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Osmanović Omerdić E, Cvijić S, Ignjatović J, Ivković B, Vasiljević D. In Vitro-In Silico Approach in the Development of Clopidogrel Solid Dispersion Formulations. Bioengineering (Basel) 2025; 12:357. [PMID: 40281717 PMCID: PMC12024831 DOI: 10.3390/bioengineering12040357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2025] [Revised: 03/27/2025] [Accepted: 03/27/2025] [Indexed: 04/29/2025] Open
Abstract
The aim of this study was to investigate the influence of solid dispersion (SD) formulation factors on improvement of the bioavailability and pharmacokinetic profile of clopidogrel after peroral administration using an in vitro-in silico approach. A clopidogrel-specific, physiologically based biopharmaceutical model (PBBM) was developed and validated to predict absorption and distribution of clopidogrel after peroral administration of the tested formulations. Clopidogrel solid dispersions were prepared using two polymers (poloxamer 407 and copovidone) and a drug-to-polymer ratio of 1:5 and 1:9. The results of the in vitro dissolution test under pH-media change conditions showed that the type and ratio of polymers notably influenced the release of clopidogrel from the SDs. It can be observed that an increase in the polymer content in the SDs leads to a decrease in the release of clopidogrel from the SDs. The predictive power of the constructed clopidogrel-specific PBBM was demonstrated by comparing the simulation results with pharmacokinetic data from the literature. The in vitro dissolution data were used as inputs for the PBBM to predict the pharmacokinetic profiles of clopidogrel after the peroral administration of SDs. SDs with copovidone (1:5) and poloxamer (1:9) showed the potential to achieve the highest drug absorption and bioavailability, with an improvement of over 100% compared to an immediate-release (IR) tablet. The sample with poloxamer (1:9) may have the potential to reduce inter-individual variability in clopidogrel pharmacokinetics due to absorption in the cecum and colon and associated lower first-pass metabolism in the liver. This suggests that distal intestine may be the targeted delivery site for clopidogrel, leading to improved absorption and bioavailability of the drug. This study has shown that an in vitro-in silico approach could be a useful tool for the development and optimization of clopidogrel formulations, helping in decision making regarding the composition of the formulation to achieve the desired pharmacokinetic profile.
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Affiliation(s)
- Ehlimana Osmanović Omerdić
- Department of Pharmaceutical Technology and Cosmetology, Faculty of Pharmacy, University of Belgrade, 11000 Belgrade, Serbia; (S.C.); (D.V.)
- Development and Registration Department, Bosnalijek d.d., 71000 Sarajevo, Bosnia and Herzegovina
| | - Sandra Cvijić
- Department of Pharmaceutical Technology and Cosmetology, Faculty of Pharmacy, University of Belgrade, 11000 Belgrade, Serbia; (S.C.); (D.V.)
| | - Jelisaveta Ignjatović
- Department of Pharmaceutical Technology and Cosmetology, Faculty of Pharmacy, University of Belgrade, 11000 Belgrade, Serbia; (S.C.); (D.V.)
- Department of Global Nonclinical Safety and Drug Metabolism and Pharmacokinetics, Boehringer Ingelheim Pharma GmbH & Co. KG, 88400 Biberach an der Riss, Germany
| | - Branka Ivković
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, 11000 Belgrade, Serbia
| | - Dragana Vasiljević
- Department of Pharmaceutical Technology and Cosmetology, Faculty of Pharmacy, University of Belgrade, 11000 Belgrade, Serbia; (S.C.); (D.V.)
