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Lațcu DG, Enache B, Lerebours C, Milanese S, Benhenda N, Canepa S, Kingston A, Meo M, Saoudi N. Automatic identification of ablation targets in persistent atrial fibrillation: Initial experience with a new mapping tool. J Cardiovasc Electrophysiol 2024; 35:2017-2028. [PMID: 39161177 DOI: 10.1111/jce.16397] [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: 03/30/2024] [Revised: 07/13/2024] [Accepted: 07/29/2024] [Indexed: 08/21/2024]
Abstract
INTRODUCTION Strategies beyond pulmonary vein isolation (PVI) in persistent atrial fibrillation (persAF) are debated. A novel mapping tool provides algorithmic detection of ablation targets based on electrogram (EGM) properties specific to stable localized rotational activations. METHODS The mapping tool was used on 31 patients (20 de novo). The algorithm was used to optimize PVI line placement and guide additional ablations. Targets were detected by calculating local cycle length (L-CL) and local spread of activation within that L-CL (Duty Cycle; DC) for EGMs with consistent morphology and activation. At least two left atrial (LA) maps (pre-PVI and post-PVI) were acquired in atrial fibrillation (AF) in all patients (except those with AF termination during PVI). Extra-pulmonary vein (PV) targets were compared between the two LA maps in each patient. Follow-up included Holter monitoring every 3 months. RESULTS Patients had a median of 3 extra-PV drivers/targets. The majority (81%) were localized in the same areas between the two LA maps. All patients had progressive AF organization demonstrated by global activation slowing: histogram peak L-CL increased from 162 to 171 ms (post-PVI; p = .0003) than to 175 ms (posttarget ablation; p = .04). Moreover, L-CL dispersion was reduced by ablation; in 50% their values tended to cluster around two dominant cycles. In de novo patients AF terminated to sinus rhythm or atrial tachycardia (AT) within 48 h postprocedure in 88% of cases, and at 18 months mean follow-up recurrence occurred in only five (25%) patients (three persAF, two AT). There were no complications. CONCLUSION The algorithmic detection of EGMs consistent with localized reentry during sequential mapping of persAF provided reproducible targets for ablation. This allowed personalized PVI and limited, highly-selective, extra-PV ablation. Results of this initial experience included progressive organization of AF with ablation and a low recurrence rate after a single procedure.
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Affiliation(s)
| | - Bogdan Enache
- Departement of Cardiology, Centre Hospitalier Princesse Grace, Monaco, Monaco
- University of Medicine and Pharmacy Timişoara, Timișoara, Romania
| | | | | | - Nazih Benhenda
- Departement of Cardiology, Centre Hospitalier Princesse Grace, Monaco, Monaco
| | - Silvia Canepa
- Boston Scientific Corp., Cambridge, Massachusetts, USA
| | | | - Marianna Meo
- Boston Scientific Corp., Cambridge, Massachusetts, USA
| | - Nadir Saoudi
- Departement of Cardiology, Centre Hospitalier Princesse Grace, Monaco, Monaco
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Castellano S, Kong MH. Electrographic flow mapping of atrial fibrillation. Curr Opin Cardiol 2024:00001573-990000000-00176. [PMID: 39365281 DOI: 10.1097/hco.0000000000001182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/05/2024]
Abstract
PURPOSE OF REVIEW A low ceiling of efficacy exists for the treatment of persistent atrial fibrillation via pulmonary vein isolation without adjunctive ablations, which is likely because they do not target an individual patient's specific underlying disease mechanisms. Electrographic flow (EGF) mapping is the first system that reliably displays wavefront propagation through the atria. It is a promising tool for localizing sources of atrial fibrillation, guiding targeted ablation, and visualizing conduction through the atrial substrate. RECENT FINDINGS We describe EGF mapping with emphasis on contemporary studies examining map reproducibility and use cases in the preclinical and clinical environment. Animal experiments demonstrated that maps were interpretable across increasingly complex rhythms with pacing during spontaneously persistent atrial fibrillation reliably simulating EGF sources. The FLOW-AF randomized controlled trial showed that source ablation improved outcomes and that EGF map properties may be used to phenotype patients based on their atrial fibrillation mechanisms and recurrence likelihoods. SUMMARY Targeted ablation strategies balance the risks of insufficiently ablating atrial fibrillation triggers with exacerbating disease through additional scar formation. EGF mapping leverages spatiotemporal relationships in voltage to localize sources and quantify substrate health. Further research is needed to optimize phenotyping and treatment efforts.
