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Yeo M, Lee SR, Choi EK, Choi J, Lee KY, Ahn HJ, Kwon S, Park HS, Kim HK, Oh S, Lip GYH. Plasma apixaban concentrations and thrombin generation assay parameters in response to dose reduction for atrial fibrillation. Br J Clin Pharmacol 2024. [PMID: 39147597 DOI: 10.1111/bcp.16211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 07/03/2024] [Accepted: 07/21/2024] [Indexed: 08/17/2024] Open
Abstract
AIMS To investigate plasma apixaban concentrations and thrombin generation assay (TGA) parameters across different apixaban doses in atrial fibrillation patients who had dose-reduction criteria for apixaban. METHODS This observational study included 374 patients (mean age 75.6 ± 7.7 years, 54.8% female) with dose-reduction criteria for apixaban. The patients were divided into 3 groups: (i) on-label standard dose (5 mg twice daily, n = 166); (ii) on-label reduced dose (2.5 mg twice daily, n = 55); and (iii) off-label underdose (2.5 mg twice daily, n = 153). Apixaban concentrations determined via the anti-Xa assay and TGA parameters were compared at trough levels. RESULTS The off-label underdose group exhibited significantly lower apixaban trough concentrations than the on-label reduced-dose and standard-dose groups (56.7 ± 42.9 vs. 83.7 ± 70.4 vs. 129.9 ± 101.8 ng/mL, all P < .001). Less than 70% of all patients fell within the expected range of apixaban concentrations. Proportions exceeding the upper limit of the expected range were significantly lower in the off-label underdose group (1.3%) than in the on-label reduced-dose (9.1%, P = .005) and standard-dose (12.7%, P < .001) groups. The TGA parameters showed the on-label standard-dose group displaying the lowest thrombogenic profiles. Lower creatinine clearance was the most significant predictor of higher apixaban concentrations. CONCLUSION Off-label underdosed apixaban resulted in lower apixaban concentrations than both on-label standard and reduced-dose regimens. A considerable proportion of the patients exhibited apixaban concentrations outside the expected range, suggesting the potential benefits of plasma concentration monitoring. Further studies are needed to compare dosages directly, investigate the impact of plasma apixaban concentration monitoring and validate the current dose-reduction criteria.
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Affiliation(s)
- Muhan Yeo
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - So-Ryoung Lee
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Eue-Keun Choi
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - JungMin Choi
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Kyung-Yeon Lee
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Hyo-Jeong Ahn
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Soonil Kwon
- Department of Internal Medicine, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul, Republic of Korea
| | - Hyoung-Seob Park
- Department of Internal Medicine, Keimyung University Dongsan Medical Centre, Daegu, Republic of Korea
| | - Hyun Kyung Kim
- Department of Laboratory Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Seil Oh
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Gregory Y H Lip
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Chest and Heart Hospital, Liverpool, United Kingdom
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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2
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Pereira Portela C, Stirnimann G, Kröll D, Aliotta A, Veuthey L, Zermatten MG, Alberio L, Bertaggia Calderara D. Intrinsic coagulant potential modulates anticoagulant efficacy of rivaroxaban. Thromb Res 2024; 237:34-36. [PMID: 38547692 DOI: 10.1016/j.thromres.2024.03.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 02/29/2024] [Accepted: 03/04/2024] [Indexed: 04/29/2024]
Affiliation(s)
- Cindy Pereira Portela
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Guido Stirnimann
- Department of Visceral Surgery and Medicine, Inselspital, University Hospital and University of Bern, Bern, Switzerland
| | - Dino Kröll
- Department of Visceral Surgery and Medicine, Inselspital, University Hospital and University of Bern, Bern, Switzerland
| | - Alessandro Aliotta
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Lucas Veuthey
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Maxime G Zermatten
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Lorenzo Alberio
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
| | - Debora Bertaggia Calderara
- Division of Hematology and Central Hematology Laboratory, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
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3
