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Li Z, Yang S, Hua Z, Lu Y, Li X. Population pharmacokinetics of rivaroxaban in Chinese deep vein thrombosis patients and the exposure simulation for dosing recommendation. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2024; 397:3351-3362. [PMID: 37950768 DOI: 10.1007/s00210-023-02798-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 10/16/2023] [Indexed: 11/13/2023]
Abstract
This study aimed to develop a population pharmacokinetic (PPK) model for rivaroxaban and establish a model-based dosing guideline tailored to Chinese patients with deep vein thrombosis (DVT). A nonlinear mixed-effects modeling approach was employed using Phoenix NLME 7.0 software to construct the PPK model for rivaroxaban. The PK of rivaroxaban was adequately characterized through a one-compartment model. Monte Carlo simulations were employed to formulate dosing guidelines applicable to different patient subgroups. Data from 60 Chinese DVT patients yielded 217 rivaroxaban plasma concentrations for analysis. The apparent clearance (CL/F) of rivaroxaban was found to be significantly influenced by the estimated glomerular filtration rate (eGFR), identified as a major covariate. Based on Monte Carlo simulations, for the acute DVT treatment, a regimen of 15 mg, 10 mg, or 5 mg twice daily was associated with the highest total probability target attainment (PTAtotal) in patients with normal, mildly impaired, or moderately impaired renal function, respectively. For the continued DVT treatment, a regimen of 20 mg, 15 mg, or 5 mg once daily exhibited the maximum PTAtotal in patients with normal, mildly impaired, or moderately impaired renal function, respectively. The recommendation label dose achieved the PK target in those with normal renal function. However, for patients with mild or moderate renal impairment, dose adjustments below the label recommendation might be necessary. The PPK model associated CL/F with the covariate eGFR. Utilizing the PPK model, a dosage regimen table was constructed to offer tailored dosing recommendations for Chinese DVT patients.
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Affiliation(s)
- Ze Li
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Siyu Yang
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Zixin Hua
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Yanxia Lu
- Department of Pharmacy, Medical Supplies Center of Chinese, PLA General Hospital, No. 69 Yongding Road, Haidian District, Beijing, 100039, China.
| | - Xingang Li
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Xicheng District, Beijing, 100050, China.
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Liu Z, Xie Q, Zhao X, Tan Y, Wang W, Cao Y, Wei X, Mu G, Zhang H, Zhou S, Wang X, Cao Y, Li X, Chen S, Cao D, Cui Y, Xiang Q. The Pharmacogenetic Variability Associated with the Pharmacokinetics and Pharmacodynamics of Rivaroxaban in Healthy Chinese Subjects: A National Multicenter Exploratory Study. Clin Ther 2024; 46:313-321. [PMID: 38553322 DOI: 10.1016/j.clinthera.2024.02.009] [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: 10/20/2023] [Revised: 02/16/2024] [Accepted: 02/23/2024] [Indexed: 05/25/2024]
Abstract
PURPOSE This study aimed to explore the pharmacogenetic variability associated with the pharmacokinetics (PK) and pharmacodynamics (PD) of rivaroxaban in healthy Chinese subjects. METHODS This was a multicenter study that included 304 healthy adults aged 18 to 45 years with unknown genotypes. All participants were administered a single dose of rivaroxaban at 10 mg, 15 mg, or 20 mg. PK and PD parameters were measured, and exome-wide association analysis was conducted. FINDINGS Sixteen SNPs located on 11 genes influenced the AUC0-t. Among these, the 3 most influential genes were MiR516A2, PARP14, and MIR618. Thirty-six SNPs from 28 genes were associated with the PD of rivaroxaban. The 3 most influential genes were PKNOX2, BRD3, and APOL4 for anti-Xa activity, and GRIP2, PLCE1, and MLX for diluted prothrombin time (dPT). Among them, BRD3 played an important role in both the PK and PD of rivaroxaban. Anti-Xa activity (ng/mL) differed significantly among subjects with BRD3 rs467387: 145.1 ± 55.5 versus 139.9 ± 65.1 versus 164.0 ± 68.6 for GG, GA, and AA carriers, respectively (P = 0.0002). IMPLICATIONS This study found that that the regulation of the BRD3 gene might affect the PK and PD of rivaroxaban, suggesting that it should be studied as a new pharmacologic target. The correlation between this gene locus and clinical outcomes has yet to be verified in patients undergoing clinical treatment.
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Affiliation(s)
- Zhiyan Liu
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China; Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Qiufen Xie
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China; Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Xia Zhao
- Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Yunlong Tan
- Psychiatry Research Center, Beijing HuiLongGuan Hospital, Peking University, Beijing, China
| | - Wenping Wang
- Department of GCP Center, Affiliated Hospital of Liaoning University of TCM, Shenyang City, Liaoning Province, China
| | - Yu Cao
- Office of Drug Clinical Trial Management, Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China
| | - Xiaohua Wei
- Clinical Trial Research Center, Department of Pharmacy, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, China
| | - Guangyan Mu
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China
| | - Hanxu Zhang
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China
| | - Shuang Zhou
- Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Xiaobin Wang
- Department of Population, Family and Reproductive Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland
| | - Ying Cao
- Department of GCP Center, Affiliated Hospital of Liaoning University of TCM, Shenyang City, Liaoning Province, China
| | - Xin Li
- Office of Drug Clinical Trial Management, Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China
| | - Song Chen
- Psychiatry Research Center, Beijing HuiLongGuan Hospital, Peking University, Beijing, China
| | - Duanwen Cao
- Clinical Trial Research Center, Department of Pharmacy, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, China
| | - Yimin Cui
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China.
| | - Qian Xiang
- Institute of Clinical Pharmacology, Peking University First Hospital, Beijing, China.