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Kawaji T, Aizawa T, Yamano S, Naka M, Bao B, Hojo S, Tezuka Y, Nakatsuma K, Matsuda S, Kato M, Yokomatsu T, Miki S. Reliable focal and rotational activations in CARTOFINDER mapping using the OctaRay catheter. J Cardiovasc Electrophysiol 2024; 35:328-340. [PMID: 38105441 DOI: 10.1111/jce.16159] [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: 07/17/2023] [Revised: 11/22/2023] [Accepted: 12/07/2023] [Indexed: 12/19/2023]
Abstract
INTRODUCTION The aim of the current study was to elucidated the reliable atrial fibrillation (AF) drivers identified by CARTOFINDER using OctaRay catheter. METHODS AND RESULTS The reliability of focal and rotational activations identified by CARTOFINDER using OctaRay catheter was assessed by the sequential recordings in each site of both atrium before and after pulmonary vein isolation (PVI) in 10 persistent AF patients. The outcome measures were the reproducibility rate during the sequential recordings and the stability rate between pre- and post-PVI as reliable focal and rotational activations. The study results were compared with those under use of PentaRay catheter (N = 18). Total 68928 points of 360 sites in OctaRay group and 24 177 points of 311 sites in PentaRay were assessed. More focal activation sites were identified in OctaRay group than PentaRay group (7.9% vs. 5.7%, p < .001), although the reproducibility rate and the stability rate were significantly lower in OctaRay group (45.3% vs. 58.9%, p < .001; 11.2% vs. 28.4%, p < .001). Meanwhile, the prevalence of reproducible focal activation sites among overall points was comparable (3.6% vs. 3.3%, p = .08). Regarding rotational activation, more rotational activation sites were identified in OctaRay group (5.1% vs. 0.2%, p < .001), and the reproducibility rate and the stability rate were significantly higher in OctaRay group (45.2% and 12.5% vs. 0.0%, p < .001). Both reliable focal and rotational activation sites were characterized by significantly shorter AF-cycle length (CL) and higher repetition of focal and rotational activations during the recordings compared with the sites of non or unreliable focal and rotational activations. CONCLUSION In CARTOFINDER, OctaRay catheter could identify reliable focal activation with high resolution and reliable rotational activation compared with PentaRay catheter. The repetitive focal and rotational activations with short AF-CL could be the potential target during ablation.
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Affiliation(s)
- Tetsuma Kawaji
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
- Department of Cardiovascular Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Takanori Aizawa
- Department of Cardiovascular Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Saki Yamano
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Misaki Naka
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Bingyuan Bao
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Shun Hojo
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Yuji Tezuka
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Kenji Nakatsuma
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Shintaro Matsuda
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Masashi Kato
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | | | - Shinji Miki
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
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Reddy VY, Kong MH, Petru J, Maan A, Funasako M, Minami K, Ruppersberg P, Dukkipati S, Neuzil P. Electrographic flow mapping of persistent atrial fibrillation: intra- and inter-procedure reproducibility in the absence of 'ground truth'. Europace 2023; 25:euad308. [PMID: 37956309 PMCID: PMC10642765 DOI: 10.1093/europace/euad308] [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: 06/15/2023] [Accepted: 10/09/2023] [Indexed: 11/15/2023] Open
Abstract
AIMS Validating mapping systems that identify atrial fibrillation (AF) sources (focal/rotational activity) is confounded by the absence of ground truth. A key concern of prior mapping technologies is spatiotemporal instability, manifesting as poor map reproducibility. Electrographic flow (EGF) employs a novel algorithm that visualizes atrial electrical wavefront propagation to identify putative AF sources. We analysed both intra- (3 min) and inter- (>3 months) procedure EGF map reproducibility. METHODS AND RESULTS In 23 persistent AF patients, after pulmonary vein isolation (PVI), EGF maps were generated from 3 serial 1 min recordings using a 64-electrode basket mapping catheter (triplets) at right and left atrial locations. Source prevalence from map triplets was compared between recordings. Per protocol, 12 patients returned for 3-month remapping (1 non-inducible): index procedure post-PVI EGF maps were compared with initial EGF remapping at 3-month redo. Intra-procedure reproducibility: analysing 224 map triplets (111 right atrium, 113 left atrium) revealed a high degree of map consistency with minimal min-to-min shifts: 97 triplets (43%), exact match of leading sources on all 3 maps; 95 triplets (42%), leading source within 1 electrode space on 2 of 3 maps; and 32 triplets (14%), chaotic leading source pattern. Average deviation in source prevalence over 60 s was low (6.4%). Inter-procedure reproducibility: spatiotemporal stability of EGF mapping >3 months was seen in 16 of 18 (89%) sources mapped in 12 patients with (re)inducible AF. CONCLUSION Electrographic flow mapping generates reproducible intra- and inter-procedural maps, providing rationale for randomized clinical trials targeting these putative AF sources.