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Rayatdoost F, Deventer K, Rossaint R, Schöchl H, Grottke O. Comparative analysis of andexanet alfa and prothrombin complex concentrate in reversing anticoagulation by rivaroxaban ex vivo. Br J Anaesth 2024; 132:251-259. [PMID: 38030550 DOI: 10.1016/j.bja.2023.10.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 09/13/2023] [Accepted: 10/07/2023] [Indexed: 12/01/2023] Open
Abstract
BACKGROUND The comparative effectiveness of the specific antidote andexanet alfa vs the nonspecific therapy four-factor prothrombin complex concentrates (4F-PCCs) as reversal agents for direct factor Xa (FXa) inhibitors in severely bleeding patients is unclear. We hypothesised that specific reversal using andexanet alfa would be more effective than a high dose of PCC (50 IU kg-1) for reversing the FXa inhibitor rivaroxaban. METHODS The reversal potential of andexanet alfa, various 4F-PCCs, and activated PCC was investigated ex vivo in human blood anticoagulated with rivaroxaban (37.5, 75, 150, and 300 ng ml-1) using a panel of coagulation parameters, including conventional coagulation assays, thrombin generation, and a newly developed viscoelastometric device. We simulated in vivo conditions of coagulation activation and fibrin formation using flow chamber experiments of thrombogenicity potential under arterial flow conditions. RESULTS The 4F-PCCs normalised clotting profiles only at low rivaroxaban concentrations, whereas andexanet alfa and activated PCC significantly shortened clotting time at all rivaroxaban concentrations. Only andexanet alfa restored thrombin generation to baseline. Flow chamber results showed that various 4F-PCCs concentration-dependently restored clot formation. CONCLUSIONS In contrast to thrombin generation measurements, haemostatic reversal of rivaroxaban using high-dose 4F-PCCs exhibited similar efficacy as andexanet alfa in flow chamber experiments. The haemostatic effects of 4F-PCCs and andexanet alfa in the context of bleeding patients taking FXa inhibitors requires further study.
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Affiliation(s)
- Farahnaz Rayatdoost
- Department of Anaesthesiology, RWTH Aachen University Hospital, Aachen, Germany
| | - Katharina Deventer
- Department of Anaesthesiology, RWTH Aachen University Hospital, Aachen, Germany
| | - Rolf Rossaint
- Department of Anaesthesiology, RWTH Aachen University Hospital, Aachen, Germany
| | - Herbert Schöchl
- Department of Anaesthesiology and Intensive Care Medicine, AUVA Trauma Centre Salzburg, Paracelsus Medical University, Salzburg, Austria; Ludwig Boltzmann Institute for Traumatology, The Research Centre in Cooperation with AUVA, Vienna, Austria
| | - Oliver Grottke
- Department of Anaesthesiology, RWTH Aachen University Hospital, Aachen, Germany.
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4
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Martinez-Sanchez J, Castrillo L, Jerez D, Torramade-Moix S, Palomo M, Mendieta G, Zafar MU, Moreno-Castaño AB, Sanchez P, Badimon JJ, Diaz-Ricart M, Escolar G, Roqué M. Antithrombotic and prohemorrhagic actions of different concentrations of apixaban in patients exposed to single and dual antiplatelet regimens. Sci Rep 2023; 13:22969. [PMID: 38151494 PMCID: PMC10752876 DOI: 10.1038/s41598-023-50347-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 12/19/2023] [Indexed: 12/29/2023] Open
Abstract
We evaluated modifications in the hemostatic balance of different concentrations of apixaban (APIX) in 25 healthy donors and 53 patients treated with aspirin (ASA, n = 21), ASA and clopidogrel (ASA + CLOPI, n = 11), or ASA and ticagrelor (ASA + TICA, n = 21). Blood samples from participants were spiked ex vivo with apixaban 0 (APIX0), 40 (APIX40), and 160 ng/mL (APIX160). We assessed the effects of APIX on (1) clot formation, by ROTEM thromboelastometry; (2) thrombin generation primed by platelets; and (3) platelet and fibrin interactions with a thrombogenic surface, in a microfluidic model with circulating blood. APIX caused dose-related prolongations of clotting time with minimal impact on other ROTEM parameters. Thrombin generation was significantly inhibited by APIX160, with ASA + TICA actions showing the strongest inhibition (p < 0.01 vs APIX0). Microfluidic studies showed that APIX160 was more potent at suppressing platelet and fibrin interactions (p < 0.001 vs. APIX0). APIX40 demonstrated a consistent antithrombotic action but with a favorable protective effect on the structural quality of fibrin. APIX potentiated the antithrombotic effects of current antiplatelet regimens. APIX at 40 ng/mL, enhanced the antithrombotic action of single or dual antiplatelet regimens but was more conservative for hemostasis than the 160 ng/mL concentration.
