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Goodman SG, Roy D, Pollack CV, Leblanc K, Kwaku KF, Barnes GD, Bonaca MP, True Hills M, Campello E, Fanikos J, Connors JM, Weitz JI. Current Gaps in the Provision of Safe and Effective Anticoagulation in Atrial Fibrillation and the Potential for Factor XI-Directed Therapeutics. Crit Pathw Cardiol 2024; 23:47-57. [PMID: 38381695 PMCID: PMC11191052 DOI: 10.1097/hpc.0000000000000351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2024]
Abstract
The global prevalence of atrial fibrillation is rapidly increasing, in large part due to the aging of the population. Atrial fibrillation is known to increase the risk of thromboembolic stroke by 5 times, but it has been evident for decades that well-managed anticoagulation therapy can greatly attenuate this risk. Despite advances in pharmacology (such as the shift from vitamin K antagonists to direct oral anticoagulants) that have increased the safety and convenience of chronic oral anticoagulation in atrial fibrillation, a preponderance of recent observational data indicates that protection from stroke is poorly achieved on a population basis. This outcomes deficit is multifactorial in origin, stemming from a combination of underprescribing of anticoagulants (often as a result of bleeding concerns by prescribers), limitations of the drugs themselves (drug-drug interactions, bioaccumulation in renal insufficiency, short half-lives that result in lapses in therapeutic effect, etc), and suboptimal patient adherence that results from lack of understanding/education, polypharmacy, fear of bleeding, forgetfulness, and socioeconomic barriers, among other obstacles. Often this adherence is not reported to treating clinicians, further subverting efforts to optimize care. A multidisciplinary, interprofessional panel of clinicians met during the 2023 International Society of Thrombosis and Haemostasis Congress to discuss these gaps in therapy, how they can be more readily recognized, and the potential for factor XI-directed anticoagulants to improve the safety and efficacy of stroke prevention. A full appreciation of this potential requires a reevaluation of traditional teaching about the "coagulation cascade" and decoupling the processes that result in (physiologic) hemostasis and (pathologic) thrombosis. The panel discussion is summarized and presented here.
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Affiliation(s)
- Shaun G. Goodman
- From the Division of Cardiology, St Michael’s Hospital, Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, ON, Canada
- Canadian VIGOUR Centre and Division of Cardiology, University of Alberta, Edmonton, AB, Canada
| | - Denis Roy
- Department of Medicine and Research Center, Montreal Heart Institute, Université de Montréal, Montreal, QC, Canada
| | - Charles V. Pollack
- Department of Emergency Medicine, University of Mississippi Medical Center, Jackson, MS
| | - Kori Leblanc
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON, Canada
| | - Kevin F. Kwaku
- Department of Medicine, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Geoffrey D. Barnes
- Department of Internal Medicine, Frankel Cardiovascular Center, University of Michigan, Ann Arbor, MI
| | - Marc P. Bonaca
- Division of Cardiology, CPC Clinical Research, University of Colorado School of Medicine, Anschutz Medical Campus, Aurora, CO
| | | | - Elena Campello
- Department of Medicine, General Internal Medicine and Thrombotic and Hemorrhagic Diseases Unit, Padova University Hospital, Padova, Italy
| | - John Fanikos
- Department of Pharmacy, Brigham and Women’s Hospital
| | - Jean M. Connors
- Hematology Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
| | - Jeffrey I. Weitz
- Department of Medicine, McMaster University, Thrombosis and Atherosclerosis Research Institute, Hamilton, ON, Canada
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Yang S, Xu Y, Zhang Y, Li D, Li X. Effectiveness and Safety of Different Oral Anticoagulants with P-glycoprotein/ CYP3A4 Inhibitors: A Network Meta-analysis. Curr Pharm Des 2024; 30:1167-1177. [PMID: 38523519 DOI: 10.2174/0113816128293940240315073345] [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: 12/27/2023] [Revised: 02/26/2024] [Accepted: 02/27/2024] [Indexed: 03/26/2024]
Abstract
