Anxiety sensitivity components in relation to alcohol and cannabis use, motives, and problems in treatment-seeking cigarette smokers

Anxiety sensitivity and cannabis use: A systematic review and conceptualization of research findings

OBJECTIVES

Anxiety sensitivity (AS), or fear of anxious arousal, is a transdiagnostic risk factor that may be associated with greater risk for problematic cannabis use. Individuals with high AS may use cannabis to cope with distressing physiological sensations. However, there is also conflicting research suggesting that individuals with high AS may avoid cannabis use because it is perceived to cause unpleasant physiological sensations. Rates of cannabis use disorder (CUD) are high and escalating in the US, so identification and understanding of risk factors such as AS is crucial for prevention and treatment of CUD. The purpose of the current review is to summarize and critically review the, at times, conflicting existing research on AS and CUD, present a unifying conceptualization of AS as a risk factor for CUD, and establish a future research agenda.

METHODS

Empirical studies indexed in PubMed or PsycInfo as of Spring 2024 testing associations between AS and cannabis use were included. Fifty studies were reviewed and coded by two independent coders who evaluated study characteristics and risk of bias.

RESULTS

Results were qualitatively synthesized and suggested a direct association between elevated AS and greater levels of coping-oriented and possibly problematic cannabis use, but not lifetime cannabis use or cannabis use frequency.

DISCUSSION

A conceptual model is presented in which high AS may lead to greater coping-oriented cannabis use, and, in turn, problematic cannabis use in the presence of symptoms of psychopathology and positive cannabis expectancies. Future research should test this model utilizing prospective and/or experimental studies with valid assessments of AS and cannabis use among diverse cannabis using samples.

Mindfulness as a Moderator of the Association Between Anxiety and Alcohol Use Severity and Drinking Motives in Professional Firefighters

Objective: Firefighters are at risk of experiencing heightened anxiety and alcohol use perhaps due to occupational stress. Mindfulness is related to both anxiety and alcohol use; however, research on the relations of mindfulness with anxiety and alcohol use and drinking motives among firefighters is limited. This study examined (1) whether higher anxiety was positively related to alcohol use severity and drinking related motives (e.g., coping, enhancement, social, and conformity) and (2) whether higher mindfulness would moderate the association between anxiety symptom severity and alcohol use severity and alcohol use coping motives. Methods: Participants included urban firefighters (N = 679; Mage = 38.6; SD = 8.58; 93.5% male) who completed an online survey. Five hierarchical regression analyses were conducted to evaluate the main and interactive effects of anxiety symptom severity and mindfulness on all study outcomes (i.e., alcohol use severity and four drinking motives). Results: Anxiety symptom severity was significantly and negatively associated with mindfulness and, incrementally, positively associated with all alcohol use-related outcome variables. Mindfulness was negatively correlated with alcohol use severity and all alcohol use motives except social motives. Mindfulness moderated the effects of anxiety symptom severity on coping alcohol use motives only. Conclusion: Mindfulness moderated, or attenuated, the positive association between anxiety symptom severity and coping-oriented alcohol use motives among professional firefighters. Results have the potential to inform treatment development and wellness programming for the fire service.

Longitudinal associations between anxiety sensitivity and substance use in adolescents: Mediation by depressive affect

Though anxiety sensitivity (AS)-fear of anxiety-related experiences-is primarily tied to anxiety vulnerability, AS has also been prospectively associated with general negative affect and depression. Furthermore, depression has been longitudinally associated with different forms of substance use, and some AS subfactors (e.g., cognitive concerns) have been associated more consistently with depression and substance use than others. However, no previous study has investigated if longitudinal associations of AS with substance use may be mediated by depression or whether aspects of AS may be prospectively associated with substance use among adolescents. Hence, the present study tested depressive affect (the negative affective aspect of depression) as a prospective mediator of AS associations with substance use and examined longitudinal AS subfactor associations with substance use and problems. High school 9th graders (N = 2,877; Mage = 14.1 years; 55.3% female) completed self-report measures at baseline and at 6 months and 1 year later. Depressive affect mediated AS associations with subsequent alcohol, cigarette, electronic cigarette, cannabis, benzodiazepine, and opioid use. Also, AS cognitive and social concerns (vs. physical concerns) were more consistently associated with later depressive affect and substance use and problems. Current findings suggest that adolescents high in anxiety sensitivity tend to prospectively experience greater depressive affect, which in turn is related to a higher likelihood of engaging in several different forms of substance use. Thus, it is possible that interventions which target AS (particularly AS cognitive concerns) may help to treat or prevent depression and substance use among adolescents. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Cannabis cravings predict cigarette use in schizophrenia: a secondary analysis from two cannabis abstinence studies

CLINICAL TRIAL NAME

Effects of Repetitive Transcranial Magnetic Stimulation (rTMS) on Cannabis Use and Cognitive Outcomes in SchizophreniaURL: www.clinicaltrials.gov; Registration Number: NCT03189810.