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Affiliation(s)
- Julia Martinez-Sanchez
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
- Josep Carreras Leukaemia Research Institute (Campus Clinic), Barcelona, Spain
- Barcelona Endothelium Team, Barcelona, Spain
| | - Leticia Castrillo
- Department of Cardiology, ICCV, Hospital Clinic de Barcelona, IDIBAPS, Universitat de Barcelona, Villarroel 170, 08036, Barcelona, Spain
| | - Didac Jerez
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
| | - Sergi Torramade-Moix
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
| | - Marta Palomo
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
- Barcelona Endothelium Team, Barcelona, Spain
- Hematology External Quality Assessment Laboratory, CDB, Hospital Clinic de Barcelona, Barcelona, Spain
| | - Guiomar Mendieta
- Department of Cardiology, ICCV, Hospital Clinic de Barcelona, IDIBAPS, Universitat de Barcelona, Villarroel 170, 08036, Barcelona, Spain
| | - M Urooj Zafar
- Department of Medicine, AtheroThrombosis Research Unit (ATRU), Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Ana Belén Moreno-Castaño
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
- Barcelona Endothelium Team, Barcelona, Spain
| | - Pablo Sanchez
- Department of Marine Biology and Oceanography, Institut de Ciències del Mar, Spanish National Research Council, Barcelona, Spain
| | - Juan Jose Badimon
- Department of Medicine, AtheroThrombosis Research Unit (ATRU), Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Maribel Diaz-Ricart
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
- Barcelona Endothelium Team, Barcelona, Spain
| | - Gines Escolar
- Hemostasis and Erythropathology LaboratoryHematopathologyDepartment of Pathology, Centre de Diagnostic Biomedic (CDB), Hospital Clinic de Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain
- Barcelona Endothelium Team, Barcelona, Spain
| | - Mercè Roqué
- Department of Cardiology, ICCV, Hospital Clinic de Barcelona, IDIBAPS, Universitat de Barcelona, Villarroel 170, 08036, Barcelona, Spain.
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5
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Koscielny J, Birschmann I, Bauersachs R, Trenk D, Langer F, Möhnle P, Beyer-Westendorf J. [Basics for the Use of Andexanet]. Hamostaseologie 2023; 43:398-409. [PMID: 37813368 DOI: 10.1055/a-2136-2391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/11/2023] Open
Abstract
BACKGROUND For life-threatening or uncontrollable bleeding in association with the thrombin inhibitor dabigatran, the monoclonal antibody fragment idarucizumab is available, and for bleeding in association with the direct factor Xa inhibitors rivaroxaban or apixaban, the modified recombinant FXa protein andexanet is available for reversal. These antidotes represent emergency drugs that are typically used only after performing guideline-compliant multimodal measures. METHODS An interdisciplinary group of experienced experts in the fields of angiology, hematology, internal medicine, clinical pharmacology, laboratory medicine, transfusion medicine, anesthesiology, intensive care, and hemostaseology developed recommendations relevant to daily clinical practice based on the current scientific evidence. RESULTS Reversal of oral anticoagulants should be considered for severe bleeding in the following situations: (1) life-threatening bleeding or refractory hemorrhagic shock, (2) intracerebral bleeding, or (3) endoscopically unstoppable gastrointestinal bleeding. After successful hemostasis, anticoagulation (e.g., direct oral anticoagulant, vitamin K antagonist, and heparin) should be resumed promptly, taking into account individual bleeding and thromboembolic risk. DISCUSSION This article aims to facilitate the management of patients with andexanet by all medical disciplines involved, thereby ensuring optimal care of patients during bleeding episodes.
