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Goedhart TM, Bukkems LH, Zwagemaker AF, Coppens M, Fijnvandraat K, Schols SE, Schutgens RE, Eikenboom J, Heubel-Moenen FC, Ypma PF, Nieuwenhuizen L, Meijer K, Leebeek FW, Mathôt RA, Cnossen MH. Predictive performance of pharmacokinetic-guided prophylactic dosing of factor concentrates in hemophilia A and B. Res Pract Thromb Haemost 2024; 8:102397. [PMID: 38689619 PMCID: PMC11058079 DOI: 10.1016/j.rpth.2024.102397] [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: 03/12/2024] [Accepted: 03/18/2024] [Indexed: 05/02/2024] Open
Abstract
Background Pharmacokinetic (PK)-guided dosing is used to individualize factor (F)VIII and FIX replacement therapy. Objectives This study investigates the reliability and feasibility of PK-guided prophylactic dosing of factor concentrates in hemophilia A and B. Methods In this multicenter, prospective cohort study, people of all ages with hemophilia received prophylactic treatment with factor concentrates based on individual PK parameters. During follow-up, at least 4 measured FVIII/FIX levels per patient were compared with corresponding predicted levels obtained by Bayesian forecasting. Predictive performance was defined as adequate when ≥80% of measured FVIII/FIX levels were within ±25% of prediction (relative error). Additionally, mean absolute error and mean error were calculated. In post hoc analyses, predictive performance was assessed allowing maximum absolute errors of 1 (trough), 5 (mid), and 15 (peak) IU/dL. Five-point scale questionnaires addressed feasibility of PK guidance. Results We included 50 patients (median age, 19 years; range: 2-72 years). Median follow-up was 36 weeks. Seventy-one percent of levels (58% trough, 83% mid, and 80% peak) were within ±25% of prediction. Mean absolute errors were 0.8 (trough), 2.0 (mid), and 8.6 (peak) IU/dL. In post hoc analyses, 81% (trough), 96% (mid), and 82% (peak) of levels were within set limits. Patients reported low burden and high satisfaction. Conclusion PK-guided dosing was reliable according to post hoc analyses, based on low absolute errors that were regarded as clinically irrelevant in most cases. The predefined predictive performance was achieved in mid and peak factor levels but not in trough factor levels due to measurement inaccuracy. PK guidance also seemed feasible.
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Affiliation(s)
- Tine M.H.J. Goedhart
- Department of Pediatric Hematology and Oncology, Erasmus MC Sophia Children’s Hospital, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Laura H. Bukkems
- Department of Clinical Pharmacology—Hospital Pharmacy, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Anne-Fleur Zwagemaker
- Department of Pediatric Hematology, Amsterdam UMC, University of Amsterdam, Emma Children’s Hospital, Amsterdam, the Netherlands
| | - Michiel Coppens
- Department of Vascular Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Pulmonary Hypertension & Thrombosis, Amsterdam, the Netherlands
| | - Karin Fijnvandraat
- Department of Pediatric Hematology, Amsterdam UMC, University of Amsterdam, Emma Children’s Hospital, Amsterdam, the Netherlands
| | - Saskia E.M. Schols
- Department of Hematology, Radboud University Medical Center, Nijmegen, the Netherlands
- Hemophilia Treatment Center Nijmegen-Eindhoven-Maastricht, the Netherlands
| | - Roger E.G. Schutgens
- Van Creveldkliniek, Center for Benign Haematology, Thrombosis and Haemostasis, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jeroen Eikenboom
- Department of Internal Medicine, Division of Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands
| | | | - Paula F. Ypma
- Department of Hematology, Haga Hospital, the Hague, the Netherlands
| | | | - Karina Meijer
- Department of Hematology, University Medical Center Groningen, Groningen, the Netherlands
| | - Frank W.G. Leebeek
- Department of Hematology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Ron A.A. Mathôt
- Department of Clinical Pharmacology—Hospital Pharmacy, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Marjon H. Cnossen
- Department of Pediatric Hematology and Oncology, Erasmus MC Sophia Children’s Hospital, University Medical Center Rotterdam, Rotterdam, the Netherlands
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Uster DW, Chowdary P, Riddell A, Garcia C, Aradom E, Musarara M, Wicha SG. Dosing for Personalized Prophylaxis in Hemophilia A Highly Varies on the Underlying Population Pharmacokinetic Models. Ther Drug Monit 2022; 44:665-673. [PMID: 35358115 DOI: 10.1097/ftd.0000000000000983] [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: 12/22/2021] [Accepted: 02/21/2022] [Indexed: 01/19/2023]
Abstract
BACKGROUND Model-informed personalized prophylaxis with factor VIII (FVIII) replacement therapy aimed at higher trough levels is becoming indispensable for patients with severe hemophilia A. This study aimed to identify the most suitable population pharmacokinetic (PK) models for personalized prophylaxis using various FVIII products and 2 clinical assays and to implement the most suitable one in open-access software. METHODS Twelve published population PK models were systematically compared to predict the time above target (TaT) for a reference dosing occasion. External validation was performed using a 5-point PK data from 39 adult patients with hemophilia A with FVIII measured by chromogenic substrate (CSA) and 1-stage assays (OSAs) using NONMEM under 3 different conditions: a priori (with all FVIII samples blinded), a posteriori (with 1 trough sample), and general model fit (with all FVIII samples including the reference dosing occasion provided). RESULTS On average, the baseline covariate models overpredicted TaT (a priori; bias -3.8 hours to 49.6 hours). When additionally including 1 previous trough FVIII sample before the reference dosing occasion (a posteriori), only 50% of the models improved in bias (-1.0 hours to 36.5 hours) and imprecision (22.4 hours and 60.7 hours). Using all the time points (general model fit), the models accurately predicted (individual TaT less than ±12 hours compared with the reference) 62%-90% and 33%-74% of the patients using CSA and OSA data, respectively. Across all scenarios, predictions using CSA data were more accurate than those using the OSA data. CONCLUSIONS One model performed best across the population (bias: -3.8 hours a priori, -1.0 hours a posteriori , and 0.6 hours general model fit ) and acceptably predicted 44% (a priori) to 90% ( general model fit ) of the patients. To allow the community-based evaluation of patient-individual FVIII dosing, this model was implemented in the open-access model-informed precision dosing software "TDMx."
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Affiliation(s)
- David W Uster
- Department of Clinical Pharmacy, Institute of Pharmacy, University of Hamburg, Hamburg, Germany ; and
| | - Pratima Chowdary
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, United Kingdom
| | - Anne Riddell
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, United Kingdom
| | - Cecilia Garcia
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, United Kingdom
| | - Elsa Aradom
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, United Kingdom
| | - Molly Musarara
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, United Kingdom
| | - Sebastian G Wicha
- Department of Clinical Pharmacy, Institute of Pharmacy, University of Hamburg, Hamburg, Germany ; and
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Huang K, Chen Z, Wu R. "A personalized limited sampling approach to better estimate terminal half-life of FVIII concentrates": Comment from Huang et al. J Thromb Haemost 2022; 20:2444-2445. [PMID: 36123571 DOI: 10.1111/jth.15833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 07/18/2022] [Indexed: 11/28/2022]
Affiliation(s)
- Kun Huang
- Hematology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Zhenping Chen
- Hematologic Disease Laboratory, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Runhui Wu
- Hematology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
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Goedhart TM, Bukkems LH, Coppens M, Fijnvandraat KJ, Schols SE, Schutgens RE, Eikenboom J, Heubel-Moenen FC, Ypma PF, Nieuwenhuizen L, Meijer K, Leebeek FWG, Mathôt RA, Cnossen MH. Design of a Prospective Study on Pharmacokinetic-Guided Dosing of Prophylactic Factor Replacement in Hemophilia A and B (OPTI-CLOT TARGET Study). TH OPEN 2022; 6:e60-e69. [PMID: 35280975 PMCID: PMC8913178 DOI: 10.1055/a-1760-0105] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 01/11/2022] [Indexed: 11/11/2022] Open
Abstract
In resource-rich countries, almost all severe hemophilia patients receive prophylactic replacement therapy with factor concentrates to prevent spontaneous bleeding in joints and muscles to decrease the development of arthropathy and risk of long-term disability. Pharmacokinetic (PK)-guided dosing can be applied to individualize factor replacement therapy, as interindividual differences in PK parameters influence factor VIII (FVIII) and FIX activity levels. PK-guided dosing may therefore lead to more optimal safeguarding of FVIII/FIX levels during prophylaxis and on demand treatment. The OPTI-CLOT TARGET study is a multicenter, nonrandomized, prospective cohort study that aims to investigate the reliability and feasibility of PK-guided prophylactic dosing of factor concentrates in hemophilia-A and -B patients in daily clinical practice. At least 50 patients of all ages on prophylactic treatment using standard half-life (SHL) and extended half-life (EHL) factor concentrates will be included during 9 months and will receive PK-guided treatment. As primary endpoint, a minimum of four FVIII/FIX levels will be compared with FVIII/FIX levels as predicted by Bayesian forecasting. Secondary endpoints are the association of FVIII and FIX levels with bleeding episodes and physical activity, expectations and experiences, economic analyses, and optimization of population PK models. This study will lead to more insight in the reliability and feasibility of PK-guided dosing in hemophilia patients. Moreover, it will contribute to personalization of treatment by greater knowledge of dosing regimens needed to prevent and treat bleeding in the individual patient and provide evidence to more clearly associate factor activity levels with bleeding risk.