BACKGROUND Metabolism of oral anticoagulants (OAC) is affected by P-glycoprotein (P-gp)/ CYP3A4 enzyme. However, the P-gp/CYP3A4 inhibitors are unavoidably used with OACs. METHODS Medline, Cochrane, and Embase were systematically searched for randomized controlled trials and cohort studies from inception till 23rd November, 2022 to assess the safety and effectiveness of OACs when concomitantly used with P-gp/CYP3A4 inhibitors. The primary outcomes were major bleeding and gastrointestinal (GI) bleeding. Secondary outcomes were stroke/systemic embolism (SE), all-cause mortality, any bleeding as well as intracranial hemorrhage (ICH). We estimated summary odds ratios (OR) with 95% credible intervals (CI) using pairwise and network meta-analysis with random effects. RESULTS A total of 11 studies involving 37,973 patients were included. When concomitantly used with P-pg/ CYP3A4 inhibitors, network meta-analysis indicated that dabigatran, apixaban, and edoxaban were associated with significantly lower risk of major bleeding compared to rivaroxaban, with ORs of 0.56, 0.51 and 0.48, respectively. Rivaroxaban and dabigatran were associated with a significantly increased risk of GI bleeding than warfarin, apixaban and edoxaban. Dabigatran and apixaban were linked with significantly lower risk of any bleeding compared with warfarin (ORs were 0.75 and 0.68, respectively) or rivaroxaban (ORs were 0.67 and 0.60, respectively). Apixaban (OR 0.32) and edoxaban (OR 0.35) were associated with a lower risk of ICH compared with warfarin. There was no difference between any OACs in terms of stroke/SE or all-cause mortality. CONCLUSION When concomitantly used with P-gp/CYP3A4 inhibitors, apixaban and edoxaban were associated with a lower risk of bleeding, though no significant difference in effectiveness was observed among all OACs.
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Affiliation(s)
- Siyu Yang
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Ye Xu
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Yang Zhang
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Dandan Li
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Xingang Li
- Department of Pharmacy, Beijing Friendship Hospital, Capital Medical University, Beijing, China
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Grymonprez M, Carnoy L, Capiau A, Boussery K, Mehuys E, De Backer TL, Steurbaut S, Lahousse L. Impact of P-glycoprotein and CYP3A4-interacting drugs on clinical outcomes in patients with atrial fibrillation using non-vitamin K antagonist oral anticoagulants: a nationwide cohort study. EUROPEAN HEART JOURNAL. CARDIOVASCULAR PHARMACOTHERAPY 2023; 9:722-730. [PMID: 37791408 DOI: 10.1093/ehjcvp/pvad070] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 07/03/2023] [Accepted: 10/02/2023] [Indexed: 10/05/2023]
Abstract
AIMS The clinical relevance of common pharmacokinetic interactions with non-vitamin K antagonist oral anticoagulants (NOACs) often remains unclear. Therefore, the impact of P-glycoprotein (P-gp) and CYP3A4 inhibitors and inducers on clinical outcomes in NOAC-treated patients with atrial fibrillation (AF) was investigated. METHODS AND RESULTS AF patients were included between 2013 and 2019 using Belgian nationwide data. Concomitant use of P-gp/CYP3A4-interacting drugs at the time of NOAC initiation was identified. Among 193 072 NOAC-treated AF patients, 46 194 (23.9%) and 2903 (1.5%) subjects concomitantly used a P-gp/CYP3A4 inhibitor or inducer, respectively. After multivariable adjustment, concomitant use of P-gp/CYP3A4 inhibitors was associated with significantly higher major bleeding [adjusted hazard ratio (aHR) 1.24, 95% confidence interval (CI) (1.18-1.30)] and all-cause mortality risks [aHR 1.07, 95% CI (1.02-1.11)], but not with thromboembolism in NOAC-treated AF patients. A significantly increased risk of major bleeding was observed with amiodarone [aHR 1.27, 95% CI (1.21-1.34)], diltiazem [aHR 1.28, 95% CI (1.13-1.46)], verapamil [aHR 1.36, 95% CI (1.03-1.80)], ticagrelor [aHR 1.50, 95% CI (1.20-1.87)], and clarithromycin [aHR 1.55, 95% CI (1.14-2.11)]; and in edoxaban [aHR 1.24, 95% CI (1.06-1.45)], rivaroxaban [aHR 1.25, 95% CI (1.16-1.34)], and apixaban users [aHR 1.27, 95% CI (1.16-1.39)], but not in dabigatran users [aHR 1.07, 95% CI (0.94-1.23)]. Concomitant use of P-gp/CYP3A4 inducers (e.g. antiepileptic drugs like levetiracetam) was associated with a significantly higher stroke risk [aHR 1.31, 95% CI (1.03-1.68)], but not with bleeding or all-cause mortality. CONCLUSION Concomitant use of P-gp/CYP3A4 inhibitors was associated with higher bleeding and all-cause mortality risks in NOAC users, whereas the use of P-gp/CYP3A4 inducers was associated with higher stroke risks.
