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Sentinel Modular Program for Propensity Score-Matched Cohort Analyses: Application to Glyburide, Glipizide, and
Meijia Zhou1, Shirley V Wang, Charles E Leonard
1From the aCenter for Pharmacoepidemiology Research and Training, Center for Clinical Epidemiology and Biostatistics, Department of Biostatistics and Epidemiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA; bDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA; cDepartment of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA; dCenter for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD; and eDepartment of Epidemiology, College of Public Health, University of Iowa, Iowa City, IA.
The Sentinel Propensity Score Matching Tool effectively identified a higher risk of serious hypoglycemia with glyburide compared to glipizide. This tool can rapidly confirm known drug safety associations, aiding medical product monitoring.
Area of Science:
- Pharmacovigilance
- Epidemiology
- Health Informatics
Background:
- The Sentinel Initiative, sponsored by the US Food and Drug Administration, monitors medical product safety using a distributed database.
- Evaluating the efficiency and accuracy of safety monitoring tools is crucial for timely public health interventions.
Purpose of the Study:
- To assess the Sentinel Propensity Score Matching Tool's capability to rapidly reproduce a known association between glyburide and glipizide with serious hypoglycemia.
- To validate the tool's performance across multiple data partners.
Main Methods:
- A cohort assessment was performed using data from 13 Sentinel data partners.
- The Sentinel Propensity Score Matching Tool was employed to analyze new users of glyburide versus glipizide.
- Propensity score matching was conducted using predefined variables, empirically selected variables (high-dimensional propensity score), and a combination of both.
Main Results:
- The study identified 198,550 new users of glyburide and 379,507 new users of glipizide.
- Propensity score matching demonstrated a hazard ratio (HR) of 1.36 (1.24, 1.49) for glyburide versus glipizide.
- High-dimensional propensity score methods yielded HRs of 1.49 (1.31, 1.70) and 1.51 (1.32, 1.71), confirming the association.
Conclusions:
- The Sentinel Propensity Score Matching Tool successfully reproduced the known association between glyburide and an increased risk of serious hypoglycemia compared to glipizide.
- The findings demonstrate the tool's ability to expedite the confirmation of drug safety signals within a large, distributed healthcare database.
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