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Affiliation(s)
- J Koscielny
- Charité, Universitätsmedizin Berlin, Gerinnungsambulanz mit Hämophiliezentrum, Berlin, Germany
| | - I Birschmann
- Herz- und Diabeteszentrum Nordrhein-Westfalen, Institut für Laboratoriums- und Transfusionsmedizin, Universitätsklinik der Ruhr-Universität Bochum, Bochum, Germany
| | - R Bauersachs
- Cardioangiologisches Centrum Bethanien, CCB, Frankfurt am Main, Germany
- Center for Vascular Research, München, Germany
| | - D Trenk
- Universitätsklinikum Freiburg, Universitat-Herzzentrum, Klinik für Kardiologie und Angiologie - Klinische Pharmakologie, Bad Krozingen, Germany
| | - F Langer
- Universitätsklinikum Eppendorf, Zentrum für Onkologie, II. Medizinische Klinik und Poliklinik (Gerinnungsambulanz und Hämophiliezentrum), Hamburg, Germany
| | - P Möhnle
- Abteilung für Transfusionsmedizin, Zelltherapeutika und Hämostaseologie, LMU Klinikum München, München, Germany
| | - J Beyer-Westendorf
- Thromboseforschung und Gerinnungsstörungen, Universitätsklinikum Carl Gustav Carus, Med. Klinik I, Dresden, Germany
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6
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Burger A, Studt JD, Mendez A, Alberio L, Fontana P, Wuillemin WA, Schmidt A, Graf L, Gerber B, Bovet C, Sauter TC, Binder NB, Nagler M. Determination of Anti-Xa Inhibitor Plasma Concentrations Using a Universal Edoxaban Calibrator. Diagnostics (Basel) 2023; 13:2128. [PMID: 37371023 DOI: 10.3390/diagnostics13122128] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 06/18/2023] [Accepted: 06/19/2023] [Indexed: 06/29/2023] Open
Abstract
A universal calibrator for the determination of all anti-Xa inhibitors would support laboratory processes. We aimed to test the clinical performance of an anti-Xa assay utilizing a universal edoxaban calibrator to determine clinically relevant concentrations of all anti-Xa inhibitors. Following a pilot study, we enrolled 553 consecutive patients taking rivaroxaban, edoxaban, or apixaban from nine study centers in a prospective cross-sectional study. The Technochrom® anti-Xa assay was conducted using the Technoview® edoxaban calibrator. Using ultra-high-performance liquid chromatography-tandem mass spectrometry (LC-MS/MS), anti-Xa inhibitor drug concentrations were determined. Sensitivities and specificities to detect three clinically relevant drug concentrations (30 µgL-1, 50 µgL-1, 100 µgL-1) were determined. Overall, 300 patients treated with rivaroxaban, 221 with apixaban, and 32 with edoxaban were included. The overall correlation coefficient (rs) was 0.95 (95% CI 0.94, 0.96). An area under the receiver operating characteristic curve of 0.96 for 30 µgL-1, 0.98 for 50 µgL-1, and 0.99 for 100 µgL-1 was found. The sensitivities were 92.3% (95% CI 89.2, 94.6), 92.7% (89.4, 95.1), and 94.8% (91.1, 97.0), respectively (specificities 82.2%, 93.7%, and 94.4%). In conclusion, the clinical performance of a universal, edoxaban-calibrated anti-Xa assay was solid and most drug concentrations were predicted correctly.
