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Clusters of lifestyle behavioral risk factors and their associations with depressive symptoms and stress: evidence from students at a university in Finland
Department of Surgery, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar ; College of Medicine, Qatar University, Doha, Qatar ; Department of Population Health, Weill Cornell Medicine-Qatar, Doha, Qatar.ORCID iD: 0000-0003-0961-1302
Department of Psychology, Faculty of Arts, PJ Safarik University, Kosice, Slovak Republic.
Faculty of Medicine, St. George’s University, Saint George’s, Grenada.
University of Skövde, School of Health Sciences. University of Skövde, Digital Health Research (DHEAR). Department of Public Health, University of Turku, Finland ; Research Services, The wellbeing services county of Southwest Finland, Turku, Finland. (Research on Citizen Centered Health, University of Skövde (Reacch US))ORCID iD: 0000-0001-6648-603X
2024 (English)In: BMC Public Health, E-ISSN 1471-2458, Vol. 24, no 1, article id 1103Article in journal (Refereed) Published
Abstract [en]

Background: No previous research of university students in Finland assessed lifestyle behavioral risk factors (BRFs), grouped students into clusters, appraised the relationships of the clusters with their mental well-being, whilst controlling for confounders. The current study undertook this task. Methods: Students at the University of Turku (n = 1177, aged 22.96 ± 5.2 years) completed an online questionnaire that tapped information on sociodemographic variables (age, sex, income sufficiency, accommodation during the semester), four BRFs [problematic alcohol consumption, smoking, food consumption habits, moderate-to-vigorous physical activity (MVPA)], as well as depressive symptoms and stress. Two-step cluster analysis of the BRFs using log-likelihood distance measure categorized students into well-defined clusters. Two regression models appraised the associations between cluster membership and depressive symptoms and stress, controlling for sex, income sufficiency and accommodation during the semester. Results: Slightly more than half the study participants (56.8%) had always/mostly sufficient income and 33% lived with parents/partner. Cluster analysis of BRFs identified three distinct student clusters, namely Cluster 1 (Healthy Group), Cluster 2 (Smokers), and Cluster 3 (Nonsmokers but Problematic Drinkers). Age, sex and MVPA were not different across the clusters, but Clusters 1 and 3 comprised significantly more respondents with always/mostly sufficient income and lived with their parents/partner during the semester. All members in Clusters 1 and 3 were non-smokers, while all Cluster 2 members comprised occasional/daily smokers. Problematic drinking was significantly different between clusters (Cluster 1 = 0%, Cluster 2 = 54%, Cluster 3 = 100%). Cluster 3 exhibited significantly healthier nutrition habits than both other clusters. Regression analysis showed: (1) males and those with sufficient income were significantly less likely to report depressive symptoms or stress; (2) those living with parents/partner were significantly less likely to experience depressive symptoms; (3) compared to Cluster 1, students in the two other clusters were significantly more likely to report higher depressive symptoms; and (4) only students in Cluster 2 were more likely to report higher stress. Conclusions: BRFs cluster together, however, such clustering is not a clear-cut, all-or-none phenomenon. Students with BRFs consistently exhibited higher levels of depressive symptoms and stress. Educational and motivational interventions should target at-risk individuals including those with insufficient income or living with roommates or alone. 

Place, publisher, year, edition, pages
BioMed Central (BMC), 2024. Vol. 24, no 1, article id 1103
Keywords [en]
Behavioral risk factors, Cluster analysis, Depressive symptoms, Mental health, Stress, University students
National Category
Public Health, Global Health and Social Medicine Psychiatry
Research subject
Research on Citizen Centered Health, University of Skövde (Reacch US)
Identifiers
URN: urn:nbn:se:his:diva-23793DOI: 10.1186/s12889-024-18421-0ISI: 001206324200004PubMedID: 38649903Scopus ID: 2-s2.0-85191099470OAI: oai:DiVA.org:his-23793DiVA, id: diva2:1855580
Funder
University of Skövde
Note

CC BY 4.0 DEED

© The Author(s) 2024.

Correspondence Address: S. Suominen; School of Health Sciences, University of Skövde, Skövde, 541 28, Sweden; email: sakari.suominen@his.se

Rene Sebena was supported by the Slovak Research and Development Agency under the contract No. APVV-19-0284. Open access funding provided by University of Skövde.

Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2025-02-20Bibliographically approved

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El Ansari, WalidSuominen, Sakari

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