Crisafulli Salvatore, Bate Andrew, Brown Jeffrey Stuart, Candore Gianmario, Chandler Rebecca E, Hammad Tarek A, Lane Samantha, Maro Judith Christina, Norén G Niklas, Pariente Antoine, Russom Mulugeta, Salas Maribel, Segec Andrej, Shakir Saad, Spini Andrea, Toh Sengwee, Tuccori Marco, van Puijenbroek Eugène, Trifirò Gianluca
Department of Diagnostics and Public Health, University of Verona, P.le L.A. Scuro 10, 37124, Verona, Italy.
Global Safety, GSK, Brentford, UK.
Drug Saf. 2025 Apr 13. doi: 10.1007/s40264-025-01548-3.
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.
信号管理被定义为从信号检测到行动建议的一系列活动,它通过使用不同的数据来源并利用来自自发报告数据库(SRD)的数据来进行,而自发报告数据库是药物警戒的基石。然而,纵向医疗保健数据库(LHD)中收集的真实世界数据呈指数级增长且可获取性不断提高,再加上基于人工智能的算法和其他先进分析方法的快速发展,为在信号管理的所有阶段,尤其是信号检测阶段补充SRD提供了广泛的机会。整合来自SRD和LHD的信息可能会减少它们各自的局限性,从而有可能加强上市后监测。本立场声明的目的是批判性地评估SRD和LHD在信号管理中的互补作用,探讨整合来自这两个数据源的信息的潜在益处和挑战。此外,我们展示了SRD和LHD在信号管理中相互作用的成功案例,以及改善这种相互作用的未来机会和方向。