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Teixeira BL, Cunha PS, Jacinto AS, Portugal G, Laranjo S, Valente B, Lousinha A, Cruz MC, Delgado AS, Brás M, Paulo M, Guerra C, Ramos R, Fontes I, Ferreira RC, Oliveira MM. Epicardial adipose tissue volume assessed by cardiac CT as a predictor of atrial fibrillation recurrence following catheter ablation. Clin Imaging 2024; 110:110170. [PMID: 38696998 DOI: 10.1016/j.clinimag.2024.110170] [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: 01/23/2024] [Revised: 04/14/2024] [Accepted: 04/22/2024] [Indexed: 05/04/2024]
Abstract
INTRODUCTION In patients with atrial fibrillation (AF), up to one third have recurrence after a first catheter ablation (CA). Epicardial adipose tissue (EAT) has been considered to be closely related to AF, with a potential role in its recurrence. We aimed to evaluate the association between the volume of EAT measured by cardiac computed tomography (CT) and AF recurrence after CA. METHODS Consecutive AF patients underwent a standardized cardiac CT protocol for quantification of EAT, thoracic adipose volume (TAV) and left atrium (LA) volume before CA. An appropriate cut-off of EAT was determined and risk recurrence was estimated. RESULTS 305 patients (63.6 % male, mean age 57.5 years, 28.2 % persistent AF) were followed for 24 months; 23 % had AF recurrence at 2-year mark, which was associated with higher EAT (p = 0.037) and LAV (p < 0.001). Persistent AF was associated with higher EAT volumes (p = 0.010), TAV (p = 0.003) and LA volumes (p < 0.001). EAT was predictive of AF recurrence (p = 0.044). After determining a cut-off of 92 cm3, survival analysis revealed that EAT volumes > 92 cm3 showed higher recurrence rates at earlier time points after the index ablation procedure (p = 0.006), with a HR of 1.95 (p = 0.008) of AF recurrence at 2-year. After multivariate adjustment, EAT > 92 cm3 remained predictive of AF recurrence (p = 0.028). CONCLUSION The volume of EAT measured by cardiac CT can predict recurrence of AF after ablation, with a volume above 92 cm3 yielding almost twice the risk of arrhythmia recurrence in the first two years following CA. Higher EAT and TAV are also associated with persistent AF.
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Affiliation(s)
- Bárbara Lacerda Teixeira
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal. https://twitter.com/BarbaraLT94
| | - Pedro Silva Cunha
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal; Instituto de Fisiologia, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal; Comprehensive Health Research Center, NOVA Medical School, Faculdade de Ciências Médicas, NMS, FCM, Universidade NOVA de Lisboa, Lisbon, Portugal
| | - Ana Sofia Jacinto
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal
| | - Guilherme Portugal
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal; Instituto de Fisiologia, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Sérgio Laranjo
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal; NOVA Medical School, Faculdade de Ciências Médicas, NMS, FCM, Universidade NOVA de Lisboa, Lisbon, Portugal; Comprehensive Health Research Center, NOVA Medical School, Faculdade de Ciências Médicas, NMS, FCM, Universidade NOVA de Lisboa, Lisbon, Portugal
| | - Bruno Valente
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal
| | - Ana Lousinha
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal; NOVA Medical School, Faculdade de Ciências Médicas, NMS, FCM, Universidade NOVA de Lisboa, Lisbon, Portugal
| | - Madalena Coutinho Cruz
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal
| | - Ana Sofia Delgado
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
| | - Manuel Brás
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
| | - Margarida Paulo
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
| | - Cátia Guerra
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
| | - Ruben Ramos
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal
| | - Iládia Fontes
- Imagiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
| | - Rui Cruz Ferreira
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal
| | - Mário Martins Oliveira
- Arrhythmology, Pacing and Electrophysiology Unit, Cardiology Department, Santa Marta Hospital, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal; Clínica Universitária de Cardiologia, Centro Clínico Académico de Lisboa, Lisbon, Portugal; Instituto de Fisiologia, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal; Comprehensive Health Research Center, NOVA Medical School, Faculdade de Ciências Médicas, NMS, FCM, Universidade NOVA de Lisboa, Lisbon, Portugal
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Noda K, Kawamoto N, Kainuma S, Tadokoro N, Ikuta A, Fukushima S. Predictors of late outcomes after concomitant tricuspid valve repair with left-sided valve surgery. Gen Thorac Cardiovasc Surg 2024:10.1007/s11748-024-02033-x. [PMID: 38649641 DOI: 10.1007/s11748-024-02033-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 04/10/2024] [Indexed: 04/25/2024]