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Affiliation(s)
- Annika Burger
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Jan-Dirk Studt
- Division of Medical Oncology and Hematology, University Hospital Zurich, University of Zurich, 8006 Zurich, Switzerland
| | - Adriana Mendez
- Institute for Laboratory Medicine, Kantonsspital Aarau, 5001 Aarau, Switzerland
| | - Lorenzo Alberio
- Service and Central Laboratory of Hematology, Centre Hospitalier Universitaire Vaudois (CHUV), 1011 Lausanne, Switzerland
| | - Pierre Fontana
- Division of Angiology and Hemostasis, Geneva University Hospital, 1205 Geneva, Switzerland
| | - Walter A Wuillemin
- Division of Hematology, Hematology Laboratory, Cantonal Hospital of Lucerne, University of Bern, 3012 Bern, Switzerland
| | - Adrian Schmidt
- Institute of Laboratory Medicine, Clinic of Medical Oncology and Hematology, Municipal City Hospital Zurich Triemli, 8063 Zurich, Switzerland
| | - Lukas Graf
- Centre for Laboratory Medicine, 9001 St. Gallen, Switzerland
| | - Bernhard Gerber
- Clinic of Hematology, Oncology Institute of Southern Switzerland, 6500 Bellinzona, Switzerland
| | - Cédric Bovet
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| | - Thomas C Sauter
- Department of Emergency Medicine, Inselspital, Bern University Hospital, 3010 Bern, Switzerland
| | - Nikolaus B Binder
- Technoclone Herstellung von Diagnostika und Arzneimitteln GmbH, 1230 Vienna, Austria
| | - Michael Nagler
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
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7
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Foulon-Pinto G, Lafuente-Lafuente C, Jourdi G, Guen JL, Tall F, Puymirat E, Delrue M, Rivière L, Ketz F, Gouin-Thibault I, Mullier F, Gaussem P, Pautas E, Lecompte T, Curis E, Siguret V. Assessment of DOAC in GEriatrics (Adage Study): Rivaroxaban/Apixaban Concentrations and Thrombin Generation Profiles in NVAF Very Elderly Patients. Thromb Haemost 2023; 123:402-414. [PMID: 36395818 PMCID: PMC10060059 DOI: 10.1055/a-1981-1763] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Although a growing number of very elderly patients with atrial fibrillation (AF), multiple conditions, and polypharmacy receive direct oral anticoagulants (DOACs), few studies specifically investigated both apixaban/rivaroxaban pharmacokinetics and pharmacodynamics in such patients. AIMS To investigate: (1) DOAC concentration-time profiles; (2) thrombin generation (TG); and (3) clinical outcomes 6 months after inclusion in very elderly AF in-patients receiving rivaroxaban or apixaban. METHODS Adage-NCT02464488 was an academic prospective exploratory multicenter study, enrolling AF in-patients aged ≥80 years, receiving DOAC for at least 4 days. Each patient had one to five blood samples at different time points over 20 days. DOAC concentrations were determined using chromogenic assays. TG was investigated using ST-Genesia (STG-ThromboScreen, STG-DrugScreen). RESULTS We included 215 patients (women 71.1%, mean age: 87 ± 4 years), 104 rivaroxaban and 111 apixaban, and 79.5% receiving reduced-dose regimen. We observed important inter-individual variabilities (coefficient of variation) whatever the regimen, at C max [49-46%] and C min [75-61%] in 15 mg rivaroxaban and 2.5 mg apixaban patients, respectively. The dose regimen was associated with C max and C min plasma concentrations in apixaban (p = 0.0058 and p = 0.0222, respectively), but not in rivaroxaban samples (multivariate analysis). Moreover, substantial variability of thrombin peak height (STG-ThromboScreen) was noticed at a given plasma concentration for both xabans, suggesting an impact of the underlying coagulation status on TG in elderly in-patients. After 6-month follow-up, major bleeding/thromboembolic event/death rates were 6.7%/1.0%/17.3% in rivaroxaban and 5.4%/3.6%/18.9% in apixaban patients, respectively. CONCLUSION Our study provides original data in very elderly patients receiving DOAC in a real-life setting, showing great inter-individual variability in plasma concentrations and TG parameters. Further research is needed to understand the potential clinical impact of these findings.
