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Lamer A, Saint-Dizier C, Levaillant M, Hamel-Broza JF, Ayed E, Chazard E, Bubrovszky M, D'Hondt F, Génin M, Horn M. Prolonged increase in psychotropic drug use among young women following the COVID-19 pandemic: a French nationwide retrospective study. BMC Med 2024; 22:274. [PMID: 38956514 PMCID: PMC11218156 DOI: 10.1186/s12916-024-03496-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 06/20/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND The COVID-19 pandemic has had a significant impact on mental health, with evidence suggesting an enduring mental health crisis. Studies worldwide observed increased usage of antidepressants, anxiolytics, and hypnotics during the pandemic, notably among young people and women. However, few studies tracked consumption post-2021. Our study aimed to fill this gap by investigating whether the surge in the number psychotropic drug consumers in France persisted 2 years after the first lockdown, particularly focusing on age and gender differences. METHODS We conducted a national retrospective observational study based on the French national insurance database. We retrieved all prescriptions of anxiolytics, hypnotics, and antidepressants dispensed in pharmacies in France for the period 2015-2022. We performed interrupted time series analyses based on Poisson models for five age classes (12-18; 19-25; 26-50; 51-75; 76 and more) to assess the trend before lockdown, the gap induced and the change in trend after. RESULTS In the overall population, the number of consumers remained constant for antidepressants while it decreased for anxiolytics and hypnotics. Despite this global trend, a long-term increase was observed in the 12-18 and 19-25 groups for the three drug classes. Moreover, for these age classes, the increases were more pronounced for women than men, except for hypnotics where the trends were similar. CONCLUSIONS The number of people using antidepressants continues to increase more than 2 years after the first lockdown, showing a prolonged effect on mental health. This effect is particularly striking among adolescents and young adults confirming the devastating long-term impact of the pandemic on their mental health.
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Affiliation(s)
- Antoine Lamer
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France.
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France.
| | - Chloé Saint-Dizier
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | | | - Jean-François Hamel-Broza
- Department of Methodology and Biostatistics, CHU Angers, Angers, France
- Inserm, U1085, Irset, équipe ESTER, université d'Angers, faculté de santé, Angers, France
| | - Eiya Ayed
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Emmanuel Chazard
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Maxime Bubrovszky
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
| | - Fabien D'Hondt
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
| | - Michael Génin
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Mathilde Horn
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
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Hammad AM, Shawaqfeh B, Hikmat S, Al-Qirim T, Hamadneh L, Al-Kouz S, Awad MM, Hall FS. The Role of Vitamin E in Protecting against Oxidative Stress, Inflammation, and the Neurotoxic Effects of Acute Paracetamol in Pregnant Female Rats. TOXICS 2023; 11:368. [PMID: 37112594 PMCID: PMC10141164 DOI: 10.3390/toxics11040368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 03/29/2023] [Accepted: 04/06/2023] [Indexed: 06/19/2023]
Abstract
Paracetamol (acetaminophen, APAP) is the most common non-prescription analgesic drug used during pregnancy. The aim of this study was to investigate the effect of vitamin E on acute APAP toxicity in pregnant rats. Toxicity in the liver, kidney, and brain (hippocampus, cerebellum, and olfactory bulb) was examined. Twenty pregnant female Wistar rats at gestational day 18 were used. Pregnant rats were divided into four groups: Control, APAP, E + APAP, and APAP + E. The Control group was treated with 0.5 mL p.o. corn oil. The APAP group received 3000 mg/kg p.o. APAP. The E + APAP group received 300 mg/kg p.o. vitamin E one hour before 3000 mg/kg APAP. The APAP + E group received 3000 mg/kg paracetamol one hour before 300 mg/kg p.o. vitamin E. Twenty-four hours after the last treatment administration, rats were euthanized and blood, brain, liver, and kidney samples were collected. Alanine aminotransferase (ALT), aspartate aminotransferase (AST), blood urea nitrogen (BUN), creatinine levels, uric acid (UA), and superoxide dismutase (SOD) levels, as well as the relative mRNA expression of Cyp1a4, Cyp2d6, and Nat2, were determined. Acute APAP treatment upregulated ALT, AST, BUN, and creatinine levels. APAP treatment downregulated UA and SOD levels. APAP treatment upregulated the relative mRNA expression of Cyp1a4 and Cyp2d6, but downregulated Nat2 expression. Vitamin E treatment, either before or after APAP administration, attenuated the toxic effects of APAP. In conclusion, the results showed that an acute toxic APAP dose in late pregnancy can cause oxidative stress and dysregulation in Cyp isoform expression, and that vitamin E treatment attenuates these effects.
