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Fusaroli M, Salvo F, Khouri C, Raschi E. The reporting of disproportionality analysis in pharmacovigilance: spotlight on the READUS-PV guideline. Front Pharmacol 2024; 15:1488725. [PMID: 39664518 PMCID: PMC11632231 DOI: 10.3389/fphar.2024.1488725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Accepted: 11/14/2024] [Indexed: 12/13/2024] Open
Abstract
Disproportionality analyses are the most-commonly used study design used in the post-marketing phase to detect suspected adverse drug reactions in individual case safety reports. Recent years have witnessed an exponential increase in published articles on disproportionality analyses, thanks to publicly accessible databases. Unfortunately, this trend was accompanied by concerns on lack of transparency and misinterpretation of results, both generating unjustified alarm and diluting true signals into overwhelming noise. The READUS-PV guideline for reporting disproportionality analysis was developed to tackle this emerging issue. In this perspective article, we describe the rationale behind the development of the READUS-PV guideline, the first collaborative initiative to harmonize the reporting of disproportionality analyses. The adoption of the checklists will assist researchers, regulators, and reviewers in the reporting, assessment, and publication of disproportionality analyses. Acknowledging the challenges ahead of effective implementation, we advocate for a global endorsement by Pharmacology Journals. A wide dissemination of the READUS-PV guideline is crucial to foster transparency and reproducibility of pharmacovigilance research, supporting an effective exploitation of disproportionality analysis among other irreplaceable post-marketing research tools to ensure drug safety.
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Affiliation(s)
- Michele Fusaroli
- Department of Medical and Surgical Sciences, Alma Mater Studiorum - University of Bologna, Bologna, Italy
| | - Francesco Salvo
- Université de Bordeaux, INSERM, BPH, Team AHeaD, U1219, Bordeaux, France
- CHU de Bordeaux, Service de Pharmacologie Médicale, INSERM, U1219, Bordeaux, France
| | - Charles Khouri
- University Grenoble Alpes, Pharmacovigilance Unit, Grenoble Alpes University Hospital, Grenoble, France
- University Grenoble Alpes, Inserm U1300, HP2, Grenoble, France
| | - Emanuel Raschi
- Department of Medical and Surgical Sciences, Alma Mater Studiorum - University of Bologna, Bologna, Italy
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Berkowitz C, Wilson S, Key NS, Ellsworth P. Comparison of thrombotic adverse events in patients treated with factor VIII products and emicizumab using the 2018-2022 US Food and Drug Administration Adverse Event Reporting System data: comment from Berkowitz et al. J Thromb Haemost 2024; 22:2674-2675. [PMID: 39174232 DOI: 10.1016/j.jtha.2024.04.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 04/30/2024] [Indexed: 08/24/2024]
Affiliation(s)
- Callie Berkowitz
- Department of Medicine, Division of Hematology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; University of North Carolina Blood Research Center, Chapel Hill, North Carolina, USA
| | - Samuel Wilson
- Department of Medicine, Division of Hematology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; University of North Carolina Blood Research Center, Chapel Hill, North Carolina, USA
| | - Nigel S Key
- Department of Medicine, Division of Hematology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; University of North Carolina Blood Research Center, Chapel Hill, North Carolina, USA
| | - Patrick Ellsworth
- Department of Medicine, Division of Hematology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; University of North Carolina Blood Research Center, Chapel Hill, North Carolina, USA.