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Affiliation(s)
- Geoffrey Foulon-Pinto
- Université Paris Cité, INSERM UMR-S-1140, Innovations Thérapeutiques en Hémostase, Paris, France.,Service d'Hématologie Biologique, AP-HP. Université Paris Cité, Hôpital Lariboisière, Paris, France
| | - Carmelo Lafuente-Lafuente
- Service de gériatrie à orientation cardiologique et neurologique, AP-HP, Sorbonne Université, Hôpitaux universitaires Pitié-Salpêtrière-Charles Foix, Ivry-sur-Seine, France.,CEpiA Team (Clinical Epidemiology and Ageing), Université Paris Est Créteil, INSERM, IMRB, Créteil, France
| | - Georges Jourdi
- Université Paris Cité, INSERM UMR-S-1140, Innovations Thérapeutiques en Hémostase, Paris, France.,Research Center, Institut de Cardiologie de Montréal - Université de Montréal, Montréal, QC, Canada
| | - Julien Le Guen
- Service de Gériatrie, AP-HP. Université Paris Cité, Hôpital Européen Georges Pompidou, Paris, France
| | - Fatoumata Tall
- Service de Gériatrie, AP-HP. Université Paris Cité, Hôpital Rothschild, Paris, France
| | - Etienne Puymirat
- Service de Cardiologie, AP-HP. Université de Paris Cité, Hôpital Européen Georges Pompidou, Paris, France
| | - Maxime Delrue
- Service d'Hématologie Biologique, AP-HP. Université Paris Cité, Hôpital Lariboisière, Paris, France
| | - Léa Rivière
- Service de gériatrie aiguë polyvalente, Hôpital Charles-Foix, AP-HP Sorbonne Université, Ivry-sur-Seine, France, UFR Médecine Sorbonne Université, Paris, France
| | - Flora Ketz
- Service de gériatrie aiguë polyvalente, Hôpital Charles-Foix, AP-HP Sorbonne Université, Ivry-sur-Seine, France, UFR Médecine Sorbonne Université, Paris, France
| | - Isabelle Gouin-Thibault
- INSERM, CIC 1414 (Centre d'Investigation Clinique de Rennes), Université de Rennes, CHU de Rennes, Rennes, France.,Service d'Hématologie Biologique, CHU de Rennes, Rennes, France
| | - François Mullier
- Department of Laboratory Medicine, Namur Thrombosis and Hemostasis Center (NTHC), Université Catholique de Louvain, Yvoir, Belgium.,Hematology-Hemostasis Laboratory, CHU UCL Namur, Yvoir, Belgium
| | - Pascale Gaussem
- Université Paris Cité, INSERM UMR-S-1140, Innovations Thérapeutiques en Hémostase, Paris, France.,Service d'Hématologie Biologique, AP-HP. Université Paris Cité, Hôpital Européen Georges Pompidou, Paris, France
| | - Eric Pautas
- Université Paris Cité, INSERM UMR-S-1140, Innovations Thérapeutiques en Hémostase, Paris, France.,Service de gériatrie aiguë polyvalente, Hôpital Charles-Foix, AP-HP Sorbonne Université, Ivry-sur-Seine, France, UFR Médecine Sorbonne Université, Paris, France
| | - Thomas Lecompte
- Service d'Hématologie Biologique, CHU de Rennes, Rennes, France.,Université de Lorraine, Faculté de médecine de Nancy, Nancy, France
| | - Emmanuel Curis
- Université de Paris Cité, UR 7537 BioSTM (Biostatistics), Faculté de Pharmacie, Paris, France
| | - Virginie Siguret
- Université Paris Cité, INSERM UMR-S-1140, Innovations Thérapeutiques en Hémostase, Paris, France.,Service d'Hématologie Biologique, AP-HP. Université Paris Cité, Hôpital Lariboisière, Paris, France
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8
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Nilius H, Cuker A, Haug S, Nakas C, Studt JD, Tsakiris DA, Greinacher A, Mendez A, Schmidt A, Wuillemin WA, Gerber B, Kremer Hovinga JA, Vishnu P, Graf L, Kashev A, Sznitman R, Bakchoul T, Nagler M. A machine-learning model for reducing misdiagnosis in heparin-induced thrombocytopenia: A prospective, multicenter, observational study. EClinicalMedicine 2023; 55:101745. [PMID: 36457646 PMCID: PMC9706528 DOI: 10.1016/j.eclinm.2022.101745] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 10/26/2022] [Accepted: 10/27/2022] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Diagnosing heparin-induced thrombocytopenia (HIT) at the bedside remains challenging, exposing a significant number of patients at risk of delayed diagnosis or overtreatment. We hypothesized that