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Affiliation(s)
- Alaa M. Hammad
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Baraa Shawaqfeh
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Suhair Hikmat
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Tariq Al-Qirim
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Lama Hamadneh
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
- Department of Basic Medical Sciences, Faculty of Medicine, Al-Balqa Applied University, Al-Salt 19117, Jordan
| | - Sameer Al-Kouz
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Mariam M. Awad
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman 11733, Jordan
| | - Frank S. Hall
- Department of Pharmacology and Experimental Therapeutics, College of Pharmacy and Pharmaceutical Sciences, University of Toledo, Toledo, OH 43606, USA;
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Akimoto H, Nagashima T, Minagawa K, Hayakawa T, Takahashi Y, Asai S. Signal Detection of Potential Hepatotoxic Drugs: Case-Control Study Using Both a Spontaneous Reporting System and Electronic Medical Records. Biol Pharm Bull 2021; 44:1514-1523. [PMID: 34602560 DOI: 10.1248/bpb.b21-00407] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Drug-induced liver injury (DILI) is a common adverse drug event. Spontaneous reporting systems such as the Japanese Adverse Event Report Database (JADER) have been used to evaluate the association between drugs and adverse drug events. However, the association of drugs with adverse drug events may be overestimated due to reporting biases. Therefore, it is important to objectively evaluate the association using liver function test values. The aim of the present study was to predict potential hepatotoxic drugs using real-world data including electronic medical records and the JADER database. A total of 70009 (2779 with DILI and 67230 without DILI) and 438515 (10235 with DILI and 428280 without DILI) Japanese adult patients were extracted from electronic medical records and the JADER database, respectively. Drugs with ≥100 DILI patients in both of the two databases were regarded as suspected drugs for DILI. We used multivariate logistic regression to evaluate the association between the suspected drugs and increased risk of DILI. Among the suspected drugs, broad-spectrum antibiotics such as meropenem, tazobactam/piperacillin and ceftriaxone were significantly associated with an increased risk of DILI, and meropenem had a greater risk of DILI in both of the two databases. Additionally, there were significant associations of mosapride and L-carbocisteine with increased risk of DILI. In addition to well-known associations between antibiotic drugs and DILI, mosapride and L-carbocisteine were found to be new potential signals of drugs causing hepatotoxicity. This study indicates potential hepatotoxic drugs that require further causality assessment.
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Affiliation(s)
- Hayato Akimoto
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine
| | - Takuya Nagashima
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine
| | - Kimino Minagawa
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine
| | - Takashi Hayakawa
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine
| | - Yasuo Takahashi
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine
| | - Satoshi Asai
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine
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Schneeweiss S, Patorno E. Conducting Real-world Evidence Studies on the Clinical Outcomes of Diabetes Treatments. Endocr Rev 2021; 42:658-690. [PMID: 33710268 PMCID: PMC8476933 DOI: 10.1210/endrev/bnab007] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Indexed: 12/12/2022]
Abstract
Real-world evidence (RWE), the understanding of treatment effectiveness in clinical practice generated from longitudinal patient-level data from the routine operation of the healthcare system, is thought to complement evidence on the efficacy of medications from randomized controlled trials (RCTs). RWE studies follow a structured approach. (1) A design layer decides on the study design, which is driven by the study question and refined by a medically informed target population, patient-informed outcomes, and biologically informed effect windows. Imagining the randomized trial we would ideally perform before designing an RWE study in its likeness reduces bias; the new-user active comparator cohort design has proven useful in many RWE studies of diabetes treatments. (2) A measurement layer transforms the longitudinal patient-level data stream into variables that identify the study population, the pre-exposure patient characteristics, the treatment, and the treatment-emergent outcomes. Working with secondary data increases the measurement complexity compared to primary data collection that we find in most RCTs. (3) An analysis layer focuses on the causal treatment effect estimation. Propensity score analyses have gained in popularity to minimize confounding in healthcare database analyses. Well-understood investigator errors, like immortal time bias, adjustment for causal intermediates, or reverse causation, should be avoided. To increase reproducibility of RWE findings, studies require full implementation transparency. This article integrates state-of-the-art knowledge on how to conduct and review RWE studies on diabetes treatments to maximize study validity and ultimately increased confidence in RWE-based decision making.