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Affiliation(s)
- Maxim Grymonprez
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
| | - Laura Carnoy
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
| | - Andreas Capiau
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
| | - Koen Boussery
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
| | - Els Mehuys
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
| | - Tine L De Backer
- Department of Cardiology, Ghent University Hospital, C. Heymanslaan 10, 9000, Ghent, Belgium
| | - Stephane Steurbaut
- Centre for Pharmaceutical Research, Research group of Clinical Pharmacology and Clinical Pharmacy, Vrije Universiteit Brussel, Laarbeeklaan 103, 1090, Jette, Belgium
- Department of Hospital Pharmacy, UZ Brussel, Laarbeeklaan 101, 1090, Jette, Belgium
| | - Lies Lahousse
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, Rotterdam 3000, CA, The Netherlands
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Towards artificial intelligence-based learning health system for population-level mortality prediction using electrocardiograms. NPJ Digit Med 2023; 6:21. [PMID: 36747065 PMCID: PMC9902450 DOI: 10.1038/s41746-023-00765-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 01/21/2023] [Indexed: 02/08/2023] Open
Abstract
The feasibility and value of linking electrocardiogram (ECG) data to longitudinal population-level administrative health data to facilitate the development of a learning healthcare system has not been fully explored. We developed ECG-based machine learning models to predict risk of mortality among patients presenting to an emergency department or hospital for any reason. Using the 12-lead ECG traces and measurements from 1,605,268 ECGs from 748,773 healthcare episodes of 244,077 patients (2007-2020) in Alberta, Canada, we developed and validated ResNet-based Deep Learning (DL) and gradient boosting-based XGBoost (XGB) models to predict 30-day, 1-year, and 5-year mortality. The models for 30-day, 1-year, and 5-year mortality were trained on 146,173, 141,072, and 111,020 patients and evaluated on 97,144, 89,379, and 55,650 patients, respectively. In the evaluation cohort, 7.6%, 17.3%, and 32.9% patients died by 30-days, 1-year, and 5-years, respectively. ResNet models based on ECG traces alone had good-to-excellent performance with area under receiver operating characteristic curve (AUROC) of 0.843 (95% CI: 0.838-0.848), 0.812 (0.808-0.816), and 0.798 (0.792-0.803) for 30-day, 1-year and 5-year prediction, respectively; and were superior to XGB models based on ECG measurements with AUROC of 0.782 (0.776-0.789), 0.784 (0.780-0.788), and 0.746 (0.740-0.751). This study demonstrates the validity of ECG-based DL mortality prediction models at the population-level that can be leveraged for prognostication at point of care.
