Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study

Abstract Background Health behaviours are shaped early in life and tend to occur in complex specific patterns. We aimed to characterise these patterns among Portuguese adolescents and their association with individual and contextual factors. Methods This study was based in the Portuguese 2009/10 sur...

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Main Authors: Constança Soares dos Santos, João Picoito, Isabel Loureiro, Carla Nunes
Format: Article
Language:English
Published: BMC 2020-05-01
Series:BMC Pediatrics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12887-020-02057-1
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spelling doaj-28bd8f895f6e439a82f5b1b4696772082020-11-25T03:10:56ZengBMCBMC Pediatrics1471-24312020-05-0120111310.1186/s12887-020-02057-1Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional studyConstança Soares dos Santos0João Picoito1Isabel Loureiro2Carla Nunes3Escola Nacional de Saúde Pública, Universidade NOVA de LisboaEscola Nacional de Saúde Pública, Universidade NOVA de LisboaEscola Nacional de Saúde Pública, Universidade NOVA de LisboaEscola Nacional de Saúde Pública, Universidade NOVA de LisboaAbstract Background Health behaviours are shaped early in life and tend to occur in complex specific patterns. We aimed to characterise these patterns among Portuguese adolescents and their association with individual and contextual factors. Methods This study was based in the Portuguese 2009/10 survey of Health Behaviour in School-Aged Children Study, comprising 4036 adolescents. Individuals were grouped using two-step cluster analysis based on 12 behaviours regarding diet, physical activity, screen use and substance use. The association between clusters and individual and contextual factors was analysed using multinomial regression. Results The median age was 13,6, and 54% were female. Overweight and obesity were highly prevalent (25%). We identified four behavioural clusters: “Active screen users”, “Substance users”, “Healthy” and “Inactive low fruit and vegetable eaters”. Sociodemographics varied across clusters. The “Substance users” and “Active screen users” clusters were associated with poor family communication, academic performance and school attachment and violent behaviours, and the “Inactive low fruit and vegetable eaters” were associated with lower socioeconomic status. Conclusion The understanding of these health-compromising patterns and their social determinants is of use to Public Health, allowing tailored health-promoting interventions. Further research is needed to understand how cluster membership evolves and its influence on nutritional status.http://link.springer.com/article/10.1186/s12887-020-02057-1Health-related behavioursAdolescentsCluster patternsSocial determinantsPublic healthHBSC
collection DOAJ
language English
format Article
sources DOAJ
author Constança Soares dos Santos
João Picoito
Isabel Loureiro
Carla Nunes
spellingShingle Constança Soares dos Santos
João Picoito
Isabel Loureiro
Carla Nunes
Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
BMC Pediatrics
Health-related behaviours
Adolescents
Cluster patterns
Social determinants
Public health
HBSC
author_facet Constança Soares dos Santos
João Picoito
Isabel Loureiro
Carla Nunes
author_sort Constança Soares dos Santos
title Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
title_short Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
title_full Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
title_fullStr Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
title_full_unstemmed Clustering of health-related behaviours and its relationship with individual and contextual factors in Portuguese adolescents: results from a cross-sectional study
title_sort clustering of health-related behaviours and its relationship with individual and contextual factors in portuguese adolescents: results from a cross-sectional study
publisher BMC
series BMC Pediatrics
issn 1471-2431
publishDate 2020-05-01
description Abstract Background Health behaviours are shaped early in life and tend to occur in complex specific patterns. We aimed to characterise these patterns among Portuguese adolescents and their association with individual and contextual factors. Methods This study was based in the Portuguese 2009/10 survey of Health Behaviour in School-Aged Children Study, comprising 4036 adolescents. Individuals were grouped using two-step cluster analysis based on 12 behaviours regarding diet, physical activity, screen use and substance use. The association between clusters and individual and contextual factors was analysed using multinomial regression. Results The median age was 13,6, and 54% were female. Overweight and obesity were highly prevalent (25%). We identified four behavioural clusters: “Active screen users”, “Substance users”, “Healthy” and “Inactive low fruit and vegetable eaters”. Sociodemographics varied across clusters. The “Substance users” and “Active screen users” clusters were associated with poor family communication, academic performance and school attachment and violent behaviours, and the “Inactive low fruit and vegetable eaters” were associated with lower socioeconomic status. Conclusion The understanding of these health-compromising patterns and their social determinants is of use to Public Health, allowing tailored health-promoting interventions. Further research is needed to understand how cluster membership evolves and its influence on nutritional status.
topic Health-related behaviours
Adolescents
Cluster patterns
Social determinants
Public health
HBSC
url http://link.springer.com/article/10.1186/s12887-020-02057-1
work_keys_str_mv AT constancasoaresdossantos clusteringofhealthrelatedbehavioursanditsrelationshipwithindividualandcontextualfactorsinportugueseadolescentsresultsfromacrosssectionalstudy
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