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Affiliation(s)
- Vivek Y Reddy
- Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, PO Box 1030, NewYork, NY 10029, USA
- Department of Cardiology, Homolka Hospital, Roentgenova 37/2, Prague 5, Czech Republic
| | | | - Jan Petru
- Department of Cardiology, Homolka Hospital, Roentgenova 37/2, Prague 5, Czech Republic
| | - Abhishek Maan
- Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, PO Box 1030, NewYork, NY 10029, USA
| | - Moritoshi Funasako
- Department of Cardiology, Homolka Hospital, Roentgenova 37/2, Prague 5, Czech Republic
| | - Kentaro Minami
- Department of Cardiology, Homolka Hospital, Roentgenova 37/2, Prague 5, Czech Republic
| | | | - Srinivas Dukkipati
- Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, PO Box 1030, NewYork, NY 10029, USA
| | - Petr Neuzil
- Department of Cardiology, Homolka Hospital, Roentgenova 37/2, Prague 5, Czech Republic
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Kong MH, Castellano S, Ruppersberg P, Lizama KS, Avitall B. Visualization of electrographic flow fields of increasing complexity and detection of simulated sources during spontaneously persistent AF in an animal model. Front Cardiovasc Med 2023; 10:1223481. [PMID: 37719974 PMCID: PMC10503433 DOI: 10.3389/fcvm.2023.1223481] [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] [Received: 05/16/2023] [Accepted: 08/09/2023] [Indexed: 09/19/2023] Open
Abstract
Background Mapping algorithms have thus far been unable to localize triggers that serve as drivers of AF, but electrographic flow (EGF) mapping provides an innovative method of estimating and visualizing in vivo, near real-time cardiac wavefront propagation. Materials and Methods One-minute unipolar EGMs were recorded in the right atrium (RA) from a 64-electrode basket catheter to generate EGF maps during atrial rhythms of increasing complexity. They were obtained from 3 normal, animals in sinus rhythm (SR) and from 6 animals in which persistent AF which was induced by rapid atrial pacing. Concurrent EGF maps and high-resolution bipolar EGMs at the location of all EGF-identified sources were acquired. Pacing was subsequently conducted to create focal drivers of AF, and the accuracy of source detection at the pacing site was assessed during subthreshold, threshold and high-output pacing in the ipsilateral or contralateral atria (n = 78). Results EGF recordings showed strong coherent flow emanating from the sinus node in SR that changed direction during pacing and were blocked by ablation lesions. Additional passive rotational phenomena and lower activity sources were visualized in atrial flutter (AFL) and AF. During the AF recordings, source activity was not found to be correlated to dominant frequency or f wave amplitude observed in concurrently recorded EGMs. While pacing in AF, subthreshold pacing did not affect map properties but pacing at or above threshold created active sources that could be accurately localized without any spurious detection in 95% of cases of ipsilateral mapping when the basket covered the pacing source. Discussion EGF mapping can be used to visualize flow patterns and accurately identify sources of AF in an animal model. Source activity was not correlated to spectral properties of f-waves in concurrently obtained EGMs. The locations of sources could be pinpointed with high precision, suggesting that they may serve as prime targets for focal ablations.