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Sözer G, Inal A, Sezer Z, Martin W, Ottmann E, Reinsch M, Koru SA. Bioequivalence Study of Capsules versus Film Tablets Containing Rivaroxaban in Healthy Caucasian Subjects under Fasting and Fed Conditions. Clin Pharmacol Drug Dev 2024; 13:281-287. [PMID: 37997509 DOI: 10.1002/cpdd.1342] [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: 08/10/2023] [Accepted: 10/22/2023] [Indexed: 11/25/2023]
Abstract
The bioequivalence (BE) of orally administered capsules versus film tablets containing 20 and 10 mg of rivaroxaban was assessed in 2 single-dose, open-label, randomized 2-way crossover trials with a washout period of at least 1 week. The study for the 10 mg strength was conducted under fasting conditions (n = 68) and the study for the 20 mg strength under fed conditions (n = 52). Blood samples were collected over a 36-hour period and concentrations were assayed using a liquid chromatography tandem mass spectrometry method. Pharmacokinetic (PK) evaluation was performed with the program Phoenix WinNonlin, for non-compartmental assessment of data. After administration of 10 mg rivaroxaban under fasting conditions, mean Area Under the time - concentration Curve until the last blood sampling point (AUCt ), Area Under the time - concentration Curve until infinity (AUC∞ ), and maximum plasma concentration (Cmax ) were comparable (972 ng/mL*h, 1048 ng/mL*h, and 111 ng/mL, respectively, for the test and 1013 ng/mL*h, 1070 ng/mL*h and 130 ng/mL, respectively, for the reference formulation). Mean AUCt , AUC∞ , and Cmax were also comparable under fed conditions after administration of 20 mg rivaroxaban (2145 ng/mL*h, 2198 ng/mL*h and 275 ng/mL, respectively, for the test and 1856 ng/mL*h, 1916 ng/mL*h and 240 ng/mL, respectively, for the reference formulation). The 90% confidence intervals for all PK parameters were within the acceptance range of 80%-125%, suggesting BE between the generic product and the innovator product in healthy Caucasian male subjects. A clinically relevant difference in the tolerability and safety of the treatments was not detected. Study results indicated that the capsule formulations were bioequivalent with the film tablet formulations.
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Affiliation(s)
- Gökçe Sözer
- Sanovel İlaç Sanayi ve Ticaret A.S., Istanbul, Türkiye
| | - Ahmet Inal
- Hakan Çetinsaya Good Clinical Practise Centre (IKUM), Erciyes University and Department of Medical Pharmacology, Faculty of Medicine, Erciyes University, Kayseri, Türkiye
| | - Zafer Sezer
- Hakan Çetinsaya Good Clinical Practise Centre (IKUM), Erciyes University and Department of Medical Pharmacology, Faculty of Medicine, Erciyes University, Kayseri, Türkiye
| | | | | | | | - Selma Alime Koru
- IDEAL Biyolojik Ürünler ve İlaç Danışmanlık Eğitim Ltd. Şti., Ankara, Türkiye
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Zhang C, Shen Z, Li J, Wu Y, Xu Z, Gu W, Jian J, Wu Z, Liu W, Yang H, Su J. Pharmacokinetics, Bioequivalence, and Safety Evaluation of 2 Formulations of 10-mg Rivaroxaban Tablets: A 4-Period Crossover Trial. Clin Pharmacol Drug Dev 2023; 12:920-926. [PMID: 37210712 DOI: 10.1002/cpdd.1261] [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: 01/09/2023] [Accepted: 04/02/2023] [Indexed: 05/23/2023]
Abstract
This study compared the safety, bioequivalence, and pharmacokinetic properties of 2 formulations of 10-mg rivaroxaban tablets in healthy Chinese participants in fasting and fed arms. The trial was an open, randomized, 4-period, replicated crossover scheme, and 36 volunteers were recruited separately for the fasting and fed arms. Volunteers were randomly administered a single dose of the test or reference formulation (10 mg) orally, followed by a 5-day washout period. Rivaroxaban concentrations in the plasma were determined using liquid chromatography-tandem mass spectrometry, and pharmacokinetic parameters were obtained from the concentration-time profiles. The mean values of the test and the reference product for the area under the plasma concentration-time curve from time 0 to the last measurable concentration, area under the plasma concentration-time curve from time 0 to infinity, and maximum plasma concentration were 996 and 1014 ng • h/mL, 1024 and 1055 ng • h/mL, and 150 and 152 ng/mL in the fasting arm, respectively; the values were 1155 and 1167 ng • h/mL, 1160 and 1172 ng • h/mL, and 202 and 193 ng/mL in the fed arm, respectively. All the parameters were within acceptable limits in terms of bioequivalence. No serious adverse events were observed. This study demonstrated that the 2 rivaroxaban tablets were bioequivalent in healthy Chinese participants under fasting and fed conditions.
