation has been associated with increased responsiveness to drug-related cues and reward (<xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B52">52</xref>). Indeed, dependent and non-dependent cannabis users have shown increased responsiveness of the ventral striatum in response to cannabis-related cues (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>) and increased striatal frontal coupling (<xref ref-type="bibr" rid="B45">45</xref>). Dependent users also exhibit increased dorsal striatal reactivity and decreased striatal limbic coupling during cannabis cue exposure (<xref ref-type="bibr" rid="B45">45</xref>). Shifts in ventral and dorsal activation as observed in cannabis users are thus intrinsically related to the frequency of acute cannabis intoxications. The development of the striatal response to cannabis cues should therefore also be studied and understood in the context of acute THC challenge studies in groups with varying cannabis use frequencies. Such studies could potentially monitor directly how acute THC intoxication affects ventral-dorsal striatal activation as a function of cannabis use history and further clarify the contributory roles of striatal dopaminergic and glutamatergic neurotransmission to excessive cannabis use and habit formation. The latter is of particular relevance, as a number of acute THC studies have shown that a single dose of THC attenuates the striatal response to rewards such as monetary incentives, cannabis marketing, and music (<xref ref-type="bibr" rid="B56">56</xref>&#x2013;<xref ref-type="bibr" rid="B58">58</xref>) suggesting that THC-induced increments in striatal dopamine reduce salience and attentional processing of concurrent rewards (<xref ref-type="bibr" rid="B56">56</xref>). Acute THC challenge studies therefore would not only contribute to a fundamental understanding of ventral-dorsal striatal activation with increasing cannabis use, but also provide important pharmacological insights on how shifts in striatal balance can be prevented or controlled in order to avoid progression to compulsive cannabis use.</p>
</sec>
<sec id="S3">
<title>Dynamics of Tolerance and Neurocognition</title>
<p>Neurocognitive impairments observed during cannabis intoxication are transient and dynamic over time, depending on cannabis use frequency (<xref ref-type="bibr" rid="B31">31</xref>). Understanding the dynamics of tolerance can be useful when trying to &#x201C;tailor&#x201D; the cannabis experience and develop dosing strategies which promote tolerance in patient populations where they do not want the &#x201C;high&#x201D; and neurocognitive impairment. Alternatively, dynamics of tolerance can also inform strategies to promote efficient &#x201C;tolerance breaks&#x201D; for individuals who want the &#x201C;high&#x201D; and the associated neurocognitive state, but wish to reduce the potential for addiction, as tolerance development promotes addictive behavior (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>The neurocognitive state of cannabis users is strongly associated with neuroadaptations in the mesocorticolimbic circuit that occur during acute intoxication, chronic use, and abstinence (see <xref ref-type="fig" rid="F2">Figure 2</xref>). Chronic exposure to cannabis produces significant downregulation and desensitization of CB1 receptors in cannabis-dependent users relative to that in controls (<xref ref-type="bibr" rid="B60">60</xref>&#x2013;<xref ref-type="bibr" rid="B62">62</xref>). This homeostatic response of the brain also potentially causes a state of underactivation and neurocognitive dysfunction in chronic cannabis users when sober (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B63">63</xref>&#x2013;<xref ref-type="bibr" rid="B65">65</xref>). Typically, such deficits rapidly decrease during abstinence and do not persist beyond 4&#x2013;5 weeks (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B66">66</xref>). It has been hypothesized that neurocognitive impairment in chronic users arise from a state of withdrawal during which CB1 receptors are downregulated and restrained from THC-related receptor stimulation (<xref ref-type="bibr" rid="B32">32</xref>). Subsequent CB1 receptor upregulation observed during withdrawal in chronic users (<xref ref-type="bibr" rid="B60">60</xref>) was indeed paralleled by an improvement in neurocognitive function (<xref ref-type="bibr" rid="B64">64</xref>). Interestingly, the only study to date that investigated the neuroadaptive response to an acute challenge in chronic cannabis users (<xref ref-type="bibr" rid="B35">35</xref>) suggested that stimulation of CB1 receptors subsequently normalizes striatal glutamate and dopamine transmission, functional mesocorticolimbic connectivity, and neurocognitive function (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B35">35</xref>). This neuroadaptive response may also explain the absence of neurocognitive impairment (i.e., tolerance) that is often reported in chronic cannabis users during THC intoxication (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>Neuroimaging studies can be instrumental in assessing the dynamics of CB1 receptor density and neurocognitive state before or after an acute THC challenge in groups of cannabis users who vary in their frequency of use. Such studies could establish downregulation of CB1 receptor density with increasing cannabis use and determine the impact of CB1 downregulation on mesocorticolimbic function and neurocognitive state, in the presence and absence of an acute THC challenge. Increased knowledge of how temporal changes in cannabis use frequency affect the dynamics of an individual&#x2019;s response and neuroadaptations to an acute challenge with cannabis, will gain relevance with increasing recreational and medical use of cannabis. Frequency, dose, and duration of use to achieve or reverse tolerance are currently unknown but are important to define recreational use frequencies and medical dosing strategies at which the development of acute tolerance, persistence of neurocognitive deficits, and compulsive use can be avoided.</p>