Abstract
BACKGROUND Concomitant tricuspid valve (TV) repair is a safe and effective procedure to protect against late moderate or greater tricuspid regurgitation (TR) after left-sided valve surgery, but studies regarding its late outcomes and recurrent TR are limited. This study aimed to reveal the late outcomes and explore the predictors of mortality and recurrent TR among patients who underwent concomitant TV repair with left-sided valve surgery. METHODS AND RESULTS This study included 645 patients (mean age, 69.7 years; 44% male) who underwent concomitant TV repair with left-sided valve surgery (mitral valve surgery in 594 cases, aortic valve surgery in 172 cases) from 2006-2020. Preoperative TR was grade 4, 3, and less than 2 in 85, 235, and 325 patients, respectively. The median follow-up period was 4.6 (IQR 1.7-7.8) years. The in-hospital or 30-day mortality was 1.7% (n = 11). Regarding long-term outcomes after TV repair, 90.3% and 80.8% achieved 5- and 10-year survival, respectively, while 96.1% and 88.8% achieved 5- and 10-year freedom from recurrent TR, respectively. The following were independent predictors of overall mortality on multivariate analysis in patients with preoperative TR grade ≥ 3: prior pacemaker implantation, preoperative renal dysfunction, diabetes mellitus and NYHA class ≥ 3. Also, suture annuloplasty and ring type of ring annuloplasty were not independent risk factors for recurrent TR, classified as grade ≥ 3. CONCLUSIONS Concomitant TV repair with left-sided valve surgery had acceptable outcomes in terms of survival and TR durability. In patients with preoperative TR grade ≥ 3, preoperative patient status had negative impacts on prognosis.
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Affiliation(s)
- Kazuki Noda
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan
| | - Naonori Kawamoto
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan.
| | - Satoshi Kainuma
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan
| | - Naoki Tadokoro
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan
| | - Ayumi Ikuta
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan
| | - Satsuki Fukushima
- Departments of Cardiac Surgery, National Cerebral and Cardiovascular Center, 6-1 Kishibe-Shinmachi, Suita, Osaka, 564-8565, Japan
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Escribano P, Ródenas J, García M, Hornero F, Gracia-Baena JM, Alcaraz R, Rieta JJ. Novel Entropy-Based Metrics for Long-Term Atrial Fibrillation Recurrence Prediction Following Surgical Ablation: Insights from Preoperative Electrocardiographic Analysis. ENTROPY (BASEL, SWITZERLAND) 2023; 26:28. [PMID: 38248154 PMCID: PMC11154238 DOI: 10.3390/e26010028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 12/23/2023] [Accepted: 12/26/2023] [Indexed: 01/23/2024]
Abstract
Atrial fibrillation (AF) is a prevalent cardiac arrhythmia often treated concomitantly with other cardiac interventions through the Cox-Maze procedure. This highly invasive intervention is still linked to a long-term recurrence rate of approximately 35% in permanent AF patients. The aim of this study is to preoperatively predict long-term AF recurrence post-surgery through the analysis of atrial activity (AA) organization from non-invasive electrocardiographic (ECG) recordings. A dataset comprising ECGs from 53 patients with permanent AF who had undergone Cox-Maze concomitant surgery was analyzed. The AA was extracted from the lead V1 of these recordings and then characterized using novel predictors, such as the mean and standard deviation of the relative wavelet energy (RWEm and RWEs) across different scales, and an entropy-based metric that computes the stationary wavelet entropy variability (SWEnV). The individual predictors exhibited limited predictive capabilities to anticipate the outcome of the procedure, with the SWEnV yielding a classification accuracy (Acc) of 68.07%. However, the assessment of the RWEs for the seventh scale (RWEs7), which encompassed frequencies associated with the AA, stood out as the most promising individual predictor, with sensitivity (Se) and specificity (Sp) values of 80.83% and 67.09%, respectively, and an Acc of almost 75%. Diverse multivariate decision tree-based models were constructed for prediction, giving priority to simplicity in the interpretation of the forecasting methodology. In fact, the combination of the SWEnV and RWEs7 consistently outperformed the individual predictors and excelled in predicting post-surgery outcomes one year after the Cox-Maze procedure, with Se, Sp, and Acc values of approximately 80%, thus surpassing the results of previous studies based on anatomical predictors associated with atrial function or clinical data. These findings emphasize the crucial role of preoperative patient-specific ECG signal analysis in tailoring post-surgical care, enhancing clinical decision making, and improving long-term clinical outcomes.