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Affiliation(s)
- Canhua Zhang
- Guangzhou Panyu Central Hospital, Guangzhou, China
- School of Pharmacy, Guangdong Medical University, Dongguan, China
- The Sixth Affiliated Hospital of Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, China
| | - Zihan Shen
- College of Pharmacy, Jinan University, Guangzhou, China
| | - Jianhao Li
- Guangzhou Panyu Central Hospital, Guangzhou, China
- Cardiovascular Institute of Panyu, Guangzhou, China
| | - Yaofen Wu
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | - Zuoheng Xu
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | - Wenzhao Gu
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | | | - Zixing Wu
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | - Weixiong Liu
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | - Hui Yang
- Guangzhou Panyu Central Hospital, Guangzhou, China
| | - Jianfen Su
- Guangzhou Panyu Central Hospital, Guangzhou, China
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Wu T, Wu S, Li L, Xiang J, Wang N, Chen W, Zhang J. The impact of ABCB1, CYP3A4/5 and ABCG2 gene polymorphisms on rivaroxaban trough concentrations and bleeding events in patients with non-valvular atrial fibrillation. Hum Genomics 2023; 17:59. [PMID: 37420302 DOI: 10.1186/s40246-023-00506-3] [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: 12/17/2022] [Accepted: 07/03/2023] [Indexed: 07/09/2023] Open
Abstract
BACKGROUND The influence of genetic factors on the pharmacokinetics and clinical outcomes of rivaroxaban in patients with non-valvular atrial fibrillation (NVAF) is poorly understood. This study aimed to explore the effects of CYP3A4/5, ABCB1, and ABCG2 gene polymorphisms on the trough concentrations and the bleeding risk of rivaroxaban in NVAF patients. PATIENTS AND METHODS This study is a prospective multicenter study. The patient's blood samples were collected to detect the steady-state trough concentrations of rivaroxaban and gene polymorphisms. We visited the patients regularly at month 1, 3, 6, and 12 to record bleeding events and medications. RESULTS A total of 95 patients were enrolled in this study, and 9 gene loci were detected. For the dose-adjusted trough concentration ratio (Ctrough/D) of rivaroxaban, the homozygous mutant type was significantly lower than wild type at ABCB1 rs4148738 locus (TT vs. CC, P = 0.033), and the mutant type was significantly lower than the wild type at ABCB1 rs4728709 locus (AA + GA vs. GG, P = 0.008). ABCB1 (rs1045642, rs1128503), CYP3A4 (rs2242480, rs4646437), CYP3A5 (rs776746), and ABCG2 (rs2231137, rs2231142) gene polymorphisms had no significant effect on the Ctrough/D of rivaroxaban. For the bleeding events, we found that there were no significant differences among genotypes of all gene loci. CONCLUSION This study found for the first time that ABCB1 rs4148738 and rs4728709 gene polymorphisms had a significant impact on the Ctrough/D of rivaroxaban in NVAF patients. CYP3A4/5, ABCB1, and ABCG2 gene polymorphisms were not associated with the bleeding risk of rivaroxaban.
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Affiliation(s)
- Tingting Wu
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Shuyi Wu
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Li Li
- Department of Pharmacy, Guizhou Provincial People's Hospital, Guiyang, China
| | - Jing Xiang
- Department of Pharmacy, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Na Wang
- Department of Pharmacy, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wenjun Chen
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Jinhua Zhang
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China.
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Thompson LE, Davis BH, Narayan R, Goff B, Brown TM, Limdi NA. Personalizing Direct Oral Anticoagulant Therapy for a Diverse Population: Role of Race, Kidney Function, Drug Interactions, and Pharmacogenetics. Clin Pharmacol Ther 2023; 113:585-599. [PMID: 35857814 PMCID: PMC9852362 DOI: 10.1002/cpt.2714] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 07/13/2022] [Indexed: 01/24/2023]
Abstract
Oral anticoagulants (OACs) are commonly used to reduce the risk of venous thromboembolism and the risk of stroke in patients with atrial fibrillation. Endorsed by the American Heart Association, American College of Cardiology, and the European Society of Cardiology, direct oral anticoagulants (DOACs) have displaced warfarin as the OAC of choice for both conditions, due to improved safety profiles, fewer drug-drug and drug-diet interactions, and lack of monitoring requirements. Despite their widespread use and improved safety over warfarin, DOAC-related bleeding remains a major concern for patients. DOACs have stable pharmacokinetics and pharmacodynamics; however, variability in DOAC response is common and may be attributed to numerous factors, including patient-specific factors, concomitant medications, comorbid conditions, and genetics. Although DOAC randomized controlled trials included patients of varying ages and levels of kidney function, they failed to include patients of diverse ancestries. Additionally, current evidence to support DOAC pharmacogenetic associations have primarily been derived from European and Asian individuals. Given differences in genotype frequencies and disease burden among patients of different biogeographic groups, future research must engage diverse populations to assess and quantify the impact of predictors on DOAC response. Current under-representation of patients from diverse racial groups does not allow for proper generalization of the influence of clinical and genetic factors in relation to DOAC variability. Herein, we discuss factors affecting DOAC response, such as age, sex, weight, kidney function, drug interactions, and pharmacogenetics, while offering a new perspective on the need for further research including frequently excluded groups.
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Affiliation(s)
- Lorenzo E. Thompson
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL
| | - Brittney H. Davis
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL
| | - Renuka Narayan
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL
| | - Blake Goff
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL
| | - Todd M Brown
- Division of Cardiovascular Disease, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Nita A. Limdi
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL
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Transferability of Published Population Pharmacokinetic Models for Apixaban and Rivaroxaban to Subjects with Obesity Treated for Venous Thromboembolism: A Systematic Review and External Evaluations. Pharmaceutics 2023; 15:pharmaceutics15020665. [PMID: 36839986 PMCID: PMC9967935 DOI: 10.3390/pharmaceutics15020665] [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: 01/23/2023] [Revised: 02/03/2023] [Accepted: 02/14/2023] [Indexed: 02/18/2023] Open
Abstract
Apixaban and rivaroxaban have first-line use for many patients needing anticoagulation for venous thromboembolism (VTE). The pharmacokinetics of these drugs in non-obese subjects have been extensively studied, and, while changes in pharmacokinetics have been documented in obese patients, data remain scarce for these anticoagulants. The aim of this study was to perform an external validation of published population pharmacokinetic (PPK) models of apixaban and rivaroxaban in a cohort of obese patients with VTE. A literature search was conducted in the PubMed/MEDLINE, Scopus, and Embase databases following the PRISMA statement. External validation was performed using MonolixSuite software, using prediction-based and simulation-based diagnostics. An external validation dataset from the university hospitals of Brest and Rennes, France, included 116 apixaban pharmacokinetic samples from 69 patients and 121 rivaroxaban samples from 81 patients. Five PPK models of apixaban and 16 models of rivaroxaban were included, according to the inclusion criteria of the study. Two of the apixaban PPK models presented acceptable performances, whereas no rivaroxaban PPK model did. This study identified two published models of apixaban applicable to apixaban in obese patients with VTE. However, none of the rivaroxaban models evaluated were applicable. Dedicated studies appear necessary to elucidate rivaroxaban pharmacokinetics in this population.