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Affiliation(s)
- Tine M.H.J. Goedhart
- Department of Pediatric Hematology and Oncology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Laura H. Bukkems
- Department of Clinical Pharmacology - Hospital Pharmacy, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Michiel Coppens
- Department of Vascular Medicine, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Karin J. Fijnvandraat
- Department of Pediatric Hematology, Amsterdam UMC, Emma Children's Hospital, University of Amsterdam, Meibergdreef 9, Amsterdam, the Netherlands
| | - Saskia E.M. Schols
- Department of Hematology, Radboud University Medical Center, Nijmegen, and the Hemophilia Treatment Center Nijmegen-Eindhoven-Maastricht, The Netherlands
| | | | - Jeroen Eikenboom
- Department of Internal Medicine, Division of Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Paula F. Ypma
- Department of Hematology, Haga Hospital, The Hague, The Netherlands
| | - L. Nieuwenhuizen
- Department of Internal Medicine, Maxima Medical Center, Veldhoven, The Netherlands
| | - K. Meijer
- Department of Hematology, University Medical Center Groningen, Groningen, The Netherlands
| | - Frank W. G. Leebeek
- Department of Hematology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ron A.A. Mathôt
- Department of Clinical Pharmacology - Hospital Pharmacy, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Marjon H. Cnossen
- Department of Pediatric Hematology and Oncology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, The Netherlands
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Huang K, Zhen Y, Li G, Wu X, Chen Z, Wu R. Enhanced pharmacokinetics and reduced bleeds in boys with hemophilia A after switching to Kovaltry from other standard half-life factor VIII concentrates. Res Pract Thromb Haemost 2022; 6:e12686. [PMID: 35356665 PMCID: PMC8956787 DOI: 10.1002/rth2.12686] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 02/11/2022] [Accepted: 02/21/2022] [Indexed: 01/25/2023] Open
Abstract
Background BAY81-8973 (Kovaltry; Bayer, Berkeley, CA, USA) was reported with enhanced pharmacokinetic (PK) profiles compared with some other standard half-life (SHL) factor VIII (FVIII) concentrates. Limited head-to-head comparative studies were conducted in a real-world setting. Objective To make head-to-head comparisons of PK and clinical outcomes between Kovaltry and three other SHL FVIII concentrates. Methods Forty-seven boys with severe hemophilia A were enrolled and divided into three groups according to their previously used FVIII concentrates (Kogenate FS, N = 22; Advate, N = 14; GreenMono, N = 11). Two separate PK tests were conducted in each participant with a five-point assay during the study period from 6 months before switching to 6 months after switching. FVIII levels were detected by one-stage assay, and PK profiles were calculated by noncompartmental assay. Annualized bleeding rates were collected through participant' bleed logs. Results Longer half-life time (Kogenate FS group: 14.4 vs 11.9 hours, P < .0001; Advate group: 13.4 vs 9.7 hours, P < .0001; GreenMono group: 15.1 vs 10.7 hours, P < .001]) and lower clearance (Kogenate FS group: 3.3 vs 3.9 mL/kg/h, P < .01; Advate group: 3.7 vs 5.9 mL/kg/h, P < .01; GreenMono group: 3.0 vs 5.1 mL/kg/h, P < .01) were observed with Kovaltry. In addition, longer mean residential time (P < .01) and higher area under the curve (P < .01) were demonstrated. No statistical difference was found in in vivo recovery between Kovaltry and the other FVIII products. Participants who switched to Kovaltry from three other FVIII concentrates with the same dosing regimens obtained higher trough FVIII levels and better protection with reduced annualized bleeding rates. Conclusion Compared with Kogenate FS, Advate, and GreenMono, Kovaltry showed enhanced PK profiles, which contributed to reduced bleeding rates.
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Affiliation(s)
- Kun Huang
- Hematology CenterNational Center for Children's HealthBeijing Children’s HospitalCapital Medical UniversityBeijingChina
| | - Yingzi Zhen
- Hematology CenterNational Center for Children's HealthBeijing Children’s HospitalCapital Medical UniversityBeijingChina
| | - Gang Li
- Hematologic Disease LaboratoryBeijing Pediatric Research InstituteNational Center for Children's HealthBeijing Children's HospitalCapital Medical UniversityBeijingChina
| | - Xinyi Wu
- Hematology CenterNational Center for Children's HealthBeijing Children’s HospitalCapital Medical UniversityBeijingChina
| | - Zhenping Chen
- Hematologic Disease LaboratoryBeijing Pediatric Research InstituteNational Center for Children's HealthBeijing Children's HospitalCapital Medical UniversityBeijingChina
| | - Runhui Wu
- Hematology CenterNational Center for Children's HealthBeijing Children’s HospitalCapital Medical UniversityBeijingChina
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Singkham N, Punyawudho B, Yu M, Cheng S, Chen S, Chang H, Chen C, Hsiao C, Hou J, Fang Y, Wang H, Lin J, Yu LH, Chen Y. Influence of blood group and von Willebrand factor on population pharmacokinetics and dose individualization of recombinant factor VIII in Taiwanese patients with haemophilia A. Haemophilia 2022; 28:230-238. [DOI: 10.1111/hae.14493] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Revised: 01/03/2022] [Accepted: 01/04/2022] [Indexed: 12/15/2022]
Affiliation(s)
- Noppaket Singkham
- Department of Pharmaceutical Care, School of Pharmaceutical Sciences University of Phayao Phayao Thailand
| | - Baralee Punyawudho
- Department of Pharmaceutical Care, Faculty of Pharmacy Chiang Mai University Chiang Mai Thailand
| | - Ming‐Sun Yu
- Division of Hematology Conde S. Januário Hospital Macau China
| | - Shin‐Nan Cheng
- Hemophilia and Rare Disease Treatment Center Tungs’ Taichung MetroHarbor Hospital Taichung Taiwan
| | - Shu‐Huey Chen
- Department of Pediatrics, School of Medicine, College of Medicine Taipei Medical University Taipei Taiwan
- Department of Pediatrics, Shuang Ho Hospital, Ministry of Health and Welfare Taipei Medical University Taipei Taiwan
| | - Hung Chang
- Division of Hematology and Oncology Chang Gung Memorial Hospital at Linkou Taoyuan Taiwan
| | - Chih‐Cheng Chen
- Division of Hematology and Oncology, Department of Medicine Chang Gung Memorial Hospital, Chiayi Branch Chiayi Taiwan
- College of Medicine Chang Gung University Tao‐Yuan Taiwan
| | - Chih‐Cheng Hsiao
- Division of Hematology/Oncology, Department of Pediatrics Kaohsiung Chang Gung Memorial Hospital Kaohsiung Taiwan
- College of Medicine Chang Gung University Kaohsiung Taiwan
| | - Jen‐Yin Hou
- Division of Pediatric Hematology‐Oncology MacKay Children's Hospital Taipei Taiwan
| | - Yi‐Ping Fang
- School of Pharmacy, College of Pharmacy Kaohsiung Medical University Kaohsiung Taiwan
- Department of Medical Research Kaohsiung Medical University Hospital Kaohsiung Taiwan
- Regeneration Medicine and Cell Therapy Research Center, College of Medicine Kaohsiung Medical University Kaohsiung Taiwan
| | | | - Jia‐Hong Lin
- Medical Affairs Department Panco Healthcare Taipei Taiwan
| | | | - Yeu‐Chin Chen
- Division of Hematology and Oncology, Department of Medicine Tri‐Service General Hospital, National Defense Medical Center Taipei Taiwan
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Population pharmacokinetic modeling of factor concentrates in hemophilia: an overview and evaluation of best practice. Blood Adv 2021; 5:4314-4325. [PMID: 34496017 PMCID: PMC8945640 DOI: 10.1182/bloodadvances.2021005096] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 06/10/2021] [Indexed: 12/30/2022] Open
Abstract
The accuracy of pharmacokinetic (PK)-guided dosing depends on the clinical and laboratory data used to construct a population PK model, as well as the patient’s individual PK profile. This review provides a detailed overview of data used for published population PK models for factor VIII (FVIII) and factor IX (FIX) concentrates, to support physicians in their choices of which model best suits each patient. Furthermore, to enhance detailed data collection and documentation, we do suggestions for best practice. A literature search was performed; publications describing prophylactic population PK models for FVIII and FIX concentrates based on original patient data and constructed using nonlinear mixed-effect modeling were included. The following data were collected: detailed demographics, type of product, assessed and included covariates, laboratory specifications, and validation of models. Included models were scored according to our recommendations for best practice, specifically scoring the quality of data documentation as reported. Respectively, 20 models for FVIII and 7 for FIX concentrates were retrieved. Although most models (22/27) included pediatric patients, only 4 reported detailed demographics. The wide range of body weights suggested that overweight and obese adults were represented. Twenty-six models reported the assay applied to measure factor levels, whereas only 16 models named reagents used. Eight models were internally validated using a data subset. This overview presents detailed information on clinical and laboratory data used for published population PK models. We provide recommendations on data collection and documentation to increase the reliability of PK-guided prophylactic dosing of factor concentrates in hemophilia A and B.
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8
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Chelle P, Hajducek D, Mahdi M, Young S, Iorio A, Silvertown J, Edginton A. External qualification of the Web-Accessible Population Pharmacokinetic Service-Hemophilia (WAPPS-Hemo) models for octocog alfa using real patient data. Res Pract Thromb Haemost 2021; 5:e12599. [PMID: 34761154 PMCID: PMC8563921 DOI: 10.1002/rth2.12599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 08/23/2021] [Accepted: 09/02/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Existing adult patient pharmacokinetic (PK) data from the published Advate vs Kovaltry PK crossover study were used for this validation study. This data set is appropriate for qualification, given that it has not been previously submitted to Web-Accessible Population Pharmacokinetic Service-Hemophilia (WAPPS-Hemo) and will not have impacted the WAPPS-Hemo models for Kovaltry. OBJECTIVE To compare the population PK parameters for Kovaltry (BAY 81-8973) derived from the WAPPS-Hemo models with PK parameters derived from noncompartmental analysis (NCA), using a validation PK dataset. METHODS The qualification data set included Kovaltry factor activity (10 samples per infusion) and anthropometric data for 18 patients. Two analyses were performed comparison of Bayesian forecasting from the WAPPS-Hemo models versus NCA using the full 10-sample data set; and comparison of Bayesian forecasting using the full versus reduced 4- and 3-sample data sets. Agreement between outcomes was assessed by quantifying the variability and bias of the error. RESULTS Comparison of WAPPS-Hemo models versus NCA led to well-correlated outcomes despite a systematic overprediction of clearance. Population PK models demonstrated greater consistency with NCA on one-stage data, compared with chromogenic data. WAPPS-Hemo model results were consistent in reduced sampling compared to full sampling. Inclusion of a 48-hour time point in the reduced sampling greatly improved the consistency with full sampling. DISCUSSION Qualification of population PK models and their use for Bayesian forecasting in full and reduced sampling is an essential step toward their validation. The evaluations performed in this study support the confidence of PK parameter estimates provided by the models.