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Affiliation(s)
- Pilar Escribano
- Research Group in Electronic, Biomedical and Telecommunication Engineering, University of Castilla-La Mancha, 02071 Albacete, Spain; (P.E.); (J.R.); (M.G.); (R.A.)
| | - Juan Ródenas
- Research Group in Electronic, Biomedical and Telecommunication Engineering, University of Castilla-La Mancha, 02071 Albacete, Spain; (P.E.); (J.R.); (M.G.); (R.A.)
| | - Manuel García
- Research Group in Electronic, Biomedical and Telecommunication Engineering, University of Castilla-La Mancha, 02071 Albacete, Spain; (P.E.); (J.R.); (M.G.); (R.A.)
| | - Fernando Hornero
- Cardiovascular Surgery Department, Hospital Clínico Universitario de Valencia, 46010 Valencia, Spain; (F.H.); (J.M.G.-B.)
| | - Juan M. Gracia-Baena
- Cardiovascular Surgery Department, Hospital Clínico Universitario de Valencia, 46010 Valencia, Spain; (F.H.); (J.M.G.-B.)
| | - Raúl Alcaraz
- Research Group in Electronic, Biomedical and Telecommunication Engineering, University of Castilla-La Mancha, 02071 Albacete, Spain; (P.E.); (J.R.); (M.G.); (R.A.)
| | - José J. Rieta
- BioMIT.org, Electronic Engineering Department, Universitat Politecnica de Valencia, 46022 Valencia, Spain
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Kakuta T, Fukushima S, Minami K, Kainuma S, Kawamoto N, Tadokoro N, Ikuta A, Tonai K, Saiki Y, Fujita T. Outcomes and residual gap analysis after the modified cryomaze procedure performed via right minithoracotomy versus sternotomy. JTCVS OPEN 2023; 15:176-187. [PMID: 37808062 PMCID: PMC10556826 DOI: 10.1016/j.xjon.2023.04.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 03/28/2023] [Accepted: 04/12/2023] [Indexed: 10/10/2023]
Abstract
Objectives Developments in both technique and technology have enabled surgeons to perform the maze procedure via right minithoracotomy (RMT) to treat atrial fibrillation (AF). This study aimed to clarify the outcomes of the modified cryomaze procedure via the RMT approach compared with the sternotomy approach. Methods The study cohort comprised 803 consecutive patients who underwent a modified cryomaze procedure (130 via RMT and 673 via sternotomy) for paroxysmal AF and persistent AF from January 2001 to March 2022. The Gray test was applied to compare the incidence of recurrent atrial tachyarrhythmias. Additionally, residual electrical gaps were investigated in the patients who underwent additional catheter ablation for recurrent atrial tachyarrhythmias. Results The respective 1-, 2-, and 3-year cumulative incidences of recurrent atrial tachyarrhythmias were 13.1%, 19.5%, and 23.1% in the RMT group, and 9.3%, 10.9%, and 12.8% in the sternotomy group (Gray test P = .036). All 31 patients with recurrent atrial tachyarrhythmias underwent additional catheter ablation, comprising 14 (10.8%) in the RMT group and 17 (2.5%) in the sternotomy group. There was a significant intergroup difference in the site of residual electrical gaps; the RMT group more frequently had residual gaps in the tricuspid annulus than the sternotomy group (6.2% vs 0.4%; P < .001). Conclusions In the modified cryomaze procedure via the RMT approach, ablation failure is more likely to occur at the tricuspid annulus, where the surgical field of view is relatively poor compared with the sternotomy approach. Therefore, surgical ablation should be performed with caution when the RMT approach is used.
