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Tang S, Hu X, Bao W, Li F, Ge L, Wei H, Zhang Q, Zhang B, Zhang C, Wang Z, Li C. Development and Validation of a Nomogram Model Affecting the ACT Targeting Rate During Radiofrequency Ablation of Atrial Fibrillation in China. Cardiovasc Drugs Ther 2024; 38:1201-1214. [PMID: 37160503 DOI: 10.1007/s10557-023-07450-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/19/2023] [Indexed: 05/11/2023]
Abstract
CONTEXT A nomogram model affecting the activated clotting time (ACT) targeting rate during radiofrequency ablation of atrial fibrillation (RFCA) in China. PURPOSE The aim of this study is to develop and validate a nomogram model for predicting the activated clotting time targeting rate after the initial bolus heparin dosages during the radiofrequency catheter ablation of atrial fibrillation in China. METHODS AND RESULTS A retrospective observational study was conducted on the data of 465 patients with atrial fibrillation who underwent radiofrequency catheter ablation (RFCA) from October 2019 to June 2022. All patients were randomized into a training cohort (70%; n = 325) and a validation cohort (30%; n = 140). Independent risk factors were identified using univariate and multifactorial logistic regression analysis. The predictive nomogram model was established using R software. The nomogram was developed and evaluated based on differentiation, calibration, and clinical efficacy using concordance statistic (C-statistic), calibration plots, and decision curve analysis (DCA), respectively. The nomogram was established using three variables, including sex (OR 1.01, 95% CI 0.29-1.76, P = 0.007), heparin dose (OR 0.04; 95%CI 0.02-0.05, P < 0.001), and the baseline ACT (OR 0.03; 95%CI 0.02-0.04, P < 0.001). The C-statistic of the nomogram was 0.736 (95%CI 0.675-0.732) in the training cohort and 0.700 (95%CI 0.622-0.721) in the validation cohort. The calibration plots showed good agreement between the predictions and observations in the training and validation cohorts. The clinical decision curve also proves that the map is useful in clinical settings. CONCLUSION The nomogram model has good discrimination and accuracy, which can screen attainment groups intuitively and individually, and has a certain predictive value for the probability of ACT reaching the target after the adequate dosage of initial heparin in Chinese patients with atrial fibrillation.
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Affiliation(s)
- Shiyun Tang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Xiaoqin Hu
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Wei Bao
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Fei Li
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Liqi Ge
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Hui Wei
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Quan Zhang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Baixiang Zhang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Chaoqun Zhang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China
| | - Zhirong Wang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China.
| | - Chengzong Li
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, People's Republic of China.
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Konecki C, Lesaffre F, Guillou S, Feliu C, Dubuisson F, Labdaoui M, Faroux L, Djerada Z. Population pharmacokinetics of unfractionated heparin and multivariable analysis of activated clotting time in patients undergoing radiofrequency ablation of atrial fibrillation. Biomed Pharmacother 2024; 181:117700. [PMID: 39571244 DOI: 10.1016/j.biopha.2024.117700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 11/14/2024] [Accepted: 11/15/2024] [Indexed: 12/21/2024] Open
Abstract
INTRODUCTION Atrial fibrillation (AF) increases cardiovascular morbidity and mortality. To reduce thrombosis and bleeding risks, and due to high variability of unfractionated heparin (UFH) effect, activated clotting time (ACT) is used during radiofrequency catheter ablation (RFCA) of AF to guide UFH dose. This study aimed to develop a population PK-PD model and perform multivariable analysis in order to identify the most significant covariates associated with interindividual variability of UFH. METHODS Electronic medical records from 668 patients undergoing RFCA were analyzed, including relevant covariates. The relationship between UFH dose and ACT and the impact of the main covariates were characterized using a mixed-effect PK-PD model. Multivariable analysis was then used to identify predictors of ACT 15 minutes after UFH administration (ACT15). RESULTS A two-compartment PK model with linear elimination and a direct Emax PD model with a baseline and sigmoidicity best described the observed ACT values. Pretreatment with dabigatran, warfarin, or fluindione significantly influenced baseline ACT. Pretreatment with vitamin K antagonists or low molecular weight heparin explained Emax variability. The multivariable model identified baseline ACT, initial UFH dose, and previous anticoagulant as the main predictors of ACT15. Model evaluation through resampling and external validation showed accurate ACT15 predictions. CONCLUSION This study presents the first population PK-PD model characterizing the relationship between UFH doses and ACT during RFCA, along with multivariable analysis. Additionally, predictive calculators for ACT15 and UFH dose based on patient and procedural characteristics were developed, enhancing personalized anticoagulation management during RFCA.