Anxiety-specific associations with substance use: Evidence of a protective factor in adolescence and a risk factor in adulthood

Externalizing psychopathology is a strong risk factor for substance use, whereas the role of internalizing manifestations of distress, and anxiety in particular, in predicting substance use remains unclear. Studies have suggested that anxiety may be either a protective or risk factor for substance use. The present study aimed to clarify evidence for anxiety-specific associations with substance use, examining sex and developmental period (adolescence vs. adulthood) as potential moderators that may help explain conflicting results in the literature. In a longitudinal twin sample, cross-sectional associations of anxiety with substance use differed in adolescents and adults and in girls/women and boys/men. Controlling for externalizing psychopathology and depression, anxiety was associated with reduced substance use in adolescent girls and increased substance use in adult women. In contrast, anxiety-specific associations with substance use were not significant in boys and men. Possible explanations for these contrasting results across development and sex are discussed.

Investigating the Relation between Anxiety Sensitivity and Substance Use: What Are the Roles of Social Anxiety and Outcome Expectancies?

Objective: Research on the association between anxiety sensitivity (AS) and substance use is mixed, with some studies showing a positive association and others showing no association. Other relevant variables, such as social anxiety and outcome expectancies, may help us understand how and for whom AS is linked to substance use. This study tested (a) the associations between AS and alcohol use, cannabis use, and drinking games and pregaming behaviors among young adults, and (b) the mediating role of social anxiety and moderating role of outcome expectancies in these associations. Method: Participants (N = 199, 69% women) were young adults (19 to 25 years) who completed a 30-minute online self-report questionnaire on their substance use. Results: Results revealed significant negative associations between AS and drinking game and pregaming participation. AS was not directly associated with other substance use outcomes. The association between AS and hazardous cannabis use was moderated by relaxation and tension reduction expectancies, but outcome expectancies did not moderate any of the other associations between AS and substance use outcomes. Social anxiety mediated the associations between AS and hazardous cannabis use and both drinking game and pregaming participation. Conclusions: Findings highlight the complex association between AS and different substance use outcomes. Outcome expectancies and social anxiety may help explain how AS is associated with hazardous cannabis use and drinking game/pregaming participation, respectively. More effective interventions can be developed by understanding the relation between AS and substance use.

Prospective Associations Between Anxiety Sensitivity, Distress Intolerance, Depressive Symptoms, and Indices of Alcohol and Cannabis Use Among Veterans

OBJECTIVE

There is substantial evidence linking anxiety sensitivity and distress intolerance to depressive symptoms, and further evidence linking depressive symptoms to alcohol and cannabis use. However, the prospective indirect associations of anxiety sensitivity and distress intolerance with alcohol and cannabis use through depressive symptoms remain uncertain. Thus, the current study examined whether depressive symptoms mediated the associations between anxiety sensitivity and distress intolerance with alcohol and cannabis use frequency, quantity, and problems in a longitudinal sample of veterans.

METHOD

Participants (N = 361; 93% male; 80% White) were military veterans with lifetime cannabis use recruited from a Veterans Health Administration in the Northeastern United States. Eligible veterans completed three semi-annual assessments. Prospective mediation models were used to test for the effects of baseline anxiety sensitivity and distress intolerance on alcohol and cannabis use quantity, frequency and problems at 12 months via depressive symptoms at 6 months.

RESULTS

Baseline anxiety sensitivity was positively associated with 12-month alcohol problems. Baseline distress intolerance was positively associated with 12-month cannabis use frequency and quantity. Baseline anxiety sensitivity and distress intolerance significantly predicted increased alcohol problems and cannabis use frequency at 12 months through depressive symptoms at 6 months. There were no significant indirect effects of anxiety sensitivity and distress intolerance on alcohol use frequency or quantity, cannabis use quantity, or cannabis problems.

CONCLUSIONS

Anxiety sensitivity and distress intolerance share a common pathway to alcohol problems and cannabis use frequency through depressive symptoms. Interventions focused on modulating negative affectivity may reduce cannabis use frequency and alcohol problems.