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Affiliation(s)
- Takashi Kakuta
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
- Department of Cardiovascular Surgery, Tohoku University Graduate School of Medicine, Aoba-ku, Sendai, Japan
| | - Satsuki Fukushima
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Kimito Minami
- Department of Surgical Intensive Care, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Satoshi Kainuma
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Naonori Kawamoto
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Naoki Tadokoro
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Ayumi Ikuta
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Kohei Tonai
- Department of Cardiac Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Yoshikatsu Saiki
- Department of Cardiovascular Surgery, Tohoku University Graduate School of Medicine, Aoba-ku, Sendai, Japan
| | - Tomoyuki Fujita
- Department of Cardiovascular Surgery, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
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Kakuta T, Fukushima S, Minami K, Kawamoto N, Tadokoro N, Saiki Y, Fujita T. Incidence of and risk factors for pacemaker implantation after the modified Cryo-Maze procedure for atrial fibrillation. J Thorac Cardiovasc Surg 2023; 166:755-766.e1. [PMID: 35027213 DOI: 10.1016/j.jtcvs.2021.10.064] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 09/25/2021] [Accepted: 10/01/2021] [Indexed: 10/19/2022]
Abstract
OBJECTIVES The Maze procedure is a well-established treatment for atrial fibrillation. However, it is sometimes associated with bradycardia requiring pacemaker implantation. We assessed the rates of in-hospital and late-onset pacemaker implantation after the modified Cryo-Maze procedure and explored the risk factors for pacemaker implantation. METHODS This study enrolled a series of 751 patients who underwent the modified Cryo-Maze procedure at our institution between 2001 and 2020. Multivariable Fine-Gray regression was used to analyze the risk factors for late-onset pacemaker implantation. RESULTS Twelve patients (1.6%) underwent in-hospital pacemaker implantation, and 55 patients (7.3%) underwent late-onset pacemaker implantation during a median follow-up of 4.5 years (interquartile range, 1.4-10.0). The most common primary indication for pacemaker implantation was sick sinus syndrome (56 patients [7.5%]), followed by complete atrioventricular block (11 patients [1.5%]). The cumulative incidence of late-onset pacemaker implantation with death as a competing risk was 2.8% at 1 year, 7.7% at 5 years, and 10.8% at 10 years. Risk factors for late-onset pacemaker implantation included a longer preoperative atrial fibrillation duration (hazard ratio, 1.14; P < .001) and an older age (hazard ratio, 1.05; P = .001). The mortality, cumulative incidence of cerebrovascular accidents, and rate of atrial fibrillation recurrence were not significantly different between patients with and without pacemaker implantation. CONCLUSIONS Longer preoperative atrial fibrillation duration and older age are risk factors for late-onset pacemaker implantation after the modified Cryo-Maze procedure. However, the incidence of pacemaker implantation is not associated with increased morbidity or atrial fibrillation recurrence.
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Affiliation(s)
- Takashi Kakuta
- Departments of Cardiovascular Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan; Department of Cardiovascular Surgery, Tohoku University Graduate School of Medicine, Aoba-ku, Sendai, Japan
| | - Satsuki Fukushima
- Departments of Cardiovascular Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Kimito Minami
- Surgical Intensive Care, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Naonori Kawamoto
- Departments of Cardiovascular Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Naoki Tadokoro
- Departments of Cardiovascular Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan
| | - Yoshikatsu Saiki
- Department of Cardiovascular Surgery, Tohoku University Graduate School of Medicine, Aoba-ku, Sendai, Japan
| | - Tomoyuki Fujita
- Departments of Cardiovascular Surgery, National Cerebral and Cardiovascular Research Center, Suita, Osaka, Japan.
