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Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents
BACKGOUND: Although obesogenic behaviors have been found to be related to social isolation, evidence-based person-centered approaches are lacking. This study investigated the association between clusters of obesogenic behavior – derived from a data-driven process – and social isolation among Brazili...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039485/ https://www.ncbi.nlm.nih.gov/pubmed/36966307 http://dx.doi.org/10.1186/s12889-023-15444-x |
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author | Matias, Thiago Sousa Alves, Julianne Fic Nienov, Gislaine Terezinha Amaral Lopes, MarcusVinicius Veber Vasconcellos, Diego Itibere Cunha |
author_facet | Matias, Thiago Sousa Alves, Julianne Fic Nienov, Gislaine Terezinha Amaral Lopes, MarcusVinicius Veber Vasconcellos, Diego Itibere Cunha |
author_sort | Matias, Thiago Sousa |
collection | PubMed |
description | BACKGOUND: Although obesogenic behaviors have been found to be related to social isolation, evidence-based person-centered approaches are lacking. This study investigated the association between clusters of obesogenic behavior – derived from a data-driven process – and social isolation among Brazilian adolescents. METHODS: Data from the National Adolescent School-based Health Survey (PeNSE) 2015 were analyzed. A total of 100,794 9(th)-grade students (51.3% females; 14.3 ± 0.1 years old) enrolled in 3,040 public and private high schools participated in the study. Social isolation was assessed by two outcomes (i.e., perceived loneliness and lack of close friends). A two-step cluster analysis was conducted to identify patterns of obesogenic behaviors with the input of leisure-time physical activity (PA), sitting time as a proxy of sedentary behavior (SB), and the weekly consumption of healthy and unhealthy food. Crude and adjusted binary logistic regression models were applied to evaluate the associations between the clusters of obesogenic behaviors and social isolation variables in adolescents. RESULTS: Three clusters were identified. Adolescents in the “Health-promoting SB and diet” (32.6%; OR = 0.69; 95% CI = 0.62–0.76) and “Health-promoting PA and diet” (44.9%; OR = 0.73; 95% CI = 0.67–0.79) clusters had lower odds of loneliness compared to those in the “Health-risk” cluster (22.5%). Those belonging to the “Health-promoting PA and diet” cluster were more likely to report having close friends (OR = 1.19; 95% CI = 1.00–1.41) than those in the “Health-risk” cluster. CONCLUSION: Adolescents in clusters where positive behaviors outweighed negative ones were less likely to perceive themselves as lonely and without close connections. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-023-15444-x. |
format | Online Article Text |
id | pubmed-10039485 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-100394852023-03-26 Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents Matias, Thiago Sousa Alves, Julianne Fic Nienov, Gislaine Terezinha Amaral Lopes, MarcusVinicius Veber Vasconcellos, Diego Itibere Cunha BMC Public Health Research BACKGOUND: Although obesogenic behaviors have been found to be related to social isolation, evidence-based person-centered approaches are lacking. This study investigated the association between clusters of obesogenic behavior – derived from a data-driven process – and social isolation among Brazilian adolescents. METHODS: Data from the National Adolescent School-based Health Survey (PeNSE) 2015 were analyzed. A total of 100,794 9(th)-grade students (51.3% females; 14.3 ± 0.1 years old) enrolled in 3,040 public and private high schools participated in the study. Social isolation was assessed by two outcomes (i.e., perceived loneliness and lack of close friends). A two-step cluster analysis was conducted to identify patterns of obesogenic behaviors with the input of leisure-time physical activity (PA), sitting time as a proxy of sedentary behavior (SB), and the weekly consumption of healthy and unhealthy food. Crude and adjusted binary logistic regression models were applied to evaluate the associations between the clusters of obesogenic behaviors and social isolation variables in adolescents. RESULTS: Three clusters were identified. Adolescents in the “Health-promoting SB and diet” (32.6%; OR = 0.69; 95% CI = 0.62–0.76) and “Health-promoting PA and diet” (44.9%; OR = 0.73; 95% CI = 0.67–0.79) clusters had lower odds of loneliness compared to those in the “Health-risk” cluster (22.5%). Those belonging to the “Health-promoting PA and diet” cluster were more likely to report having close friends (OR = 1.19; 95% CI = 1.00–1.41) than those in the “Health-risk” cluster. CONCLUSION: Adolescents in clusters where positive behaviors outweighed negative ones were less likely to perceive themselves as lonely and without close connections. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-023-15444-x. BioMed Central 2023-03-25 /pmc/articles/PMC10039485/ /pubmed/36966307 http://dx.doi.org/10.1186/s12889-023-15444-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Matias, Thiago Sousa Alves, Julianne Fic Nienov, Gislaine Terezinha Amaral Lopes, MarcusVinicius Veber Vasconcellos, Diego Itibere Cunha Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title | Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title_full | Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title_fullStr | Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title_full_unstemmed | Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title_short | Clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
title_sort | clustering of physical activity, sedentary behavior, and diet associated with social isolation among brazilian adolescents |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039485/ https://www.ncbi.nlm.nih.gov/pubmed/36966307 http://dx.doi.org/10.1186/s12889-023-15444-x |
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