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Affiliation(s)
- Pierre Chelle
- School of PharmacyUniversity of WaterlooWaterlooONCanada
| | | | | | | | - Alfonso Iorio
- McMaster‐Bayer Endowed Research Chair for Clinical Epidemiology of Congenital Bleeding DisordersDepartment of MedicineDepartment of Health Research Methods, Evidence and ImpactMcMaster UniversityONCanada
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9
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Favorable Pharmacokinetic Characteristics of Extended-Half-Life Recombinant Factor VIII BAY 94-9027 Enable Robust Individual Profiling Using a Population Pharmacokinetic Approach. Clin Pharmacokinet 2021; 59:605-616. [PMID: 31749076 PMCID: PMC7217814 DOI: 10.1007/s40262-019-00832-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Background Prophylaxis with factor VIII (FVIII) should be individualized based on patient characteristics, including FVIII pharmacokinetics. Population pharmacokinetic (popPK) modeling simplifies pharmacokinetic studies by obviating the need for multiple samples. Objective The objective of this study was to characterize the pharmacokinetics and inter-individual variability (IIV) of BAY 94-9027 in relation to patient characteristics in support of a popPK-tailored approach, including identifying the optimal number and timing of pharmacokinetic samples. Methods Pharmacokinetic samples from 198 males (aged 2‒62 years) with severe hemophilia A, enrolled in BAY 94-9027 clinical trials, were analyzed. Baseline age, height, weight, body mass index, lean body weight (LBW), von Willebrand factor (VWF) level, and race were evaluated. A popPK model was developed and used to simulate pharmacokinetic endpoints difficult to observe from measured FVIII levels, including time to maintain FVIII levels above 1, 3, and 5 IU/dL after different BAY 94-9027 doses. Results A one-compartment model adequately described BAY 94-9027 pharmacokinetics. Clearance and central volume of distribution were significantly associated with LBW; clearance was inversely correlated with VWF. Due to the monophasic pharmacokinetics and well-understood IIV sources, identification of patient pharmacokinetics was achievable with sparse blood sampling. Median predicted time to maintain FVIII levels > 1 IU/dL in patients aged ≥ 12 years ranged from 120.1 to 127.2 h after single BAY 94-9027 doses of 45‒60 IU/kg. Conclusions This analysis evaluated the pharmacokinetics of BAY 94-9027 and its sources of IIV. Using the model, determination of individual patient pharmacokinetics was possible with few FVIII samples, and a sparse sampling design to support pharmacokinetic-guided dosing was identified.
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10
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Olasupo OO, Lowe MS, Krishan A, Collins P, Iorio A, Matino D. Clotting factor concentrates for preventing bleeding and bleeding-related complications in previously treated individuals with haemophilia A or B. Cochrane Database Syst Rev 2021; 8:CD014201. [PMID: 34407214 PMCID: PMC8407508 DOI: 10.1002/14651858.cd014201] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND The hallmark of severe hemophilia (A or B) is recurrent bleeding into joints and soft tissues with progressive joint damage, despite on-demand treatment. Prophylaxis has long been used, but not universally adopted, because of medical, psychosocial, and cost controversies. OBJECTIVES To determine the effectiveness of clotting factor concentrate prophylaxis in managing previously-treated individuals with hemophilia A or B. SEARCH METHODS We searched the Cochrane Cystic Fibrosis and Genetic Disorders Group's Coagulopathies Trials Register, compiled from electronic database searches and handsearching of journals and conference abstract books. In addition, we searched MEDLINE and Embase and online trial registries. Most recent search of Group's Coagulopathies Trials Register: 24 February 2021. SELECTION CRITERIA Randomised controlled trials (RCTs) and quasi-RCTs evaluating people with hemophilia A or hemophilia B, who were previously treated with clotting factor concentrates to manage their hemophilia. DATA COLLECTION AND ANALYSIS Two authors independently reviewed trials for eligibility, assessed risk of bias and extracted data. The authors used the GRADE criteria to assess the certainty of the evidence. MAIN RESULTS Ten trials (including 608 participants) were eligible for inclusion. Eight of the trials (477 participants) had arms comparing two or more prophylactic regimens to one another and four of the trials (n = 258) compared prophylaxis to on-demand treatment (two trials had multiple arms and were included in both comparisons). Comparison of two or more prophylactic regimens For trials comparing one prophylaxis regimen to another, given the heterogeneity of the data, none of the data were pooled for this comparison. Considering the individual trials, three trials reported the primary outcome of joint bleeding, and none showed a dfference between dosing regimens (low-certainty evidence). For the secondary outcome of total bleeding events, prophylaxis with a twice-weekly regimen of FIX likely results in reduced total bleeds compared to a once-a-week regimen of the same dose, mean difference (MD) 11.2 (5.81 to 16.59) (one trial, 10 participants, low-certainty evidence). Transient low-titer anti-FVIII inhibitors were reported in one of the trials. Blood-transmitted infections were not identified. Other adverse events reported include hypersensitivity, oedema, and weight gain. These were, however, rare and unrelated to study drugs (very low-certainty evidence). Comparison of prophylactic and on-demand regimens Four of the trials (258 participants) had arms that compared prophylaxis to on-demand treatment. Prophylaxis may result in a large decrease in the number of joint bleeds compared to on-demand treatment, MD -30.34 (95% CI -46.95 to -13.73) (two trials, 164 participants, low-certainty evidence). One of these trials (84 participants) also reported the long-term effects of prophylaxis versus on-demand therapy showing improved joint function, quality of life, and pain; but no differences between groups in joint structure when assessed by magnetic resonance imaging (MRI). In one trial (84 participants) validated measures for joint health and pain assessment showed that prophylaxis likely improves joint health compared to an on-demand regimen with an estimated change difference of 0.94 points (95% CI 0.23 to 1.65) and improves total pain scores, MD -17.20 (95% CI -27.48 to -6.92 (moderate-certainty evidence). Two trials (131 participants) reported that prophylaxis likely results in a slight increase in adverse events, risk ratio 1.71 (1.24 to 2.37) (moderate-certainty evidence). No inhibitor development and blood-transmitted infections were identified. Overall, the certainty of the body of evidence was judged to be low because of different types of bias that could have altered the effect. AUTHORS' CONCLUSIONS: There is evidence from RCTs that prophylaxis, as compared to on-demand treatment, may reduce bleeding frequency in previously-treated people with hemophilia. Prophylaxis may also improve joint function, pain and quality of life, even though this does not translate into a detectable improvement of articular damage when assessed by MRI. When comparing two different prophylaxis regimens, no significant differences in terms of protection from bleeding were found. Dose optimization could, however, result in improved efficacy. Given the heterogeneity of the data, pooled estimates were not obtained for most comparisons. Well-designed RCTs and prospective observational controlled studies with standardised definitions and measurements are needed to establish the optimal and most cost-effective treatment regimens.
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Affiliation(s)
- Omotola O Olasupo
- Department of Health Research Methods, Evidence and Impact (HEI), McMaster University, Hamilton, Canada
| | - Megan S Lowe
- Department of Health Sciences, McMaster University, Hamilton, Canada
| | - Ashma Krishan
- School of Health Sciences, Division of Population Health, Health Services Research & Primary Care, University of Manchester, Manchester, UK
| | - Peter Collins
- Arthur Bloom Haemophilia Centre, Heath Park, School of Medicine, Cardiff University, Cardiff, UK
| | - Alfonso Iorio
- Department of Health Research Methods, Evidence and Impact (HEI), McMaster University, Hamilton, Canada
| | - Davide Matino
- Department of Internal Medicine, McMaster University, Hamilton, Canada
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11
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Tiede A, Abdul Karim F, Jiménez-Yuste V, Klamroth R, Lejniece S, Suzuki T, Groth A, Santagostino E. Factor VIII activity and bleeding risk during prophylaxis for severe hemophilia A: a population pharmacokinetic model. Haematologica 2021; 106:1902-1909. [PMID: 32327501 PMCID: PMC8252934 DOI: 10.3324/haematol.2019.241554] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Indexed: 11/21/2022] Open
Abstract
During factor VIII prophylaxis for severe hemophilia A, bleeding risk increases with time when factor VIII activity is below 1%. However, maintaining trough activity above 1% does not protect all patients from bleeding. The relationship between factor VIII activity during prophylaxis and bleeding risk has not been thoroughly studied. We investigated factor VIII activity and annualized bleeding rate for spontaneous bleeds during prophylaxis. A population pharmacokinetic model derived from three clinical trials was combined with dosing data and information on bleeding from patients’ diaries. Each patient’s time on prophylaxis was divided into five categories of predicted activity (0-1%, >1-5%, >5-15%, >15-50%, and >50%). Exposure time, mean factor VIII activity, and number of bleeds (from the patients’ diaries) were calculated for each activity category, and annualized bleeding rates estimated using negative binomial regression and a parametric model. Relationships between these bleeding rates and factor VIII activity were evaluated by trial phase (pivotal vs. extension) and age (adults/adolescents [≥12 years] vs. children [0-<12 years]). In total (n=187 patients; 815 patient-years’ exposure), factor VIII activity was predicted to be >1% for 85.64% of the time. The annualized bleeding rate decreased as factor VIII activity increased in each trial phase and age group. However, for a given activity level, bleeding rate differed substantially by trial phase and age. This suggests that bleeding risk can change over time and is influenced by factors independent of factor VIII pharmacokinetics and trough levels. When making decisions regarding target trough levels and the prophylactic regimen, the patients’ age, joint disease activity, and other bleeding risk determinants should be taken into consideration. Clinical trial registration numbers: NCT00840086; NCT01138501; NCT00984126
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Affiliation(s)
- Andreas Tiede
- Hannover Medical School (MHH), Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover, Germany
| | | | | | - Robert Klamroth
- Haemophiliezentrum, Klinik für Innere Medizin, Vivantes Klinikum im Friedrichshain, Berlin, Germany
| | - Sandra Lejniece
- Rîga East Clinical University Hospital, Chemotherapy and Hematology Clinic, Rîga, Latvia
| | - Takashi Suzuki
- Department of Laboratory Medicine, Tokyo Medical University, Tokyo, Japan
| | | | - Elena Santagostino
- Angelo Bianchi Bonomi Hemophilia and Thrombosis Center, IRCCS Cà Granda Foundation, Maggiore Hospital Policlinic, Milan, Italy
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12
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Malik PRV, Temrikar ZH, Chelle P, Edginton AN, Meibohm B. Pediatric Dose Selection for Therapeutic Proteins. J Clin Pharmacol 2021; 61 Suppl 1:S193-S206. [PMID: 34185910 DOI: 10.1002/jcph.1829] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Accepted: 01/26/2021] [Indexed: 12/12/2022]
Abstract
In selecting optimal dosing regimens in support of the clinical use of monoclonal antibodies and other therapeutic proteins in pediatric indications, the unique pharmacokinetic properties of this class of biologics, as well as the underlying physiologic and pathophysiologic processes and their modulation by childhood growth and development, needs to be appreciated. During drug development, first-in-pediatric dose selection is a capstone event in the pediatric investigation plan that relies heavily on extrapolation of pharmacokinetic and pharmacodynamic data from adult to pediatric populations. It is facilitated by combinations of pharmacometric approaches, including allometry, physiologically based pharmacokinetic modeling, and population pharmacokinetic analyses, although data on reliability and qualification of some of these tools in the context of therapeutic proteins are still limited but emerging. Presented data suggest nonlinear relationships between body weight and both clearance and volume of distribution for therapeutic proteins in pediatric populations, with allometric exponents of 0.75 and 0.8, respectively. For newborns and infants (<1 year), even higher nonlinearity seems to occur. Translation of the quantitative characterization of the pediatric pharmacokinetics of therapeutic proteins into dosing regimens for the drug label requires compromising between precision dosing and clinical practicability, with tiered dosing algorithms based on size or age strata being the currently most frequently applied methodology.