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Affiliation(s)
- Celine Konecki
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Pharmacologie-Toxicologie, Pôle de Biologie Territoriale, Reims, 51100, France
| | - François Lesaffre
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Cardiologie, Reims, 51100, France
| | - Sophie Guillou
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Hématologie, Pôle de Biologie Territoriale, Reims, 51100, France
| | - Catherine Feliu
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Pharmacologie-Toxicologie, Pôle de Biologie Territoriale, Reims, 51100, France
| | - Florine Dubuisson
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Pharmacologie-Toxicologie, Pôle de Biologie Territoriale, Reims, 51100, France
| | - Moad Labdaoui
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Pharmacologie-Toxicologie, Pôle de Biologie Territoriale, Reims, 51100, France
| | - Laurent Faroux
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Cardiologie, Reims, 51100, France
| | - Zoubir Djerada
- Université de Reims Champagne Ardenne, UR 3801 PPF, Reims, 51100, France; Centre Hospitalier Universitaire de Reims, Service Pharmacologie-Toxicologie, Pôle de Biologie Territoriale, Reims, 51100, France.
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Kalscheur MM, Martini MR, Mahnke M, Osman F, Modaff DS, Fleeman BE, Kipp RT, Wright JM, Medow JE. Evaluation of an adaptive, rule-based dosing algorithm to maintain therapeutic anticoagulation during atrial fibrillation ablation. CARDIOVASCULAR DIGITAL HEALTH JOURNAL 2023; 4:173-182. [PMID: 38222102 PMCID: PMC10787148 DOI: 10.1016/j.cvdhj.2023.11.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2024] Open
Abstract
Background Cerebral thromboembolism during atrial fibrillation (AF) ablation is an infrequent (0.17%) complication in part owing to strict adherence to intraprocedural anticoagulation. Failure to maintain therapeutic anticoagulation can lead to an increase in events, including silent cerebral ischemia. Objective To evaluate a computerized, clinical decision support system (CDSS) to dose intraprocedural anticoagulation and determine if it leads to improved intraprocedural anticoagulation outcomes during AF ablation. Methods The Digital Intern dosing algorithm is an adaptive, rule-based CDSS for heparin dosing. The initial dose is calculated from the patient's weight, baseline activated clotting time (ACT), and outpatient anticoagulant. Subsequent recommendations adapt based on individual patient ACT changes. Outcomes from 50 cases prior to algorithm introduction were compared to 139 cases using the algorithm. Results Procedures using the dosing algorithm reached goal ACT (over 300 seconds) faster (17.6 ± 11.1 minutes vs 33.3 ± 23.6 minutes pre-algorithm, P < .001). ACTs fell below goal while in the LA (odds ratio 0.20 [0.10-0.39], P < .001) and rose above 400 seconds less frequently (odds ratio 0.21 [0.07-0.59], P = .003). System Usability Scale scores were excellent (96 ± 5, n = 7, score >80.3 excellent). Preprocedure anticoagulant, weight, baseline ACT, age, sex, and renal function were potential predictors of heparin dose to achieve ACT >300 seconds and final infusion rate. Conclusion A heparin dosing CDSS based on rules and adaptation to individual patient response improved maintenance of therapeutic ACT during AF ablation and was rated highly by nurses for usability.
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Affiliation(s)
- Matthew M. Kalscheur
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Matthew R. Martini
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Marcus Mahnke
- Integrated Vital Medical Dynamics, LLC, Madison, Wisconsin
| | - Fauzia Osman
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Daniel S. Modaff
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Blake E. Fleeman
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Ryan T. Kipp
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Jennifer M. Wright
- Division of Cardiovascular Medicine, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Joshua E. Medow
- Integrated Vital Medical Dynamics, LLC, Madison, Wisconsin
- Departments of Neurosurgery, Neurology, and Biomedical Engineering, Medical College of Wisconsin, Milwaukee, Wisconsin
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Zhang RF, Ma CM, Wang N, Yang MH, Li WW, Yin XM, Dong YX, Yu XH, Xiao XJ, Xia YL, Gao LJ. Appropriate intraprocedural initial heparin dosing in patients undergoing catheter ablation for atrial fibrillation receiving uninterrupted non-vitamin-K antagonist oral anticoagulant treatment. BMC Cardiovasc Disord 2021; 21:214. [PMID: 33906609 PMCID: PMC8077881 DOI: 10.1186/s12872-021-02032-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Accepted: 04/21/2021] [Indexed: 11/18/2022] Open
Abstract
Background To clarify the appropriate initial dosage of heparin during radiofrequency catheter ablation (RFCA) in patients with atrial fibrillation (AF) receiving uninterrupted nonvitamin K antagonist oral anticoagulant (NOAC) treatment. Methods A total of 187 consecutive AF patients who underwent their first RFCA in our center were included. In the warfarin group (WG), an initial heparin dose of 100 U/kg was administered (control group: n = 38). The patients who were on NOACs were randomly divided into 3 NOAC groups (NG: n = 149), NG110, NG120, and NG130, and were administered initial heparin doses of 110 U/kg, 120 U/kg, and 130 U/kg, respectively. During RFCA, the activated clotting time (ACT) was measured every 15 min, and the target ACT was maintained at 250–350 s by intermittent heparin infusion. The baseline ACT and ACTs at each 15-min interval, the average percentage of measurements at the target ACT, and the incidence of periprocedural bleeding and thromboembolic complications were recorded and analyzed. Results There was no significant difference in sex, age, weight, or baseline ACT among the four groups. The 15 min-ACT, 30 min-ACT, and 45 min-ACT were significantly longer in the WG than in NG110 and NG120. However, no significant difference in 60 min-ACT or 75 min-ACT was detected. The average percentages of measurements at the target ACT in NG120 (82.2 ± 23.6%) and NG130 (84.8 ± 23.7%) were remarkably higher than those in the WG (63.4 ± 36.2%, p = 0.007, 0.003, respectively). These differences were independent of the type of NOAC. The proportion of ACTs in 300–350 s in NG130 was higher than in WG (32.4 ± 31.8 vs. 34.7 ± 30.6, p = 0.735). Severe periprocedural thromboembolic and bleeding complications were not observed. Conclusions For patients with AF receiving uninterrupted NOAC treatment who underwent RFCA, an initial heparin dosage of 120 U/kg or 130 U/kg can provide an adequate intraprocedural anticoagulant effect, and 130 U/kg allowed ACT to reach the target earlier. Trial registration: Registration number: ChiCTR1800016491, First Registration Date: 04/06/2018 (Chinese Clinical Trial Registry http://www.chictr.org.cn/index.aspx). Supplementary Information The online version contains supplementary material available at 10.1186/s12872-021-02032-3.