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Roule V, Beygui F, Cayla G, Rangé G, Motovska Z, Delarche N, Jourda F, Goube P, Guedeney P, Zeitouni M, El Kasty M, Laredo M, Dumaine R, Ducrocq G, Derimay F, Van Belle E, Manigold T, Cador R, Combaret N, Vicaut E, Montalescot G, Silvain J. P2Y 12 Inhibitor Loading Time Before Elective PCI and the Prevention of Myocardial Necrosis. Can J Cardiol 2024; 40:31-39. [PMID: 37660934 DOI: 10.1016/j.cjca.2023.08.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 08/21/2023] [Accepted: 08/27/2023] [Indexed: 09/05/2023] Open
Abstract
BACKGROUND There are dated and conflicting data about the optimal timing of initiation of P2Y12 inhibitors in elective percutaneous coronary intervention (PCI). Peri-PCI myocardial necrosis is associated with poor outcomes. We aimed to assess the impact of the P2Y12 inhibitor loading time on periprocedural myocardial necrosis in the population of the randomized Assessment of Loading With the P2Y12 Inhibitor Ticagrelor or Clopidogrel to Halt Ischemic Events in Patients Undergoing Elective Coronary Stenting (ALPHEUS) trial, which compared ticagrelor with clopidogrel in high-risk patients who received elective PCI. METHODS The ALPHEUS trial divided 1809 patients into quartiles of loading time. The ALPHEUS primary outcome was used (type 4 [a or b] myocardial infarction or major myocardial injury) as well as the main secondary outcome (type 4 [a or b] myocardial infarction or any type of myocardial injury). RESULTS Patients in the first quartile group (Q1) presented higher rates of the primary outcome (P = 0.01). When compared with Q1, incidences of the primary outcome decreased in patients with longer loading times (adjusted odds ratio [adjOR], 0.70 [0.52.-0.95]; P = 0.02 for Q2; adjOR 0.65 [0.48-0.88]; P < 0.01 for Q3; adjOR 0.66 [0.49-0.89]; P < 0.01 for Q4). Concordant results were found for the main secondary outcome. There was no interaction with the study drug allocated by randomization (clopidogrel or ticagrelor). Bleeding complications (any bleeding ranging between 4.9% and 7.3% and only 1 major bleeding at 48 hours) and clinical ischemic events were rare and did not differ among groups. CONCLUSIONS In elective PCI, administration of the oral P2Y12 inhibitor at the time of PCI could be associated with more frequent periprocedural myocardial necrosis than an earlier administration. The long-term clinical consequences remain unknown.
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Affiliation(s)
- Vincent Roule
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France; Département de Cardiologie, CHU de Caen, Caen, France
| | - Farzin Beygui
- Département de Cardiologie, CHU de Caen, Caen, France
| | - Guillaume Cayla
- Cardiology Department, Nîmes University Hospital, Montpellier University, ACTION Study Group, Nîmes, France
| | - Grégoire Rangé
- Département de Cardiologie, CH de Chartres, Chartres, France
| | - Zuzana Motovska
- Cardiocentre, 3rd Faculty of Medicine, Charles University and University Hospital Kralovske Vinohrady, Prague, Czech Republic
| | | | | | - Pascal Goube
- Service de Cardiologie, Centre Hospitalier Sud-Francilien, Corbeil-Essonnes, France
| | - Paul Guedeney
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France
| | - Michel Zeitouni
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France
| | - Mohamad El Kasty
- Department of Cardiology, Grand Hôpital de l'Est Francilien, Jossigny, France
| | - Mikael Laredo
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France
| | - Raphaëlle Dumaine
- Les Grands Prés Cardiac Rehabilitation Centre, Villeneuve St Denis, France
| | - Gregory Ducrocq
- Université de Paris, AP-HP, French Alliance for Cardiovascular Trials (FACT), INSERM U1148, Paris, France
| | - François Derimay
- Service de Cardiologie Interventionnelle, Hospices Civils de Lyon and CARMEN INSERM 1060, Lyon, France
| | - Eric Van Belle
- CHU Lille, Institut Cœur Poumon, Cardiology, and Department of Interventional Cardiology for Coronary, Valves and Structural Heart Diseases, INSERM U1011, Institut Pasteur de Lille, EGID, Université de Lille, Lille, France
| | | | - Romain Cador
- Department of Cardiology Saint Joseph Hospital, Paris, France
| | - Nicolas Combaret
- Department of Cardiology, Clermont-Ferrand University Hospital, CNRS, Université Clermont Auvergne, Clermont-Ferrand, France
| | - Eric Vicaut
- Unité de Recherche Clinique, ACTION Study Group, Hôpital Fernand Widal (AP-HP), Paris, France and SAMM (Statistique, Analyse et Modélisation Multidisciplinaire) EA 4543, Université Paris 1 Panthéon, Sorbonne, France
| | - Gilles Montalescot
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France. http://www.action-cœur.org
| | - Johanne Silvain
- ACTION Study Group, Sorbonne Université, INSERM UMRS1166, Hôpital Pitié-Salpêtrière (AP-HP), Paris, France