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Affiliation(s)
- Paul R V Malik
- School of Pharmacy, University of Waterloo, Waterloo, Ontario, Canada
| | - Zaid H Temrikar
- Department of Pharmaceutical Sciences, College of Pharmacy, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Pierre Chelle
- School of Pharmacy, University of Waterloo, Waterloo, Ontario, Canada
| | - Andrea N Edginton
- School of Pharmacy, University of Waterloo, Waterloo, Ontario, Canada
| | - Bernd Meibohm
- Department of Pharmaceutical Sciences, College of Pharmacy, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
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13
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Chelle P, Yeung CHT, Croteau SE, Lissick J, Balasa V, Ashburner C, Park YS, Bonanad S, Megías-Vericat JE, Nagao A, Wynn T, Corrales-Medina F, Tran H, Sharathkumar A, Chitlur M, Sarmiento S, Edginton A, Iorio A. Development and Validation of a Population-Pharmacokinetic Model for Rurioctacog Alfa Pegol (Adynovate ®): A Report on Behalf of the WAPPS-Hemo Investigators Ad Hoc Subgroup. Clin Pharmacokinet 2021; 59:245-256. [PMID: 31435896 DOI: 10.1007/s40262-019-00809-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
BACKGROUND AND OBJECTIVE Rurioctacog alfa pegol (Adynovate) is a modified recombinant factor VIII concentrate used for treating hemophilia A. Aiming to improve treatment tailoring on the Web-Accessible Population Pharmacokinetic Service-Hemophilia (WAPPS-Hemo) platform for patients of all ages treated with Adynovate, we have developed and evaluated a population pharmacokinetic (PopPK) model. On the platform, PopPK models are used as priors for Bayesian forecasting that derive individual PK of hemophilia patients and are subsequently used for personalized dose regimen design. METHODS Factor activity measurements and demographic covariate data from patients infused with Adynovate were extracted from the WAPPS-Hemo database. Evaluations testing the appropriateness of Bayesian forecasting included 10-fold cross validation, a limited sampling analysis (LSA), and an external evaluation using additional independent data extracted from the WAPPS-Hemo database at a later date. RESULTS The model was constructed using 650 plasma factor activity observations (555 one stage assay and 95 chromogenic assay - 4.6% below limit of quantification) measured in 154 patients from 36 hemophilia centres. A two-compartment model including between subject variability on clearance and central volume was selected as the base model. Covariates were fat free mass on clearance and central volume, age on clearance and assay type on activity. The final model was well-suited to predict PK parameters of new individuals (n = 26) from sparse observations. CONCLUSIONS The development of a PopPK model for Adynovate using real-world data increases the covariate space (e.g. age) beyond what is possible from clinical trial data. This model is available on the WAPPS-Hemo platform for tailoring treatment in hemophilia A patients.
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Affiliation(s)
- Pierre Chelle
- School of Pharmacy, University of Waterloo, Waterloo, ON, Canada
| | - Cindy H T Yeung
- Department of Health Research Methods, Evidence, and Impact, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada
| | - Stacy E Croteau
- Boston Children's Hospital/Harvard Medical School, Boston, MA, USA
| | | | | | | | - Young Shil Park
- Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | | | | | | | - Tung Wynn
- University of Florida, Gainesville, FL, USA
| | | | - Huyen Tran
- Ronald Sawers Haemophilia Treatment Centre, Melbourne, VIC, Australia
| | - Anjali Sharathkumar
- University of Iowa Carver College of Medicine, Stead Family Department of Pediatrics, University of Iowa Children's Hospital, Iowa City, IA, USA
| | | | | | - Andrea Edginton
- School of Pharmacy, University of Waterloo, Waterloo, ON, Canada
| | - Alfonso Iorio
- Department of Health Research Methods, Evidence, and Impact, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada. .,McMaster Bayer Endowed Chair for Clinical Epidemiology of Congenital Bleeding Disorders, Department of Medicine, McMaster University, Hamilton, ON, Canada.
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14
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Di Minno A, Spadarella G, Esposito S, Mathew P, Di Minno G, Mannucci PM. Perspective - The case for zero bleeds and drug bioequivalence in the treatment of congenital hemophilia A in 2021. Blood Rev 2021; 50:100849. [PMID: 34024681 DOI: 10.1016/j.blre.2021.100849] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 04/13/2021] [Accepted: 05/04/2021] [Indexed: 01/19/2023]
Abstract
Not all patients with severe hemophilia A (HA) respond optimally to a given dose of a given product. Within-individual variance in cross-over studies makes each patient unique in the response to each standard half-life (SHL) factor VIII (FVIII) product in pharmacokinetic (PK) terms. This hampers the prediction of efficacy when a SHL FVIII product is employed. PK data showing that half-lives of SHL rFVIII are unsatisfactory to achieve zero bleeding in individual HA patients provide the rationale for switching from SHL to extended half-life (EHL) products. However, not all subjects receiving prophylaxis with EHL products achieve zero bleeding, the most cogent objective of personalized prophylaxis. Known determinants of FVIII half-life (age, von Willebrand factor [VWF] levels, blood group) cumulatively account for one third of the total inter-individual variation in FVIII clearance in subjects with severe HA. Investigations into precision, and accuracy of laboratory measurement to be employed; newer pathways for the clearance of both free-FVIII and VWF-bound FVIII, and adequately powered studies on omics and phenotypic heterogeneity, are likely to provide additional information on the remaining two thirds of inter-individual variation in FVIII clearance in HA. Variability in the clinical response has also been documented in patients when FVIII activity is mimicked by fixed subcutaneous doses of the bispecific antibody emicizumab. National registries that collect PK data of available FVIII products and ad hoc information on the individual response to emicizumab should be encouraged, to establish newer standards of care and ease personalized clinical decisions to achieve zero bleeding.
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Affiliation(s)
- Alessandro Di Minno
- Dipartimento di Farmacia, Università degli Studi di Napoli "Federico II", Italy; CEINGE-Biotecnologie Avanzate, Università degli Studi di Napoli "Federico II", Italy.
| | - Gaia Spadarella
- Dipartimento di Scienze Mediche Traslazionali, Università degli Studi di Napoli "Federico II", Italy
| | - Salvatore Esposito
- Dipartimento di Medicina Clinica e Chirurgia and Centro Hub per le Malattie Emorragiche Congenite e le Trombofilie, Università degli Studi di Napoli "Federico II", Italy
| | | | - Giovanni Di Minno
- Dipartimento di Medicina Clinica e Chirurgia and Centro Hub per le Malattie Emorragiche Congenite e le Trombofilie, Università degli Studi di Napoli "Federico II", Italy.
| | - Pier Mannuccio Mannucci
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Angelo Bianchi Bonomi Hemophilia and Thrombosis Center, Milan, Italy..
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15
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Katragadda S, Neelakantan S, Diao L, Wong N. Population Pharmacokinetic Analysis of Recombinant Factor VIII Fc Fusion Protein in Subjects With Severe Hemophilia A: Expanded to Include Pediatric Subjects. J Clin Pharmacol 2021; 61:889-900. [PMID: 33719084 DOI: 10.1002/jcph.1854] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 03/04/2021] [Indexed: 01/19/2023]
Abstract
Recombinant factor VIII Fc fusion protein (rFVIIIFc) has been indicated for adults and children with hemophilia A. The objective of this article was to build a population pharmacokinetic (PK) model using adult and pediatric data sets and explore relevant dosing scenarios across all ages. The activity-time profiles of rFVIIIFc from 3 clinical studies (all trials registered at https://www.clinicaltrials.gov: NCT01027377, NCT01181128, and NCT01458106) were characterized, and covariates that determine variability of rFVIIIFc PK in children and adults were identified and implemented. Data sets were pooled to estimate population PK parameters. Simulations were conducted to generate activity-time profiles at steady state (SS). The proportion of subjects maintaining SS trough >1 and >3 IU/dL and time >10 IU/dL were estimated. The rFVIIIFc model was a two-compartment model that identified weight and von Willebrand factor as significant covariates. Model-predicted SS peaks and troughs of rFVIIIFc activity-time profiles confirmed the necessity of modifying dosing in pediatric subjects. The model also predicted that the average subject in the adult and adolescent group dosed with 40 IU/kg every 2 days maintained factor VIII activity >10 IU/dL for the entire duration. Children aged <6 years and aged 6 to <12 years receiving this dose maintained factor VIII activity of >10 IU/dL for nearly two-thirds and three-quarters of their time, respectively. In conclusion, these population PK analyses characterize activity-time profiles for rFVIIIFc among pediatric and adult subjects. The model was used for simulation of clinically relevant dosing scenarios, which can provide better protection and better clinical outcomes.