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Kim K, Kim HJ, Jung SH, Lee J, Kim JB. Functional Insufficiency of Mitral and Tricuspid Valves Associated With Atrial Fibrillation: Impact of Postoperative Atrial Fibrillation Recurrence on Surgical Outcomes. Korean Circ J 2023; 53:550-562. [PMID: 37525492 PMCID: PMC10435822 DOI: 10.4070/kcj.2022.0355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 03/28/2023] [Accepted: 05/03/2023] [Indexed: 08/02/2023] Open
Abstract
BACKGROUND AND OBJECTIVES To identify the factors associated with adverse outcomes following surgery for functional insufficiency of the mitral valve (MV) or tricuspid valve (TV) associated with atrial fibrillation (AF). METHODS We evaluated 100 patients (age, 66.5±10.0 years; 47 males) who consecutively underwent surgery for functional insufficiency of the MV or TV associated with AF between January 2000 and December 2020 at our center. The primary outcome was a composite endpoint of all-cause death, valve reoperation, congestive heart failure (CHF) requiring rehospitalization, and stroke. RESULTS During follow-up (532 patients-years [PYs]), adverse events included death in 16 (3.0%/yr), MV reoperation in 1 (0.2%/yr), CHF in 14 (2.6%/yr), and stroke in 5 (0.9%/yr) patients, demonstrating a 5-year rate of freedom from the primary endpoint of 69.5%. The rate of postoperative AF was high even in those who underwent AF ablation (n=92), with cumulative rates of 48.1% at 1 year and 60.2% at 5 years. In multivariable analyses, the primary outcome was significantly associated with age (adjusted hazard ratio [aHR], 1.06; 95% confidence interval [CI], 1.02-1.10; p=0.005), chronic kidney disease (aHR, 7.76; 95% CI, 2.28-26.38; p=0.001), left atrial appendage exclusion (aHR, 0.35; 95% CI, 0.16-1.78; p=0.010), and postoperative AF as a time-varying covariate (aHR, 3.33; 95% CI, 1.50-7.40; p=0.003). CONCLUSION Among patients undergoing surgery for functional atrioventricular insufficiency associated with AF, a significant proportion showed recurrence of AF over time after concomitant AF ablation, which was significantly associated with poor clinical outcomes.
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Affiliation(s)
- Kitae Kim
- Department of Thoracic and Cardiovascular Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Ho Jin Kim
- Department of Thoracic and Cardiovascular Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Sung-Ho Jung
- Department of Thoracic and Cardiovascular Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - JaeWon Lee
- Department of Thoracic and Cardiovascular Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Joon Bum Kim
- Department of Thoracic and Cardiovascular Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.
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Jiang Z, Song L, Liang C, Zhang H, Tan H, Sun Y, Guo R, Liu L. Machine learning-based analysis of risk factors for atrial fibrillation recurrence after Cox-Maze IV procedure in patients with atrial fibrillation and chronic valvular disease: A retrospective cohort study with a control group. Front Cardiovasc Med 2023; 10:1140670. [PMID: 37034340 PMCID: PMC10079913 DOI: 10.3389/fcvm.2023.1140670] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 03/13/2023] [Indexed: 04/11/2023] Open
Abstract
Objectives To evaluate the efficacy of the Cox-Maze IV procedure (CMP-IV) in combination with valve surgery in patients with both atrial fibrillation (AF) and valvular disease and use machine learning algorithms to identify potential risk factors of AF recurrence. Methods A total of 1,026 patients with AF and valvular disease from two hospitals were included in the study. 555 patients received the CMP-IV procedure in addition to valve surgery and left atrial appendage ligation (CMP-IV group), while 471 patients only received valve surgery and left atrial appendage ligation (Non-CMP-IV group). Kaplan-Meier analysis was used to calculate the sinus rhythm maintenance rate. 58 variables were selected as variables for each group and 10 machine learning models were developed respectively. The performance of the models was evaluated using five-fold cross-validation and metrics including F1 score, accuracy, precision, and recall. The four best-performing models for each group were selected for further analysis, including feature importance evaluation and SHAP analysis. Results The 5-year sinus rhythm maintenance rate in the CMP-IV group was 82.13% (95% CI: 