machine-learning algorithms could be utilized to develop a more accurate and user-friendly diagnostic tool that integrates diverse clinical and laboratory information and accounts for complex interactions. METHODS We conducted a prospective cohort study including 1393 patients with suspected HIT between 2018 and 2021 from 10 study centers. Detailed clinical information and laboratory data were collected, and various immunoassays were conducted. The washed platelet heparin-induced platelet activation assay (HIPA) served as the reference standard. FINDINGS HIPA diagnosed HIT in 119 patients (prevalence 8.5%). The feature selection process in the training dataset (75% of patients) yielded the following predictor variables: (1) immunoassay test result, (2) platelet nadir, (3) unfractionated heparin use, (4) CRP, (5) timing of thrombocytopenia, and (6) other causes of thrombocytopenia. The best performing models were a support vector machine in case of the chemiluminescent immunoassay (CLIA) and the ELISA, as well as a gradient boosting machine in particle-gel immunoassay (PaGIA). In the validation dataset (25% of patients), the AUROC of all models was 0.99 (95% CI: 0.97, 1.00). Compared to the currently recommended diagnostic algorithm (4Ts score, immunoassay), the numbers of false-negative patients were reduced from 12 to 6 (-50.0%; ELISA), 9 to 3 (-66.7%, PaGIA) and 14 to 5 (-64.3%; CLIA). The numbers of false-positive individuals were reduced from 87 to 61 (-29.8%; ELISA), 200 to 63 (-68.5%; PaGIA) and increased from 50 to 63 (+29.0%) for the CLIA. INTERPRETATION Our user-friendly machine-learning algorithm for the diagnosis of HIT (https://toradi-hit.org) was substantially more accurate than the currently recommended diagnostic algorithm. It has the potential to reduce delayed diagnosis and overtreatment in clinical practice. Future studies shall validate this model in wider settings. FUNDING Swiss National Science Foundation (SNSF), and International Society on Thrombosis and Haemostasis (ISTH).
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Affiliation(s)
- Henning Nilius
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Adam Cuker
- Department of Medicine and Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sigve Haug
- Mathematical Institute, University of Bern, Bern, Switzerland
- Albert Einstein Center for Fundamental Physics and Laboratory for High Energy Physics, University of Bern, Bern, Switzerland
| | - Christos Nakas
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Laboratory of Biometry, School of Agriculture, University of Thessaly, Volos, Greece
| | - Jan-Dirk Studt
- Division of Medical Oncology and Hematology, University and University Hospital Zurich, Zurich, Switzerland
| | | | - Andreas Greinacher
- Institut für Immunologie und Transfusionsmedizin, Universitätsmedizin Greifswald, Greifswald, Germany
| | - Adriana Mendez
- Department of Laboratory Medicine, Kantonsspital Aarau, Aarau, Switzerland
| | - Adrian Schmidt
- Clinic of Medical Oncology and Hematology, Municipal Hospital Zurich Triemli, Zurich, Switzerland
| | - Walter A. Wuillemin
- Division of Hematology and Central Hematology Laboratory, Cantonal Hospital of Lucerne and University of Bern, Switzerland
| | - Bernhard Gerber
- Clinic of Hematology, Oncology Institute of Southern Switzerland, Bellinzona, Switzerland
| | - Johanna A. Kremer Hovinga
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Prakash Vishnu
- Division of Hematology, CHI Franciscan Medical Group, Seattle, United States
| | - Lukas Graf
- Cantonal Hospital of St Gallen, Switzerland
| | | | - Raphael Sznitman
- ARTORG Center for Biomedical Engineering Research, University of Bern, Bern, Switzerland
| | - Tamam Bakchoul
- Centre for Clinical Transfusion Medicine, University Hospital of Tübingen, Tübingen, Germany
| | - Michael Nagler
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Corresponding author. Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland.