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Fusaroli M, Raschi E, Poluzzi E, Hauben M. The evolving role of disproportionality analysis in pharmacovigilance. Expert Opin Drug Saf 2024; 23:981-994. [PMID: 38913869 DOI: 10.1080/14740338.2024.2368817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 06/12/2024] [Indexed: 06/26/2024]
Abstract
INTRODUCTION From 2009 to 2015, the IMI PROTECT conducted rigorous studies addressing questions about optimal implementation and significance of disproportionality analyses, leading to the development of Good Signal Detection Practices. The ensuing period witnessed the independent exploration of research paths proposed by IMI PROTECT, accumulating valuable experience and insights that have yet to be seamlessly integrated. AREAS COVERED This state-of-the-art review integrates IMI PROTECT recommendations with recent acquisitions and evolving challenges. It deals with defining the object of study, disproportionality methods, subgrouping, masking, drug-drug interaction, duplication, expectedness, the debated use of disproportionality results as risk measures, integration with other types of data. EXPERT OPINION Despite the ongoing skepticism regarding the usefulness of disproportionality analyses and individual case safety reports, their ability to timely detect safety signals regarding rare and unpredictable adverse reactions remains unparalleled. Moreover, recent exploration into their potential for characterizing safety signals revealed valuable insights concerning potential risk factors and the patient's perspective. To fully realize their potential beyond hypothesis generation and achieve a comprehensive evidence synthesis with other kinds of data and studies, each with their unique limitations and contributions, we need to investigate methods for more transparently communicating disproportionality results and mapping and addressing pharmacovigilance biases.
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Affiliation(s)
- Michele Fusaroli
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Emanuel Raschi
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Elisabetta Poluzzi
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Manfred Hauben
- Department of Family and Community Medicine, New York Medical College, Valhalla, NY, USA
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Loke YK, Mattishent K, Navaneetharaja N. New Adverse Drug Reaction Signals from 2017 to 2021-Genuine Alerts or False Alarms? PHARMACY 2024; 12:33. [PMID: 38392940 PMCID: PMC10892108 DOI: 10.3390/pharmacy12010033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 02/04/2024] [Accepted: 02/08/2024] [Indexed: 02/25/2024] Open
Abstract
Spontaneous adverse events reporting systems are used internationally to flag new or unexpected adverse drug reactions (ADRs). Disproportionality analysis is a recognised technique, but false alarms may arise. We aimed to determine whether these new ADR signals had subsequently been followed-up with detailed hypothesis-testing studies. We searched PubMed to identify published studies (years 2017-2021) where the authors reported findings of new ADR signals from disproportionality analyses. We used PubMed and forward citation tracking (Google Scholar) to identify any subsequent confirmatory studies of these ADR signals. We screened 414 titles and abstracts and checked the full-text articles of 57 studies. We found signals for 56 suspected new ADRs from 24 drugs. Google Scholar showed that the ADR studies had been cited a median of seven times (range 0-61). However, none of the suspected new ADRs had undergone detailed evaluation in the citing literature. Similarly, our PubMed search did not find any confirmation studies for the 56 suspected new ADRs. Although many suspected new ADR signals have been identified through disproportionality analysis, most signals have not been further verified as being either genuine ADRs or false alarms. Researchers must focus on follow-up studies for these new signals.
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Affiliation(s)
- Yoon Kong Loke
- Norwich Medical School, University of East Anglia, Norwich NR4 7TJ, UK
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Stämpfli D, Dommrich R, Orbach-Zinger S, Burden AM, Heesen M. An explorative analysis of pharmacovigilance data of oxytocin and its analogue carbetocin, with a focus on haemodynamic adverse effects. Int J Clin Pharm 2023; 45:922-928. [PMID: 37162656 PMCID: PMC10366022 DOI: 10.1007/s11096-023-01587-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 03/27/2023] [Indexed: 05/11/2023]
Abstract
BACKGROUND Oxytocin and its analogue carbetocin are uterotonics whose prophylactic use is recommended to prevent postpartum haemorrhage, which is one of the leading causes of maternal deaths worldwide. However, both drugs can cause specific adverse effects and haemodynamic challenges. AIM The aim of this work was to exploratively examine reports of adverse drug events of both drugs and to establish a comparative haemodynamic profile. METHOD Using data extracted from the World Health Organization's pharmacovigilance database VigiBase, a descriptive analysis was performed of all reports for oxytocin and carbetocin as a suspected or interacting drug followed by a disproportionality analysis for haemodynamic events. Reporting odds ratios (ROR) of carbetocin for hypertension, hypotension, tachycardia, and bradycardia were calculated, with oxytocin-related reports serving as comparators. RESULTS Oxytocin and carbetocin were mentioned as suspected or interacting drugs in 11,258 and 374 reports, respectively. Resulting RORs for carbetocin were 3.45 (95%CI: 1.72-6.92) for hypertension, 2.65 (1.64-4.28) for hypotension, 2.84 (1.79-4.49) for tachycardia, and 2.00 (0.87-4.60) for bradycardia, when compared to oxytocin. Of 231 patients for whom oxytocin-related tachycardia was reported, 2.6% died, and of 91 patients for whom bradycardia was reported, 2.2% died. No deaths were reported with carbetocin for any of the haemodynamic adverse events. CONCLUSION Compared to oxytocin, carbetocin showed an elevated reporting for adverse hypertension, hypotension, and tachycardia in pharmacovigilance data. Clinicians should be aware of their patients' individual susceptibility and the possibility of haemodynamic deterioration until causal inferences are possible.
