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Multimorbidity prevalence and patterns at the baseline of the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil)
BACKGROUND: To identify multimorbidity patterns, by sex, according to sociodemographic and lifestyle in ELSA-Brasil. METHODS: Cross-sectional study with 14,516 participants from ELSA-Brasil (2008–2010). Fuzzy c-means was used to identify multimorbidity patterns of 2+ chronic morbidities, where the c...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10201182/ https://www.ncbi.nlm.nih.gov/pubmed/37223823 http://dx.doi.org/10.1177/26335565231173845 |
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author | Marques, Larissa Pruner de Aguiar, Odaleia Barbosa Paula, Daniela Polessa Oliveira, Fernanda Esthefane Garrides Chor, Dóra Benseñor, Isabela Ribeiro, Antonio Luiz Brunoni, Andre R A C Machado, Luciana da Fonseca, Maria de Jesus Mendes Griep, Rosane Härter |
author_facet | Marques, Larissa Pruner de Aguiar, Odaleia Barbosa Paula, Daniela Polessa Oliveira, Fernanda Esthefane Garrides Chor, Dóra Benseñor, Isabela Ribeiro, Antonio Luiz Brunoni, Andre R A C Machado, Luciana da Fonseca, Maria de Jesus Mendes Griep, Rosane Härter |
author_sort | Marques, Larissa Pruner |
collection | PubMed |
description | BACKGROUND: To identify multimorbidity patterns, by sex, according to sociodemographic and lifestyle in ELSA-Brasil. METHODS: Cross-sectional study with 14,516 participants from ELSA-Brasil (2008–2010). Fuzzy c-means was used to identify multimorbidity patterns of 2+ chronic morbidities, where the consequent morbidity had to occur in at least 5% of all cases. Association rule (O/E≥1.5) was used to identify co-occurrence of morbidities, in each cluster, by sociodemographic and lifestyle factors. RESULTS: The prevalence of multimorbidity was higher in women (73.7%) compared to men (65.3%). Among women, cluster 1 was characterized by hypertension/diabetes (13.2%); cluster 2 had no overrepresented morbidity; and cluster 3 all participants had kidney disease. Among men, cluster 1 was characterized by cirrhosis/hepatitis/obesity; cluster 2, most combinations included kidney disease/migraine (6.6%); cluster 3, no pattern reached association ratio; cluster 4 predominated co-occurrence of hypertension/rheumatic fever, and hypertension/dyslipidemia; cluster 5 predominated diabetes and obesity, and combinations with hypertension (8.8%); and cluster 6 presented combinations of diabetes/hypertension/heart attack/angina/heart failure. Clusters were characterized by higher prevalence of adults, married and participants with university degrees. CONCLUSION: Hypertension/diabetes/obesity were highly co-occurred, in both sexes. Yet, for men, morbidities like cirrhosis/hepatitis were commonly clustered with obesity and diabetes; and kidney disease was commonly clustered with migraine and common mental disorders. The study advances in understanding multimorbidity patterns, benefiting simultaneously or gradually prevention of diseases and multidisciplinary care responses. |
format | Online Article Text |
id | pubmed-10201182 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-102011822023-05-23 Multimorbidity prevalence and patterns at the baseline of the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) Marques, Larissa Pruner de Aguiar, Odaleia Barbosa Paula, Daniela Polessa Oliveira, Fernanda Esthefane Garrides Chor, Dóra Benseñor, Isabela Ribeiro, Antonio Luiz Brunoni, Andre R A C Machado, Luciana da Fonseca, Maria de Jesus Mendes Griep, Rosane Härter J Multimorb Comorb Original Article BACKGROUND: To identify multimorbidity patterns, by sex, according to sociodemographic and lifestyle in ELSA-Brasil. METHODS: Cross-sectional study with 14,516 participants from ELSA-Brasil (2008–2010). Fuzzy c-means was used to identify multimorbidity patterns of 2+ chronic morbidities, where the consequent morbidity had to occur in at least 5% of all cases. Association rule (O/E≥1.5) was used to identify co-occurrence of morbidities, in each cluster, by sociodemographic and lifestyle factors. RESULTS: The prevalence of multimorbidity was higher in women (73.7%) compared to men (65.3%). Among women, cluster 1 was characterized by hypertension/diabetes (13.2%); cluster 2 had no overrepresented morbidity; and cluster 3 all participants had kidney disease. Among men, cluster 1 was characterized by cirrhosis/hepatitis/obesity; cluster 2, most combinations included kidney disease/migraine (6.6%); cluster 3, no pattern reached association ratio; cluster 4 predominated co-occurrence of hypertension/rheumatic fever, and hypertension/dyslipidemia; cluster 5 predominated diabetes and obesity, and combinations with hypertension (8.8%); and cluster 6 presented combinations of diabetes/hypertension/heart attack/angina/heart failure. Clusters were characterized by higher prevalence of adults, married and participants with university degrees. CONCLUSION: Hypertension/diabetes/obesity were highly co-occurred, in both sexes. Yet, for men, morbidities like cirrhosis/hepatitis were commonly clustered with obesity and diabetes; and kidney disease was commonly clustered with migraine and common mental disorders. The study advances in understanding multimorbidity patterns, benefiting simultaneously or gradually prevention of diseases and multidisciplinary care responses. SAGE Publications 2023-05-19 /pmc/articles/PMC10201182/ /pubmed/37223823 http://dx.doi.org/10.1177/26335565231173845 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Article Marques, Larissa Pruner de Aguiar, Odaleia Barbosa Paula, Daniela Polessa Oliveira, Fernanda Esthefane Garrides Chor, Dóra Benseñor, Isabela Ribeiro, Antonio Luiz Brunoni, Andre R A C Machado, Luciana da Fonseca, Maria de Jesus Mendes Griep, Rosane Härter Multimorbidity prevalence and patterns at the baseline of the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title | Multimorbidity prevalence and patterns at the baseline of the
Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title_full | Multimorbidity prevalence and patterns at the baseline of the
Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title_fullStr | Multimorbidity prevalence and patterns at the baseline of the
Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title_full_unstemmed | Multimorbidity prevalence and patterns at the baseline of the
Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title_short | Multimorbidity prevalence and patterns at the baseline of the
Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) |
title_sort | multimorbidity prevalence and patterns at the baseline of the
brazilian longitudinal study of adult health (elsa-brasil) |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10201182/ https://www.ncbi.nlm.nih.gov/pubmed/37223823 http://dx.doi.org/10.1177/26335565231173845 |
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