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Affiliation(s)
- Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MAUSA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MAUSA
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Smith JT, Velayos FS, Niu F, Liu V, Delate T, Pola S, Le K, Hui RL. Retrospective Cohort Study Comparing Infliximab-dyyb and Infliximab in Biologic-Naive Patients With Inflammatory Bowel Disease in the United States. CROHN'S & COLITIS 360 2021; 3:otab051. [PMID: 36776661 PMCID: PMC9802363 DOI: 10.1093/crocol/otab051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Indexed: 11/13/2022] Open
Abstract
Background Real-world assessments of biosimilars are needed to understand their effectiveness and safety in practice settings that may differ from those seen in clinical trials or healthcare systems in different countries. To assess the effectiveness and safety of a biosimilar (infliximab-dyyb) and its reference product (infliximab) in patients with inflammatory bowel disease (IBD) in the United States. Methods We conducted a retrospective cohort study of biologic-naive patients with IBD who started treatment with infliximab-dyyb or infliximab. The study included 3206 patients identified through electronic health records in a US integrated healthcare delivery system. The effectiveness outcome was a composite of IBD-related surgery, IBD-related emergency room visit, and IBD-related hospitalization within 12 months of initiation. Safety outcomes included incidence of any or serious infection, cancer, acute liver dysfunction, and tuberculosis. We used a non-inferiority test with an upper-limit margin of 10% to analyze effectiveness. Doubly robust methods incorporating Cox proportional hazard regression with standardized inverse probability of treatment weighting were used to analyze both effectiveness and safety outcomes. Results The composite effectiveness outcome occurred in 107 of 870 patients (12.3%) in the infliximab-dyyb and 379 of 2336 patients (16.2%) in the infliximab groups. Infliximab-dyyb was non-inferior (P < .01) and was not different (hazard ratio [HR] 0.81; confidence interval [CI] 0.65-1.01; P = .06) to infliximab. Safety outcomes were not different between infliximab-dyyb and infliximab for any infections (HR 1.01; CI 0.86-1.17; P = .95), serious infections (HR 0.83; CI 0.54-1.26; P = .38), cancers (HR 0.83; CI 0.44-1.54; P = .55), and tuberculosis (HR 0.59; CI 0.10-3.55; P = .57). Conclusions Initiation of infliximab-dyyb was non-inferior to infliximab among biologic-naive patients with IBD in an US integrated healthcare delivery system.
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Affiliation(s)
- Joshua T Smith
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Fernando S Velayos
- Division of Gastroenterology and Hepatology, The Permanente Medical Group, San Francisco, California, USA
| | - Fang Niu
- Kaiser Permanente National Pharmacy, Pharmacy Outcomes Research Group, National Pharmacy Services, Downey, California, USA
| | - Vincent Liu
- Division of Research, Kaiser Permanente National Pharmacy, Oakland, California, USA
| | - Thomas Delate
- Pharmacy Outcomes Research Group, National Pharmacy Services, Aurora, Colorado, USA
| | - Suresh Pola
- Kaiser Permanente National Pharmacy, Department of Gastroenterology, Southern California Permanente Medical Group, San Diego, California, USA
| | - Kim Le
- Kaiser Permanente National Pharmacy, Drug Evaluation, Strategy and Outcomes, National Pharmacy Services, Kaiser Permanente National Pharmacy, Downey, California, USA
| | - Rita L Hui
- Kaiser Permanente National Pharmacy, Pharmacy Outcomes Research Group, National Pharmacy Services, Oakland, California, USA,Address correspondence to: Rita L. Hui, PharmD, MS, Pharmacy Outcomes Research Group, National Pharmacy Services, Kaiser Permanente, 1800 Harrison St., #1301, Oakland, CA 94612, USA ()
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Hedenmalm K, Pacurariu A, Slattery J, Kurz X, Candore G, Flynn R. Is There an Increased Risk of Hepatotoxicity with Metamizole? A Comparative Cohort Study in Incident Users. Drug Saf 2021; 44:973-985. [PMID: 34273099 DOI: 10.1007/s40264-021-01087-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/26/2021] [Indexed: 11/27/2022]
Abstract