Evaluation of an integrated personalized feedback intervention for hazardous drinkers with elevated anxiety sensitivity and PTSD symptoms: Protocol for a randomized controlled trial

Background

Hazardous drinking and posttraumatic stress disorder (PTSD) are commonly co-occurring conditions among adults. Motivational enhancement interventions, such as personalized feedback interventions (PFI), have demonstrated efficacy for reducing hazardous drinking. Emerging though scant literature has evaluated PFI for co-occurring PTSD and hazardous alcohol use. A transdiagnostic risk factor that may underlie this co-occurrence and inform novel PFI development is anxiety sensitivity (AS).

Objective

To use a randomized controlled trial to evaluate the efficacy of a novel, computer-based PFI for hazardous drinkers with at least subclinical PTSD and elevated AS (AP-PFI), against a time-matched comparison condition (C-PFI).

Methods

Participants (N = 100) will be recruited and enrolled from the Houston, TX community. The study includes: an in-person visit (baseline diagnostic assessment, a brief intervention, and a post-intervention assessment) and two follow-up assessments (1-week and 1-month). Participants who meet study inclusion criteria will be randomized to one of two conditions at baseline: AP-PFI or C-PFI. AP-PFI will consist of a brief, single-session, computer-delivered, PFI-based intervention that provides integrative and normative feedback about alcohol use, AS, and PTSD symptoms. C-PFI will be time-matched but will only include alcohol-related feedback.

Conclusions

AP-PFI is designed to provide feedback about alcohol use, PTSD symptoms, and AS and their interplay and deliver psychoeducation on harm-reduction techniques, interoceptive exposure exercises, and stress management strategies. The intervention may address extant gaps in treatment for these co-occurring conditions by providing a brief, evidence-based, motivational enhancement intervention that is cost-effective with potential to be disseminated across a variety of healthcare settings.

Anxiety sensitivity and cigarette use on cannabis use problems, perceived barriers for cannabis cessation, and self-efficacy for quitting among adults with cannabis use disorder

Many individuals diagnosed with cannabis use disorder (CUD) report a desire to quit using cannabis due to problems associated with use. Yet, successful abstinence is difficult for a large subset of this population. Thus, the present study sought to elucidate potential risk factors for cannabis use problems, perceived barriers for quitting, and diminished self-efficacy for remaining abstinent. Specifically, this investigation examined cigarette user status, anxiety sensitivity, and the interplay between these individual difference factors in terms of cannabis-related problems, perceived barriers for cannabis cessation, and self-efficacy for quitting cannabis use. The sample consisted of 132 adult cannabis users who met criteria for CUD and were interested in quitting (38 % female; 63.6 % Black; Mage = 37.22; SDage = 28.79; 54.6 % current tobacco users). Findings revealed a significant interaction, such that anxiety sensitivity was related to cannabis use problems and perceived barriers for cannabis cessation among current cigarette users, but not among cigarette non-users. There was no significant interaction for self-efficacy for remaining abstinent. The current findings suggest that cigarette users constitute a subgroup that may be especially vulnerable to the effects of anxiety sensitivity in terms of cannabis use problems and perceived barriers for quitting cannabis use.

Anxiety sensitivity and cannabis use motives among trauma-exposed young adult cannabis users

BACKGROUND AND OBJECTIVES

Anxiety sensitivity, or fear of anxious arousal, may be an important risk factor for problematic cannabis use. Specifically, anxiety sensitivity may motivate cannabis use to cope with distress, particularly among trauma-exposed individuals. The current study tested associations among anxiety sensitivity, its subdomains, and cannabis use motives in a sample of trauma-exposed cannabis users. We hypothesized elevated anxiety sensitivity, particularly cognitive concerns, would be associated with increased maladaptive coping use motives, after covarying for the number of traumas and cannabis use quantity.

METHOD

Hypotheses were tested in a cross-sectional study of trauma-exposed young adult cannabis users (N = 56) (Mage  = 20.7 years, 59% women, 73% white). Participants completed self-report measures, and a clinical interview assessing cannabis use quantity.

RESULTS

Multiple regression analyses indicated that elevated anxiety sensitivity was associated with increased cannabis use coping motives, after covarying for the number of traumas experienced and cannabis use quantity. Specifically, higher levels of anxiety sensitivity cognitive and social concerns were associated with coping motives for cannabis use.

