PMID- 30354029 OWN - NLM STAT- MEDLINE DCOM- 20191104 LR - 20200309 IS - 2163-8306 (Electronic) IS - 2163-8306 (Linking) VI - 7 IP - 12 DP - 2018 Dec TI - Target-Adverse Event Profiles to Augment Pharmacovigilance: A Pilot Study With Six New Molecular Entities. PG - 809-817 LID - 10.1002/psp4.12356 [doi] AB - Clinical trials can fail to detect rare adverse events (AEs). We assessed the ability of pharmacological target adverse-event (TAE) profiles to predict AEs on US Food and Drug Administration (FDA) drug labels at least 4 years after approval. TAE profiles were generated by aggregating AEs from the FDA adverse event reporting system (FAERS) reports and the FDA drug labels for drugs that hit a common target. A genetic algorithm (GA) was used to choose the adverse event (AE) case count (N), disproportionality score in FAERS (proportional reporting ratio (PRR)), and percent of comparator drug labels with an AE to maximize F-measure. With FAERS data alone, precision, recall, and specificity were 0.57, 0.78, and 0.61, respectively. After including FDA drug label data, precision, recall, and specificity improved to 0.67, 0.81, and 0.71, respectively. Eighteen of 23 (78%) postmarket label changes were identified correctly. TAE analysis shows promise as a method to predict AEs at the time of drug approval. CI - (c) 2018 This article is a U.S. Government work and is in the public domain in the USA. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of the American Society for Clinical Pharmacology and Therapeutics. FAU - Schotland, Peter AU - Schotland P AD - Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA. FAU - Racz, Rebecca AU - Racz R AD - Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA. FAU - Jackson, David AU - Jackson D AD - Molecular Health GmbH, Heidelberg, Germany. FAU - Levin, Robert AU - Levin R AD - Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA. FAU - Strauss, David G AU - Strauss DG AD - Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA. FAU - Burkhart, Keith AU - Burkhart K AD - Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, USA. LA - eng PT - Journal Article PT - Research Support, U.S. Gov't, P.H.S. DEP - 20181024 PL - United States TA - CPT Pharmacometrics Syst Pharmacol JT - CPT: pharmacometrics & systems pharmacology JID - 101580011 SB - IM MH - Drug-Related Side Effects and Adverse Reactions MH - Humans MH - *Pharmacovigilance MH - Pilot Projects PMC - PMC6310867 EDAT- 2018/10/26 06:00 MHDA- 2019/11/05 06:00 PMCR- 2018/12/01 CRDT- 2018/10/25 06:00 PHST- 2018/06/11 00:00 [received] PHST- 2018/09/06 00:00 [accepted] PHST- 2018/10/26 06:00 [pubmed] PHST- 2019/11/05 06:00 [medline] PHST- 2018/10/25 06:00 [entrez] PHST- 2018/12/01 00:00 [pmc-release] AID - PSP412356 [pii] AID - 10.1002/psp4.12356 [doi] PST - ppublish SO - CPT Pharmacometrics Syst Pharmacol. 2018 Dec;7(12):809-817. doi: 10.1002/psp4.12356. Epub 2018 Oct 24.