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Affiliation(s)
| | | | | | - Ken S. Lizama
- Deptartment of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Boaz Avitall
- Deptartment of Medicine, University of Illinois at Chicago, Chicago, IL, United States
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Haines DE, Kong MH, Ruppersberg P, Haeusser P, Avitall B, Szili-Torok T, Verma A. Electrographic flow mapping for atrial fibrillation: theoretical basis and preliminary observations. J Interv Card Electrophysiol 2023; 66:1015-1028. [PMID: 35969338 PMCID: PMC10172240 DOI: 10.1007/s10840-022-01308-8] [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: 06/15/2022] [Accepted: 07/15/2022] [Indexed: 10/15/2022]
Abstract
Ablation strategies remain poorly defined for persistent atrial fibrillation (AF) patients with recurrence despite intact pulmonary vein isolation (PVI). As the ability to perform durable PVI improves, the need for advanced mapping to identify extra-PV sources of AF becomes increasingly evident. Multiple mapping technologies attempt to localize these self-sustained triggers and/or drivers responsible for initiating and/or maintaining AF; however, current approaches suffer from technical limitations. Electrographic flow (EGF) mapping is a novel mapping method based on well-established principles of optical flow and fluid dynamics. It enables the full spatiotemporal reconstruction of organized wavefront propagation within the otherwise chaotic and disorganized electrical conduction of AF. Given the novelty of EGF mapping and relative unfamiliarity of most clinical electrophysiologists with the mathematical principles powering the EGF algorithm, this paper provides an in-depth explanation of the technical/mathematical foundations of EGF mapping and demonstrates clinical applications of EGF mapping data and analyses. Starting with a 64-electrode basket catheter, unipolar EGMs are recorded and processed using an algorithm to visualize the electrographic flow and highlight the location of high prevalence AF "source" activity. The AF sources are agnostic to the specific mechanisms of source signal generation.
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Affiliation(s)
- David E Haines
- Department of Cardiovascular Medicine, Beaumont Hospital, Oakland University William Beaumont School of Medicine, 3601 West 13 Mile Rd., Royal Oaks, MI, 48973, USA.
| | | | | | | | - Boaz Avitall
- Department of Medicine and Bioengineering, University of Illinois, Chicago, IL, USA
| | - Tamas Szili-Torok
- Department of Cardiology, Electrophysiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Atul Verma
- Southlake Regional Health Centre, Division of Cardiology, University of Toronto, 602-581 Davis Drive, Newmarket, Ontario, L3Y 2P6, Canada.
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7
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Gagyi RB, Szegedi N, Simon J, Wijchers S, Bhagwandien R, Kong MH, Ruppersberg P, Szili-Torok T. Left atrial anatomical variations correlate with atrial fibrillation sources near the left atrial ridge. Front Cardiovasc Med 2022; 9:928384. [PMID: 36247472 PMCID: PMC9554407 DOI: 10.3389/fcvm.2022.928384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 08/31/2022] [Indexed: 11/15/2022] Open
Abstract
Introduction Anatomical variations and characteristics of the left atrium (LA) may have a previously undescribed effect on source locations in atrial fibrillation (AF). This is the first study aiming to investigate the relationship between anatomical characteristics of the LA and non-PV sources detected by electrographic flow (EGF) mapping in patients with persistent AF. Materials and methods We analyzed cardiac computed tomography (CT) and EGF mapping data in patients who underwent radiofrequency catheter ablation (CA). EGF mapping is a novel method based on Horn–Schunk flow estimation algorithm, used to estimate cardiac action potential flow in the atria that can detect AF sources in patients with persistent AF. By analyzing EGF maps obtained during CA procedures, we localized non-PV sources in the LA. Results Thirty patients were included in this study (mean age 62.4 ± 6.8 years). Ten patients had AF sources near the LA ridge, while twenty patients had no leading source (source activity > 26%) near the LA ridge. LA anatomical characteristics, left atrial appendage (LAA) length, and ostial diameter showed no correlation with the presence of a leading source. We documented 19 patients with abutting LAA and left superior pulmonary vein (LSPV) (distance < 2 mm), and 11 patients with non-abutting LAA–LSPV (distance > 2 mm). Three out of 19 patients presented with a leading source near ridge in the abutting LAA–LSPV group, while 7 out of 11 patients presented with a leading source near the ridge in the non-abutting LAA-LSPV group (p = 0.01). Conclusion Our data suggests that non-abutting LAA-LSPV is associated with the presence of AF sources near the LA ridge.