INTRODUCTION The analgesic metamizole, which has been withdrawn from the market in several countries due to the risk of agranulocytosis but is still available on the market in Germany and some other countries, has been associated with liver injury in published case reports; however, epidemiological studies on the risk of liver injury are limited. OBJECTIVE The aim of this study was to compare the risk of liver injury up to 270 days after the first start of treatment with metamizole with the corresponding risk in patients starting treatment with paracetamol, using a retrospective cohort incident user design. METHODS The first prescription for either metamizole or paracetamol in the Intercontinental Medical Statistics (IMS)® Disease Analyzer Germany database during the study period (2009-2018) was identified in patients with at least 365 days of observation and no prior diagnosis of liver events, cancer or HIV, or treatment within the last 6 months with hepatotoxic drugs typically administered for chronic conditions. Each patient was followed for specific liver events for 90 days after the prescription. In case of a new prescription within 90 days, a new 90-day observation period started, up to a maximum of 270 days. Cox regression was used to compare the risk of liver injury in the two groups. RESULTS Metamizole was associated with a higher risk of liver injury compared with paracetamol (adjusted hazard ratio 1.69, 95% confidence interval 1.46-1.97). Sensitivity analyses were performed to evaluate the robustness of these findings. In all the sensitivity analyses, metamizole was still associated with a higher risk of liver injury, including an analysis where naproxen was used as a comparator instead of paracetamol. CONCLUSIONS Results from this study support previous studies suggesting that metamizole is associated with a significant risk of liver injury. Nevertheless, a possible impact of residual confounding cannot be excluded.
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Affiliation(s)
- Karin Hedenmalm
- Data Analytics and Methods Task force, European Medicines Agency, Domenico Scarlattilaan 6, 1083 HS, Amsterdam, The Netherlands. .,Department of Laboratory Medicine, Karolinska Institutet, Solna, Stockholm, Sweden.
| | - Alexandra Pacurariu
- Pharmacovigilance and Epidemiology Department, European Medicines Agency, Amsterdam, The Netherlands
| | - Jim Slattery
- Data Analytics and Methods Task force, European Medicines Agency, Domenico Scarlattilaan 6, 1083 HS, Amsterdam, The Netherlands
| | - Xavier Kurz
- Data Analytics and Methods Task force, European Medicines Agency, Domenico Scarlattilaan 6, 1083 HS, Amsterdam, The Netherlands
| | - Gianmario Candore
- Data Analytics and Methods Task force, European Medicines Agency, Domenico Scarlattilaan 6, 1083 HS, Amsterdam, The Netherlands
| | - Rob Flynn
- Data Analytics and Methods Task force, European Medicines Agency, Domenico Scarlattilaan 6, 1083 HS, Amsterdam, The Netherlands
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A review on α-mangostin as a potential multi-target-directed ligand for Alzheimer's disease. Eur J Pharmacol 2021; 897:173950. [PMID: 33607107 DOI: 10.1016/j.ejphar.2021.173950] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 02/03/2021] [Accepted: 02/12/2021] [Indexed: 12/20/2022]
Abstract
Alzheimer's disease (AD) is an age-related neurodegenerative disease characterized by progressive memory loss, declining language skills and other cognitive disorders. AD has brought great mental and economic burden to patients, families and society. However due to the complexity of AD's pathology, drugs developed for the treatment of AD often fail in clinical or experimental trials. The main problems of current anti-AD drugs are low efficacy due to mono-target method or side effects, especially high hepatotoxicity. To tackle these two main problems, multi-target-directed ligand (MTDL) based on "one molecule, multiple targets" has been studied. MTDLs can regulate multiple biological targets at the same time, so it has shown higher efficacy, better safety. As a natural active small molecule, α-mangostin (α-M) has shown potential multi-factor anti-AD activities in a series of studies, furthermore it also has a certain hepatoprotective effect. The good availability of α-M also provides support for its application in clinical research. In this work, multiple activities of α-M related to AD therapy were reviewed, which included anti-cholinesterase, anti-amyloid-cascade, anti-inflammation, anti-oxidative stress, low toxicity, hepatoprotective effects and drug formulation. It shows that α-M is a promising candidate for the treatment of AD.
