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Datta A, Flynn NR, Barnette DA, Woeltje KF, Miller GP, Swamidass SJ. Machine learning liver-injuring drug interactions with non-steroidal anti-inflammatory drugs (NSAIDs) from a retrospective electronic health record (EHR) cohort. PLoS Comput Biol 2021; 17:e1009053. [PMID: 34228716 PMCID: PMC8284671 DOI: 10.1371/journal.pcbi.1009053] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 07/16/2021] [Accepted: 05/08/2021] [Indexed: 01/14/2023] Open
Abstract
Drug-drug interactions account for up to 30% of adverse drug reactions. Increasing prevalence of electronic health records (EHRs) offers a unique opportunity to build machine learning algorithms to identify drug-drug interactions that drive adverse events. In this study, we investigated hospitalizations' data to study drug interactions with non-steroidal anti-inflammatory drugs (NSAIDS) that result in drug-induced liver injury (DILI). We propose a logistic regression based machine learning algorithm that unearths several known interactions from an EHR dataset of about 400,000 hospitalization. Our proposed modeling framework is successful in detecting 87.5% of the positive controls, which are defined by drugs known to interact with diclofenac causing an increased risk of DILI, and correctly ranks aggregate risk of DILI for eight commonly prescribed NSAIDs. We found that our modeling framework is particularly successful in inferring associations of drug-drug interactions from relatively small EHR datasets. Furthermore, we have identified a novel and potentially hepatotoxic interaction that might occur during concomitant use of meloxicam and esomeprazole, which are commonly prescribed together to allay NSAID-induced gastrointestinal (GI) bleeding. Empirically, we validate our approach against prior methods for signal detection on EHR datasets, in which our proposed approach outperforms all the compared methods across most metrics, such as area under the receiver operating characteristic curve (AUROC) and area under the precision-recall curve (AUPRC).
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Affiliation(s)
- Arghya Datta
- Department of Computer Science and Engineering, Washington University in Saint Louis, Saint Louis, Missouri, United States of America
| | - Noah R. Flynn
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, Missouri, United States of America
| | - Dustyn A. Barnette
- Department of Biochemistry and Molecular Biology, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Keith F. Woeltje
- Department of Internal Medicine, Washington University School of Medicine, Saint Louis, Missouri, United States of America
- Center for Clinical Excellence at BJC HealthCare, Saint Louis, Missouri, United States of America
| | - Grover P. Miller
- Department of Biochemistry and Molecular Biology, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - S. Joshua Swamidass
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, Missouri, United States of America
- * E-mail:
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Bertrand V, Massy N, Vegas N, Gras V, Chalouhi C, Tavolacci MP, Abadie V. Safety of Cyproheptadine, an Orexigenic Drug. Analysis of the French National Pharmacovigilance Data-Base and Systematic Review. Front Pediatr 2021; 9:712413. [PMID: 34676184 PMCID: PMC8525494 DOI: 10.3389/fped.2021.712413] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 09/06/2021] [Indexed: 11/20/2022] Open
Abstract
Objectives: Cyproheptadine is a first-generation H1-antihistamine drug first that was distributed in the 1960s. While its orexigenic effect was observed early, cyproheptadine is not yet authorized for this indication in all countries today. There is an increasing medical interest and demand for the orexigenic effect of cyproheptadine, especially in children with poor appetite. As cyproheptadine might be evaluated in future clinical trials, we wanted to assess its safety profile. Methods: Using the French national pharmacovigilance database, we retrospectively analyzed all pediatric and adult reports of adverse effects of cyproheptadine recorded since its first distribution in France. Next, we performed a systematic review of the literature of cyproheptadine adverse effects. Results: Since 1985, 93 adverse effects were reported in the French pharmacovigilance database (adults 81.7%, children 18.3%); these were mainly neurological symptoms (n = 38, adults 71%, children 28.9%), and hepatic complications (n = 15, adults 86.7%, children 13.3%). In the literature, the most frequent adverse effect reported was drowsiness in adults or children, and five case reports noted liver complications in adults. We estimated the frequency of hepatic adverse effects at 0.27 to 1.4/1000, regardless of age. Conclusion: Cyproheptadine can be considered a safe drug. Mild neurological effects appear to be frequent, and hepatotoxicity is uncommon to rare. Randomized controlled trials are needed to evaluate the safety and efficacy of cyproheptadine before authorization for appetite stimulation, especially in young children as studies at this age are lacking. Possible hepatic complications should be monitored, as very rare cases of liver failure have been reported.