DISCUSSION AND CONCLUSIONS

Anxiety sensitivity, particularly concerns about cognitive dyscontrol and negative social evaluations of anxious arousal, may motivate cannabis use to cope with stress among trauma-exposed cannabis users. Future research should include prospective studies with diverse samples to replicate results and determine whether intervening on anxiety sensitivity could reduce maladaptive coping motives for cannabis use.

SCIENTIFIC SIGNIFICANCE

The current study replicates prior research indicating anxiety sensitivity, particularly cognitive concerns, is associated with maladaptive cannabis use. Expanding on prior research, findings indicated anxiety sensitivity is associated with coping motives for cannabis use among trauma-exposed cannabis users.

Anxiety Sensitivity and Fast-Food Ordering Habits Among Black Adults

Background

Black adults experience high rates of overweight/obesity, which is linked to chronic diseases and is exacerbated by fast-food consumption. Anxiety sensitivity, a relative stable fear of anxiety-related sensations, has been linked to high caloric intake. Here, we examine whether anxiety sensitivity is associated with fast-food ordering habits within a convenience sample of Black adults.

Methods

Of 124 adults (79.4% women; M_age=49.3±11.6; 84.8% overweight/obese), 107 (86.3%) reported eating from a fast-food restaurant in the last month. Participants completed the Anxiety Sensitivity-Index 3, which has a total score and physical, cognitive, and social concerns subscales. Investigator-generated items queried frequency of ordering "supersized" quantities of fast-food (e.g., cheeseburgers, fries), and healthy items (e.g., salads, oatmeal, yogurt), respectively, from "never" to "always." Covariate-adjusted ordinal logistic regression models were used to assess relations between measures of interest.

Results

Anxiety sensitivity (total and physical concerns) was associated with greater odds of more frequently ordering supersized unhealthy fast-food; and anxiety sensitivity (total and cognitive concerns) was associated with lower odds of more frequently ordering healthy items from fast-food restaurants.

Conclusions

Results suggest that adults with greater anxiety sensitivity may engage in fast-food ordering habits that can contribute to the overweight/obesity epidemic. Future studies should replicate results and determine the potential for anxiety sensitivity-reduction interventions to affect dietary choices that contribute to overweight/obesity.

Anxiety sensitivity and substance use: Differential levels across individuals primarily using opioids, cannabis, or stimulants

BACKGROUND

The purpose of the current study was to compare levels of anxiety sensitivity (AS) across a treatment-seeking sample of individuals primarily using opioids, stimulants, or cannabis. Consistent with the idea that individuals high in AS may be motivated to use substances with real or perceived anxiolytic properties, it was hypothesized that individuals primarily using opioids or cannabis would evidence higher levels of AS compared to individuals primarily using stimulants.

METHODS

The sample consisted of 110 veterans (including 29 individuals primarily using opioids, 42 primarily using cannabis, and 39 primarily using stimulants) presenting for psychological services to a Posttraumatic Stress Disorder (PTSD) and Substance Use Disorder (SUD) specialty clinic at a large southeastern Veteran Affairs (VA) hospital.

RESULTS

AS levels varied by group with individuals primarily using stimulants evidencing the highest levels followed by those primarily using opioids and then those primarily using cannabis. Individuals primarily using stimulants had statistically significantly higher levels of AS physical concerns compared to individuals primarily using cannabis but not those primarily using opioids. Further, individuals who primarily use opioids did not differ from those primarily using cannabis.

CONCLUSIONS

Taken together, these findings call into question the notion that AS may be negatively related to the use of substances that have anxiogenic properties.

Associations Between Transdiagnostic Cognitive-Affective Vulnerability Factors, Negative Reinforcement Drinking Motives, and Problematic Alcohol Use among Undergraduates

Anxiety sensitivity, distress tolerance, and emotion regulation difficulties have each demonstrated significant individual associations with problematic alcohol use and negative reinforcement motives for alcohol use among college students. However, extant research has yet to examine these three factors simultaneously with regard to the possibility of differential associations with alcohol consumption, alcohol-related problems and coping and conformity motives for alcohol use. As such, the present study sought to examine whether such differential associations exist within a sample of undergraduates reporting past year alcohol use. Methods: Participants were 379 undergraduate students reporting alcohol use in the past year who completed self-report measures for course credit. Results: After controlling for the effects of sex, lifetime marijuana use status, and negative affectivity, greater anxiety sensitivity social concerns and difficulties with emotional awareness were associated with more alcohol-related problems. Greater anxiety sensitivity social concerns and impulse control difficulties were associated with greater conformity alcohol use motives, and greater impulse control and emotional clarity difficulties were associated with greater coping motives. Conclusions: These findings suggest that greater fears of anxiety symptoms because of their potential negative social consequences and certain emotion regulation difficulties (i.e., impulse control, emotional clarity, emotional awareness) may be particularly problematic because they are associated with alcohol-related problems and negative reinforcement motives for use among undergraduates.