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Affiliation(s)
- Rita B. Gagyi
- Department of Cardiology, Electrophysiology, Erasmus MC, Rotterdam, Netherlands
| | - Nándor Szegedi
- Heart and Vascular Center, The Semmelweis University Hospital, Budapest, Hungary
| | - Judit Simon
- Heart and Vascular Center, The Semmelweis University Hospital, Budapest, Hungary
| | - Sip Wijchers
- Department of Cardiology, Electrophysiology, Erasmus MC, Rotterdam, Netherlands
| | - Rohit Bhagwandien
- Department of Cardiology, Electrophysiology, Erasmus MC, Rotterdam, Netherlands
| | | | | | - Tamas Szili-Torok
- Department of Cardiology, Electrophysiology, Erasmus MC, Rotterdam, Netherlands
- *Correspondence: Tamas Szili-Torok,
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The hunt for extra-pulmonary vein targets in persistent atrial fibrillation. J Interv Card Electrophysiol 2022; 65:333-335. [PMID: 35381931 DOI: 10.1007/s10840-022-01201-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 03/23/2022] [Indexed: 10/18/2022]
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Kotb A, Chin SH, Ng GA. Recent advances in the tools available for atrial fibrillation ablation. Expert Rev Med Devices 2022; 19:141-154. [PMID: 35188431 DOI: 10.1080/17434440.2022.2038564] [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: 11/26/2021] [Accepted: 02/02/2022] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Atrial fibrillation (AF) is the commonest arrhythmia in clinical practice with significant detrimental health impacts. Much effort has been spent in mapping AF, determine its triggers and drivers, and how to develop tools to eliminate these triggers. AREAS COVERED In this state of-the-art review article, we aim to highlight the recent techniques in catheter-based management of Atrial Fibrillation; including new advancements either in the catheter design or the software used. This includes a comprehensive summary of the most recent tools used in AF mapping and subsequent ablation. EXPERT OPINION Electrical isolation of the pulmonary veins has been developed and established as the cornerstone in AF ablation with good results in patients with paroxysmal AF (PAF) whilst new ablation tools are aimed at streamlining the procedure. However, the quest for persistent AF (PeAF) remains. The future of AF ablation, we believe, lies in identifying AF drivers by means of the new developing mapping tools and altering their electrical properties in a safe, reproducible, and effective manner.
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Affiliation(s)
- Ahmed Kotb
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- Department of Cardiology, University Hospitals of Leicester NHS Trust, Leicester, UK
| | - Shui Hao Chin
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- Department of Cardiology, University Hospitals of Leicester NHS Trust, Leicester, UK
| | - G Andre Ng
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- Department of Cardiology, University Hospitals of Leicester NHS Trust, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester, UK
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Luongo G, Vacanti G, Nitzke V, Nairn D, Nagel C, Kabiri D, Almeida TP, Soriano DC, Rivolta MW, Ng GA, Dössel O, Luik A, Sassi R, Schmitt C, Loewe A. Hybrid machine learning to localize atrial flutter substrates using the surface 12-lead electrocardiogram. Europace 2022; 24:1186-1194. [PMID: 35045172 PMCID: PMC9301972 DOI: 10.1093/europace/euab322] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 12/12/2021] [Indexed: 11/12/2022] Open
Abstract
Aims Atrial flutter (AFlut) is a common re-entrant atrial tachycardia driven by self-sustainable mechanisms that cause excitations to propagate along pathways different from sinus rhythm. Intra-cardiac electrophysiological mapping and catheter ablation are often performed without detailed prior knowledge of the mechanism perpetuating AFlut, likely prolonging the procedure time of these invasive interventions. We sought to discriminate the AFlut location [cavotricuspid isthmus-dependent (CTI), peri-mitral, and other left atrium (LA) AFlut classes] with a machine learning-based algorithm using only the non-invasive signals from the 12-lead electrocardiogram (ECG). Methods and results Hybrid 12-lead ECG dataset of 1769 signals was used (1424 in silico ECGs, and 345 clinical ECGs from 115 patients—three different ECG segments over time were extracted from each patient corresponding to single AFlut cycles). Seventy-seven features were extracted. A decision tree classifier with a hold-out classification approach was trained, validated, and tested on the dataset randomly split after selecting the most informative features. The clinical test set comprised 38 patients (114 clinical ECGs). The classifier yielded 76.3% accuracy on the clinical test set with a sensitivity of 89.7%, 75.0%, and 64.1% and a positive predictive value of 71.4%, 75.0%, and 86.2% for CTI, peri-mitral, and other LA class, respectively. Considering majority vote of the three segments taken from each patient, the CTI class was correctly classified at 92%. Conclusion Our results show that a machine learning classifier relying only on non-invasive signals can potentially identify the location of AFlut mechanisms. This method could aid in planning and tailoring patient-specific AFlut treatments.