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Affiliation(s)
- Rong-Feng Zhang
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Cheng-Ming Ma
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Na Wang
- Department of Ultrasonics, Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Ming-Hui Yang
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Wen-Wen Li
- Department of Intensive care medicine, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Xiao-Meng Yin
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Ying-Xue Dong
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Xiao-Hong Yu
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Xian-Jie Xiao
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China
| | - Yun-Long Xia
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China.
| | - Lian-Jun Gao
- Department of Cardiology, Institute of Cardiovascular Diseases, First Affiliated Hospital of Dalian Medical University, 193# Lianhe Road, Shahekou District, Dalian, China.
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Safani M, Tobias S, Shandling AH, Redmond K, Lee MY. Comprehensive Intraprocedural Unfractionated Heparin Protocol During Catheter Ablation of Atrial Fibrillation in the Presence of Direct Oral Anticoagulants and Wide Spectrum of Body Mass Index. J Cardiovasc Pharmacol Ther 2021; 26:349-358. [PMID: 33749350 DOI: 10.1177/1074248421998492] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
INTRODUCTION Data on optimal dosing of unfractionated heparin (UFH) in the presence of a direct oral anticoagulant (DOAC) to achieve and maintain an activated clotting time (ACT) of ≥300 seconds during catheter ablation of atrial fibrillation (CA-AF) are limited and prevalence of obesity adds to the unpredictable response to UFH. METHODS AND RESULTS One hundred seventeen consecutive patients undergoing CA-AF were prospectively administered weight-adjusted, weight-based UFH using a pre-specified detailed protocol and retrospectively analyzed. Due to lack of distribution of UFH into muscle or adipose tissue and lower degree of vascularity in the latter compartment, each patient's ideal and actual weights were used to determine the adjusted-weight for use in all UFH doses. A UFH bolus of 200 units/kg was administered intravenously followed by an infusion of 35 units/kg/hour. The mean age was 65 years, and 85 patients (72.6%) were male. The average body mass index (BMI) was 30 (range 18-50) kg/m2. After the initial UFH bolus dose, 99 patients (84.6%) achieved ACT ≥300 sec with a mean (± SD) of 380 ± 79 sec. The mean time to reach an ACT ≥300 in all patients was 14.6 ± 12.4 minutes. Among all measured ACT values, 423 (90.8%) were ≥300 seconds. These results were consistent within all BMI categories. There were no intraprocedural thrombotic or hemorrhagic complications. Two patients (1.7%) sustained groin vascular access site hematoma without subsequent intervention and 7 patients (6%) experienced minor oozing post-procedurally. CONCLUSIONS Our comprehensive weight-adjusted, weight-based UFH protocol, during CA-AF in presence of a DOAC, rapidly achieved and maintained an effective ACT irrespective of BMI.
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Affiliation(s)
- Michael Safani
- Department of Pharmacy Services / MemorialCare Heart & Vascular Institute, Long Beach, CA, USA.,University of California, San Francisco, CA, USA
| | - Serge Tobias
- 323637MemorialCare Heart & Vascular Institute, Long Beach, CA, USA.,University of California, Irvine, CA, USA
| | - Adrian H Shandling
- 323637MemorialCare Heart & Vascular Institute, Long Beach, CA, USA.,University of California, Irvine, CA, USA
| | - Kathryn Redmond
- 323637MemorialCare Heart & Vascular Institute, Long Beach, CA, USA
| | - Mark Young Lee
- 323637MemorialCare Heart & Vascular Institute, Long Beach, CA, USA.,University of California, Irvine, CA, USA
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