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Affiliation(s)
| | | | - Lei Diao
- EpimAb Biotherapeutics, Shanghai, China
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16
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Bukkems LH, Preijers T, van Spengler MWF, Leebeek FWG, Cnossen MH, Mathôt RAA. Comparison of the Pharmacokinetic Properties of Extended Half-Life and Recombinant Factor VIII Concentrates by In Silico Simulations. Thromb Haemost 2021; 121:731-740. [PMID: 33506481 DOI: 10.1055/s-0040-1721484] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
BACKGROUND The pharmacokinetic (PK) properties of extended half-life (EHL) factor VIII (FVIII) concentrates differ, leading to variation in the optimal dosing regimen for the individual patient. The aim of this study was to establish these PK differences for various EHL FVIII concentrates by in silico simulations. METHODS FVIII level over time profiles of rFVIII-SC, BAY 81-8973, rFVIII-Fc, BAX 855, BAY 94-9027, and standard half-life (SHL) rFVIII concentrates were simulated for 1,000 severe hemophilia A patients during steady-state dosing of 40 IU/kg every 72 hours or dosing as advised in the summary of product characteristics (SmPC). RESULTS Although the elimination half-life values were comparable for rFVIII-FC, BAX 855, and BAY 94-9027, a higher area under the curve (AUC; 2,779 IU/h/dL) for BAY 94-9027 was obtained. During steady-state dosing of 40 IU/kg every 72 hours, 58.5% (rFVIII-SC), 69.3% (BAY 81-8972), 89.0% (rFVIII-Fc), 83.9% (BAX 855), and 93.7% (BAY 94-9027) of the patients maintained a trough level of 1 IU/dL, compared with 56.0% for SHL rFVIII. Following dosing schemes described in the SmPC, between 51.0 and 65.4% or 23.2 and 31.1% of the patients maintained a target trough level of 1 IU/dL or 3 IU/dL, respectively. CONCLUSION BAY 94-9027 showed the largest increase of AUC and best target attainment compared with SHL rFVIII, followed closely by BAX 855 and rFVIII-Fc. BAY 81-8973 and rFVIII-SC showed smaller PK improvements. Although our analyses increase insight into the PK of these FVIII concentrates, more studies evaluating the relation between factor levels and bleeding risk are needed.
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Affiliation(s)
- Laura H Bukkems
- Hospital Pharmacy-Clinical Pharmacology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Tim Preijers
- Hospital Pharmacy-Clinical Pharmacology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Max W F van Spengler
- Hospital Pharmacy-Clinical Pharmacology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Frank W G Leebeek
- Department of Hematology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marjon H Cnossen
- Department of Pediatric Hematology, Erasmus University Medical Center-Sophia Children's Hospital Rotterdam, Rotterdam, The Netherlands
| | - Ron A A Mathôt
- Hospital Pharmacy-Clinical Pharmacology, Amsterdam University Medical Center, Amsterdam, The Netherlands
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17
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van Moort I, Preijers T, Hazendonk HCAM, Schutgens REG, Laros-van Gorkom BAP, Nieuwenhuizen L, van der Meer FJM, Fijnvandraat K, Leebeek FWG, Meijer K, Mathôt RAA, Cnossen MH. Dosing of factor VIII concentrate by ideal body weight is more accurate in overweight and obese haemophilia A patients. Br J Clin Pharmacol 2020; 87:2602-2613. [PMID: 33232535 PMCID: PMC8246536 DOI: 10.1111/bcp.14670] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 10/15/2020] [Accepted: 11/03/2020] [Indexed: 12/21/2022] Open
Abstract
Aims Under‐ and, especially, overdosing of replacement therapy in haemophilia A patients may be prevented by application of other morphometric variables than body weight (BW) to dose factor VIII (FVIII) concentrates. Therefore, we aimed to investigate which morphometric variables best describe interindividual variability (IIV) of FVIII concentrate pharmacokinetic (PK) parameters. Methods PK profiling was performed by measuring 3 FVIII levels after a standardized dose of 50 IU kg−1 FVIII concentrate. A population PK model was constructed, in which IIV for clearance (CL) and central volume of distribution (V1) was quantified. Relationships between CL, V1 and 5 morphometric variables (BW, ideal BW [IBW], lean BW, adjusted BW, and body mass index [BMI]) were evaluated in normal weight (BMI < 25 kg m−2), overweight (BMI 25–30 kg m−2) and obese haemophilia A patients (BMI > 30 kg m−2). Results In total, 57 haemophilia A patients (FVIII≤0.05 IU mL−1) were included with median BW of 83 kg (range: 53–133) and median age of 48 years (range: 18–77). IBW best explained observed variability between patients, as IIV for CL and V1 was reduced from 45.1 to 37.6 and 26.% to 14.1%, respectively. CL, V1 and half‐life were similar for all BMI categories. The national recommended dosing schedule did not result in adequate trough levels, both in case of dosing based on BW and IBW. However, dosing based on IBW prevented unnecessary high FVIII peaks. Conclusion IBW is the most suitable morphometric variable to explain interindividual FVIII PK variability and is more appropriate to dose overweight and obese patients.
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Affiliation(s)
- Iris van Moort
- Department of Pediatric Hematology, Erasmus University Medical Center - Sophia Children's Hospital Rotterdam, The Netherlands
| | - Tim Preijers
- Department of Clinical Pharmacology - Hospital Pharmacy, Amsterdam University Medical Centers, The Netherlands
| | - Hendrika C A M Hazendonk
- Department of Pediatric Hematology, Erasmus University Medical Center - Sophia Children's Hospital Rotterdam, The Netherlands
| | - Roger E G Schutgens
- Van Creveldkliniek, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands
| | | | - Laurens Nieuwenhuizen
- Department of Thrombosis and Hemostasis, Maxima Medical Center, Veldhoven, The Netherlands
| | - Felix J M van der Meer
- Department of Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | - Karin Fijnvandraat
- Department of Pediatric Hematology, Amsterdam University Medical Centers, Amsterdam, The Netherlands.,Department of Molecular and Cellular Hemostasis, Sanquin Research, Amsterdam, the Netherlands
| | - Frank W G Leebeek
- Department of Hematology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Karina Meijer
- Department of Hematology, University Medical Center Groningen, Groningen, The Netherlands
| | - Ron A A Mathôt
- Department of Clinical Pharmacology - Hospital Pharmacy, Amsterdam University Medical Centers, The Netherlands
| | - Marjon H Cnossen
- Department of Pediatric Hematology, Erasmus University Medical Center - Sophia Children's Hospital Rotterdam, The Netherlands
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18
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Solms A, Shah A, Berntorp E, Tiede A, Iorio A, Linardi C, Ahsman M, Mancuso ME, Zhivkov T, Lissitchkov T. Direct comparison of two extended half-life PEGylated recombinant FVIII products: a randomized, crossover pharmacokinetic study in patients with severe hemophilia A. Ann Hematol 2020; 99:2689-2698. [PMID: 32974838 PMCID: PMC7536163 DOI: 10.1007/s00277-020-04280-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 09/17/2020] [Indexed: 01/19/2023]
Abstract
An open-label, crossover randomized study was performed to compare the pharmacokinetics (PK) of damoctocog alfa pegol and rurioctocog alfa pegol, two recombinant factor VIII (FVIII) products indicated in patients with hemophilia A, both conjugated to polyethylene glycol to reduce clearance and extend time in circulation. Adult patients (N = 18) with severe hemophilia A (FVIII < 1 IU/dL), previously treated with any FVIII product for ≥ 150 exposure days, were randomized to receive a single 50 IU/kg infusion of damoctocog alfa pegol followed by rurioctocog alfa pegol, or vice versa, with ≥ 7-day washout between doses. FVIII activity was measured using the one-stage clotting assay. PK parameters, including area under the curve from time 0 to the last data point (AUC0–tlast, primary parameter), dose-normalized AUC (AUCnorm), and time to threshold, were calculated based on 11 time points between 0.25 and 120 h post-dose and evaluated using a noncompartmental model. Due to differences in batch-specific vial content used for the study, actual administered median doses were 54.3 IU/kg for damoctocog alfa pegol and 61.4 IU/kg for rurioctocog alfa pegol. Based on actual dosing, a significantly higher geometric mean (coefficient of variation [%CV]) AUCnorm was observed for damoctocog alfa pegol (43.8 h kg/dL [44.0]) versus rurioctocog alfa pegol (36.0 h kg/dL [40.1, P < 0.001]). Based on population PK modeling, median time to reach 1 IU/dL was 16 h longer for damoctocog alfa pegol compared with rurioctocog alfa pegol. No adverse events or any immunogenicity signals were observed. Overall, damoctocog alfa pegol had a superior PK profile versus rurioctocog alfa pegol. Trial registration number: NCT04015492 (ClinicalTrials.gov identifier). Date of registration: July 9, 2019
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Affiliation(s)
- Alexander Solms
- Clinical Pharmacometrics, Pharmaceuticals Research & Development, Bayer AG, 13353, Berlin, Germany.
| | | | - Erik Berntorp
- Centre for Thrombosis and Haemostasis, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Andreas Tiede
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hanover, Germany
| | - Alfonso Iorio
- McMaster-Bayer Endowed Research Chair in Clinical Epidemiology of Congenital Bleeding Disorders, Department of Medicine, McMaster University, Hamilton, Canada.,Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Canada
| | | | | | - Maria Elisa Mancuso
- Center for Thrombosis and Hemorrhagic Diseases, Humanitas Clinical and Research Center - IRCCS, Rozzano, Milan, Italy
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19
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Preijers T, Schütte LM, Kruip MJHA, Cnossen MH, Leebeek FWG, van Hest RM, Mathôt RAA. Population Pharmacokinetics of Clotting Factor Concentrates and Desmopressin in Hemophilia. Clin Pharmacokinet 2020; 60:1-16. [PMID: 32936401 PMCID: PMC7808974 DOI: 10.1007/s40262-020-00936-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Hemophilia A and B are bleeding disorders caused by a deficiency of clotting factor VIII and IX, respectively. Patients with severe hemophilia (< 0.01 IU mL−1) and some patients with moderate hemophilia (0.01–0.05 IU mL−1) administer clotting factor concentrates prophylactically. Desmopressin (d-amino d-arginine vasopressin) can be applied in patients with non-severe hemophilia A. The aim of administration of factor concentrates or desmopressin is the prevention or cessation of bleeding. Despite weight-based dosing, it has been demonstrated that factor concentrates still exhibit considerable pharmacokinetic variability. Population pharmacokinetic analyses, in which this variability is quantified and explained, are increasingly performed in hemophilia research. These analyses can assist in the identification of important patient characteristics and can be applied to perform patient-tailored dosing. This review aims to present and discuss the population pharmacokinetic analyses that have been conducted to develop population pharmacokinetic models describing factor levels after administration of factor VIII or factor IX concentrates or d-amino d-arginine vasopressin. In total, 33 publications were retrieved from the literature. Two approaches were applied to perform population pharmacokinetic analyses, the standard two-stage approach and non-linear mixed-effect modeling. Using the standard two-stage approach, four population pharmacokinetic models were established describing factor VIII levels. In the remaining 29 analyses, the non-linear mixed-effect modeling approach was applied. NONMEM was the preferred software to establish population pharmacokinetic models. In total, 18 population pharmacokinetic analyses were conducted on the basis of data from a single product. From all available population pharmacokinetic analyses, 27 studies also included data from pediatric patients. In the majority of the population pharmacokinetic models, the population pharmacokinetic parameters were allometrically scaled using actual body weight. In this review, the available methods used for constructing the models, key features of these models, patient population characteristics, and established covariate relationships are described in detail.