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Thurin NH, Lassalle R, Schuemie M, Pénichon M, Gagne JJ, Rassen JA, Benichou J, Weill A, Blin P, Moore N, Droz-Perroteau C. Empirical assessment of case-based methods for identification of drugs associated with acute liver injury in the French National Healthcare System database (SNDS). Pharmacoepidemiol Drug Saf 2020; 30:320-333. [PMID: 33099844 DOI: 10.1002/pds.5161] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 10/20/2020] [Accepted: 10/21/2020] [Indexed: 11/10/2022]
Abstract
PURPOSES Drug induced acute liver injury (ALI) is a frequent cause of liver failure. Case-based designs were empirically assessed and calibrated in the French National claims database (SNDS), aiming to identify the optimum design for drug safety alert generation associated with ALI. METHODS All cases of ALI were extracted from SNDS (2009-2014) using specific and sensitive definitions. Positive and negative drug controls were used to compare 196 self-controlled case series (SCCS), case-control (CC), and case-population (CP) design variants, using area under the receiver operating curve (AUC), mean square error (MSE) and coverage probability. Parameters that had major impacts on results were identified through logistic regression. RESULTS Using a specific ALI definition, AUCs ranged from 0.78 to 0.94, 0.64 to 0.92 and 0.48 to 0.85, for SCCS, CC and CP, respectively. MSE ranged from 0.12 to 0.40, 0.22 to 0.39 and 1.03 to 5.29, respectively. Variants adjusting for multiple drug use had higher coverage probabilities. Univariate regressions showed that high AUCs were achieved with SCCS using exposed time as the risk window. The top SCCS variant yielded an AUC = 0.93 and MSE = 0.22 and coverage = 86%, with 1/7 negative and 13/18 positive controls presenting significant estimates. CONCLUSIONS SCCS adjusting for multiple drugs and using exposed time as the risk window performed best in generating ALI-related drug safety alert and providing estimates of the magnitude of the risk. This approach may be useful for ad-hoc pharmacoepidemiology studies to support regulatory actions.
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Affiliation(s)
- Nicolas H Thurin
- Univ. Bordeaux, INSERM CIC-P1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Régis Lassalle
- Univ. Bordeaux, INSERM CIC-P1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Martijn Schuemie
- Epidemiology Analytics, Janssen Research and Development, Titusville, New Jersey, USA.,Observational Health Data Sciences and Informatics (OHDSI), New York, New York, USA
| | - Marine Pénichon
- Univ. Bordeaux, INSERM CIC-P1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Joshua J Gagne
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | | | - Jacques Benichou
- Department of Biostatistics and Clinical Research, Rouen University Hospital, Rouen, France.,INSERM U1181, Paris, France
| | - Alain Weill
- Caisse Nationale de l'Assurance Maladie, Paris, France
| | - Patrick Blin
- Univ. Bordeaux, INSERM CIC-P1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Nicholas Moore
- Univ. Bordeaux, INSERM CIC-P1401, Bordeaux PharmacoEpi, Bordeaux, France.,CHU de Bordeaux, Bordeaux, France
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Affiliation(s)
- Nicholas Moore
- Bordeaux PharmacoEpi, INSEMR CIC 1401, Universityd of Bordeaux, 146 rue Leo Saignat, 33076, Bordeaux, France.
