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Prevalence and comorbidities of known diabetes in northeastern Italy

AIMS/INTRODUCTION: We aimed at estimating the prevalence and at identifying the frequent comorbidities of diabetes mellitus in a region of northeastern Italy from administrative health data. MATERIALS AND METHODS: The prevalence was estimated according to two disease definitions, based on administra...

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Autores principales: Valent, Francesca, Tillati, Silvia, Zanier, Loris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wiley-Blackwell 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4020229/
https://www.ncbi.nlm.nih.gov/pubmed/24843679
http://dx.doi.org/10.1111/jdi.12043
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author Valent, Francesca
Tillati, Silvia
Zanier, Loris
author_facet Valent, Francesca
Tillati, Silvia
Zanier, Loris
author_sort Valent, Francesca
collection PubMed
description AIMS/INTRODUCTION: We aimed at estimating the prevalence and at identifying the frequent comorbidities of diabetes mellitus in a region of northeastern Italy from administrative health data. MATERIALS AND METHODS: The prevalence was estimated according to two disease definitions, based on administrative health data. Association rule mining was used to detect comorbid diagnoses that coexisted with a diagnosis of diabetes among patients admitted to the regional hospitals. RESULTS: The prevalence of known diabetes in 2010 was 6.0–8.1%, with great variations by age class (from approximately 2% <60 years to more than 20% in some elderly age groups). Of 155,494 patients admitted to the hospital in 2011, 9,358 had a diagnosis of diabetes. A total of 12 rules satisfied our criteria for support (>0.5%) and confidence (>5%), and identified nine frequent isolated comorbidities and three pairs of comorbid diagnoses. The rule with the highest support (2.4%) and confidence (39.5%) identified the combination of diabetes and essential hypertension. CONCLUSIONS: Association rule mining was useful, because it showed the complexity of diabetic patients. Clinical management of those patients cannot neglect comorbidities.
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spelling pubmed-40202292014-05-19 Prevalence and comorbidities of known diabetes in northeastern Italy Valent, Francesca Tillati, Silvia Zanier, Loris J Diabetes Investig Articles AIMS/INTRODUCTION: We aimed at estimating the prevalence and at identifying the frequent comorbidities of diabetes mellitus in a region of northeastern Italy from administrative health data. MATERIALS AND METHODS: The prevalence was estimated according to two disease definitions, based on administrative health data. Association rule mining was used to detect comorbid diagnoses that coexisted with a diagnosis of diabetes among patients admitted to the regional hospitals. RESULTS: The prevalence of known diabetes in 2010 was 6.0–8.1%, with great variations by age class (from approximately 2% <60 years to more than 20% in some elderly age groups). Of 155,494 patients admitted to the hospital in 2011, 9,358 had a diagnosis of diabetes. A total of 12 rules satisfied our criteria for support (>0.5%) and confidence (>5%), and identified nine frequent isolated comorbidities and three pairs of comorbid diagnoses. The rule with the highest support (2.4%) and confidence (39.5%) identified the combination of diabetes and essential hypertension. CONCLUSIONS: Association rule mining was useful, because it showed the complexity of diabetic patients. Clinical management of those patients cannot neglect comorbidities. Wiley-Blackwell 2013-02-21 2013-07-08 /pmc/articles/PMC4020229/ /pubmed/24843679 http://dx.doi.org/10.1111/jdi.12043 Text en Copyright © 2013 Asian Association for the Study of Diabetes and Wiley Publishing Asia Pty Ltd
spellingShingle Articles
Valent, Francesca
Tillati, Silvia
Zanier, Loris
Prevalence and comorbidities of known diabetes in northeastern Italy
title Prevalence and comorbidities of known diabetes in northeastern Italy
title_full Prevalence and comorbidities of known diabetes in northeastern Italy
title_fullStr Prevalence and comorbidities of known diabetes in northeastern Italy
title_full_unstemmed Prevalence and comorbidities of known diabetes in northeastern Italy
title_short Prevalence and comorbidities of known diabetes in northeastern Italy
title_sort prevalence and comorbidities of known diabetes in northeastern italy
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4020229/
https://www.ncbi.nlm.nih.gov/pubmed/24843679
http://dx.doi.org/10.1111/jdi.12043
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