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Tomomori S, Suenari K, Sairaku A, Higaki T, Dai K, Oi K, Kawase T, Ohashi N, Nishioka K, Masaoka Y, Shiode N, Nakano Y. Prolonged PR intervals are associated with epicardial adipose tissue and recurrence after catheter ablation in persistent atrial fibrillation. Heart Vessels 2024; 39:232-239. [PMID: 37813984 DOI: 10.1007/s00380-023-02323-z] [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] [Received: 05/31/2023] [Accepted: 09/20/2023] [Indexed: 10/11/2023]
Abstract
Epicardial adipose tissue (EAT) has been reported to promote myocardial fibrosis and to affect intracardiac conduction. The PR interval reflects the conduction from the atria to the Purkinje fibers and may be associated with the EAT volume, especially in persistent atrial fibrillation (AF) patients. We aimed to investigate the relationship between the EAT and PR interval in patients with persistent AF. We enrolled 268 persistent AF patients who underwent catheter ablation (CA) and divided the patients into two groups: the normal PR interval group (PR interval less than 200 ms: Group N) and long PR interval group (PR interval 200 ms or more: Group L). We then analyzed the association between the total EAT volume around the heart and PR interval and calculated the ratio of the duration of the P wave (PWD) to the PR interval (PWD/PR interval). Moreover, we investigated whether a long PR interval was associated with the outcomes after ablation. The total EAT volume was significantly larger in Group L than Group N (Group N: 131.4 ± 51.8 ml vs. Group L: 151.3 ± 63.3 ml, p = 0.039). A positive correlation was also observed between the PWD/PR interval and EAT volume in Group L (r = 0.345, p = 0.039). A multivariate analysis also revealed that a long PR interval was independently associated with AF recurrence after CA (hazard ratio [HR] 2.071, p = 0.032). The total EAT volume was associated with a long PR interval, and a long PR interval was a significant risk factor for recurrence after ablation in persistent AF patients.
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Affiliation(s)
- Shunsuke Tomomori
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan.
| | - Kazuyoshi Suenari
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Akinori Sairaku
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Tadanao Higaki
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Kazuoki Dai
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Kuniomi Oi
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Tomoharu Kawase
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Norihiko Ohashi
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Kenji Nishioka
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Yoshiko Masaoka
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Nobuo Shiode
- Department of Cardiology, Hiroshima City Hiroshima Citizens Hospital, 7-33 Motomachi, Nakaku, Hiroshima, 730-8518, Japan
| | - Yukiko Nakano
- Department of Cardiovascular Medicine, Hiroshima University Graduate School of Biomedical and Health Sciences, Hiroshima, Japan
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Budaraju D, Neelapu BC, Pal K, Jayaraman S. Stacked machine learning models to classify atrial disorders based on clinical ECG features: a method to predict early atrial fibrillation. BIOMED ENG-BIOMED TE 2023:bmt-2022-0430. [PMID: 36963433 DOI: 10.1515/bmt-2022-0430] [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: 09/10/2022] [Accepted: 02/20/2023] [Indexed: 03/26/2023]
Abstract
OBJECTIVES Atrial Tachycardia (AT) and Left Atrial Enlargement (LAE) are atrial diseases that are significant precursors to Atrial Fibrillation (AF). There are ML models for ECG classification; clinical features-based classification is required. The suggested work aims to create stacked ML models that categorize Sinus Rhythm (SR), Sinus Tachycardia (ST), AT, and LAE signals based on clinical parameters for AF prognosis. METHODS The classification was based on thirteen clinical parameters, such as amplitude, time domain ECG aspects, and P-Wave Indices (PWI), such as the ratio of P-wave length and amplitude ((P (ms)/P (µV)), P-wave area (µV*ms), and P-wave terminal force (PTFV1(µV*ms). Apart from classifying the ECG signals, the stacked ML models prioritized the clinical features using a pie formula-based technique. RESULTS The Stack 1 model achieves 99% accuracy, sensitivity, precision, and F1 score, while the Stack 2 model achieves 91%, 91%, 94%, and 92% for identifying SR, ST, LAE, and AT, respectively. Both stack models obtained a computational time of 0.06 seconds. PTFV1 (µV*ms), P (ms)/P (µV)), and P-wave area (µV*ms) were ranked as crucial clinical features. CONCLUSION Clinical feature-based stacking ML models may help doctors obtain insight into important clinical ECG aspects for early AF prediction.