Does anxiety sensitivity predict addiction severity in opioid use disorder?

Increased anxiety sensitivity (AS), or the fear of anxiety-related cognitive, social, and physical symptoms which are misinterpreted as having harmful implications, has shown a relationship with substance use disorders. People with substance use disorders also experience addiction-related problems across domains of life functioning. However, few studies have evaluated the relationship between elevated AS and addiction-related problems across specific life areas. We evaluated, first, whether AS predicted addiction-related problems in a sample of treatment-refractory outpatients with opioid use disorders and, second, whether sex moderated the relationship between AS and addiction-related problems in this sample. Participants with treatment-refractory opioid use disorders (n = 92, 53.3% male) completed baseline assessments of AS (the Anxiety Sensitivity Index) and addiction-related problems (the Addiction Severity Index). Baseline AS total score was a significant independent predictor of both baseline Addiction Severity Index medical status (β = 0.29, t = 2.84, p = .006) and psychiatric status (β = 0.30, t = 2.99, p = .004) composite scores but was not associated with social, employment or legal difficulties. These findings were maintained when controlling for drug use severity, though baseline AS total score became a significant predictor of baseline legal difficulties (β = -0.23, t = -2.25, p = .027). There was no moderating role of sex on the relationship between baseline AS and addiction-related problems. Our findings suggest that, regardless of sex, elevated AS predicts increased addiction-related medical and psychiatric problems, and decreased legal problems when accounting for drug use severity, in outpatients with opioid use disorders.

Posttraumatic stress, alcohol use severity, and alcohol use motives among firefighters: The role of anxiety sensitivity

INTRODUCTION

Firefighters are vulnerable to developing posttraumatic stress disorder (PTSD) and alcohol use disorder (AUD). Anxiety sensitivity (AS) is a cognitive-affective mechanism with clinical relevance to both PTSD and AUD. The current study examined the potential role of AS in the association of PTSD symptomatology with alcohol use severity and alcohol use motives among a large sample of firefighters. Heightened PTSD and high AS were expected to be associated with alcohol use severity and coping-oriented alcohol use motives. Heightened PTSD symptomatology was expected to be indirectly associated with alcohol use severity and coping motives through high AS. Covariates included number of years in the fire service and the number of traumatic event types endorsed.

METHODS

Participants included 652 urban firefighters (93.3% male; M_age = 38.7, SD = 8.57). Firefighters completed an online questionnaire battery.

RESULTS

PTSD symptomatology was positively associated with alcohol use and coping motives. AS was positively associated with alcohol use coping motives but not alcohol use severity. AS partially explained the association between PTSD symptomatology and coping, conformity, and social motives, but did not significantly account for the relationship between PTSD symptom severity and enhancement motives or alcohol use severity.

CONCLUSIONS

Among firefighters, the association between PTSD and alcohol use coping, conformity, and social motives is partially accounted for by AS. Clinical and research implications are discussed.

Anxiety sensitivity in relation to cigarette smoking and other substance use in African American smokers

Anxiety sensitivity (AS)-fearfulness of anxiety symptoms-has been implicated in the etiology of emotional disorders (e.g., depressive and anxiety disorders) and linked to cigarette smoking and other substance use (SU). However, studies examining AS in relation to SU primarily have been conducted with racially/ethnically heterogeneous or mostly European American samples. Hence, this cross-sectional study involving secondary analysis of baseline data focused on investigating associations of AS with cigarette smoking and other SU in a sample of 630 non-treatment-seeking African American smokers (37.3% female; M age = 49.6 years; M cigarettes smoked per day = 15.4). After screening out individuals with non-nicotine substance dependence, participants reported their demographics, AS, dysphoria symptoms (i.e., depression and anxiety symptoms), and SU. In regression analyses controlling for dysphoria symptoms, age, education level, income level, and years of regular smoking, AS was positively associated with tobacco withdrawal severity (β = .12, p = .007), overall smoking motives (β = .17, p < .001), alcohol use problems (β = .12, p = .005), and other (non-nicotine, nonalcohol) SU problems (β = .16, p < .001). Though lacking the passage of time between assessments needed to provide strong evidence of mediation, unplanned analyses further revealed indirect associations of AS with several SU variables through dysphoria symptoms. Current findings are consistent with those found in prior samples and suggest that AS is similarly related to SU in African Americans, who may benefit from interventions that have been helpful in improving AS, dysphoria symptoms, and SU in other groups. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

