Evidence map›Paper›PMID 42426695›Full record

ArticleBMC public health2026

Substance involvement profiles and mental health correlates in emerging adults: a person-centred cluster analysis.

Ana Maria Chamorro Coneo, Loraine Bruges Martínez

Abstract readMulticenter Study
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Ana Maria Chamorro ConeoDepartment of Psychology, Universidad del Norte, Km 5 via Puerto Colombia, Barranquilla, Colombia. chamorroa@uninorte.edu.co.ORCID http://orcid.org/0000-0001-7712-9927
Loraine Bruges MartínezWell-being and University Life Office (Student Affairs), Universidad del Norte, Barranquilla, Colombia.ORCID http://orcid.org/0000-0002-3962-0253

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundInvolvement with psychoactive substances among emerging adults varies considerably in its frequency, severity, and co-occurrence. Person-centred approaches, which identify groups of individuals with shared patterns of substance involvement, may provide a more nuanced understanding of psychosocial risk than traditional substance-specific analyses. This study aimed to identify distinct substance involvement profiles among Colombian university students and examine differences in depression, anxiety, and suicide risk across these profiles, as well as sociodemographic predictors of profile membership.

methodsA cross-sectional multicentre study was conducted with 1,491 university students aged 18-26 years from the four largest cities of Colombia. Self-reported substance involvement across tobacco, alcohol, cannabis, cocaine, amphetamines, and sedatives was assessed. A two-step clustering approach using hierarchical and k-means cluster analyses was employed to identify substance involvement profiles. Differences in depression, anxiety, and suicide risk across profiles were examined using one-way analyses of variance, and multinomial logistic regression was used to identify sociodemographic predictors of profile membership.

resultsA three-cluster solution identified low- (80.5%), moderate- (14.6%), and high-involvement (4.9%) profiles. Profiles differed significantly in depression (F = 6.99, p = 0.001), anxiety (F = 5.51, p = 0.004), and suicide risk (F = 6.49, p = 0.002), with moderate- and high-involvement profiles reporting higher levels of depression, anxiety, and suicide risk. Men (OR = 1.64, p = 0.002) and students from higher socioeconomic backgrounds (OR = 2.45-2.83, p ≤ 0.001) were more likely to belong to the moderate- profile, while students from the Central region showed greater odds of membership in both the moderate- and high-involvement profiles than those from other regions (OR = 2.49-2.57, p ≤ 0.009).

conclusionsDistinct substance involvement profiles among Colombian university students were associated with meaningful differences in mental health outcomes. High involvement with cocaine, amphetamines, and sedatives may represent useful indicators of risk for poorer mental health outcomes and provide opportunities for earlier screening and intervention. These findings support integrated approaches to substance use and mental health assessment, alongside more targeted prevention efforts among young adults.

Indexed as

Mental HealthStudentsSubstance-Related DisordersAdolescentAdultAnxietyCluster AnalysisClustering AlgorithmsColombiaCross-Sectional StudiesDepressionFemaleHumansMaleRisk FactorsUniversitiesAnxietyCluster analysisDepressionPolysubstance useSuicide riskUniversity students

Identifiers

PMID42426695
PMCPMC13632361

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.