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Affiliation(s)
| | - Nathalie Massy
- Regional Center of Pharmacovigilance, Rouen University Hospital, Rouen, France
| | - Nancy Vegas
- General Pediatrics Unit, Necker University Hospital, Paris, France.,Refferal Center for Rare Disease ≪ Pierre Robin Sequence and Sucking and Swallowing Congenital Disorders ≫, Necker University Hospital, Paris, France
| | - Valérie Gras
- Regional Center of Pharmacovigilance, Amiens University Hospital, Amiens, France
| | - Christel Chalouhi
- General Pediatrics Unit, Necker University Hospital, Paris, France.,Refferal Center for Rare Disease ≪ Pierre Robin Sequence and Sucking and Swallowing Congenital Disorders ≫, Necker University Hospital, Paris, France
| | | | - Véronique Abadie
- General Pediatrics Unit, Necker University Hospital, Paris, France.,Refferal Center for Rare Disease ≪ Pierre Robin Sequence and Sucking and Swallowing Congenital Disorders ≫, Necker University Hospital, Paris, France.,Paris University, Paris, France
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Corsico AG, Leonardi S, Licari A, Marseglia G, Miraglia Del Giudice M, Peroni DG, Salpietro C, Ciprandi G. Focus on the cetirizine use in clinical practice: a reappraisal 30 years later. Multidiscip Respir Med 2019; 14:40. [PMID: 31827796 PMCID: PMC6898951 DOI: 10.1186/s40248-019-0203-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 11/15/2019] [Indexed: 01/26/2023] Open
Abstract
Antihistamines are currently one of the most commonly administered categories of drugs. They are used to treat symptoms that are secondary to histamine release, which is typical of certain allergic conditions, including rhinitis, conjunctivitis, asthma, urticaria, and anaphylaxis. Cetirizine belongs to the second-generation family, so, it is very selective for peripheral H1 receptors, is potent and quickly relieves symptoms, exerts additional anti-allergic/anti-inflammatory effects, and is usually well-tolerated. It has been marketed 30 years ago. In these years, a remarkable body of evidence has been built. The current review provides a practical update on the use of cetirizine in clinical practice.
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Affiliation(s)
- Angelo G Corsico
- 1Division of Respiratory Diseases, Foundation IRCCS Policlinico San Matteo, University of Pavia, Pavia, Italy
| | - Salvatore Leonardi
- 2Department of Clinical and Experimental Medicine, University of Catania, Catania, Italy
| | - Amelia Licari
- 3Department of Pediatrics, Foundation IRCCS Policlinico San Matteo, University of Pavia, Pavia, Italy
| | - Gianluigi Marseglia
- 3Department of Pediatrics, Foundation IRCCS Policlinico San Matteo, University of Pavia, Pavia, Italy
| | - Michele Miraglia Del Giudice
- 4Department of Woman, Child and of General and Specialized Surgery, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Diego G Peroni
- 5U.O. Pediatria, Azienda Ospedaliero-Universitaria Pisana, Scuola di Specializzazione in Pediatria, University of Pisa, Pisa, Italy
| | - Carmelo Salpietro
- 6Department of Pediatrics, Unit of Pediatric Genetics and Immunology, University of Messina, Messina, Italy
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Xie F, Feng S, Sun L, Mao Y. The first-line treatment for unresectable hepatocellular carcinoma patients: lenvatinib versus sorafenib, or beyond? Hepatobiliary Surg Nutr 2018; 7:221-224. [PMID: 30046580 DOI: 10.21037/hbsn.2018.06.06] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Feihu Xie
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Shi Feng
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Lejia Sun
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Yilei Mao
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing 100730, China
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