A Preliminary Study of Associations between Discomfort Intolerance, Pain Severity/Interference, and Frequency of Cannabis Use among Individuals with Chronic Pain

Cannabis use is more common among individuals with chronic pain, and is often used to relieve physical discomfort. However, little is known about factors that are associated with cannabis use among individuals with chronic pain, and there is reason to suspect that perceptions of discomfort intolerance (DI) play an important role in pain-cannabis relations. The goal of this study was to conduct an initial examination of perceived DI, pain severity, and pain-related interference in relation to frequency of cannabis use among individuals with chronic pain. Specifically, we hypothesized that pain severity/interference and factors of DI (avoidance and intolerance), would each be positively associated with cannabis use frequency. Participants (N = 109; 44% male; M _age = 27) endorsed chronic pain and at least one instance of lifetime cannabis use. Most participants characterized their chronic pain as high intensity and low disability, and the two most commonly reported frequencies of cannabis use were "less than monthly" (n = 38), and "daily/almost daily" (n = 32). Results indicated that discomfort avoidance (but not discomfort intolerance), pain severity, and pain-related interference were each independently and positively associated with frequency of cannabis use. These preliminary findings suggest that continued examination of perceived discomfort avoidance in relation to co-occurring pain and cannabis use is warranted. Future research should replicate these results among treatment-seeking pain patients who are prescribed medical cannabis.

Alcohol Interaction with Cocaine, Methamphetamine, Opioids, Nicotine, Cannabis, and γ-Hydroxybutyric Acid

Millions of people around the world drink alcoholic beverages to cope with the stress of modern lifestyle. Although moderate alcohol drinking may have some relaxing and euphoric effects, uncontrolled drinking exacerbates the problems associated with alcohol abuse that are exploding in quantity and intensity in the United States and around the world. Recently, mixing of alcohol with other drugs of abuse (such as opioids, cocaine, methamphetamine, nicotine, cannabis, and γ-hydroxybutyric acid) and medications has become an emerging trend, exacerbating the public health concerns. Mixing of alcohol with other drugs may additively or synergistically augment the seriousness of the adverse effects such as the withdrawal symptoms, cardiovascular disorders, liver damage, reproductive abnormalities, and behavioral abnormalities. Despite the seriousness of the situation, possible mechanisms underlying the interactions is not yet understood. This has been one of the key hindrances in developing effective treatments. Therefore, the aim of this article is to review the consequences of alcohol's interaction with other drugs and decipher the underlying mechanisms.

Using Classification Trees to Examine Predictors of Marijuana Use Among a Wide Range of Variables

Background: Young adults have elevated risk for negative marijuana use-related outcomes, and there is heterogeneity among users. Identifying risk factors for marijuana user status will improve understanding of different populations of users, which may inform prediction of individuals most likely to experience negative outcomes. Objectives: To identify predictors of marijuana use initiation in young adults. We simultaneously examined a broad range of potential predictors and all their possible interactions, including constructs that have not been previously studied in substance use initiation research. Methods: Data were repeated cross-sectional survey responses from college students in Colorado (N = 4052, 77% White, 61% female, mean age = 22.77). Measures came from the National College Health Assessment, which assesses numerous health and behavioral constructs. We used recursive partitioning and random forest models to identify predictors of ever having used marijuana out of 206 variables. Results: Classification trees identified engagement in increased alcohol use and sexual behavior as salient correlates of marijuana use initiation. Parsimonious recursive partitioning trees explained a substantial amount of variability in marijuana user status (39% in the full model and 24% when alcohol variables were excluded). Random forest models predicted user status with 74.11% and 66.91% accuracy in the full model and when alcohol variables were excluded, respectively. Conclusions: Results support the use of exploratory analyses to explain heterogeneity among marijuana users and non-users. Since engagement in other health-risk behaviors were salient predictors of use initiation, prevention efforts to reduce harm from marijuana use may benefit from targeting risk factors for health-risk behaviors in general.