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Affiliation(s)
- Tim Preijers
- Hospital Pharmacy-Clinical Pharmacology, Academic University Medical Centers, Location AMC, Amsterdam, The Netherlands
| | - Lisette M Schütte
- Department of Hematology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marieke J H A Kruip
- Department of Hematology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marjon H Cnossen
- Department of Pediatric Hematology, Sophia Children's Hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Frank W G Leebeek
- Department of Hematology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Reinier M van Hest
- Hospital Pharmacy-Clinical Pharmacology, Academic University Medical Centers, Location AMC, Amsterdam, The Netherlands
| | - Ron A A Mathôt
- Hospital Pharmacy-Clinical Pharmacology, Academic University Medical Centers, Location AMC, Amsterdam, The Netherlands. .,Hospital Pharmacy-Clinical Pharmacology, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Meibergdreef 9, P.O. Box 22660, 1100 DD, Amsterdam, The Netherlands.
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20
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Abrantes JA, Solms A, Garmann D, Nielsen EI, Jönsson S, Karlsson MO. Bayesian Forecasting Utilizing Bleeding Information to Support Dose Individualization of Factor VIII. CPT-PHARMACOMETRICS & SYSTEMS PHARMACOLOGY 2019; 8:894-903. [PMID: 31668021 PMCID: PMC6930854 DOI: 10.1002/psp4.12464] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Accepted: 07/08/2019] [Indexed: 01/19/2023]
Abstract
Bayesian forecasting for dose individualization of prophylactic factor VIII replacement therapy using pharmacokinetic samples is challenged by large interindividual variability in the bleeding risk. A pharmacokinetic‐repeated time‐to‐event model‐based forecasting approach was developed to contrast the ability to predict the future occurrence of bleeds based on individual (i) pharmacokinetic, (ii) bleeding, and (iii) pharmacokinetic, bleeding and covariate information using observed data from the Long‐Term Efficacy Open‐Label Program in Severe Hemophilia A Disease (LEOPOLD) clinical trials (172 severe hemophilia A patients taking prophylactic treatment). The predictive performance assessed by the area under receiver operating characteristic (ROC) curves was 0.67 (95% confidence interval (CI), 0.65–0.69), 0.78 (95% CI, 0.76–0.80), and 0.79 (95% CI, 0.77–0.81) for patients ≥ 12 years when using pharmacokinetics, bleeds, and all data, respectively, suggesting that individual bleed information adds value to the optimization of prophylactic dosing regimens in severe hemophilia A. Further steps to optimize the proposed tool for factor VIII dose adaptation in the clinic are required.
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Affiliation(s)
- João A Abrantes
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | | | | | - Elisabet I Nielsen
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Siv Jönsson
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Mats O Karlsson
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
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21
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Shah A, Solms A, Wiegmann S, Ahsman M, Berntorp E, Tiede A, Iorio A, Mancuso ME, Zhivkov T, Lissitchkov T. Direct comparison of two extended-half-life recombinant FVIII products: a randomized, crossover pharmacokinetic study in patients with severe hemophilia A. Ann Hematol 2019; 98:2035-2044. [PMID: 31236667 PMCID: PMC6700041 DOI: 10.1007/s00277-019-03747-2] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Accepted: 06/15/2019] [Indexed: 11/25/2022]
Abstract
BAY 94-9027 is an extended-half-life, recombinant factor VIII (rFVIII) product conjugated with a 60-kDa branched polyethylene glycol (PEG) molecule indicated for use in previously treated patients (aged ≥ 12 years) with hemophilia A. This randomized, open-label, two-way crossover study compared the pharmacokinetics (PK) of BAY 94-9027 and rFVIII Fc fusion protein (rFVIIIFc) in patients with hemophilia A. Patients aged 18-65 years with FVIII < 1% and ≥ 150 exposure days to FVIII were randomized to receive intravenous single-dose BAY 94-9027 60 IU/kg followed by rFVIIIFc 60 IU/kg or vice versa, with ≥ 7-day wash-out between doses. FVIII activity was measured by one-stage assay. PK parameters, including area under the curve from time 0 to the last data point (AUClast, primary parameter), half-life, and clearance were calculated. Eighteen patients were randomized and treated. No adverse events were observed. In the analysis set excluding one outlier, geometric mean (coefficient of variation [%CV, 95% confidence interval {CI}]) AUClast was significantly higher for BAY 94-9027 versus rFVIIIFc (2940 [37.8, 2440-3550] IU h/dL versus 2360 [31.8, 2010-2770] IU h/dL, p = 0.0001). A population PK model was developed to simulate time to reach FVIII threshold levels; median time to 1 IU/dL was approximately 13 h longer for BAY 94-9027 versus rFVIIIFc after a single infusion of 60 IU/kg. In conclusion, BAY 94-9027 had a superior PK profile versus rFVIIIFc. ClinicalTrials.gov : NCT03364998.
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Affiliation(s)
| | | | | | | | - Erik Berntorp
- Centre for Thrombosis and Haemostasis, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Andreas Tiede
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | - Alfonso Iorio
- Department of Health Research Methods, Evidence and Impact, and Department of Medicine, McMaster University, Hamilton, Canada
| | - Maria Elisa Mancuso
- Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Angelo Bianchi Bonomi Hemophilia and Thrombosis Center, Milan, Italy
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22
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Abrantes JA, Solms A, Garmann D, Nielsen EI, Jönsson S, Karlsson MO. Relationship between factor VIII activity, bleeds and individual characteristics in severe hemophilia A patients. Haematologica 2019; 105:1443-1453. [PMID: 31371418 PMCID: PMC7193498 DOI: 10.3324/haematol.2019.217133] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 07/23/2019] [Indexed: 01/19/2023] Open
Abstract
Pharmacokinetic-based prophylaxis of replacement factor VIII (FVIII) products has been encouraged in recent years, but the relationship between exposure (factor VIII activity) and response (bleeding frequency) remains unclear. The aim of this study was to characterize the relationship between FVIII dose, plasma FVIII activity, and bleeding patterns and individual characteristics in severe hemophilia A patients. Pooled pharmacokinetic and bleeding data during prophylactic treatment with BAY 81-8973 (octocog alfa) were obtained from the three LEOPOLD trials. The population pharmacokinetics of FVIII activity and longitudinal bleeding frequency, as well as bleeding severity, were described using non-linear mixed effects modeling in NONMEM. In total, 183 patients [median age 22 years (range, 1-61); weight 60 kg (11-124)] contributed with 1,535 plasma FVIII activity observations, 633 bleeds and 11 patient/study characteristics [median observation period 12 months (3.1-13.1)]. A parametric repeated time-to-categorical bleed model, guided by plasma FVIII activity from a 2-compartment population pharmacokinetic model, described the time to the occurrence of bleeds and their severity. Bleeding probability decreased with time of study, and a bleed was not found to affect the time of the next bleed. Several covariate effects were identified, including the bleeding history in the 12-month pre-study period increasing the bleeding hazard. However, unexplained inter-patient variability in the phenotypic bleeding pattern remained large (111%CV). Further studies to translate the model into a tool for dose individualization that considers the individual bleeding risk are required. Research was based on a post-hoc analysis of the LEOPOLD studies registered at clinicaltrials.gov identifiers: 01029340, 01233258 and 01311648.
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Affiliation(s)
- João A Abrantes
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | | | | | - Elisabet I Nielsen
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Siv Jönsson
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Mats O Karlsson
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
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Chowdary P, Carcao M, Holme PA, Jiménez‐Yuste V, Lentz SR, Møss J, Poulsen LH, Shen C, Tosetto A, Wheeler A, Santagostino E. Fixed doses of N8-GP prophylaxis maintain moderate-to-mild factor VIII levels in the majority of patients with severe hemophilia A. Res Pract Thromb Haemost 2019; 3:542-554. [PMID: 31294338 PMCID: PMC6611478 DOI: 10.1002/rth2.12220] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Accepted: 04/11/2019] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND N8-GP is an extended half-life recombinant factor VIII developed for prophylaxis and treatment of bleeds in patients with hemophilia A. OBJECTIVE To assess pharmacokinetic (PK) characteristics of N8-GP in previously treated patients with severe hemophilia A, model the time spent at hemophilia thresholds of ≥1 and ≤5 IU/dL (moderate) or >5 IU/dL (mild) FVIII levels during N8-GP prophylaxis, and investigate the relationship between N8-GP half-life and von Willebrand factor (vWF). METHODS PK assessments were obtained from patients with severe hemophilia A (FVIII < 1 IU/dL) participating in 4 clinical trials: pathfinder 1 (20-60 years); pathfinder 2 (12-17 and ≥18 years); pathfinder 5 (0-11 years), and pathfinder 7 (25-71 years). All PK profiles were assessed after washout and considered single-dose PK profiles. Pre- and postdose FVIII activity at steady state was measured at all visits. RESULTS From 69 patients, 108 PK profiles of N8-GP 50 IU/kg were assessed. Adults/adolescents received 50 IU/kg every 4 days, achieving mean trough levels of 3.0 IU/dL (95% confidence interval, 2.6-3.5, adults) and 2.7 IU/dL (1.8-4.0, adolescents). Children received 60 IU/kg twice weekly, leading to mean trough levels of 1.2 IU/dL (0.8-1.6, 0- to 5-year-olds) and 2.0 IU/dL (1.5-2.7, 6- to 11-year-olds). PK modeling predicted children dosed every 3 days and adults/adolescents dosed every 3 to 4 days would maintain FVIII levels >5 and >1 IU/dL for >80% and 100% of the time, respectively. N8-GP half-life correlated linearly with von Willebrand factor levels in adults/adolescents, less in children. CONCLUSIONS Prophylaxis with fixed intervals (Q4D/twice weekly) and fixed weight-based dosing (50/60 IU/kg) ensured >1 IU/dL FVIII trough levels in both adults and children.