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Affiliation(s)
- Giorgio Luongo
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
| | - Gaetano Vacanti
- Medizinische Klinik IV, Städtisches Klinikum Karlsruhe, Moltkestrasse, 90, 76182, Karlsruhe, Germany
| | - Vincent Nitzke
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
| | - Deborah Nairn
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
| | - Claudia Nagel
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
| | - Diba Kabiri
- Medizinische Klinik IV, Städtisches Klinikum Karlsruhe, Moltkestrasse, 90, 76182, Karlsruhe, Germany
| | - Tiago P Almeida
- Department of Cardiovascular Sciences, University of Leicester, NIHR Leicester Biomedical Research Centre, Leicester, UK
| | - Diogo C Soriano
- Engineering, Modelling and Applied Social Sciences Centre, ABC Federal University, São Bernardo do Campo, Brazil
| | - Massimo W Rivolta
- Dipartimento di Informatica, Università degli Studi di Milano, Milan, Italy
| | - Ghulam André Ng
- Department of Cardiovascular Sciences, University of Leicester, NIHR Leicester Biomedical Research Centre, Leicester, UK
| | - Olaf Dössel
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
| | - Armin Luik
- Medizinische Klinik IV, Städtisches Klinikum Karlsruhe, Moltkestrasse, 90, 76182, Karlsruhe, Germany
| | - Roberto Sassi
- Dipartimento di Informatica, Università degli Studi di Milano, Milan, Italy
| | - Claus Schmitt
- Medizinische Klinik IV, Städtisches Klinikum Karlsruhe, Moltkestrasse, 90, 76182, Karlsruhe, Germany
| | - Axel Loewe
- Institute of Biomedical Engineering (IBT), Karlsruhe Institute of Technology (KIT), Fritz-Haber-Weg 1, 76131 Karlsruhe, Germany
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Atrial fibrillation driver identification through regional mutual information networks: a modeling perspective. J Interv Card Electrophysiol 2022; 64:649-660. [PMID: 34981289 PMCID: PMC9470649 DOI: 10.1007/s10840-021-01101-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 12/01/2021] [Indexed: 12/17/2022]
Abstract
Purpose Effective identification of electrical drivers within remodeled tissue is a key for improving ablation treatment for atrial fibrillation. We have developed a mutual information, graph-based approach to identify and propose fault tolerance metric of local efficiency as a distinguishing feature of rotational activation and remodeled atrial tissue. Methods Voltage data were extracted from atrial tissue simulations (2D Karma, 3D physiological, and the Multiscale Cardiac Simulation Framework (MSCSF)) using multi-spline open and parallel regional mapping catheter geometries. Graphs were generated based on varied mutual information thresholds between electrode pairs and the local efficiency for each graph was calculated. Results High-resolution mapping catheter geometries can distinguish between rotational and irregular activation patterns using the derivative of local efficiency as a function of increasing mutual information threshold. The derivative is decreased for rotational activation patterns comparing to irregular activations in both a simplified 2D model (0.0017 ± 1 × 10−4 vs. 0.0032 ± 1 × 10−4, p < 0.01) and a more realistic 3D model (0.00092 ± 5 × 10−5 vs. 0.0014 ± 4 × 10−5, p < 0.01). Average local efficiency derivative can also distinguish between degrees of remodeling. Simulations using the MSCSF model, with 10 vs. 90% remodeling, display distinct derivatives in the grid design parallel spline catheter configuration (0.0015 ± 5 × 10−5 vs. 0.0019 ± 6 × 10−5, p < 0.01) and the flower shaped open spline configuration (0.0011 ± 5 × 10−5 vs. 0.0016 ± 4 × 10−5, p < 0.01). Conclusion A decreased derivative of local efficiency characterizes rotational activation and varies with atrial remodeling. This suggests a distinct communication pattern in cardiac rotational activation detectable via high-resolution regional mapping and could enable identification of electrical drivers for targeted ablation. Supplementary Information The online version contains supplementary material available at 10.1007/s10840-021-01101-z.
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