Introduction: Efficient searching and coding in databases that use terminological resources requires that they support efficient data retrieval. The Medical Dictionary for Regulatory Activities (MedDRA) is a reference terminology for several countries and organizations to code adverse drug reactions (ADRs) for pharmacovigilance. Ontologies that are available in the medical domain provide several advantages such as reasoning to improve data retrieval. The field of pharmacovigilance does not yet benefit from a fully operational ontology to formally represent the MedDRA terms. Our objective was to build a semantic resource based on formal description logic to improve MedDRA term retrieval and aid the generation of on-demand custom groupings by appropriately and efficiently selecting terms: OntoADR.
Methods: The method consists of the following steps: (1) mapping between MedDRA terms and SNOMED-CT, (2) generation of semantic definitions using semi-automatic methods, (3) storage of the resource and (4) manual curation by pharmacovigilance experts.
Results: We built a semantic resource for ADRs enabling a new type of semantics-based term search. OntoADR adds new search capabilities relative to previous approaches, overcoming the usual limitations of computation using lightweight description logic, such as the intractability of unions or negation queries, bringing it closer to user needs. Our automated approach for defining MedDRA terms enabled the association of at least one defining relationship with 67% of preferred terms. The curation work performed on our sample showed an error level of 14% for this automated approach. We tested OntoADR in practice, which allowed us to build custom groupings for several medical topics of interest.
Discussion: The methods we describe in this article could be adapted and extended to other terminologies which do not benefit from a formal semantic representation, thus enabling better data retrieval performance. Our custom groupings of MedDRA terms were used while performing signal detection, which suggests that the graphical user interface we are currently implementing to process OntoADR could be usefully integrated into specialized pharmacovigilance software that rely on MedDRA.
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http://dx.doi.org/10.1016/j.jbi.2016.06.010 | DOI Listing |
Naunyn Schmiedebergs Arch Pharmacol
January 2025
University Clinic for Psychiatry and Psychotherapy, Brandenburg Medical School Immanuel Klinik Rüdersdorf, Seebad 82/83, Rüdersdorf bei Berlin, 15562, Rüdersdorf, Germany.
Sexual dysfunctions (SD) are common and debilitating side effects of antipsychotics. The current study analyzes the occurrence of antipsychotic-related SD using data from the US Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS). FAERS was queried for sexual dysfunction adverse events (encoded by 35 different MedDRA preferred terms) secondary to amisulpride, aripiprazole, chlorprothixene, clozapine, haloperidol, loxapine, olanzapine, pipamperone, quetiapine, risperidone, and ziprasidone from 2000 to 2023.
View Article and Find Full Text PDFEur J Heart Fail
January 2025
Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Aims: In VERTIS CV, ertugliflozin was associated with a 30% risk reduction for adjudication-confirmed, first and total hospitalizations for heart failure (HHF) in participants with type 2 diabetes and atherosclerotic cardiovascular disease. We evaluated the impact of ertugliflozin on the broader spectrum of all reported heart failure (HF) events independent of adjudication confirmation.
Methods And Results: Data from participants who received ertugliflozin (5 or 15 mg) were pooled and compared versus placebo.
Front Pharmacol
December 2024
Department of Clinical Psychology, The Third Affiliated Hospital of Soochow University, Changzhou, China.
Background: Deutetrabenazine is a widely used drug for the treatment of tardive dyskinesia (TD), and post-marketing testing is important. There is a lack of real-world, large-sample safety studies of deutetrabenazine. In this study, a pharmacovigilance analysis of deutetrabenazine was performed based on the FDA Adverse Event Reporting System (FAERS) database to evaluate its relevant safety signals for clinical reference.
View Article and Find Full Text PDFArch Dermatol Res
December 2024
Department of Dermatology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1277, Jiefang Avenue, Wuhan, 430022, China.
Objective: We analyzed adverse events (AEs) related to adalimumab and etanercept using the Food and Drug Administration Adverse Event Reporting System (FAERS) to detect unexpected AEs. Subsequently, we compared the discrepancy in serious outcomes involving the same injection site reactions (ISRs) between two different medications.
Methods: Four algorithms, including reporting odds ratio (ROR), proportional reporting ratio (PRR), Bayesian confidence propagation neural network (BCPNN), and the multi-item gamma Poisson shrinker (MGPS) were used to identify AE signals.
Sci Rep
December 2024
Department of Pharmacy Practice, National Institute of Pharmaceutical Education and Research (NIPER), SAS Nagar (Mohali), Punjab, India.
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