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Affiliation(s)
- Dominik Stämpfli
- Pharmacoepidemiology, Institute of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zürich, Switzerland.
- Hospital Pharmacy, Kantonsspital Baden, Baden, Switzerland.
| | - Rebecca Dommrich
- Pharmacoepidemiology, Institute of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zürich, Switzerland
| | - Sharon Orbach-Zinger
- Department of Anesthesia, Beilinson Hospital, Rabin Medical Center Associated With Sakler Medical School, Tel Aviv University, Tel Aviv, Israel
| | - Andrea M Burden
- Pharmacoepidemiology, Institute of Pharmaceutical Sciences, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zürich, Switzerland
| | - Michael Heesen
- Department of Anaesthesia, Kantonsspital Baden, Baden, Switzerland
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Fei B, Cai X, Huang G. Status and strategies of college English teaching using adaptive deep learning from the perspective of multiculturalism. Front Psychol 2022; 13:910667. [PMID: 35967666 PMCID: PMC9366170 DOI: 10.3389/fpsyg.2022.910667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 07/07/2022] [Indexed: 11/26/2022] Open
Abstract
The aim is to deeply understand the current situation of College English Teaching (CET). By consulting the theories of Deep Learning (DL) and Edge Computing (EC), this work designs a Questionnaire Survey (QS) to understand the current situation of college English learning and teaching. Then, Adaptive Deep Learning (ADL) and EC are introduced into CET. Finally, the corresponding conclusions and suggestions are drawn. Specifically, the purpose and time of college students’ vocabulary learning are investigated. The results suggest that students’ English vocabulary learning is shallow. They have not really mastered the meaning and usage of vocabulary. Simultaneously, teachers’ vocabulary teaching methods are analyzed from three aspects: root affixes, vocabulary collocation, or repeated reading and memory. The teaching method is excellent from the teacher’s perspective but far from perfect from the students’ perspective. Introducing ADL and EC into CET enhances students’ class concentration time, homework submission efficiency, and academic performance. More than half of the students believe that the new teaching method introducing ADL and EC can make them more confident and motivated in English learning. Therefore, it has great reference significance for applying ADL and EC in CET.
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Affiliation(s)
- Bi Fei
- Institute of Education, Sichuan Normal University, Chengdu, China
- College of Foreign Languages and Cultures, Chengdu University of Technology, Chengdu, China
| | - Xia Cai
- Sports Institute, Chengdu University of Technology, Chengdu, China
- *Correspondence: Xia Cai,
| | - Guo Huang
- Sichuan Province University Key Laboratory of Internet Natural Language Intelligent Processing, Leshan Normal University, Leshan, China
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Stämpfli D, Weiler S, Burden AM. Movement disorders and use of risperidone and methylphenidate: a review of case reports and an analysis of the WHO database in pharmacovigilance. Eur Child Adolesc Psychiatry 2021; 30:1047-1058. [PMID: 32621088 DOI: 10.1007/s00787-020-01589-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Accepted: 06/26/2020] [Indexed: 11/30/2022]
Abstract
For patients with attention deficit hyperactivity disorder and comorbid conduct-dissocial disorder, a combination therapy of the psychostimulant methylphenidate and the antipsychotic risperidone may be prescribed. Case reports describe the occurrence of movement disorders under this combination therapy, but clinical trials had limited power to detect these events. This study aimed (1) to summarise published case reports and (2) to analyse pharmacovigilance data consisting of adverse drug event reports to elucidate these reactions. PubMed, Embase, and APA PsycInfo were used to retrieve case reports. For the pharmacovigilance data, aggregated information on individual case safety reports (ICSRs) within the database of suspected adverse drug events by the WHO were analysed. ICSRs were assessed for disproportionality in reporting. Thirteen published case reports (62% male) on movement disorders were identified, with ages between 5 and 15 years. Seven reports (54%) described incidents when risperidone was tapered down or switched to methylphenidate. From the WHO, we identified 25,556 ICSRs (16,118 for methylphenidate, 8,614 for risperidone, and 824 for both). Of these, 953 (5.9%), 1356 (15.7%), and 159 (19.3%) ICSRs reported movement disorders in association with methylphenidate, risperidone or both, respectively. The analyses on disproportionality showed an increased number of ICSRs with movement disorders when the two drugs were coded in combination. The potential of movement disorders as adverse effects might be amplified when methylphenidate and risperidone are used in combination. The results from the literature underline the necessity of caution and patient monitoring when risperidone dosing is modified during methylphenidate therapy.