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Is a Lower Dose of Rivaroxaban Required for Asians? A Systematic Review of a Population Pharmacokinetics and Pharmacodynamics Analysis of Rivaroxaban. Pharmaceutics 2023; 15:pharmaceutics15020588. [PMID: 36839909 PMCID: PMC9964148 DOI: 10.3390/pharmaceutics15020588] [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: 12/04/2022] [Revised: 01/18/2023] [Accepted: 01/26/2023] [Indexed: 02/12/2023] Open
Abstract
Rivaroxaban has been widely used to prevent and treat various thromboembolic diseases for more than a decade. However, whether a lower dose of rivaroxaban is required for Asians is still debatable. This review aimed to explore the potential ethnic difference in pharmacokinetic/pharmacodynamic (PK/PD) characteristics between Asians and Caucasians. A systematic search was conducted and twenty-four studies were identified, of which 10 were conducted on Asian adults, 11 on predominantly Caucasian adults, and 3 on Caucasian pediatrics. The apparent clearance (CL/F) of rivaroxaban in Caucasian adults with non-valvular atrial fibrillation (6.45-7.64 L/h) was about 31-43% higher than that in Asians (4.46-5.98 L/h) taking 10~20 mg rivaroxaban every 24 h. Moreover, there was no obvious difference in CL/F among Japanese, Chinese, Thai, and Irani people. Regarding PK/PD relationship, prothrombin time was linked to rivaroxaban concentration in a linear or near-linear manner, and Factor Xa activity was linked with the Emax model. The exposure-response relationship was comparable between Asians and Caucasians. Renal function has a significant influence on CL/F, and no covariate was recognized for exposure-response relationship. In conclusion, a lower dose of rivaroxaban might be required for Asians, and further studies are warranted to verify this ethnic difference to facilitate optimal dosing regimens.
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Zhang D, Chen W, Qin W, Du W, Wang X, Zuo X, Li P. Population Pharmacokinetics and Hemorrhagic Risk Analysis of Rivaroxaban in Elderly Chinese Patients With Nonvalvular Atrial Fibrillation. J Clin Pharmacol 2023; 63:66-76. [PMID: 36029108 DOI: 10.1002/jcph.2145] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 08/17/2022] [Indexed: 12/15/2022]
Abstract
Rivaroxaban is a popular direct factor Xa inhibitor used for anticoagulation therapy in patients with nonvalvular atrial fibrillation (NVAF). The aim of this study was to establish a population pharmacokinetic (PPK) model for rivaroxaban in elderly Chinese patients with nonvalvular atrial fibrillation, evaluate precision dosing regimens, and analyze hemorrhagic risk after rivaroxaban treatment. A 1-compartment population PK model with estimated glomerular filtration rate (eGFR), total bilirubin (TBIL), and ABCB1 rs1045642 as major covariates for apparent clearance was developed using the nonlinear mixed-effects model (NONMEM). A Monte Carlo simulation was performed to evaluate various dosing schemes and different levels of covariates for the target range of therapeutic drug-monitoring concentrations (Cmax,ss and Cmin,ss ). The exposure to rivaroxaban was simulated and assessed through hemorrhagic risk evaluation. The results showed that the average probability of target attainment (PTA) for optimal dosing regimens with different covariate levels for the targeted Cmax,ss and Cmin,ss were 29.35% to 31.3% and 64.91% to 65.8%, respectively. A dosage of 10 mg of rivaroxaban in elderly Chinese patients with normal renal and liver function was appropriate. The area under the concentration-time curve estimated over 24 hours with precision dosing at steady state (AUC24,ss ) was statistically significantly associated with an increased risk of bleeding events (OR 1.0006, 95%CI 1.0003 to 1.001, P < .0001), and the bleeding risk increased by 1.82-fold for every 1000 μg*h/L increase in AUC24,ss . A lower dose is recommended for elderly patients with renal impairment to avoid overexposure and bleeding events. The PPK model could inform individualized dosing for elderly Chinese patients with nonvalvular atrial fibrillation receiving rivaroxaban anticoagulation therapy.
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Affiliation(s)
- Dan Zhang
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
| | - Wenqian Chen
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
| | - Wei Qin
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
| | - Wenwen Du
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
| | - Xiaoxing Wang
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
| | - Xianbo Zuo
- Clinical Trial Research Center, China-Japan Friendship Hospital, Beijing, China
| | - Pengmei Li
- Department of Pharmacy, China-Japan Friendship Hospital, Beijing, China
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10
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Liu XQ, Zhang YF, Ding HY, Yan MM, Jiao Z, Zhong MK, Ma CL. Population pharmacokinetic and pharmacodynamic analysis of rivaroxaban in Chinese patients with non-valvular atrial fibrillation. Acta Pharmacol Sin 2022; 43:2723-2734. [PMID: 35354961 PMCID: PMC9525623 DOI: 10.1038/s41401-022-00892-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 02/20/2022] [Indexed: 12/12/2022] Open
Abstract
Rivaroxaban, a direct factor Xa inhibitor, is widely used for stroke prevention in patients with non-valvular atrial fibrillation (NVAF). The aim of this study was to conduct a population pharmacokinetic-pharmacodynamic (PK-PD) analysis of rivaroxaban in Chinese patients with NVAF to assess ethnic differences and provide model-based precision dosing. A total of 256 rivaroxaban plasma concentrations and 244 prothrombin time (PT) measurements were obtained from 195 Chinese NVAF patients from a prospective clinical trial. The population PK-PD model was developed using nonlinear mixed effects modeling (NONMEM) software. The PK of rivaroxaban was adequately described using a one-compartment model with first-order adsorption and elimination. Estimated glomerular filtration rate (eGFR) was identified as a major covariate for apparent clearance. No single nucleotide polymorphism was identified as a significant covariate. PT exhibited a linear relationship with rivaroxaban concentration. Total bilirubin (TBIL) and eGFR were identified as significant covariates for baseline PT. According to the Monte Carlo simulation, 15 mg for Chinese patients with eGFR ≥50 mL/min and normal liver function yielded an exposure comparable to 20 mg for Caucasian patients. Patients with moderately impaired renal function may require a lower dose of rivaroxaban to avoid overexposure. Moreover, there was an approximate 26% increase in PT levels in patients with TBIL of 34 μmol/L and eGFR of 30 mL/min, which could increase the risk of major bleeding. The established population PK-PD model could inform individualized dosing for Chinese NVAF patients who are administered rivaroxaban.