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Affiliation(s)
- Dhananjay Budaraju
- Department of Biotechnology and Medical Engineering, National Institute of Technology Rourkela, Odisha, India
| | - Bala Chakravarthy Neelapu
- Department of Biotechnology and Medical Engineering, National Institute of Technology Rourkela, Odisha, India
| | - Kunal Pal
- Department of Biotechnology and Medical Engineering, National Institute of Technology Rourkela, Odisha, India
| | - Sivaraman Jayaraman
- Department of Biotechnology and Medical Engineering, National Institute of Technology Rourkela, Odisha, India
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Ohguchi S, Inden Y, Yanagisawa S, Fujita R, Yasuda K, Katagiri K, Oguri M, Murohara T. Regional left atrial conduction velocity in the anterior wall is associated with clinical recurrence of atrial fibrillation after catheter ablation: efficacy in combination with the ipsilateral low voltage area. BMC Cardiovasc Disord 2022; 22:457. [PMID: 36319975 PMCID: PMC9628089 DOI: 10.1186/s12872-022-02881-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 09/30/2022] [Indexed: 11/06/2022] Open
Abstract
Background Left atrial (LA) conduction velocity (CV) is an electrical remodeling parameter of atrial fibrillation (AF) substrate. However, the pathophysiological substrate of LA-CV and its impact on outcomes after catheter ablation for AF have not been well evaluated. Methods We retrospectively evaluated 119 patients with AF who underwent catheter ablation and electroanatomical mapping during sinus rhythm. To measure regional LA-CV, we took triplet sites (A, B, and C) on the activation map and calculated the magnitude of the matched orthogonal projection vector between vector-AB and vector-AC, indicating two-dimensional CV. The median of the LA-CVs from four triad sites in both the anterior and posterior walls was set as the ‘model LA-CV’. We evaluated the impact of the model LA-CV on recurrence after ablation and relationship between the model LA-CV and LA-low voltage area (LVA) of < 0.5 mV. Results During the 12-month follow-up, 29 patients experienced recurrence. The LA-CV model was significantly correlated with ipsilateral LVA. The lower anterior model LA-CV was significantly associated with recurrence, with the cut-off value of 0.80 m/s having a sensitivity of 72% and specificity of 67%. Multivariable analysis revealed that the anterior model LA-CV (hazard ratio, 0.09; 95% confidence interval, 0.01–0.94; p = 0.043) and anterior LA-LVA (hazard ratio, 1.06; 95% confidence interval, 1.00–1.11; p = 0.033) were independently associated with AF recurrence. The anterior LA-LVA was mildly correlated with the anterior model LA-CV (r = -0.358; p < 0.001), and patients with both lower LA-CV and greater anterior LA-LVA based on each cut-off value had the worst prognosis. However, decreased LA-CV was more likely to be affected by the distribution pattern of the LVA rather than the total size of the LVA. Conclusion Decreased anterior LA-CV was a significant predictor of AF recurrence and was a useful electrical parameter in addition to LA-LVA for estimating AF arrhythmogenicity. Supplementary Information The online version contains supplementary material available at 10.1186/s12872-022-02881-6.
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Affiliation(s)
- Shiou Ohguchi
- grid.415067.10000 0004 1772 4590Department of Cardiology, Kasugai Municipal Hospital, Kasugai, Japan ,grid.27476.300000 0001 0943 978XDepartment of Cardiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yasuya Inden
- grid.27476.300000 0001 0943 978XDepartment of Cardiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Satoshi Yanagisawa
- grid.27476.300000 0001 0943 978XDepartment of Cardiology, Nagoya University Graduate School of Medicine, Nagoya, Japan ,grid.27476.300000 0001 0943 978XDepartment of Advanced Cardiovascular Therapeutics, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, 466-8550 Nagoya, Aichi Japan
| | - Rin Fujita
- grid.415067.10000 0004 1772 4590Department of Cardiology, Kasugai Municipal Hospital, Kasugai, Japan
| | - Kenichiro Yasuda
- grid.415067.10000 0004 1772 4590Department of Cardiology, Kasugai Municipal Hospital, Kasugai, Japan
| | - Ken Katagiri
- grid.415067.10000 0004 1772 4590Department of Cardiology, Kasugai Municipal Hospital, Kasugai, Japan
| | - Mitsutoshi Oguri
- grid.415067.10000 0004 1772 4590Department of Cardiology, Kasugai Municipal Hospital, Kasugai, Japan
| | - Toyoaki Murohara
- grid.27476.300000 0001 0943 978XDepartment of Cardiology, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Evaluation of interatrial conduction pattern after pulmonary vein isolation using an ultrahigh-resolution electroanatomical mapping system. Heart Vessels 2022; 37:1425-1435. [PMID: 35174414 DOI: 10.1007/s00380-022-02040-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 02/03/2022] [Indexed: 11/04/2022]
Abstract
Interatrial conduction consists of various muscular bundles, including the Bachmann bundle. In this study, we investigated interatrial activation patterns using ultrahigh-resolution left atrial endocardial mapping. This study investigated 58 patients who underwent catheter ablation of atrial arrhythmia via an ultrahigh-resolution mapping system (Rhythmia) at our hospital from May 2020 to January 2021. Left atrial voltage maps and activation maps were acquired after the ablation procedure during right atrial appendage (RAA) pacing. We defined left atrial breakout sites (LABSs) as centrifugal activation patterns shown by the LUMIPOINT Activation Search Tool. The distance between each LABS in the left atrial anterior wall and the superior border of the interatrial septum (DLABS-IAS) was measured on the shell of the electroanatomical map, and anterior LABSs were divided equally into roof- and septal-side groups. Fifty-three (91%) patients underwent cryoballoon pulmonary vein isolation. Ultrahigh-resolution left atrial mapping was successfully performed in all patients (6831 ± 2158 points). A total of 82 LABSs were identified in left atrial anterior wall; 34 patients had single LABS and 24 patients had dual LABSs. The mean DLABS-IAS was 10.3 ± 9.6 mm. Seven patients also exhibited posterior LABS near the interatrial raphe below the right inferior pulmonary vein. Patients with a single roof-side LABS had significantly shorter left atrial activation times than those with a single septal-side LABS (81.6 ± 13.2 ms vs. 93.5 ± 13.7 ms, p < 0.05). Interatrial conduction patterns during RAA pacing varied between patients and affected the left atrial activation time.
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