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Affiliation(s)
- Pratima Chowdary
- Katherine Dormandy Haemophilia Centre and Thrombosis UnitRoyal Free HospitalLondonUK
| | - Manuel Carcao
- Division of Haematology/Oncology and Child Health Evaluative SciencesResearch InstituteHospital for Sick ChildrenUniversity of TorontoTorontoOntarioCanada
| | - Pål A. Holme
- Department of HaematologyInstitute of Clinical MedicineUniversity of OsloOslo University HospitalOsloNorway
| | - Victor Jiménez‐Yuste
- Hospital Universitario La PazUnidad De CoagulopatíasServicio De HematologíaAutonoma UniversityMadridSpain
| | - Steven R. Lentz
- Division of Hematology, Oncology, and Blood & Marrow TransplantationDepartment of Internal MedicineUniversity of Iowa Carver College of MedicineIowa CityIAUSA
| | | | - Lone H. Poulsen
- Hemophilia CenterDepartment of HematologyAarhus University HospitalAarhusDenmark
| | | | - Alberto Tosetto
- Hemophilia and Thrombosis CenterHematology DepartmentSan Bortolo HospitalVicenzaItaly
| | - Allison Wheeler
- School of Medicine, Pathology, Microbiologyand Immunology, Vanderbilt UniversityNashvilleTNUSA
| | - Elena Santagostino
- Foundation IRCCS Cà Granda, Maggiore Hospital PolyclinicAngelo Bianchi Bonomi Hemophilia and Thrombosis CentreMilanItaly
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Chelle P, Yeung CHT, Bonanad S, Morales Muñoz JC, Ozelo MC, Megías Vericat JE, Iorio A, Spears J, Mir R, Edginton A. Routine clinical care data for population pharmacokinetic modeling: the case for Fanhdi/Alphanate in hemophilia A patients. J Pharmacokinet Pharmacodyn 2019; 46:427-438. [PMID: 31115857 PMCID: PMC6820598 DOI: 10.1007/s10928-019-09637-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Accepted: 04/11/2019] [Indexed: 12/15/2022]
Abstract
Fanhdi/Alphanate is a plasma derived factor VIII concentrate used for treating hemophilia A, for which there has not been any dedicated model describing its pharmacokinetics (PK). A population PK model was developed using data extracted from the Web-Accessible Population Pharmacokinetic Service-Hemophilia (WAPPS-Hemo) project. WAPPS-Hemo provided individual PK profiles for hemophilia patients using sparse observations as provided in routine clinical care by hemophilia centers. Plasma factor activity measurements and covariate data from hemophilia A patients on Fanhdi/Alphanate were extracted from the WAPPS-Hemo database. A population PK model was developed using NONMEM and evaluated for suitability for Bayesian forecasting using prediction-corrected visual predictive check (pcVPC), cross validation, limited sampling analysis and external evaluation against a population PK model developed on rich sampling data. Plasma factor activity measurements from 92 patients from 12 centers were used to derive the model. The PK was best described by a 2-compartment model including between subject variability on clearance and central volume, fat free mass as a covariate on clearance, central and peripheral volumes, and age as covariate on clearance. Evaluations showed that the developed population PK model could predict the PK parameters of new individuals based on limited sampling analysis and cross and external evaluations with acceptable precision and bias. This study shows the feasibility of using real-world data for the development of a population PK model. Evaluation and comparison of the model for Bayesian forecasting resulted in similar results as a model developed using rich sampling data.
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Affiliation(s)
- Pierre Chelle
- School of Pharmacy, University of Waterloo, Waterloo, ON, Canada
| | - Cindy H T Yeung
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | | | | | - Margareth C Ozelo
- Unidade de Hemofilia IHTC 'Claudio L. P. Correa', Instituto Nacional de Tecnologia do Sangue, Hemocentro UNICAMP, University of Campinas, Campinas, Brazil
| | | | - Alfonso Iorio
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | | | | | - Andrea Edginton
- School of Pharmacy, University of Waterloo, Waterloo, ON, Canada.
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McEneny-King A, Chelle P, Foster G, Keepanasseril A, Iorio A, Edginton AN. Development and evaluation of a generic population pharmacokinetic model for standard half-life factor VIII for use in dose individualization. J Pharmacokinet Pharmacodyn 2019; 46:411-426. [DOI: 10.1007/s10928-019-09634-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Accepted: 04/09/2019] [Indexed: 01/19/2023]
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26
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Delavenne X, Dargaud Y, Ollier E, Négrier C. Dose tailoring of human cell line-derived recombinant factor VIII simoctocog alfa: Using a limited sampling strategy in patients with severe haemophilia A. Br J Clin Pharmacol 2019; 85:771-781. [PMID: 30633808 PMCID: PMC6422655 DOI: 10.1111/bcp.13858] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Revised: 12/19/2018] [Accepted: 12/24/2018] [Indexed: 01/19/2023] Open
Abstract
AIMS The use of factor VIII (FVIII) prophylaxis in haemophilia A is considered the standard of care, particularly in children. Despite adjustment of doses for body weight and/or age, a large pharmacokinetic (PK) variability between patients has been observed. PK-tailored prophylaxis may help clinicians adjust coagulation factor FVIII activity (FVIII:C) to the desired level, which may differ in individual patients. The objective was to develop a population PK model for simoctocog alfa based on pooled clinical trial data and to develop a Bayesian estimator to allow PK parameters in individual patients to be estimated using a reduced number of blood samples. METHODS PK data from 86 adults and 29 children/adolescents with severe haemophilia A were analysed. The FVIII data measured using 2 different assays (chromogenic and the 1-stage clotting assay) were fit to separate develop population PK models using nonlinear mixed-effect models. A Bayesian estimator was then developed to estimate the time above the threshold of 1%. RESULTS The PK data for chromogenic and the 1-stage clotting assays were both best described by a 2-compartment models. Simulations demonstrated good predictive capacity. The limited sampling strategy using blood sample at 3 and 24 hours allowed an accurate estimation of the time above the threshold of 1% FVIII:C (mean bias 0.01 and 0.11, mean precision 0.18 and 0.45 for 2 assay methods). CONCLUSION In this study, we demonstrated that a Bayesian approach can help to reduce the number of samples required to estimate the time above the threshold of 1% FVIII:C with good accuracy.
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Affiliation(s)
- Xavier Delavenne
- INSERM, UMR 1059, Dysfonction Vasculaire et de l'HémostaseUniversité de LyonSaint EtienneFrance
| | - Yesim Dargaud
- Unité d'Hémostase Clinique, Hôpital Cardiologique Louis PradelUniversité Lyon 1LyonFrance
| | - Edouard Ollier
- INSERM, UMR 1059, Dysfonction Vasculaire et de l'HémostaseUniversité de LyonSaint EtienneFrance
| | - Claude Négrier
- Unité d'Hémostase Clinique, Hôpital Cardiologique Louis PradelUniversité Lyon 1LyonFrance
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27
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The effect of unmeasurable endogenous plasma factor activity levels on factor VIII dosing in patients with severe hemophilia A. Thromb Res 2018; 170:53-59. [DOI: 10.1016/j.thromres.2018.08.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 08/01/2018] [Accepted: 08/08/2018] [Indexed: 01/19/2023]
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28
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Hecht M, Veigure R, Couchman L, S Barker CI, Standing JF, Takkis K, Evard H, Johnston A, Herodes K, Leito I, Kipper K. Utilization of data below the analytical limit of quantitation in pharmacokinetic analysis and modeling: promoting interdisciplinary debate. Bioanalysis 2018; 10:1229-1248. [PMID: 30033744 DOI: 10.4155/bio-2018-0078] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Traditionally, bioanalytical laboratories do not report actual concentrations for samples with results below the LOQ (BLQ) in pharmacokinetic studies. BLQ values are outside the method calibration range established during validation and no data are available to support the reliability of these values. However, ignoring BLQ data can contribute to bias and imprecision in model-based pharmacokinetic analyses. From this perspective, routine use of BLQ data would be advantageous. We would like to initiate an interdisciplinary debate on this important topic by summarizing the current concepts and use of BLQ data by regulators, pharmacometricians and bioanalysts. Through introducing the limit of detection and evaluating its variability, BLQ data could be released and utilized appropriately for pharmacokinetic research.
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Affiliation(s)
- Max Hecht
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
- Analytical Services International, St George's University of London, Cranmer Terrace, London, SW17 0RE, UK
| | - Rūta Veigure
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
| | - Lewis Couchman
- Analytical Services International, St George's University of London, Cranmer Terrace, London, SW17 0RE, UK
| | - Charlotte I S Barker
- Paediatric Infectious Diseases Research Group, Institute for Infection & Immunity, St George's University of London, London, SW17 0RE, UK
- Inflammation, Infection & Rheumatology Section, UCL Great Ormond Street Institute of Child Health, London, WC1N 1EH, UK
- Paediatric Infectious Diseases Unit, St George's University Hospitals NHS Foundation Trust, London, SW17 0RE, UK
| | - Joseph F Standing
- Paediatric Infectious Diseases Research Group, Institute for Infection & Immunity, St George's University of London, London, SW17 0RE, UK
- Inflammation, Infection & Rheumatology Section, UCL Great Ormond Street Institute of Child Health, London, WC1N 1EH, UK
| | - Kalev Takkis
- Analytical Services International, St George's University of London, Cranmer Terrace, London, SW17 0RE, UK
| | - Hanno Evard
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
| | - Atholl Johnston
- Analytical Services International, St George's University of London, Cranmer Terrace, London, SW17 0RE, UK
- Clinical Pharmacology, Barts & The London School of Medicine & Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Koit Herodes
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
| | - Ivo Leito
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
| | - Karin Kipper
- Chair of Analytical Chemistry, Institute of Chemistry, University of Tartu, 14a Ravila Street, 50411 Tartu, Estonia
- Analytical Services International, St George's University of London, Cranmer Terrace, London, SW17 0RE, UK
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Mahlangu JN, Ahuja SP, Windyga J, Church N, Shah A, Schwartz L. BAY 81-8973, a full-length recombinant factor VIII for the treatment of hemophilia A: product review. Ther Adv Hematol 2018; 9:191-205. [PMID: 30013766 DOI: 10.1177/2040620718777903] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Accepted: 04/26/2018] [Indexed: 11/17/2022] Open
Abstract
BAY 81-8973 (Kovaltry®) is an unmodified, full-length recombinant factor VIII (rFVIII) approved for the prevention and treatment of bleeding episodes in patients with hemophilia A. The amino acid sequence for BAY 81-8973 is identical to that of sucrose-formulated rFVIII (rFVIII-FS; Kogenate® FS/KOGENATE®, Bayer), but the two products differ in their manufacturing approaches. The manufacture of BAY 81-8973 includes several modifications and enhancements, such as the introduction of the gene for human heat shock protein 70, a molecular chaperone protein that facilitates folding of proteins; no addition of human- or animal-derived proteins in the cell culture, purification process, or final formulation; and use of a 20-nm filter to remove any potential aggregates and pathogens. BAY 81-8973 was extensively studied in the LEOPOLD clinical development program, which enrolled participants of all age groups (children, adolescents, and adults) with severe hemophilia A. The pharmacokinetic profile of BAY 81-8973 was shown to be noninferior to, and for some variables more favorable than, rFVIII-FS and another commercial full-length rFVIII product. BAY 81-8973 was shown to be efficacious when used for prophylaxis, on-demand treatment, and perioperative hemostasis. The efficacious prophylaxis dose of BAY 81-8973 was approximately 20-40 IU/kg given two or three times per week, which achieved low annualized bleeding rates. Either the one-stage or the chromogenic assay provides accurate measurements for postinfusion monitoring of BAY 81-8973 levels, with no product-specific calibration standard needed. The incidence of treatment-related adverse events was ⩽7% across all LEOPOLD studies, and no previously treated patient developed anti-BAY 81-8973 inhibitors in the completed primary studies.