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Affiliation(s)
- Xiao-Qin Liu
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Yu-Fei Zhang
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Hong-Yan Ding
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Ming-Ming Yan
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Zheng Jiao
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China
- Department of Pharmacy, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, 200030, China
| | - Ming-Kang Zhong
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China.
| | - Chun-Lai Ma
- Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, 200040, China.
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Singkham N, Phrommintikul A, Pacharasupa P, Norasetthada L, Gunaparn S, Prasertwitayakij N, Wongcharoen W, Punyawudho B. Population Pharmacokinetics and Dose Optimization Based on Renal Function of Rivaroxaban in Thai Patients with Non-Valvular Atrial Fibrillation. Pharmaceutics 2022; 14:pharmaceutics14081744. [PMID: 36015370 PMCID: PMC9414338 DOI: 10.3390/pharmaceutics14081744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 08/15/2022] [Accepted: 08/17/2022] [Indexed: 11/16/2022] Open
Abstract
Low-dose rivaroxaban has been used in Asian patients with direct oral anticoagulants (DOACs) eligible for atrial fibrillation (AF). However, there are few pharmacokinetic (PK) data in Thai patients to support precise dosing. This study aimed to develop a population PK model and determine the optimal rivaroxaban doses in Thai patients. A total of 240 Anti-Xa levels of rivaroxaban from 60 Thai patients were analyzed. A population PK model was established using the nonlinear mixed-effect modeling approach. Monte Carlo simulations were used to predict drug exposures at a steady state for various dosages. Proportions of patients having rivaroxaban exposure within typical exposure ranges were determined. A one-compartment model with first-order absorption best described the data. Creatinine clearance (CrCl) and body weight significantly affected CL/F and V/F, respectively. Regardless of body weight, a higher proportion of patients with CrCl < 50 mL/min receiving the 10-mg once-daily dose had rivaroxaban exposures within the typical exposure ranges. In contrast, a higher proportion of patients with CrCl ≥ 50 mL/min receiving the 15-mg once-daily dose had rivaroxaban exposures within the typical exposure ranges. The study’s findings suggested that low-dose rivaroxaban would be better suited for Thai patients and suggested adjusting the medication’s dose in accordance with renal function.
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Affiliation(s)
- Noppaket Singkham
- Division of Clinical Pharmacy, Department of Pharmaceutical Care, School of Pharmaceutical Sciences, University of Phayao, Phayao 56000, Thailand
- Unit of Excellence on Pharmacogenomic Pharmacokinetic and Pharmacotherapeutic Researches (UPPER), School of Pharmaceutical Sciences, University of Phayao, Phayao 56000, Thailand
| | - Arintaya Phrommintikul
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Phongsathon Pacharasupa
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Lalita Norasetthada
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Siriluck Gunaparn
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Narawudt Prasertwitayakij
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Wanwarang Wongcharoen
- Division of Cardiology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
- Correspondence: (W.W.); (B.P.)
| | - Baralee Punyawudho
- Department of Pharmaceutical Care, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand
- Correspondence: (W.W.); (B.P.)
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12
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Liu XQ, Zhang YF, Ding HY, Yan MM, Zhong MK, Ma CL. Rationale and design of a prospective study evaluating population pharmacokinetics and pharmacodynamics of rivaroxaban in Chinese patients with non-valvular atrial fibrillation. BMJ Open 2022; 12:e058378. [PMID: 36691239 PMCID: PMC9171211 DOI: 10.1136/bmjopen-2021-058378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Accepted: 05/12/2022] [Indexed: 02/01/2023] Open
Abstract
INTRODUCTION Rivaroxaban is one of the most commonly used non-vitamin K antagonists for stroke prevention in patients with non-valvular atrial fibrillation (NVAF). Different individual exposures exist for Asian and non-Asian populations, and dose selection is different for Japanese and non-Japanese subjects. Few studies have investigated the pharmacokinetics (PK) and pharmacodynamics (PD) of rivaroxaban in Chinese patients and provided a solid reference for dose selection and individualised therapy. METHODS AND ANALYSIS This is a single-centre prospective study. Rivaroxaban-treated Chinese NVAF patients will be recruited according to predetermined inclusion criteria. Blood samples will be collected from both outpatients and inpatients with different sampling strategies at steady state. Rivaroxaban plasma concentration, factor Xa activity, prothrombin time and single-nucleotide polymorphisms of candidate genes will be evaluated. Follow-up will be conducted following 3 and 6 months after enrolment to collect information about the safety and efficacy outcomes. A nonlinear mixed-effects modelling strategy will be used to develop a population PK-PD model of rivaroxaban. ETHICS AND DISSEMINATION The study has been approved by the Ethics Committee of Huashan Hospital, Fudan University (KY2020-016). The study findings will be submitted to peer-reviewed journals and shared with public health authorities. TRIAL REGISTRATION NUMBER ChiCTR2100046685.