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Sathanantham V, Alberio L, Bovet C, Fontana P, Gerber B, Graf L, Mendez A, Sauter TC, Schmidt A, Studt JD, Wuillemin WA, Nagler M. Prothrombinase-Induced Clotting Time to Measure Drug Concentrations of Rivaroxaban, Apixaban, and Edoxaban in Clinical Practice: A Cross-Sectional Study. LIFE (BASEL, SWITZERLAND) 2022; 12:life12071027. [PMID: 35888115 PMCID: PMC9324795 DOI: 10.3390/life12071027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/05/2022] [Accepted: 07/05/2022] [Indexed: 11/17/2022]
Abstract
Prothrombinase-induced clotting time (PiCT) is proposed as a rapid and inexpensive laboratory test to measure direct oral anticoagulant (DOAC) drug levels. In a prospective, multicenter cross-sectional study, including 851 patients, we aimed to study the accuracy of PiCT in determining rivaroxaban, apixaban, and edoxaban drug concentrations and assessed whether clinically relevant drug levels could be predicted correctly. Citrated plasma samples were collected, and the Pefakit® PiCT was utilized. Ultra-high performance liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed to measure drug concentrations. Cut-off levels were established using receiver-operating characteristics curves. We calculated sensitivities and specificities with respect to clinically relevant drug concentrations. Spearman’s correlation coefficient between PiCT and drug concentrations was 0.85 in the case of rivaroxaban (95% CI 0.82, 0.88), 0.66 for apixaban (95% CI 0.60, 0.71), and 0.78 for edoxaban (95% CI 0.65, 0.86). The sensitivity to detect clinically relevant drug concentrations was 85.1% in the case of 30 µg L−1 (95% CI 82.0, 87.7; specificity 77.9; 72.1, 82.7), 85.7% in the case of 50 µg L−1 (82.4, 88.4; specificity 77.3; 72.5, 81.5), and 85.1% in the case of 100 µg L−1 (80.9, 88.4; specificity 73.2%; 69.1, 76.9). In conclusion, the association of PiCT with DOAC concentrations was fair, and the majority of clinically relevant drug concentrations were correctly predicted.
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Affiliation(s)
- Vepusha Sathanantham
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, 3010 Bern, Switzerland; (V.S.); (C.B.)
| | - Lorenzo Alberio
- Service and Central Laboratory of Hematology, CHUV, Lausanne University Hospital, 1011 Lausanne, Switzerland;
| | - Cédric Bovet
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, 3010 Bern, Switzerland; (V.S.); (C.B.)
| | - Pierre Fontana
- Division of Angiology and Hemostasis, Geneva University Hospital, 1205 Geneva, Switzerland;
| | - Bernhard Gerber
- Clinic of Hematology, Oncology Institute of Southern Switzerland, 6500 Bellinzona, Switzerland;
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland
| | - Lukas Graf
- Centre for Laboratory Medicine St. Gallen, 9001 St. Gallen, Switzerland;
| | - Adriana Mendez
- Department of Laboratory Medicine, Cantonal Hospital Aarau, 5001 Aarau, Switzerland;
| | - Thomas C. Sauter
- Department of Emergency Medicine, Inselspital, Bern University Hospital, 3010 Bern, Switzerland;
| | - Adrian Schmidt
- Clinic of Medical Oncology and Hematology, Institute of Laboratory Medicine, City Hospital Waid and Triemli, 8063 Zurich, Switzerland;
| | - Jan-Dirk Studt
- Division of Medical Oncology and Hematology, University and University Hospital Zurich, 8091 Zurich, Switzerland;
| | - Walter A. Wuillemin
- Division of Hematology and Central Hematology Laboratory, Cantonal Hospital of Lucerne, 6000 Lucerne, Switzerland;
| | - Michael Nagler
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
- Correspondence:
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