» Articles » PMID: 18612462

Automated Identification of Acute Hepatitis B Using Electronic Medical Record Data to Facilitate Public Health Surveillance

Overview
Journal PLoS One
Date 2008 Jul 10
PMID 18612462
Citations 48
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Automatic identification of notifiable diseases from electronic medical records can potentially improve the timeliness and completeness of public health surveillance. We describe the development and implementation of an algorithm for prospective surveillance of patients with acute hepatitis B using electronic medical record data.

Methods: Initial algorithms were created by adapting Centers for Disease Control and Prevention diagnostic criteria for acute hepatitis B into electronic terms. The algorithms were tested by applying them to ambulatory electronic medical record data spanning 1990 to May 2006. A physician reviewer classified each case identified as acute or chronic infection. Additional criteria were added to algorithms in serial fashion to improve accuracy. The best algorithm was validated by applying it to prospective electronic medical record data from June 2006 through April 2008. Completeness of case capture was assessed by comparison with state health department records.

Findings: A final algorithm including a positive hepatitis B specific test, elevated transaminases and bilirubin, absence of prior positive hepatitis B tests, and absence of an ICD9 code for chronic hepatitis B identified 112/113 patients with acute hepatitis B (sensitivity 97.4%, 95% confidence interval 94-100%; specificity 93.8%, 95% confidence interval 87-100%). Application of this algorithm to prospective electronic medical record data identified 8 cases without false positives. These included 4 patients that had not been reported to the health department. There were no known cases of acute hepatitis B missed by the algorithm.

Conclusions: An algorithm using codified electronic medical record data can reliably detect acute hepatitis B. The completeness of public health surveillance may be improved by automatically identifying notifiable diseases from electronic medical record data.

Citing Articles

Enhancing the timeliness of EMR documentation in resident doctors: the role of PDCA cycle management.

Chen J, Li Z, Ma W, Tang Y, Liu C, Ma S BMC Med Educ. 2024; 24(1):1367.

PMID: 39592995 PMC: 11590573. DOI: 10.1186/s12909-024-06134-2.


Electronic Health Record-Based Algorithm for Monitoring Respiratory Virus-Like Illness.

Cocoros N, Eberhardt K, Nguyen V, Brown C, DeMaria A, Madoff L Emerg Infect Dis. 2024; 30(6):1096-1103.

PMID: 38781684 PMC: 11138993. DOI: 10.3201/eid3006.230473.


The Predictive Value of International Classification of Disease Codes for Chronic Hepatitis C Virus Infection Surveillance: The Utility and Limitations of Electronic Health Records.

Abara W, Moorman A, Zhong Y, Collier M, Rupp L, Gordon S Popul Health Manag. 2023; 21(2):110-115.

PMID: 37575638 PMC: 10421598. DOI: 10.1089/pop.2017.0004.


A systematic review on integration mechanisms in human and animal health surveillance systems with a view to addressing global health security threats.

George J, Hasler B, Mremi I, Sindato C, Mboera L, Rweyemamu M One Health Outlook. 2021; 2:11.

PMID: 33829132 PMC: 7993536. DOI: 10.1186/s42522-020-00017-4.


Towards an integrated animal health surveillance system in Tanzania: making better use of existing and potential data sources for early warning surveillance.

George J, Hasler B, Komba E, Sindato C, Rweyemamu M, Mlangwa J BMC Vet Res. 2021; 17(1):109.

PMID: 33676498 PMC: 7936506. DOI: 10.1186/s12917-021-02789-x.


References
1.
. Automated detection and reporting of notifiable diseases using electronic medical records versus passive surveillance--massachusetts, June 2006-July 2007. MMWR Morb Mortal Wkly Rep. 2008; 57(14):373-6. View

2.
. Effect of electronic laboratory reporting on the burden of lyme disease surveillance--New Jersey, 2001-2006. MMWR Morb Mortal Wkly Rep. 2008; 57(2):42-5. View

3.
Davis G, Hoofnagle J . Reactivation of chronic type B hepatitis presenting as acute viral hepatitis. Ann Intern Med. 1985; 102(6):762-5. DOI: 10.7326/0003-4819-102-6-762. View

4.
Wasley A, Miller J, Finelli L . Surveillance for acute viral hepatitis--United States, 2005. MMWR Surveill Summ. 2007; 56(3):1-24. View

5.
Weber B, Muhlbacher A, Melchior W . Detection of an acute asymptomatic HBsAg negative hepatitis B virus infection in a blood donor by HBV DNA testing. J Clin Virol. 2004; 32(1):67-70. DOI: 10.1016/j.jcv.2004.09.018. View