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Affiliation(s)
- Dominik Stämpfli
- Pharmacoepidemiology, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zurich, Switzerland.
| | - Stefan Weiler
- Pharmacoepidemiology, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zurich, Switzerland.,National Poisons Information Centre, Tox Info Suisse, Associated Institute of the University of Zurich, Zurich, Switzerland
| | - Andrea M Burden
- Pharmacoepidemiology, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, ETH Zurich, Vladimir-Prelog-Weg 4, 8093, Zurich, Switzerland
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Gupta N, Cullison C, Mally A, Xiang L, Hill ST, Beveridge MG. Certain public-reported immune-mediated adverse events for PD-1 inhibitors in melanoma occur at higher rates than in clinical trials. J Eur Acad Dermatol Venereol 2021; 35:e667-e670. [PMID: 34014567 DOI: 10.1111/jdv.17373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 03/30/2021] [Accepted: 04/28/2021] [Indexed: 11/29/2022]
Affiliation(s)
- N Gupta
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - C Cullison
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - A Mally
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - L Xiang
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - S T Hill
- Department of Dermatology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - M G Beveridge
- Department of Dermatology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
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Renal ischemic adverse drug events related to tranexamic acid in women of child-bearing age: an analysis of pharmacovigilance data. Eur J Clin Pharmacol 2020; 77:913-919. [PMID: 33341923 PMCID: PMC8128799 DOI: 10.1007/s00228-020-03064-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 12/02/2020] [Indexed: 11/25/2022]
Abstract
Purpose In response to a large trial, the World Health Organization broadened their recommendation on tranexamic acid to be used for post-partum hemorrhage. A 2013 French periodic safety update report warned of an abnormally high rate of renal cortical necrosis associated with tranexamic acid and other drugs for severe post-partum hemorrhage. We aimed to identify the reporting incidence of adverse thrombo-embolic events among women in child-bearing age who received tranexamic acid, with a focus on renal vascular and ischemic conditions. Methods We analyzed individual case safety reports (ICSRs) on renal vascular and ischemic conditions, pulmonary thrombotic and embolic conditions, and peripheral embolism and thrombosis from the database of the World Health Organization – Uppsala Monitoring Centre (WHO-UMC). ICSRs were restricted to reports including tranexamic acid as a suspected drug, sex reported as female, and reported age between 18 and 44 years. Reporting odds ratios (RORs) and 95% confidence intervals (95% CIs) were calculated by comparing ICSRs on tranexamic acid to all other drugs in VigiBase. Results Within 2245 included ICSRs on tranexamic acid, we identified 29 reports of adverse renal vascular and ischemic conditions, 42 reports of pulmonary thrombotic and embolic conditions, and 41 reports of peripheral embolism and thrombosis. RORs were statistically significant by 32.6-fold (32.62, 95% CI: 22.50–47.29), 2.5-fold (2.52, 95% CI: 1.85–3.42), and 2.7-fold (2.67, 95% CI: 1.96–3.64), respectively, when compared to any other drug within VigiBase. Conclusion Tranexamic acid might bear an increased risk for renal ischemic adverse drug events in women of child-bearing age.
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