Cargando…
The effect of obesity on chronic diseases in USA: a flexible copula approach
We analyze the effect of obesity on the incidence of hypertension, hyperlipidemia and diabetes in USA using a health production theoretical framework along with a bivariate flexible semi-parametric recursive copula model that account for endogeneity. In this approach, the effects of control variable...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9892574/ https://www.ncbi.nlm.nih.gov/pubmed/36726019 http://dx.doi.org/10.1038/s41598-023-28920-6 |
_version_ | 1784881352587345920 |
---|---|
author | Dettoni, Robinson Bahamondes, Cliff Yevenes, Carlos Cespedes, Cristian Espinosa, Javier |
author_facet | Dettoni, Robinson Bahamondes, Cliff Yevenes, Carlos Cespedes, Cristian Espinosa, Javier |
author_sort | Dettoni, Robinson |
collection | PubMed |
description | We analyze the effect of obesity on the incidence of hypertension, hyperlipidemia and diabetes in USA using a health production theoretical framework along with a bivariate flexible semi-parametric recursive copula model that account for endogeneity. In this approach, the effects of control variables are flexibly determined using additive predictors that allow for a variety of effects. Our findings suggest that there exist a positive and significant effect of obesity on the prevalence of all chronic diseases examined. In particular, after endogeneity is accounted for, the probability of having hypertension, hyperlipidemia and diabetes for obese individuals are, respectively, 35%, 28% and 11% higher than those under the obesity threshold. These findings suggest that lowering obesity rates could lead to significant reductions in the morbidity and mortality associated with these diseases. |
format | Online Article Text |
id | pubmed-9892574 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98925742023-02-03 The effect of obesity on chronic diseases in USA: a flexible copula approach Dettoni, Robinson Bahamondes, Cliff Yevenes, Carlos Cespedes, Cristian Espinosa, Javier Sci Rep Article We analyze the effect of obesity on the incidence of hypertension, hyperlipidemia and diabetes in USA using a health production theoretical framework along with a bivariate flexible semi-parametric recursive copula model that account for endogeneity. In this approach, the effects of control variables are flexibly determined using additive predictors that allow for a variety of effects. Our findings suggest that there exist a positive and significant effect of obesity on the prevalence of all chronic diseases examined. In particular, after endogeneity is accounted for, the probability of having hypertension, hyperlipidemia and diabetes for obese individuals are, respectively, 35%, 28% and 11% higher than those under the obesity threshold. These findings suggest that lowering obesity rates could lead to significant reductions in the morbidity and mortality associated with these diseases. Nature Publishing Group UK 2023-02-01 /pmc/articles/PMC9892574/ /pubmed/36726019 http://dx.doi.org/10.1038/s41598-023-28920-6 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/) . |
spellingShingle | Article Dettoni, Robinson Bahamondes, Cliff Yevenes, Carlos Cespedes, Cristian Espinosa, Javier The effect of obesity on chronic diseases in USA: a flexible copula approach |
title | The effect of obesity on chronic diseases in USA: a flexible copula approach |
title_full | The effect of obesity on chronic diseases in USA: a flexible copula approach |
title_fullStr | The effect of obesity on chronic diseases in USA: a flexible copula approach |
title_full_unstemmed | The effect of obesity on chronic diseases in USA: a flexible copula approach |
title_short | The effect of obesity on chronic diseases in USA: a flexible copula approach |
title_sort | effect of obesity on chronic diseases in usa: a flexible copula approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9892574/ https://www.ncbi.nlm.nih.gov/pubmed/36726019 http://dx.doi.org/10.1038/s41598-023-28920-6 |
work_keys_str_mv | AT dettonirobinson theeffectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT bahamondescliff theeffectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT yevenescarlos theeffectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT cespedescristian theeffectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT espinosajavier theeffectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT dettonirobinson effectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT bahamondescliff effectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT yevenescarlos effectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT cespedescristian effectofobesityonchronicdiseasesinusaaflexiblecopulaapproach AT espinosajavier effectofobesityonchronicdiseasesinusaaflexiblecopulaapproach |