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Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes
BACKGROUND: Several studies of diabetes suggest an obesity paradox: persons without diabetes have an increased risk of death due to obesity, whereas obesity decreases the risk of death for people with diabetes. A recent study finds the same obesity paradox with the number of healthcare visits. Wheth...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Singapore
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8422058/ https://www.ncbi.nlm.nih.gov/pubmed/34513549 http://dx.doi.org/10.1007/s13340-021-00530-5 |
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author | Kumar, Virender Encinosa, William |
author_facet | Kumar, Virender Encinosa, William |
author_sort | Kumar, Virender |
collection | PubMed |
description | BACKGROUND: Several studies of diabetes suggest an obesity paradox: persons without diabetes have an increased risk of death due to obesity, whereas obesity decreases the risk of death for people with diabetes. A recent study finds the same obesity paradox with the number of healthcare visits. Whether empirical biases and confounding lead to this paradox is yet to be determined. OBJECTIVE: To examine changes in the relationship between BMI and number of visits in diabetic vs nondiabetic populations, controlling for confounding risk factors. METHODS: Using adults in the nationally representative Medical Expenditure Panel Survey (MEPS) from 2008 to 2016, N = 210,317, we examine the proposed relationship using six measures of healthcare visits with zero-inflated negative binomial regressions controlling for age, gender, race/ethnicity, income, education, region, health insurance, chronic conditions, and smoking. We excluded persons with type 1 diabetes and gestational diabetes. RESULTS: We find an obesity paradox among people with diabetes for three measures. That is, relative to people without diabetes, normal weight people with diabetes have more emergency room visits, inpatient, and office-based physician visits than do the obese with diabetes. However, we do not find an obesity paradox in any of the six measures once we exclude smokers and persons ever diagnosed with cancer or cardiovascular disease. CONCLUSION: The obesity paradox does not exist at the utilization level and is due to the presence of statistical biases such as confounding and reverse causation. Physicians should continue to focus on efforts to prevent obesity in patients with diabetes. |
format | Online Article Text |
id | pubmed-8422058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-84220582021-09-07 Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes Kumar, Virender Encinosa, William Diabetol Int Original Article BACKGROUND: Several studies of diabetes suggest an obesity paradox: persons without diabetes have an increased risk of death due to obesity, whereas obesity decreases the risk of death for people with diabetes. A recent study finds the same obesity paradox with the number of healthcare visits. Whether empirical biases and confounding lead to this paradox is yet to be determined. OBJECTIVE: To examine changes in the relationship between BMI and number of visits in diabetic vs nondiabetic populations, controlling for confounding risk factors. METHODS: Using adults in the nationally representative Medical Expenditure Panel Survey (MEPS) from 2008 to 2016, N = 210,317, we examine the proposed relationship using six measures of healthcare visits with zero-inflated negative binomial regressions controlling for age, gender, race/ethnicity, income, education, region, health insurance, chronic conditions, and smoking. We excluded persons with type 1 diabetes and gestational diabetes. RESULTS: We find an obesity paradox among people with diabetes for three measures. That is, relative to people without diabetes, normal weight people with diabetes have more emergency room visits, inpatient, and office-based physician visits than do the obese with diabetes. However, we do not find an obesity paradox in any of the six measures once we exclude smokers and persons ever diagnosed with cancer or cardiovascular disease. CONCLUSION: The obesity paradox does not exist at the utilization level and is due to the presence of statistical biases such as confounding and reverse causation. Physicians should continue to focus on efforts to prevent obesity in patients with diabetes. Springer Singapore 2021-09-07 /pmc/articles/PMC8422058/ /pubmed/34513549 http://dx.doi.org/10.1007/s13340-021-00530-5 Text en © This is a U.S. government work and not under copyright protection in the U.S.; foreign copyright protection may apply 2021 |
spellingShingle | Original Article Kumar, Virender Encinosa, William Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title | Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title_full | Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title_fullStr | Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title_full_unstemmed | Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title_short | Explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
title_sort | explaining the obesity paradox in healthcare utilization among people with type 2 diabetes |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8422058/ https://www.ncbi.nlm.nih.gov/pubmed/34513549 http://dx.doi.org/10.1007/s13340-021-00530-5 |
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