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Signal Detection and Monitoring Based on Longitudinal Healthcare Data
BIPS-Institute for Epidemiology and Prevention Research, Achterstr. 30, 28359 Bremen, Germany
* Author to whom correspondence should be addressed.
Received: 4 September 2012; in revised form: 15 November 2012 / Accepted: 26 November 2012 / Published: 13 December 2012
Abstract: Post-marketing detection and surveillance of potential safety hazards are crucial tasks in pharmacovigilance. To uncover such safety risks, a wide set of techniques has been developed for spontaneous reporting data and, more recently, for longitudinal data. This paper gives a broad overview of the signal detection process and introduces some types of data sources typically used. The most commonly applied signal detection algorithms are presented, covering simple frequentistic methods like the proportional reporting rate or the reporting odds ratio, more advanced Bayesian techniques for spontaneous and longitudinal data, e.g., the Bayesian Confidence Propagation Neural Network or the Multi-item Gamma-Poisson Shrinker and methods developed for longitudinal data only, like the IC temporal pattern detection. Additionally, the problem of adjustment for underlying confounding is discussed and the most common strategies to automatically identify false-positive signals are addressed. A drug monitoring technique based on Wald’s sequential probability ratio test is presented. For each method, a real-life application is given, and a wide set of literature for further reading is referenced.
Keywords: bayesian signal detection; confounder adjustment; disproportionality analysis; longitudinal data; pharmacovigilance; signal detection; spontaneous reporting; surveillance techniques
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Cite This Article
MDPI and ACS Style
Suling, M.; Pigeot, I. Signal Detection and Monitoring Based on Longitudinal Healthcare Data. Pharmaceutics 2012, 4, 607-640.
Suling M, Pigeot I. Signal Detection and Monitoring Based on Longitudinal Healthcare Data. Pharmaceutics. 2012; 4(4):607-640.
Suling, Marc; Pigeot, Iris. 2012. "Signal Detection and Monitoring Based on Longitudinal Healthcare Data." Pharmaceutics 4, no. 4: 607-640.