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Affiliation(s)
- Xiao-Qin Liu
- Department of Pharmacy, Huashan Hospital Fudan University, Shanghai, China
| | - Yu-Fei Zhang
- Department of Pharmacy, Huashan Hospital Fudan University, Shanghai, China
| | - Hong-Yan Ding
- Department of Neurology, Huashan Hospital Fudan University, Shanghai, China
| | - Ming-Ming Yan
- Department of Pharmacy, Huashan Hospital Fudan University, Shanghai, China
| | - Ming-Kang Zhong
- Department of Pharmacy, Huashan Hospital Fudan University, Shanghai, China
| | - Chun-Lai Ma
- Department of Pharmacy, Huashan Hospital Fudan University, Shanghai, China
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13
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Terrier J, Gaspar F, Guidi M, Fontana P, Daali Y, Csajka C, Reny JL. Population Pharmacokinetic Models for Direct Oral Anticoagulants: A Systematic Review and Clinical Appraisal Using Exposure Simulation. Clin Pharmacol Ther 2022; 112:353-363. [PMID: 35593020 PMCID: PMC9540501 DOI: 10.1002/cpt.2649] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 05/13/2022] [Indexed: 01/22/2023]
Abstract
Available data have shown an association between direct oral anticoagulant (DOAC) plasma concentration and clinical, particularly bleeding, events. Factors that may influence DOAC plasma concentration are therefore the focus of particular attention. Population pharmacokinetic (PopPK) analyses can help in identifying such factors while providing predictive models. The main aim of the present study was to identify all the PopPK models to date for the four most frequently used DOACs (dabigatran, apixaban, rivaroxaban, and edoxaban). The secondary aim was to use these models to simulate different DOAC plasma concentration–time profiles in relevant clinical scenarios. The results of our model‐based simulations confirm the clinical relevance of the known major factors influencing DOAC exposure and support the current approved dose adaptation, at least for atrial fibrillation. They also highlight how the accumulation of covariates, not currently considered for dose adaptation due to their seemingly minor influence on DOAC exposure, lead to supratherapeutic blood concentrations and could thus enhance the risk of major bleeding. The present results therefore question DOAC dose adaptation in the presence of these covariates, such as drug–drug interaction or genotypes, alongside the known existing covariates. As the overall effect of accumulation of several covariates could be difficult to apprehend for the clinicians, PopPK modeling could represent an interesting approach for informed precision dosing and to improve personalized prescription of DOACs.
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Affiliation(s)
- Jean Terrier
- Division of General Internal Medicine, Geneva University Hospitals, Geneva, Switzerland.,Geneva Platelet Group, Faculty of Medicine, University of Geneva, Geneva, Switzerland.,Clinical Pharmacology and Toxicology Service, Anesthesiology Pharmacology and Intensive Care Department, Geneva University Hospitals, Geneva, Switzerland
| | - Frédéric Gaspar
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland
| | - Monia Guidi
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland.,Service of Clinical Pharmacology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Pierre Fontana
- Geneva Platelet Group, Faculty of Medicine, University of Geneva, Geneva, Switzerland.,Division of Angiology and Haemostasis, Geneva University Hospitals, Geneva, Switzerland
| | - Youssef Daali
- Geneva Platelet Group, Faculty of Medicine, University of Geneva, Geneva, Switzerland.,Clinical Pharmacology and Toxicology Service, Anesthesiology Pharmacology and Intensive Care Department, Geneva University Hospitals, Geneva, Switzerland
| | - Chantal Csajka
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland
| | - Jean-Luc Reny
- Division of General Internal Medicine, Geneva University Hospitals, Geneva, Switzerland.,Geneva Platelet Group, Faculty of Medicine, University of Geneva, Geneva, Switzerland
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14
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Esmaeili T, Rezaee M, Abdar Esfahani M, Davoudian A, Omidfar D, Rezaee S. Rivaroxaban population pharmacokinetic and pharmacodynamic modeling in Iranian patients. J Clin Pharm Ther 2022; 47:1284-1292. [PMID: 35504629 DOI: 10.1111/jcpt.13673] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 03/30/2022] [Accepted: 04/05/2022] [Indexed: 12/22/2022]
Abstract
WHAT IS KNOWN AND OBJECTIVE Although predictable pharmacokinetic and pharmacodynamic of rivaroxaban allow fixed dosing regimens without routine coagulation monitoring, there is still the necessity to monitor and predict the effects of rivaroxaban in specific conditions and different populations. The current study was designed and conducted to analyze the rivaroxaban population pharmacokinetics in Iranian patients and establish a pharmacokinetic/pharmacodynamic model to predict the relationship between rivaroxaban concentration and its anticoagulant activity. METHODS A sequential nonlinear mixed effect pharmacokinetic/pharmacodynamic modeling method was used to establish the relation between rivaroxaban concentration and anti-factor Xa activity, prothrombin time, and activated partial thromboplastin time (aPTT) as pharmacodynamic biomarkers in a population of sixty-nine Iranian patients under treatment with oral rivaroxaban. Rivaroxaban plasma concentration was quantified by a validated high-performance liquid chromatography-tandem mass spectrometry. RESULTS AND DISCUSSION The typical population values (inter-individual variability%) of the oral volume of distribution and clearance for a one-compartment model were 61.2 L (21%) and 3.68 L·h-1 (61%), respectively. Creatinine clearance and Child-Turcotte-Pugh score were found to affect the clearance. A direct link linear structural model best fitted the data for both prothrombin time and aPTT. The baseline estimates of aPTT and prothrombin time in the population were 35.0 (15%) and 12.6 (2%) seconds, respectively. The slope of the relationship between apTT, prothrombin time, and rivaroxaban concentration was 0.033 (28%) and 0.018 (54%) s·ml·ng-1 , respectively. The selected model for anti-factor Xa activity consisted of a direct link inhibitory Emax model with Hill coefficient. The maximum level of inhibition (Emax ) was 4 IU·ml-1 . The concentration of rivaroxaban producing 50% of the maximum inhibitory effect (EC50 ) was 180 (24%) ng·ml-1 , and Hill coefficient (γ) was 1.44 (108%). No covariates showed a statistically significant effect on PT and activated partial thromboplastin time prolonging properties and anti-factor Xa activity. WHAT IS NEW AND CONCLUSION Our results confirmed that pharmacokinetic/pharmacodynamic models similar to those of the other studies describe the relationship between the rivaroxaban concentration and its anticoagulant effect in Iranian patients. However, considerable differences were observed in the parameters of the pharmacodynamics-pharmacokinetic models with the results of other reports that can explain the unpredictable effects of rivaroxaban in some patients.