78.51%, 85.93%), while in the Non-CMP-IV group, it was 13.40% (95% CI: 10.44%, 17.20%). The eXtreme Gradient Boosting (XGBoost), LightGBM, Category Boosting (CatBoost) and Random Fores (RF) models performed the best in the CMP-IV group, with area under the curve (AUC) values of 0.768 (95% CI: 0.742, 0.786), 0.766 (95% CI: 0.744, 0.792), 0.762 (95% CI: 0.723, 0.801), and 0.732 (95% CI: 0.701, 0.763), respectively. In the Non-CMP-IV group, the LightGBM, XGBoost, CatBoost and RF models performed the best, with AUC values of 0.738 (95% CI: 0.699, 0.777), 0.732 (95% CI: 0.694, 0.770), 0.724 (95% CI: 0.668, 0.789), and 0.716 (95% CI: 0.656, 0.774), respectively. Analysis of feature importance and SHAP revealed that duration of AF, preoperative left ventricular ejection fraction, postoperative heart rhythm, preoperative neutrophil-lymphocyte ratio, preoperative left atrial diameter and heart rate were significant factors in AF recurrence. Conclusion CMP-IV is effective in treating AF and multiple machine learning models were successfully developed, and several risk factors were identified for AF recurrence, which may aid clinical decision-making and optimize the individual surgical management of AF.
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Affiliation(s)
- Zenan Jiang
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Long Song
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Chunshui Liang
- Department of Cardiovascular Surgery, Xinqiao Hospital, Army Medical University, Chongqing, China
| | - Hao Zhang
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Haoyu Tan
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Yaqin Sun
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Ruikang Guo
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Liming Liu
- Department of Cardiovascular Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
- Correspondence: Liming Liu
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Cryoballoon ablation of persistent atrial fibrillation for de novo pulmonary vein isolation: a single-center follow-up study. J Geriatr Cardiol 2022; 19:725-733. [PMID: 36338279 PMCID: PMC9618841 DOI: 10.11909/j.issn.1671-5411.2022.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Pulmonary vein isolation (PVI) alone for persistent atrial fibrillation (PersAF) remains controversial. The characteristics of cryoballoon ablation (CBA) to treat PersAF and the blanking period recurrence are underreported. METHODS This study retrospectively analyzed patients with PersAF undergoing second-generation CBA for de novo PVI. The post-procedural efficacy and survival analysis were compared between patients with different PersAF durations. The multivariate Cox regression analysis was used to detect the risk factors for recurrence. Early and long-term recurrence were analyzed relative to each other. RESULTS A total of 329 patients were enrolled, with a median PersAF duration of 4.0 months (interquartile range: 2.0-12.0 months); 257 patients (78.1%) were male. Kaplan-Meier analysis of freedom from atrial fibrillation recurrence at 12, 24, and 30 months showed 71.0%, 58.5%, and 54.9%, respectively. Early PersAF had a relatively favorable survival rate and a narrow P-wave duration of restoring sinus rhythm compared with that of PersAF lasting more than three months (P < 0.05). The multivariate Cox regression analysis revealed that PersAF duration and left atrial anteroposterior diameter ≥ 42 mm were the risk factors for atrial fibrillation recurrence after CBA [hazard ratio (HR) = 1.89, 95% CI: 1.01-1.4, P = 0.042; HR = 3.6, 95% CI: 2.4-5.4, P < 0.001, respectively]. The blanking period recurrence predicted the long-term recurrence (P < 0.0001). CONCLUSIONS CBA of PersAF had safety and efficacy to reach de novo PVI. The PersAF duration and left atrial size were risk factors for atrial fibrillation recurrence after CBA. Blanking period recurrence was associated with long-term recurrence.
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Pecha S. Can we predict the risk for atrial fibrillation recurrence after concomitant surgical atrial fibrillation ablation and should this influence our treatment strategy? Eur J Cardiothorac Surg 2021; 59:1225-1226. [PMID: 34007985 DOI: 10.1093/ejcts/ezab022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Simon Pecha
- Department of Cardiovascular Surgery, University Heart and Vascular Center Hamburg, Germany
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