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Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data

Geographic surveillance can identify hotspots of disease and reveal associations between health and the environment. Our study used emergency department surveillance to investigate geographic disparities in type 1 and type 2 diabetes prevalence among adults and children. Using all-payer emergency cl...

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Autores principales: Lee, David C, Gallagher, Mary Pat, Gopalan, Anjali, Osorio, Marcela, Vinson, Andrew J, Wall, Stephen P, Ravenell, Joseph E, Sevick, Mary Ann, Elbel, Brian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Endocrine Society 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5920312/
https://www.ncbi.nlm.nih.gov/pubmed/29719877
http://dx.doi.org/10.1210/js.2018-00001
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author Lee, David C
Gallagher, Mary Pat
Gopalan, Anjali
Osorio, Marcela
Vinson, Andrew J
Wall, Stephen P
Ravenell, Joseph E
Sevick, Mary Ann
Elbel, Brian
author_facet Lee, David C
Gallagher, Mary Pat
Gopalan, Anjali
Osorio, Marcela
Vinson, Andrew J
Wall, Stephen P
Ravenell, Joseph E
Sevick, Mary Ann
Elbel, Brian
author_sort Lee, David C
collection PubMed
description Geographic surveillance can identify hotspots of disease and reveal associations between health and the environment. Our study used emergency department surveillance to investigate geographic disparities in type 1 and type 2 diabetes prevalence among adults and children. Using all-payer emergency claims data from 2009 to 2013, we identified unique New York City residents with diabetes and geocoded their location using home addresses. Geospatial analysis was performed to estimate diabetes prevalence by New York City Census tract. We also used multivariable regression to identify neighborhood-level factors associated with higher diabetes prevalence. We estimated type 1 and type 2 diabetes prevalence at 0.23% and 10.5%, respectively, among adults and 0.20% and 0.11%, respectively, among children in New York City. Pediatric type 1 diabetes was associated with higher income (P = 0.001), whereas adult type 2 diabetes was associated with lower income (P < 0.001). Areas with a higher proportion of nearby restaurants categorized as fast food had a higher prevalence of all types of diabetes (P < 0.001) except for pediatric type 2 diabetes. Type 2 diabetes among children was only higher in neighborhoods with higher proportions of African American residents (P < 0.001). Our findings identify geographic disparities in diabetes prevalence that may require special attention to address the specific needs of adults and children living in these areas. Our results suggest that the food environment may be associated with higher type 1 diabetes prevalence. However, our analysis did not find a robust association with the food environment and pediatric type 2 diabetes, which was predominantly focused in African American neighborhoods.
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spelling pubmed-59203122018-05-01 Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data Lee, David C Gallagher, Mary Pat Gopalan, Anjali Osorio, Marcela Vinson, Andrew J Wall, Stephen P Ravenell, Joseph E Sevick, Mary Ann Elbel, Brian J Endocr Soc Research Article Geographic surveillance can identify hotspots of disease and reveal associations between health and the environment. Our study used emergency department surveillance to investigate geographic disparities in type 1 and type 2 diabetes prevalence among adults and children. Using all-payer emergency claims data from 2009 to 2013, we identified unique New York City residents with diabetes and geocoded their location using home addresses. Geospatial analysis was performed to estimate diabetes prevalence by New York City Census tract. We also used multivariable regression to identify neighborhood-level factors associated with higher diabetes prevalence. We estimated type 1 and type 2 diabetes prevalence at 0.23% and 10.5%, respectively, among adults and 0.20% and 0.11%, respectively, among children in New York City. Pediatric type 1 diabetes was associated with higher income (P = 0.001), whereas adult type 2 diabetes was associated with lower income (P < 0.001). Areas with a higher proportion of nearby restaurants categorized as fast food had a higher prevalence of all types of diabetes (P < 0.001) except for pediatric type 2 diabetes. Type 2 diabetes among children was only higher in neighborhoods with higher proportions of African American residents (P < 0.001). Our findings identify geographic disparities in diabetes prevalence that may require special attention to address the specific needs of adults and children living in these areas. Our results suggest that the food environment may be associated with higher type 1 diabetes prevalence. However, our analysis did not find a robust association with the food environment and pediatric type 2 diabetes, which was predominantly focused in African American neighborhoods. Endocrine Society 2018-04-17 /pmc/articles/PMC5920312/ /pubmed/29719877 http://dx.doi.org/10.1210/js.2018-00001 Text en Copyright © 2018 Endocrine Society https://creativecommons.org/licenses/by-nc-nd/4.0/ This article has been published under the terms of the Creative Commons Attribution Non-Commercial, No-Derivatives License (CC BY-NC-ND; https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Lee, David C
Gallagher, Mary Pat
Gopalan, Anjali
Osorio, Marcela
Vinson, Andrew J
Wall, Stephen P
Ravenell, Joseph E
Sevick, Mary Ann
Elbel, Brian
Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title_full Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title_fullStr Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title_full_unstemmed Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title_short Identifying Geographic Disparities in Diabetes Prevalence Among Adults and Children Using Emergency Claims Data
title_sort identifying geographic disparities in diabetes prevalence among adults and children using emergency claims data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5920312/
https://www.ncbi.nlm.nih.gov/pubmed/29719877
http://dx.doi.org/10.1210/js.2018-00001
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