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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...

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Autores principales: Matias, Thiago Sousa, Alves, Julianne Fic, Nienov, Gislaine Terezinha Amaral, Lopes, MarcusVinicius Veber, Vasconcellos, Diego Itibere Cunha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
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.
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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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