Broadening the reach of the FDA Sentinel system: a roadmap for integrating electronic health record data in a causal analysis framework

RJ Desai, ME Matheny, K Johnson, K Marsolo… - NPJ digital …, 2021 - nature.com
Abstract The Sentinel System is a major component of the United States Food and Drug
Administration's (FDA) approach to active medical product safety surveillance. While …

Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance studies: opportunities, challenges, and considerations

J Wong, D Prieto-Alhambra, PR Rijnbeek, RJ Desai… - Drug Safety, 2022 - Springer
Increasing availability of electronic health databases capturing real-world experiences with
medical products has garnered much interest in their use for pharmacoepidemiologic and …

Six years of the US Food and Drug Administration's postmarket active risk identification and analysis system in the sentinel initiative: implications for real world …

JC Maro, MD Nguyen, J Kolonoski… - Clinical …, 2023 - Wiley Online Library
Congress mandated the creation of a postmarket Active Risk Identification and Analysis
(ARIA) system containing data on 100 million individuals for monitoring risks associated with …

Sequential data-mining for adverse events after recombinant herpes zoster vaccination using the tree-based scan statistic

WK Yih, M Kulldorff, I Dashevsky… - American Journal of …, 2023 - academic.oup.com
Tree-based scan statistics have been successfully used to study the safety of several
vaccines without prespecifying health outcomes of concern. In this study, the binomial tree …

Investigation of the potential association between the use of fluoxetine and occurrence of acute pancreatitis: a Danish register-based cohort study

M Aakjær, SB Kristiansen, K Pape… - International Journal …, 2022 - academic.oup.com
Background There is currently conflicting evidence of the association between the use of
selective serotonin reuptake inhibitors (SSRIs) and acute pancreatitis. The SSRI fluoxetine …

Tree-based scan statistics to generate drug repurposing hypotheses: a test case using sodium-glucose cotransporter-2 inhibitors

GSQ Tan, JC Maro, SV Wang, S Toh… - American Journal of …, 2024 - academic.oup.com
Most drug repurposing studies using real-world data focused on validating, instead of
generating, hypotheses. We used tree-based scan statistics to generate repurposing …

High-Throughput Computing to Automate Population-Based Studies to Detect the 30-Day Risk of Adverse Outcomes After New Outpatient Medication Use in Older …

SS Abdullah, N Rostamzadeh… - … Journal of Kidney …, 2024 - journals.sagepub.com
Background: Safety issues are detected in about one third of prescription drugs in the years
following regulatory agency approval. Older adults, especially those with chronic kidney …

Novel methods for pregnancy drug safety surveillance in the FDA Sentinel System

EA Suarez, M Nguyen, D Zhang, Y Zhao… - … and Drug Safety, 2023 - Wiley Online Library
Purpose It is a priority of the US Food and Drug Administration (FDA) to monitor the safety of
medications used during pregnancy. Pregnancy exposure registries and cohort studies …

Integrating electronic health records with other data sources for postmarket drug safety signal identification: a review

JV Kim, SE Davis, ME Matheny… - Frontiers in Drug Safety …, 2024 - frontiersin.org
Electronic health records (EHRs) have emerged as resources for both the identification of
adverse drug events (ADEs) and general population health surveillance, however questions …

Considerations for practical use of tree-based scan statistics for signal detection using electronic healthcare data: a case study with insulin glargine

LG Taylor, ML Kürzinger, R Hermans… - Expert Opinion on …, 2024 - Taylor & Francis
Background Hypothesis-free signal detection (HFSD) methods such as tree-based scan
statistics (TBSS) applied to longitudinal electronic healthcare data (EHD) are increasingly …