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Physiologically Based Pharmacokinetic (PBPK) Modeling of Clopidogrel and Its Four Relevant Metabolites for CYP2B6, CYP2C8, CYP2C19, and CYP3A4 Drug–Drug–Gene Interaction Predictions. Pharmaceutics 2022; 14:pharmaceutics14050915. [PMID: 35631502 PMCID: PMC9145019 DOI: 10.3390/pharmaceutics14050915] [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: 02/24/2022] [Revised: 04/19/2022] [Accepted: 04/20/2022] [Indexed: 11/23/2022] Open
Abstract
The antiplatelet agent clopidogrel is listed by the FDA as a strong clinical index inhibitor of cytochrome P450 (CYP) 2C8 and weak clinical inhibitor of CYP2B6. Moreover, clopidogrel is a substrate of—among others—CYP2C19 and CYP3A4. This work presents the development of a whole-body physiologically based pharmacokinetic (PBPK) model of clopidogrel including the relevant metabolites, clopidogrel carboxylic acid, clopidogrel acyl glucuronide, 2-oxo-clopidogrel, and the active thiol metabolite, with subsequent application for drug–gene interaction (DGI) and drug–drug interaction (DDI) predictions. Model building was performed in PK-Sim® using 66 plasma concentration-time profiles of clopidogrel and its metabolites. The comprehensive parent-metabolite model covers biotransformation via carboxylesterase (CES) 1, CES2, CYP2C19, CYP3A4, and uridine 5′-diphospho-glucuronosyltransferase 2B7. Moreover, CYP2C19 was incorporated for normal, intermediate, and poor metabolizer phenotypes. Good predictive performance of the model was demonstrated for the DGI involving CYP2C19, with 17/19 predicted DGI AUClast and 19/19 predicted DGI Cmax ratios within 2-fold of their observed values. Furthermore, DDIs involving bupropion, omeprazole, montelukast, pioglitazone, repaglinide, and rifampicin showed 13/13 predicted DDI AUClast and 13/13 predicted DDI Cmax ratios within 2-fold of their observed ratios. After publication, the model will be made publicly accessible in the Open Systems Pharmacology repository.
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Abstract
Abstract
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Affiliation(s)
- Jean-Sébastien Hulot
- Centre d’Investigations Cliniques CIC1418, AP-HP, Hôpital Européen Georges Pompidou, Paris, France
- Université de Paris, Paris Cardiovascular Research Center PARCC, INSERM, Paris, France
| | - Gilles Montalescot
- Sorbonne Université, ACTION Study Group, INSERM UMRS_1166, Institut de cardiologie (AP-HP), Paris, France
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Franchi F, Rollini F, Park Y, Angiolillo DJ. A Safety Evaluation of Cangrelor in Patients Undergoing PCI. Expert Opin Drug Saf 2016; 15:275-85. [PMID: 26680584 DOI: 10.1517/14740338.2016.1133585] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
INTRODUCTION Dual antiplatelet therapy with aspirin and an oral ADP P2Y12 receptor antagonist is the standard-of-care for treatment of patients undergoing percutaneous coronary intervention (PCI). However, oral P2Y12 receptor antagonists have several limitations, including inter- and intra-individual response variability, drug-drug interactions, slow onset and offset of action and delayed platelet inhibition in high-risk clinical settings, such as patients with ST-segment elevation myocardial infarction. AREAS COVERED Cangrelor is an intravenous, direct-acting, reversible, potent P2Y12 receptor antagonist. It rapidly achieves near complete platelet inhibition and has a very short half-life and a fast offset of action. We conducted a systematic review searching PubMed/MEDLINE for pharmacodynamic/pharmacokinetic studies and clinical trials in which cangrelor was investigated, published from any time up to November 1(st) 2015. For clinical trials, those investigating cangrelor in the setting of PCI were considered for discussion. EXPERT OPINION Cangrelor is approved by drug regulating authorities worldwide as adjunctive antithrombotic therapy for the full spectrum of patients undergoing PCI, not pre-treated with a P2Y12 receptor inhibitor and not with intent to receive a glycoprotein IIb/IIIa inhibitor. Its unique pharmacological properties and its favorable safety and efficacy profile make it an attractive treatment strategy, especially in clinical settings where immediate platelet inhibition is required.
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Affiliation(s)
- Francesco Franchi
- a Department of Medicine, Division of Cardiology , University of Florida College of Medicine-Jacksonville , Jacksonville , FL , USA
| | - Fabiana Rollini
- a Department of Medicine, Division of Cardiology , University of Florida College of Medicine-Jacksonville , Jacksonville , FL , USA
| | - Yongwhi Park
- a Department of Medicine, Division of Cardiology , University of Florida College of Medicine-Jacksonville , Jacksonville , FL , USA.,b Division of Cardiology , Gyeongsang National University Hospital , Jinju , Korea
| | - Dominick J Angiolillo
- a Department of Medicine, Division of Cardiology , University of Florida College of Medicine-Jacksonville , Jacksonville , FL , USA
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