</sec>
<sec id="S4">
<title>Markers of the Neurocognitive State</title>
<p>Acute THC studies might also serve to identify neural markers of cognitive function that differentiate compulsive cannabis use from non-problematic cannabis exposure, or the impaired state from the non-impaired state. At present, there is no objective assessment that can classify the neurocognitive state in individual cannabis users. Recent studies have suggested, however, that acute THC intoxication as assessed by subjective ratings of &#x201C;high&#x201D; produces a reproducible signature change in brain function that can be detected with neuroimaging techniques (<xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B68">68</xref>). The former study (<xref ref-type="bibr" rid="B68">68</xref>) conducted functional near-infrared spectroscopy (fNIRS) in cannabis users before and after receiving oral THC and placebo and found increased oxygenated hemoglobin concentration (HbO) in the prefrontal cortex of participants with a clinical rating of subjective intoxication. Machine learning models using fNIRS time course features and connectivity matrices identified the intoxicated state with 76.4% accuracy (<xref ref-type="bibr" rid="B68">68</xref>). The latter study (<xref ref-type="bibr" rid="B42">42</xref>) used a data-driven independent component methodology to analyze fMRI resting state data to extract a distinct spatial connectivity pattern of hypoconnectivity involving the dorsal attention, limbic, subcortical and cerebellum networks, and of hyperconnectivity between the default mode and ventral attention network, that was associated with the feeling of a subjective &#x201C;high&#x201D; during THC intoxication (<xref ref-type="bibr" rid="B42">42</xref>). That same study also revealed a broad state of hyperconnectivity within whole-brain networks in chronic cannabis users compared to occasional cannabis users, which might be reflective of an adaptive network reorganization following prolonged cannabis exposure. These acute THC studies suggest that neural fingerprints of cannabis intoxication and cannabis use history can be derived from neuroimaging data. Future studies with acute THC challenges might identify neurobiological features or phenotype characteristics of impaired and maladaptive behaviors that might arise from acute and chronic use of cannabis. Such models might provide unique insights into emerging adaptations of distinct functional networks in users that progress from occasional to chronic cannabis use and underlie the development of a pathological state, such as cannabis use disorder.</p>
</sec>
<sec id="S5">
<title>Concluding Remarks</title>
<p>While the effects of chronic cannabis exposure on brain function and cognition have become a focal point for research, much remains unknown about neuroadaptive responses to acute THC intoxication, and how these develop over time into chronic cannabis use. This paper posits that pharmaco-imaging studies should be considered to explore how neural responses to an acute THC challenge develop with repeated cannabis use and how such neuroadaptations relate to the development of cannabis tolerance, compulsive cannabis use, and their associated neurocognitive state. Such studies could also target additional factors that are known to moderate the neural response to an acute THC challenge, such a dose, potency, composition, and formulations of cannabis products as well the interaction with underlying pathological states in case of medical use (<xref ref-type="bibr" rid="B32">32</xref>). In principle, this approach could also be expanded on to assess neuroadaptations to other drugs of abuse. For example, acute and chronic alterations in neurotransmission and functional connectivity of the mesocorticolimbic circuit have been reported for cocaine (<xref ref-type="bibr" rid="B69">69</xref>&#x2013;<xref ref-type="bibr" rid="B71">71</xref>), nicotine (<xref ref-type="bibr" rid="B72">72</xref>&#x2013;<xref ref-type="bibr" rid="B76">76</xref>), and alcohol (<xref ref-type="bibr" rid="B77">77</xref>&#x2013;<xref ref-type="bibr" rid="B80">80</xref>). The current proposal on how to assess and define neuroadaptations in cannabis users would also call for an international, multi-center research effort in order to include large samples of distinct cannabis user groups, ranging from novice and occasional users at the lowest end of the use frequency spectrum to daily, chronic users at the opposite extreme. It would offer a unique opportunity to develop an integrative, mechanistic view of long-term effects of cannabis on the brain as a neuroadaptive response to acute THC challenges or to the absence thereof.</p>
</sec>
<sec id="S6">
<title>Author Contributions</title>
<p>All authors contributed to the manuscript and approved its content.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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<back>
<ref-list>
<title>References</title>
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