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Affiliation(s)
- Tayebeh Esmaeili
- Department of Pharmaceutics, School of Pharmacy, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Mahmood Rezaee
- Department of Cardiology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Morteza Abdar Esfahani
- Department of Cardiology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Azadeh Davoudian
- Department of Cardiology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | | | - Saeed Rezaee
- Department of Pharmaceutics, School of Pharmacy, Zanjan University of Medical Sciences, Zanjan, Iran
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15
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Zhang F, Chen X, Wu T, Huang N, Li L, Yuan D, Xiang J, Wang N, Chen W, Zhang J. Population Pharmacokinetics of Rivaroxaban in Chinese Patients with Non-Valvular Atrial Fibrillation: A Prospective Multicenter Study. Clin Pharmacokinet 2022; 61:881-893. [PMID: 35316848 DOI: 10.1007/s40262-022-01108-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/16/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND AND OBJECTIVE Rivaroxaban is a novel oral anticoagulant widely used for thromboprophylaxis in patients with non-valvular atrial fibrillation (NVAF). The present study aimed to develop a population pharmacokinetic (PPK) model for rivaroxaban in Chinese patients with NVAF. METHODS We performed a prospective multicenter study. The plasma concentration of rivaroxaban was directly detected by high-performance liquid chromatography-tandem mass spectrometry (HPLC-MS/MS) and indirectly by rivaroxaban-calibrated chromogenic anti-Xa assay (STA®). Gene polymorphisms were detected by MassARRAY single nucleotide polymorphism genotyping technology. Nonlinear mixed-effects modeling was used to develop the PPK model for rivaroxaban in patients with NVAF, and we simulated the steady-state rivaroxaban exposures under different dosing strategies in different covariate levels. RESULTS A total of 150 patients from five centers were recruited, including 263 plasma concentrations detected by HPLC-MS/MS, 2626 gene polymorphisms, and 131 plasma concentrations detected by anti-Xa assay. In our study, an oral one-compartment model was used to describe the pharmacokinetics of rivaroxaban in patients with NVAF. In the final model, the estimated apparent clearance (CL/F) and volume of distribution (V/F) were 5.79 L/h (relative standard error [RSE] 4.4%) and 51.5 L (RSE 5.0%), respectively. Covariates in the final model included creatinine clearance, total bilirubin, rs4728709, and body weight. The simulation results showed that in the 15 mg once-daily dosing regimen, in most instances the maximum plasma concentration at steady state (Cmax,ss) and trough plasma concentration at steady state (Cmin,ss) were in the target range for different covariate levels. When patients were administered rivaroxaban 15 or 20 mg once daily, the Cmax,ss and Cmin,ss in the different bodyweight levels were also in the target range. For patients with the ABCB1 rs4728709 mutation, the Cmin,ss in the 10, 15, and 20 mg once-daily dosing regimens were lower than the target range. The anti-Xa assay was highly linearly correlated with the HPLC-MS/MS method [y = 1.014x - 2.4648 (R2 = 0.97)]. CONCLUSIONS Our study was the first multicenter PPK model for rivaroxaban in Chinese patients with NVAF (Alfalfa-RIVAAF-PPK). The study found that 15 mg once daily may be suitable as the principal rivaroxaban dose for Chinese patients with NVAF. For patients with the rs4728709 mutation, it may be necessary to examine insufficient anticoagulation. We found that the rivaroxaban-calibrated chromogenic anti-Xa assay and HPLC-MS/MS method were highly linearly correlated. Prospective studies with larger sample sizes and real-world studies are needed for further verification.
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Affiliation(s)
- Feilong Zhang
- Department of Cardiology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Xuehai Chen
- Department of Cardiology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Tingting Wu
- Department of Pharmacy, Fujian Medical University Union Hospital, Fuzhou, China
| | - Nianxu Huang
- Department of Pharmacy, Taikang Tongji (Wuhan) Hospital, Wuhan, China
| | - Li Li
- Department of Pharmacy, Guizhou Provincial People's Hospital, Guiyang, China
| | - Dongdong Yuan
- Department of Pharmacy, The Seventh People's Hospital of Zhengzhou, Zhengzhou, China
| | - Jing Xiang
- Department of Pharmacy, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Na Wang
- Department of Pharmacy, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wenjun Chen
- Department of Pharmacy, Fujian Medical University Union Hospital, Fuzhou, China
| | - Jinhua Zhang
- Department of Pharmacy, Fujian Medical University Union Hospital, Fuzhou, China.