| | - Bruce Carleton
- Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, Canada
| | - Patrick Blin
- Bordeaux PharmacoEpi, INSEMR CIC 1401, Universityd of Bordeaux, 146 rue Leo Saignat, 33076, Bordeaux, France
| | - Pauline Bosco-Levy
- Bordeaux PharmacoEpi, INSEMR CIC 1401, Universityd of Bordeaux, 146 rue Leo Saignat, 33076, Bordeaux, France
| | - Cecile Droz
- Bordeaux PharmacoEpi, INSEMR CIC 1401, Universityd of Bordeaux, 146 rue Leo Saignat, 33076, Bordeaux, France
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Thurin NH, Lassalle R, Schuemie M, Pénichon M, Gagne JJ, Rassen JA, Benichou J, Weill A, Blin P, Moore N, Droz-Perroteau C. Empirical assessment of case-based methods for drug safety alert identification in the French National Healthcare System database (SNDS): Methodology of the ALCAPONE project. Pharmacoepidemiol Drug Saf 2020; 29:993-1000. [PMID: 32133717 DOI: 10.1002/pds.4983] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Revised: 01/02/2020] [Accepted: 02/12/2020] [Indexed: 01/22/2023]
Abstract
OBJECTIVES To introduce the methodology of the ALCAPONE project. BACKGROUND The French National Healthcare System Database (SNDS), covering 99% of the French population, provides a potentially valuable opportunity for drug safety alert generation. ALCAPONE aimed to assess empirically in the SNDS case-based designs for alert generation related to four health outcomes of interest. METHODS ALCAPONE used a reference set adapted from observational medical outcomes partnership (OMOP) and Exploring and Understanding Adverse Drug Reactions (EU-ADR) project, with four outcomes-acute liver injury (ALI), myocardial infarction (MI), acute kidney injury (AKI), and upper gastrointestinal bleeding (UGIB)-and positive and negative drug controls. ALCAPONE consisted of four main phases: (1) data preparation to fit the OMOP Common Data Model and select the drug controls; (2) detection of the selected controls via three case-based designs: case-population, case-control, and self-controlled case series, including design variants (varying risk window, adjustment strategy, etc.); (3) comparison of design variant performance (area under the ROC curve, mean square error, etc.); and (4) selection of the optimal design variants and their calibration for each outcome. RESULTS Over 2009-2014, 5225 cases of ALI, 354 109 MI, 12 633 AKI, and 156 057 UGIB were identified using specific definitions. The number of detectable drugs ranged from 61 for MI to 25 for ALI. Design variants generated more than 50 000 points estimates. Results by outcome will be published in forthcoming papers. CONCLUSIONS ALCAPONE has shown the interest of the empirical assessment of pharmacoepidemiological approaches for drug safety alert generation and may encourage other researchers to do the same in other databases.
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Affiliation(s)
- Nicolas H Thurin
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France.,INSERM U1219, Université de Bordeaux, Bordeaux, France
| | - Régis Lassalle
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France
| | - Martijn Schuemie
- Epidemiology Analytics, Janssen Research and Development, Titusville, New Jersey, USA.,Observational Health Data Sciences and Informatics (OHDSI), New York, New York, USA
| | - Marine Pénichon
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France
| | - Joshua J Gagne
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | | | - Jacques Benichou
- Department of Biostatistics and Clinical Research, Rouen University Hospital, Rouen, France.,INSERM U1181, Paris, France
| | - Alain Weill
- Caisse Nationale de l'Assurance Maladie, Paris, France
| | - Patrick Blin
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France
| | - Nicholas Moore
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France.,INSERM U1219, Université de Bordeaux, Bordeaux, France.,CHU de Bordeaux, Bordeaux, France
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Schneeweiss S, Suissa S. Discussion of Schuemie et al: “A plea to stop using the case‐control design in retrospective database studies”. Stat Med 2019; 38:4209-4212. [DOI: 10.1002/sim.8320] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Accepted: 06/21/2019] [Indexed: 11/09/2022]
Affiliation(s)
- Sebastian Schneeweiss
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of Medicine, Brigham and Women's Hospital and Harvard Medical School Boston Massachusetts
| | - Samy Suissa
- Centre for Clinical Epidemiology, Lady Davis Research Institute, Jewish General Hospital and Department of Epidemiology and BiostatisticsMcGill University Montréal Québec Canada
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Abstract
At the time of their marketing authorization, the effects of drugs and especially their efficacy have been mostly studied in randomized controlled clinical trials (RCT), comparing them to placebo or to existing drugs. However, RCT are by nature limited in their extent, and the often stringent inclusion and exclusion criteria destined to provide for homogeneous study populations reduce the generalizability of RCT results.The post-authorization evaluation of drugs (pharmacoepidemiology or real-world evidence (RWE)) covers the description of drug utilization and population risks or benefits of these drugs after they have been marketed and provided to their target populations. Though field studies have existed for a long time, modern pharmacoepidemiology has been made possible essentially by the emergence of large population databases compiled from claims data or electronic health records. The methods can be exposure or disease-based cohorts or event-driven case-based studies, tailored to the specific questions to be answered. They rely on scrupulous analysis and execution of impeccable methodology, to ensure the most reliable results possible.Pharmacoepidemiology requires knowledge of the pharmacology of drugs, of the clinical aspects of diseases and disease management, and of the epidemiological methods that can apply.
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Affiliation(s)
- Nicholas Moore
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France.
| | - Patrick Blin
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France
| | - Cécile Droz
- Bordeaux PharmacoEpi, INSERM CIC1401, Université de Bordeaux, Bordeaux, France
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