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Honda T, Abe K, Oda M, Harada F, Maruyama K, Aoyagi H, Miura R, Konno K, Arizumi T, Asaoka Y, Kodashima S, Kozuma K, Yamamoto T, Tanaka A. Gastrointestinal bleeding during direct oral anticoagulants therapy in patients with nonvalvular atrial fibrillation and risk of polypharmacy. J Clin Pharmacol 2022; 62:1548-1556. [PMID: 35699131 DOI: 10.1002/jcph.2106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 06/03/2022] [Indexed: 11/06/2022]
Abstract
Although concomitant medications have been raised as a factor affecting hemorrhage during direct oral anticoagulants (DOACs) therapy, details remain unelucidated. This study was conducted to clarify the relationship between concomitant medications with possible pharmacokinetic interactions and number of concomitant medications, and bleeding and embolism in patients with nonvalvular atrial fibrillation on DOACs. The subjects were 1,010 patients prescribed DOACs from a single-center at the Teikyo University Hospital between April 2011 and June 2018. This study was an exploratory analysis and investigated their course between the first prescription and December 2018, including the presence or absence of clinically relevant bleeding, gastrointestinal bleeding, and major cardiovascular and cerebrovascular events. Impacts of medications were evaluated by the general linear model with inverse probability-weighted propensity score. The observation period was 2,272 patient-years. The rate of bleeding was 4.7%/year, gastrointestinal bleeding was 2.8%/year, and major cardiovascular and cerebrovascular events was 2.0%/year. Taking 10 or more oral medications concurrently was a significant risk for gastrointestinal bleeding (hazard ratio, 2.046 [1.188-3.526]; p = 0.010). Nonsteroidal anti-inflammatory drugs (NSAIDs) were the only significant risk for gastrointestinal bleeding. Clinicians should be aware of gastrointestinal bleeding when using DOACs with patients taking more than 10 medications and/or NSAIDs. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Taku Honda
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Koichiro Abe
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Minoru Oda
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Fumito Harada
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Kyohei Maruyama
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Hitoshi Aoyagi
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Ryo Miura
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Kumiko Konno
- Division of Cardiology, Department of Medicine, Teikyo University school of Medicine
| | - Toshihiko Arizumi
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Yoshinari Asaoka
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Shinya Kodashima
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Ken Kozuma
- Division of Cardiology, Department of Medicine, Teikyo University school of Medicine
| | - Takatsugu Yamamoto
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
| | - Atsushi Tanaka
- Division of Gastroenterology, Department of Medicine, Teikyo University School of Medicine
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Marchesini F, Ossato A, Zendrini A, Arginelli F, Zuppini T, Realdon N, Zamperini M, Tessari R. Dabigatran-Induced Nephropathy and Gastrointestinal Bleeding and Its Successful Treatment with Idarucizumab: A Case Report. Hosp Pharm 2021; 57:241-245. [PMID: 35601714 PMCID: PMC9117771 DOI: 10.1177/00185787211016335] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Recently, the atrial fibrillation treatment guidelines have been updated to now recommend Non-vitamin K antagonist oral anticoagulants (NOACs) as the preferred alternative to warfarin for systemic embolism and stroke prevention in patients with non-valvular atrial fibrillation. NOACs have major pharmacologic advantages over warfarin, although the most common complications are gastrointestinal bleeding and NOAC-induced nephropathy within 6 weeks after starting therapy, as several recent case-reports stated. We are reporting for the first time a chronic delayed adverse reaction (regularly reported to Authorities) observed in an 82-year-old woman 27 months after starting dabigatran (110 mg twice a day), characterized by concomitant gastrointestinal bleeding and nephropathy. Idarucizumab administration immediately improved both bleeding and renal parameters. Moreover, we are going to highlight the importance of the compliance, the adherence to the therapeutic plan and the supervision of the Hospital Pharmacy on drug prescriptions. In fact in our case, dabigatran was firstly prescribed by the neurologist and delivered by the hospital pharmacy, but the patient continued the treatment for 27 months, prescribed by general practitioner without any laboratory control. This lack of supervision certainly contributed to the onset of the adverse reaction reported.
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Affiliation(s)
| | | | - Alberto Zendrini
- IRCCS Ospedale Sacro Cuore Don Calabria, Negrar di Valpolicella, Italy
| | | | - Teresa Zuppini
- IRCCS Ospedale Sacro Cuore Don Calabria, Negrar di Valpolicella, Italy
| | | | - Massimo Zamperini
- IRCCS Ospedale Sacro Cuore Don Calabria, Negrar di Valpolicella, Italy
| | - Roberto Tessari
- IRCCS Ospedale Sacro Cuore Don Calabria, Negrar di Valpolicella, Italy
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