Drug Safety · 2025 · 18 citations · 61 references
ComputingData ScienceHealth InformaticsData AnalyticsData MiningHealth Data AnalyticsDecision Support AnalyticsHealthcare AnalyticsPharmacovigilance Data SourcesPharmacovigilance InformaticsSignal DetectionSpontaneous Reporting SystemsArtificial Intelligence-based DetectionPharmacovigilance Data IntegrationPost-marketing SurveillancePost-marketing Surveillance DataReporting DatabasesSignal Detection Data SourcesSignal Management ProcessesSpontaneous Report Databases
Signal management, defined as the set of activities from signal detection to recommendations for action, is conducted using different data sources and leveraging data from spontaneous reporting databases (SRDs), which represent the cornerstone of pharmacovigilance. However, the exponentially increasing generation and availability of real-world data collected in longitudinal healthcare databases (LHDs), along with the rapid evolution of artificial intelligence-based algorithms and other advanced analytical methods, offers a wide range of opportunities to complement SRDs throughout all stages of signal management, especially signal detection. Integrating information derived from SRDs and LHDs may reduce their respective limitations, thus potentially enhancing post-marketing surveillance. The aim of this position statement is to critically evaluate the complementary role of SRDs and LHDs in signal management, exploring the potential benefits and challenges in integrating information coming from these two data sources. Furthermore, we presented successful cases of the interplay between SRDs and LHDs for signal management, along with future opportunities and directions to improve such interplay.
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