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Affiliation(s)
- Johnny N Mahlangu
- Haemophilia Comprehensive Care Centre, School of Pathology, Faculty of Health Sciences, University of the Witwatersrand and National Health Laboratory Service, 7 York Road, Parktown, Johannesburg, South Africa
| | - Sanjay P Ahuja
- Division of Hematology and Oncology, Rainbow Babies and Children's Hospital, Cleveland, OH, USA
| | - Jerzy Windyga
- Department of Disorders of Hemostasis and Internal Medicine, Institute of Haematology and Transfusion Medicine, Warsaw, Poland
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Iorio A, Edginton AN, Blanchette V, Blatny J, Boban A, Cnossen M, Collins P, Croteau SE, Fischer K, Hart DP, Ito S, Korth‐Bradley J, Lethagen S, Lillicrap D, Makris M, Mathôt R, Morfini M, Neufeld EJ, Spears J. Performing and interpreting individual pharmacokinetic profiles in patients with Hemophilia A or B: Rationale and general considerations. Res Pract Thromb Haemost 2018; 2:535-548. [PMID: 30046759 PMCID: PMC6046594 DOI: 10.1002/rth2.12106] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Accepted: 04/09/2018] [Indexed: 01/19/2023] Open
Abstract
OBJECTIVES In a separate document, we have provided specific guidance on performing individual pharmacokinetic (PK) studies using limited samples in persons with hemophilia with the goal to optimize prophylaxis with clotting factor concentrates. This paper, intended for clinicians, aims to describe how to interpret and apply PK properties obtained in persons with hemophilia. METHODS The members of the Working Party on population PK (PopPK) of the ISTH SSC Subcommittee on Factor VIII and IX and rare bleeding disorders, together with additional hemophilia and PK experts, completed a survey and ranking exercise whereby key areas of interest in the field were identified. The group had regular web conferences to refine the manuscript's scope and structure, taking into account comments from the external feedback to the earlier document. RESULTS Many clinical decisions in hemophilia are based on some form of explicit or implicit PK assessment. Individual patient PK profiles can be analyzed through traditional or PopPK methods, with the latter providing the advantage of fewer samples needing to be collected on any prophylaxis regimen, and without the need the for a washout period. The most useful presentation of PK results for clinical decision making are a curve of the factor activity level over time, the time to achieve a certain activity level, or related parameters like half-life or exposure (AUC). Software platforms have been developed to deliver this information to clinicians at the point of care. Key characteristics of studies measuring average PK parameters were reviewed, outlining what makes a credible head-to-head comparison among different concentrates. Large data collections of PK and treatment outcomes currently ongoing will advance care in the future. CONCLUSIONS Traditionally used to compare different concentrates, PK can support tailoring of hemophilia treatment by individual profiling, which is greatly simplified by adopting a PopPK/Bayesian method and limited sampling protocol.
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Affiliation(s)
- Alfonso Iorio
- Department of Health Research, Methods, Evidence and ImpactMcMaster UniversityHamiltonONCanada
- Department of MedicineMcMaster UniversityHamiltonONCanada
| | | | - Victor Blanchette
- Division of Hematology/OncologyHospital for Sick Children and Department of PediatricsUniversity of TorontoTorontoONCanada
| | - Jan Blatny
- Department of Paediatric HaematologyUniversity Hospital BrnoBrnoCzech Republic
| | - Ana Boban
- Department of Internal MedicineUniversity Hospital CenterZagrebCroatia
| | - Marjon Cnossen
- Department of Pediatric HematologyErasmus University Medical CenterSophia Children’s HospitalRotterdamThe Netherlands
| | - Peter Collins
- Arthur Bloom Haemophilia CentreSchool of MedicineUniversity Hospital of WalesCardiff UniversityCardiffUK
| | | | - Katheljin Fischer
- Van CreveldkliniekUniversity Medical CenterUtrecht UniversityUtrechtThe Netherlands
| | - Daniel P. Hart
- The Royal London Hospital Haemophilia Centre, Barts and The London School of Medicine and DentistryLondonUK
| | | | | | | | - David Lillicrap
- Department of Pathology & Molecular MedicineQueen’s UniversityKingstonONCanada
| | - Mike Makris
- Department of Infection, Immunity& Cardiovascular DiseaseUniversity of SheffieldSheffieldUK
| | - Ron Mathôt
- Hospital Pharmacy–Clinical PharmacologyAcademic Medical CentreAmsterdamThe Netherlands
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Iorio A. Using pharmacokinetics to individualize hemophilia therapy. HEMATOLOGY. AMERICAN SOCIETY OF HEMATOLOGY. EDUCATION PROGRAM 2017; 2017:595-604. [PMID: 29222309 PMCID: PMC6142544 DOI: 10.1182/asheducation-2017.1.595] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Prevention and treatment of bleeding in hemophilia requires that plasma clotting factor activity of the replaced factor exceeds a defined target level. Most clinical decisions in hemophilia are based on implicit or explicit application of pharmacokinetic measures. The large interindividual variability in pharmacokinetics of factor concentrates suggests that relying on the average pharmacokinetic characteristics of factor concentrates would not allow optimizing the treatment of individual patients; for example, adjusting the frequency of infusions and targeting a specific clotting factor activity level on a case-by-case basis. However, individual pharmacokinetic profiles are seldom assessed as part of routine clinical care. Population pharmacokinetics provide options for precise and convenient characterization of pharmacokinetics characteristics of factor concentrates, simplified individual pharmacokinetic profiling, and individualized dosing. Population pharmacokinetics allow for the incorporation of determinants of interpatient variability and reduces the need for extensive postinfusion plasma sampling. Barriers to the implementation of population pharmacokinetics are the need for concentrate-specific pharmacokinetic models, Bayesian calculation power, and specific expertise for production, validation, and appraisal of forecasted estimates. Population pharmacokinetics provide an important theoretical and practical contribution to tailoring the treatment of hemophilia. The need remains for prospective exploration of the clinical impact of tailoring hemophilia treatment based on individual pharmacokinetics, and for the systematic validation of existing software solutions and concentrate-specific models.
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Affiliation(s)
- Alfonso Iorio
- Department of Health Research, Methods, Evidence, and Impact, and
- Department of Medicine, McMaster University, Hamilton, ON, Canada
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32
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McEneny-King A, Chelle P, Henrard S, Hermans C, Iorio A, Edginton AN. Modeling of Body Weight Metrics for Effective and Cost-Efficient Conventional Factor VIII Dosing in Hemophilia A Prophylaxis. Pharmaceutics 2017; 9:pharmaceutics9040047. [PMID: 29039750 PMCID: PMC5750653 DOI: 10.3390/pharmaceutics9040047] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2017] [Revised: 10/11/2017] [Accepted: 10/12/2017] [Indexed: 01/21/2023] Open
Abstract
The total body weight-based dosing strategy currently used in the prophylactic treatment of hemophilia A may not be appropriate for all populations. The assumptions that guide weight-based dosing are not valid in overweight and obese populations, resulting in overdosing and ineffective resource utilization. We explored different weight metrics including lean body weight, ideal body weight, and adjusted body weight to determine an alternative dosing strategy that is both safe and resource-efficient in normal and overweight/obese adult patients. Using a validated population pharmacokinetic model, we simulated a variety of dosing regimens using different doses, weight metrics, and frequencies; we also investigated the implications of assuming various levels of endogenous factor production. Ideal body weight performed the best across all of the regimens explored, maintaining safety while moderating resource consumption for overweight and obese patients.
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Affiliation(s)
| | - Pierre Chelle
- School of Pharmacy, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
| | - Severine Henrard
- Louvain Drug Research Institute, Clinical Pharmacy Research Group and Institute of Health and Society (IRSS), Université catholique de Louvain, 1348 Brussels, Belgium.
| | - Cedric Hermans
- Haemostasis and Thrombosis Unit, Division of Haematology, Cliniques universitaires Saint-Luc, Université catholique de Louvain, 1348 Brussels, Belgium.
| | - Alfonso Iorio
- Department of Health Evidence, Research Methods and Impact, McMaster University, Hamilton, ON L8S 4L8, Canada.
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada.
| | - Andrea N Edginton
- School of Pharmacy, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
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33
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Iorio A, Edginton AN. Exploring some intersections between pharmacokinetics, factor VIII measurement and human morphometrics - impact of recent advances in haemophilia study design on our understanding of optimal haemophilia treatment. Haemophilia 2017; 23:488-490. [PMID: 28326647 DOI: 10.1111/hae.13210] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/25/2017] [Indexed: 11/28/2022]
Affiliation(s)
- A Iorio
- Department of Health Evidence, Research Methods and Impact, McMaster University, Hamilton, Ontario, Canada
| | - A N Edginton
- School of Pharmacy, Health Sciences Campus, University of Waterloo, Waterloo, Ontario, Canada
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