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16
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Zhao N, Liu Z, Xie Q, Wang Z, Sun Z, Xiang Q, Cui Y. A Combined Pharmacometrics Analysis of Biomarker Distribution Under Treatment With Standard- or Low-Dose Rivaroxaban in Real-World Chinese Patients With Nonvalvular Atrial Fibrillation. Front Pharmacol 2022; 13:814724. [PMID: 35370683 PMCID: PMC8971662 DOI: 10.3389/fphar.2022.814724] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 02/24/2022] [Indexed: 12/14/2022] Open
Abstract
Background: The rivaroxaban dose regimen for patients with nonvalvular atrial fibrillation (NVAF) is complex in Asia. Given the high interindividual variability and the risk of bleeding caused by rivaroxaban in Asians, the influencing factors and the relationship between outlier biomarkers and bleeding events need exploration. Methods: The integrated pharmacokinetics (PK)/pharmacodynamics (PD) models were characterized based on rich PK/PD data from 304 healthy volunteers and sparse PD [anti-factor Xa activity (anti-Xa) and prothrombin (PT)] data from 223 patients with NVAF. The correlations between PD biomarkers and clinically relevant bleedings in 1 year were explored. The final integrated PK/PD model was used to evaluate the influence of dosage and individual covariates on PD parameters. Results: A two-compartment, linear model with sequential zero-order and first-order absorption was adopted. The dose-specific relative bioavailability (F1), diet status, creatinine clearance, and body mass index (BMI) improved the model fit. The apparent systemic clearance was 7.39 L/h, and the central and peripheral volumes were 10.9 and 50.9 L, respectively. The linear direct-effects model with shape factor plus the additive (and/or proportional) error model described the correlation between anti-Xa/PT and plasma concentration. Bodyweight, total cholesterol (TCHO), and diet status were selected as the covariates of the anti-Xa/PT model. Anti-Xa was more sensitive to the increase in rivaroxaban exposure compared with PT. An elevated bleeding tendency was seen with higher peak anti-Xa and PT. For a typical Chinese patient, the peak anti-Xa value (median (5%–95% PI)) of 20 and 15 mg were 309 ng/ml (139–597 ng/ml) and 296 ng/ml (138–604 ng/ml), both median values were within the expected range. For patients with CrCL 30–49 ml/min, the median peak anti-Xa with recommended 10 mg other than 15 mg were within the expected range. Conclusion: Fixed doses of rivaroxaban could be prescribed for patients with NVAF without adjustment for bodyweight, BMI, and TCHO. Randomized studies should be performed to evaluate the efficacy and safety of low-dose rivaroxaban in Chinese patients with NVAF.
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Affiliation(s)
- Nan Zhao
- Department of Pharmacy, Peking University First Hospital, Beijing, China
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
| | - Zhiyan Liu
- Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Qiufen Xie
- Department of Pharmacy, Peking University First Hospital, Beijing, China
| | - Zhe Wang
- Department of Pharmacy, Peking University First Hospital, Beijing, China
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
| | - Zhongyi Sun
- Shanghai Qiangshi Information Technology Co., Ltd, Shanghai, China
| | - Qian Xiang
- Department of Pharmacy, Peking University First Hospital, Beijing, China
- *Correspondence: Yimin Cui, ; Qian Xiang,
| | - Yimin Cui
- Department of Pharmacy, Peking University First Hospital, Beijing, China
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
- Institute of Clinical Pharmacology, Peking University, Beijing, China
- *Correspondence: Yimin Cui, ; Qian Xiang,
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17
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Ding S, Wang L, Xie L, Zhou S, Chen J, Zhao Y, Deng W, Liu Y, Zhang H, Shao F. Bioequivalence Study of 2 Formulations of Rivaroxaban, a Narrow-Therapeutic-Index Drug, in Healthy Chinese Subjects Under Fasting and Fed Conditions. Clin Pharmacol Drug Dev 2019; 9:346-352. [PMID: 31610099 DOI: 10.1002/cpdd.742] [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: 04/21/2019] [Accepted: 09/10/2019] [Indexed: 01/01/2023]
Abstract
This study aimed to evaluate the bioequivalence (BE) of 2 formulations of the 10-mg rivaroxaban tablet. The study was a randomized, open-label, 4-period, crossover study that included 28 healthy subjects in fasting or fed conditions. The pharmacokinetic parameters were determined based on the concentrations of rivaroxaban using high-performance liquid chromatography with a tandem mass spectrometer detector. In each of the 4 study periods with fasting or fed conditions, a single dose of test or reference product was administered. Rivaroxaban concentrations in plasma were determined using a validated liquid chromatography with a tandem mass spectrometer detector method. The pharmacokinetic parameters assessed were the area under the plasma concentration-time curve (AUC0-t , AUC0-∞ ), the peak plasma concentration of the drug (Cmax ), time to achieve Cmax , elimination half-life, within-subject variability of test drug, and within-subject variability of reference drug. The geometric mean ratio (90%CI) of the test drug/reference drug for rivaroxaban was 90.38% to 103.60% for AUC0-t in fasting conditions and 90.13% to 100.42% in fed conditions. The AUC0-∞ s were 89.94% to 102.50% and 90.14% to 100.45% under fasting and fed conditions, respectively. The Cmax values were 90.58% to 105.01% and 96.36% to 108.07% in these 2 conditions, respectively. All 90%CIs for test drug/reference drug geometric mean ratio were ≤2.5. The 90%CIs for test/reference AUC ratio and Cmax ratio were within the acceptable range for BE. There were no adverse events encountered during this BE study. The study's results indicated that the 2 formulations of the rivaroxaban tablet were bioequivalent.
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Affiliation(s)
- Sijia Ding
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Lu Wang
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Lijun Xie
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Sufeng Zhou
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Juan Chen
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Yuqing Zhao
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Wenjie Deng
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Yun Liu
- Department of Pharmacy, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Hongwen Zhang
- Department of Pharmacy, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Feng Shao
- Department of Phase I Clinical Trial Unit, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
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