College students across seven countries fell into three substance use classes, with polysubstance users showing higher impulsivity and childhood adversity

Across 9,065 college students in seven countries, those in the heaviest polysubstance use class had more adverse childhood experiences, greater impulsivity, and more ruminative thinking than those who primarily drank alcohol or co-used alcohol with cannabis.

Michelini, Yanina et al.·Substance use & misuse·2026·Moderate EvidenceCross-Sectional
RTHC-08490Cross SectionalModerate Evidence2026RETHINKTHC RESEARCH DATABASErethinkthc.com/research

Quick Facts

Study Type
Cross-Sectional
Evidence
Moderate Evidence
Sample
N=9,065

What This Study Found

Three substance use classes emerged: polysubstance users, alcohol-marijuana-tobacco co-users, and primarily drinkers. Polysubstance users had significantly higher adverse childhood experiences, more ruminative thinking, and greater impulsivity than the other classes. Country-level comparisons showed the US was most similar to Spain, Argentina, and Uruguay in alcohol-marijuana-tobacco co-use.

Key Numbers

9,065 students across 7 countries; 71% women. Three classes identified via latent class analysis. Class 1 (polysubstance users) had greater adverse childhood experiences, higher rumination, and more impulsivity than Classes 2 and 3.

How They Did This

Latent class analysis of an online survey of 9,065 college students (71% women) from the US, Canada, South Africa, Spain, Argentina, England, and Uruguay. Classes were derived from lifetime use of multiple substances. Between-class differences in adverse childhood experiences, ruminative thinking, and impulsivity-like traits were tested.

Why This Research Matters

Identifying which college students are at highest risk for polysubstance use and what psychological factors distinguish them can help universities target prevention programs more effectively, especially since these vulnerability factors are potentially modifiable.

The Bigger Picture

Polysubstance use among college students is not just about access or culture. The finding that childhood adversity and psychological traits differentiate use patterns suggests that early intervention for trauma and emotion regulation could prevent escalation.

What This Study Doesn't Tell Us

Convenience sampling. Lifetime use measure does not capture current patterns or frequency. Cross-sectional design. Self-reported data. The 71% female sample may not represent all college populations.

Questions This Raises

  • ?Could interventions targeting rumination and impulsivity reduce polysubstance use in this population?
  • ?Why do country-level patterns differ, and what cultural factors drive these differences?

Trust & Context

Key Stat:
9,065 students across 7 countries; polysubstance users had the highest adverse childhood experiences
Evidence Grade:
Large multi-country sample with latent class analysis, but convenience sampling and cross-sectional design limit causal interpretation.
Study Age:
2026 publication
Original Title:
A Latent Class Analysis of Polysubstance Use Patterns and Their Association with Ruminative Thinking Styles, Impulsivity-Like Traits, and Adverse Childhood Experiences Among College Students from Seven Countries.
Published In:
Substance use & misuse, 61(4), 598-608 (2026)
Database ID:
RTHC-08490

Evidence Hierarchy

Meta-Analysis / Systematic Review
Randomized Controlled Trial
Cohort / Case-Control
Cross-Sectional / ObservationalSnapshot without intervening
This study
Case Report / Animal Study

A snapshot of a population at one point in time.

What do these levels mean? →

Frequently Asked Questions

What does "polysubstance use" mean here?

Using multiple substances during one's lifetime, including combinations of alcohol, cannabis, tobacco, and other drugs. The most complex class used the widest range of substances.

Were patterns the same across countries?

No. The US was more similar to Spain, Argentina, and Uruguay in alcohol-marijuana-tobacco co-use, and more similar to South Africa in broader polysubstance use patterns.

Read More on RethinkTHC

Cite This Study

RTHC-08490·https://rethinkthc.com/research/RTHC-08490

APA

Michelini, Yanina; Luque, Maribel; Folivi, Folly; Pilatti, Angelina; Bravo, Adrian J. (2026). A Latent Class Analysis of Polysubstance Use Patterns and Their Association with Ruminative Thinking Styles, Impulsivity-Like Traits, and Adverse Childhood Experiences Among College Students from Seven Countries.. Substance use & misuse, 61(4), 598-608. https://doi.org/10.1080/10826084.2025.2568944

MLA

Michelini, Yanina, et al. "A Latent Class Analysis of Polysubstance Use Patterns and Their Association with Ruminative Thinking Styles, Impulsivity-Like Traits, and Adverse Childhood Experiences Among College Students from Seven Countries.." Substance use & misuse, 2026. https://doi.org/10.1080/10826084.2025.2568944

RethinkTHC

RethinkTHC Research Database. "A Latent Class Analysis of Polysubstance Use Patterns and Th..." RTHC-08490. Retrieved from https://rethinkthc.com/research/michelini-2026-a-latent-class-analysis

Access the Original Study

Study data sourced from PubMed, a service of the U.S. National Library of Medicine, National Institutes of Health.

This study breakdown was produced by the RethinkTHC research team. We analyze and report published research findings without making health recommendations. All interpretations are based solely on the published abstract and study data.