Evidence map›Paper›PMID 41969739›Full record

ArticlePublic health challenges2026

Non-Communicable Disease, Metabolic and Lifestyle Risk Factor Profiles in South African University Students: A Latent Class Analysis.

Melissa Janse van Vuren, Wayne Derman, Jason Bantjes, Innocent Maposa, Liske Kotze-Horstmann

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Article in Public health challenges, 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

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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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

5 authors.

Melissa Janse van VurenDivision of Sport and Exercise Medicine Department of Exercise Sport and Lifestyle Medicine Faculty of Medicine and Health Sciences Stellenbosch University Cape Town South Africa.ORCID https://orcid.org/0009-0002-8459-7969
Wayne DermanDivision of Sport and Exercise Medicine Department of Exercise Sport and Lifestyle Medicine Faculty of Medicine and Health Sciences Stellenbosch University Cape Town South Africa.ORCID https://orcid.org/0000-0002-8879-177X
Jason BantjesMental health, Alcohol, Substance use and Tobacco Research Unit South African Medical Research Council Cape Town South Africa.ORCID https://orcid.org/0000-0002-3626-9883
Innocent MaposaDivision of Epidemiology and Biostatistics Department of Global Health Faculty of Medicine and Health Sciences Stellenbosch University Cape Town South Africa.ORCID https://orcid.org/0000-0002-3448-4096
Liske Kotze-HorstmannDivision of Sport and Exercise Medicine Department of Exercise Sport and Lifestyle Medicine Faculty of Medicine and Health Sciences Stellenbosch University Cape Town South Africa.ORCID https://orcid.org/0000-0001-5968-6340

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cardiovascular disease, chronic respiratory diseases, diabetes and cancer (referred to as NCD4), the four main groups of non-communicable diseases (NCDs) and common mental disorders (CMDs) are key NCDs with shared risk factors, often established in youth. University students, known for their unhealthy lifestyles, represent a critical population for early intervention. However, few studies have examined their NCD risk profile. Aim: To assess self-reported NCD4, CMDs, metabolic and lifestyle risk factor prevalence and the latent risk profiles present in a South African university student population. Methods: This cross-sectional descriptive study used 2021-2023 data from the MaRooN Health Passport, an online health survey emailed to one university ( Results: Most participants had a median age of 21, were women (59.7%), undergraduates (76.5%) and attended non-medical faculties (82.2%). The overall NCD prevalence was 52.5%. Chronic respiratory diseases (34.7%), CMDs (31.2%), raised body mass index (35.4%) and various lifestyle risk factors were prevalent. LCA identified three latent risk profiles. Although poor nutrition and alcohol use were common across groups, stress-related factors (psychological distress, poor sleep and CMDs) differentiated the moderate- (28.7%) and higher risk (14.8%) groups from the lower risk group (56.5%), with increased substance use uniquely marking the higher risk group. NCDs and lifestyle risk factor prevalence and profiles differed according to gender. Conclusion: The characteristics of the latent risk profiles and NCD distribution identified in this study position university students as an 'early-risk' population. Co-occurring stress-related factors and increased substance use characterised the higher risk group, whereas poor diet was common across profiles. Despite limitations, these findings highlight specific modifiable risk factors that can be addressed in this low-resource setting by combining population-level nutrition strategies with targeted, multi-behavioural interventions focusing on stress-related factors and substance use to improve student health.

Indexed as

common mental disorderslifestylelifestyle interventionmetabolic risk factorsnon‐communicable diseasesuniversity students

Identifiers

PMID41969739
PMCPMC13063396

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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.