Early adverse drug event signal detection within population-based health networks using sequential methods: key methodologic considerations
- PMID: 19148879
- DOI: 10.1002/pds.1706
Early adverse drug event signal detection within population-based health networks using sequential methods: key methodologic considerations
Abstract
Purpose: Active surveillance of population-based health networks may improve the timeliness of detection of adverse events (AEs). Our objective was to expand our previous signal detection work by investigating the effect on signal detection of alternative study specifications.
Methods: We compared the signal detection performance under various study specifications using historical data from nine health plans involved in the HMO Research Network's Center for Education and Research on Therapeutics (CERT). Five drug-event pairs representing generally accepted associations with an AE and two pairs representing "negative controls" were analyzed. Alternative study specifications related to the definition of incident users and incident AEs were assessed and compared to our previous findings.
Results: Relaxing the incident AE exclusion criteria by (1) including members with prior outpatient diagnoses of interest and (2) halving (to 90 days) the time window specified to define incident exposure and diagnoses increased the number of members under surveillance and as a consequence increased the number of exposed days and diagnoses by about 10-20%. The alternative specifications tend to result in earlier signal detection by 10-16 months, a likely consequence of more exposures and events entering the analysis.
Conclusions: This paper provides additional preliminary information related to conducting prospective safety monitoring using health plan data and sequential analytic methods. Our findings support continued investigation of using health plan data and sequential analytic methods as a potentially important contribution to active drug safety surveillance.
(c) 2009 John Wiley & Sons, Ltd.
Similar articles
-
Early detection of adverse drug events within population-based health networks: application of sequential testing methods.Pharmacoepidemiol Drug Saf. 2007 Dec;16(12):1275-84. doi: 10.1002/pds.1509. Pharmacoepidemiol Drug Saf. 2007. PMID: 17955500
-
Using simulation to assess the sensitivity and specificity of a signal detection tool for multidimensional public health surveillance data.Stat Med. 2005 Feb 28;24(4):551-62. doi: 10.1002/sim.2035. Stat Med. 2005. PMID: 15678409
-
An evaluation of computer-aided disproportionality analysis for post-marketing signal detection.Clin Pharmacol Ther. 2007 Aug;82(2):173-80. doi: 10.1038/sj.clpt.6100233. Epub 2007 May 16. Clin Pharmacol Ther. 2007. PMID: 17507922
-
Decision support methods for the detection of adverse events in post-marketing data.Drug Discov Today. 2009 Apr;14(7-8):343-57. doi: 10.1016/j.drudis.2008.12.012. Epub 2009 Jan 31. Drug Discov Today. 2009. PMID: 19187799 Review.
-
Epidemiological approaches to safety investigations.Vet Microbiol. 2006 Oct 5;117(1):66-70. doi: 10.1016/j.vetmic.2006.04.011. Epub 2006 Apr 18. Vet Microbiol. 2006. PMID: 16713135 Review.
Cited by
-
Online causal inference with application to near real-time post-market vaccine safety surveillance.Stat Med. 2024 Jun 30;43(14):2734-2746. doi: 10.1002/sim.10095. Epub 2024 May 1. Stat Med. 2024. PMID: 38693559
-
The State of Use and Utility of Negative Controls in Pharmacoepidemiologic Studies.Am J Epidemiol. 2024 Feb 5;193(3):426-453. doi: 10.1093/aje/kwad201. Am J Epidemiol. 2024. PMID: 37851862 Free PMC article. Review.
-
Methods for drug safety signal detection using routinely collected observational electronic health care data: A systematic review.Pharmacoepidemiol Drug Saf. 2023 Jan;32(1):28-43. doi: 10.1002/pds.5548. Epub 2022 Nov 2. Pharmacoepidemiol Drug Saf. 2023. PMID: 36218170 Free PMC article. Review.
-
Clinical Relation Extraction Toward Drug Safety Surveillance Using Electronic Health Record Narratives: Classical Learning Versus Deep Learning.JMIR Public Health Surveill. 2018 Apr 25;4(2):e29. doi: 10.2196/publichealth.9361. JMIR Public Health Surveill. 2018. PMID: 29695376 Free PMC article.
-
A Synthesis of Current Surveillance Planning Methods for the Sequential Monitoring of Drug and Vaccine Adverse Effects Using Electronic Health Care Data.EGEMS (Wash DC). 2016 Sep 6;4(1):1219. doi: 10.13063/2327-9214.1219. eCollection 2016. EGEMS (Wash DC). 2016. PMID: 27713904 Free PMC article.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
