The role of health system penetration rate in estimating the prevalence of type 1 diabetes in children and adolescents using electronic health records

Author:

Li Piaopiao12,Lyu Tianchen3,Alkhuzam Khalid1,Spector Eliot3,Donahoo William T4,Bost Sarah3,Wu Yonghui3ORCID,Hogan William R3ORCID,Prosperi Mattia5ORCID,Schatz Desmond A6,Atkinson Mark A7,Haller Michael J6,Shenkman Elizabeth A3,Guo Yi3ORCID,Bian Jiang3ORCID,Shao Hui1289ORCID

Affiliation:

1. Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida , Gainesville, FL, United States

2. Hubert Department of Global Health, Rollins School of Public Health, Emory University , Atlanta, GA, United States

3. Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida , Gainesville, FL, United States

4. Division of Endocrinology, Diabetes & Metabolism, College of Medicine, University of Florida , Gainesville, FL, United States

5. Department of Epidemiology, College of Public Health and Health Professions, University of Florida , Gainesville, FL, United States

6. Department of Pediatrics, College of Medicine, University of Florida , Gainesville, FL, United States

7. Diabetes Institute, University of Florida , Gainesville, FL, United States

8. Center for Drug Evaluation and Safety, University of Florida , Gainesville, FL, United States

9. Department of Family and Preventive Medicine, School of Medicine, Emory University , Atlanta, GA, United States

Abstract

Abstract Objective Having sufficient population coverage from the electronic health records (EHRs)-connected health system is essential for building a comprehensive EHR-based diabetes surveillance system. This study aimed to establish an EHR-based type 1 diabetes (T1D) surveillance system for children and adolescents across racial and ethnic groups by identifying the minimum population coverage from EHR-connected health systems to accurately estimate T1D prevalence. Materials and methods We conducted a retrospective, cross-sectional analysis involving children and adolescents <20 years old identified from the OneFlorida+ Clinical Research Network (2018-2020). T1D cases were identified using a previously validated computable phenotyping algorithm. The T1D prevalence for each ZIP Code Tabulation Area (ZCTA, 5 digits), defined as the number of T1D cases divided by the total number of residents in the corresponding ZCTA, was calculated. Population coverage for each ZCTA was measured using observed health system penetration rates (HSPR), which was calculated as the ratio of residents in the corresponding ZTCA and captured by OneFlorida+ to the overall population in the same ZCTA reported by the Census. We used a recursive partitioning algorithm to identify the minimum required observed HSPR to estimate T1D prevalence and compare our estimate with the reported T1D prevalence from the SEARCH study. Results Observed HSPRs of 55%, 55%, and 60% were identified as the minimum thresholds for the non-Hispanic White, non-Hispanic Black, and Hispanic populations. The estimated T1D prevalence for non-Hispanic White and non-Hispanic Black were 2.87 and 2.29 per 1000 youth, which are comparable to the reference study’s estimation. The estimated prevalence of T1D for Hispanics (2.76 per 1000 youth) was higher than the reference study’s estimation (1.48-1.64 per 1000 youth). The standardized T1D prevalence in the overall Florida population was 2.81 per 1000 youth in 2019. Conclusion Our study provides a method to estimate T1D prevalence in children and adolescents using EHRs and reports the estimated HSPRs and prevalence of T1D for different race and ethnicity groups to facilitate EHR-based diabetes surveillance.

Funder

NIDDK

Publisher

Oxford University Press (OUP)

Subject

Health Informatics

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3