scholarly journals Diagnostic performance of deep learning on 12-leads electrocardiography for recurrence after pulmonary vein isolation in patients with persistent atrial fibrillation

2021 ◽  
Vol 42 (Supplement_1) ◽  
Author(s):  
M Shimizu ◽  
H Miyazaki ◽  
S Cho ◽  
Y Misu ◽  
R Tateishi ◽  
...  
Keyword(s):  
Atrial Fibrillation ◽  
Deep Learning ◽  
Pulmonary Vein ◽  
Pulmonary Vein Isolation ◽  
Diagnostic Performance ◽  
Persistent Atrial Fibrillation ◽  
P Wave ◽  
Color Mapping ◽  
Funding Sources ◽  
Recurrent Case

Abstract Background Several patients with persistent atrial fibrillation (per-AF) suffer from recurrence after pulmonary vein isolation (PVI). Various methods to predict the recurrence were tried, but deep learning on 12-leads electrocardiography (ECG) after PVI was not studied. Purpose To elucidate diagnostic performance of deep learning on 12-leads ECG after PVI in patients with per-AF Methods We enrolled consecutive 109 patients with per-AF who underwent PVI (68.8±10.0 years, 83 males) excluding failure cases. We defined recurrence in 3–12 months after PVI. From the ECG just after PVI, five beats of each lead were sampled separately. Deep learning (convolutional neural network on bitmap ECG image) was performed by transfer learning of Inception-Resnet-V2 model. Gradient weighted class activation color mapping (GradCam) was performed to detect convolutional importance in the lead. Results Thirty-six patients showed recurrence in the period. Lead II (accuracy 0.701), aVR (0.690) were the top 2 leads of prediction, which showed larger accuracy than statistical accuracies of Non PV foci = SVC (accuracy = 0.541) and left atrial diameter >50mm (0.596). In lead II, GradCam spotlighted strong convolution of latter half of P wave in recurrent case, and former half of P wave and T wave in no-recurrent case. Conclusions Deep learning on ECG was a powerful tool to predict recurrence of per-AF after PVI. FUNDunding Acknowledgement Type of funding sources: None. Results of deep learning Results of GradCam

scholarly journals Differences in quality of life improvement with pulmonary vein isolation alone vs. more extensive ablation of persistent atrial fibrillation: insights from the EARNEST-PVI trial

2021 ◽  
Vol 42 (Supplement_1) ◽  
Author(s):  
T Kanda ◽  
M Masuda ◽  
K Inoue ◽  
Y Furukawa ◽  
A Hirata ◽  
...  
Keyword(s):  
Quality Of Life ◽  
Atrial Fibrillation ◽  
Catheter Ablation ◽  
Pulmonary Vein ◽  
Pulmonary Vein Isolation ◽  
Short Form ◽  
Persistent Atrial Fibrillation ◽  
Funding Sources ◽  
Life Improvement

Abstract Background Improving the quality of life (QoL) is one of the main purposes of catheter ablation (CA) of persistent atrial fibrillation (AF). QoL improvement in persistent AF patients has not been fully clarified. The EARNEST-PVI trial was a multi-center randomized trial comparing clinical outcomes of pulmonary vein isolation (PVI) alone and more intensive ablation in addition to PVI including complex fractionated atrial electrogram (CFAE) and linear ablation (PVI plus). Purpose To investigate the QoL change after persistent AF ablation and the differences between the PVI-alone strategy and the PVI plus strategy. Methods In the EARNEST-PVI trial, patients with persistent AF who underwent an initial catheter ablation (n=512) were randomly assigned in a 1:1 ratio to either PVI alone or PVI plus. Quality of life was assessed at baseline and at 12 months after ablation for AF using the 36-Item Short Form Health Survey. Scores were also converted to a physical health component summary (PCS), a mental health component summary (MCS) and a role/social component summary (RCS). Results In the EARNEST-PVI trial, the PVI alone strategy was associated with higher recurrence rate compared with the PVI plus additional ablation strategy. After excluding 68 patients for whom preoperative or postoperative QoL assessment was not available, 222 patients were evaluated respectively. Overall, significant improvements in PCS (46.2±11.4 to 48.7±11.4]), MCS (50.1±8.8 to 54.3±8.6) and RCS (44.6±13.3 to 48.6±11.3) occurred 12 months after ablation (P<0.001, respectively). Although significant QoL improvement occurred in both PVI alone and PLI plus strategies, the changes in PCS was greater in the PVI-plus than that in PVI-alone (3.5±10.3 vs 1.5±10.6, P=0.04). Conclusions Ablation for persistent atrial fibrillation improved both physical and mental quality of life. The PVI-plus strategy showed greater improvement in physical QoL. FUNDunding Acknowledgement Type of funding sources: None. QoL improvement

scholarly journals Persistent atrial fibrillation presenting in sinus rhythm: Pulmonary vein isolation versus pulmonary vein isolation plus electrogram-guided ablation

2013 ◽  
Vol 106 (10) ◽  
pp. 501-510 ◽  
Author(s):  
Frederic A. Sebag ◽  
Najia Chaachoui ◽  
Nick W. Linton ◽  
Sana Amraoui ◽  
James Harrison ◽  
...  
Keyword(s):  
Atrial Fibrillation ◽  
Sinus Rhythm ◽  
Pulmonary Vein ◽  
Pulmonary Vein Isolation ◽  
Persistent Atrial Fibrillation

Pulmonary vein isolation by irreversible electroporation: an efficacy and safety study in 20 patients with atrial fibrillation

EP Europace ◽  
2021 ◽  
Vol 23 (Supplement_3) ◽  
Author(s):  
P Loh ◽  
MHA Groen ◽  
K Taha ◽  
FHM Wittkampf ◽  
PA Doevendans ◽  
...  
Keyword(s):  
Atrial Fibrillation ◽  
Pulmonary Vein ◽  
Pulmonary Vein Isolation ◽  
Conscious Sedation ◽  
Brain Mri ◽  
Irreversible Electroporation ◽  
Cerebral Lesions ◽  
Private Company ◽  
Funding Sources ◽  
Before And After

Abstract Funding Acknowledgements Type of funding sources: Private company. Main funding source(s): Abbott Background Irreversible electroporation (IRE) is a promising new non-thermal ablation technology for pulmonary vein isolation (PVI) in patients with atrial fibrillation (AF). First in human studies demonstrated the feasibility and safety of IRE PVI. Objective Further investigate the safety of IRE PVI. Methods Twenty patients with symptomatic AF underwent IRE PVI under conscious sedation. Oral anticoagulation was uninterrupted and heparin was administered to maintain activated clotting time at 300-350 seconds. Non-arcing, non-barotraumatic 6 ms, 200 J IRE applications were delivered via a custom non-steerable 8 F, 14-polar circular IRE ablation catheter with a variable hoop diameter (16-27 mm). Voltage mapping  of the left atrium and the PVs was performed before and after ablation with a conventional circular mapping catheter. For both catheters a single transseptal access (8 F introducer, Agilis NxTTM) was used. Adenosine testing was performed after a 30-minute waiting period. On day 1 after ablation, patients underwent esophagoscopy and brain MRI (DWI/FLAIR). If abnormalities were detected, examinations were repeated in due time. Results In 20 patients, all 80 PVs could be successfully isolated with a mean of 11,8 ± 1,4 IRE applications per patient. Average time from first to last IRE application was 22 ± 5 minutes, total procedure duration was 107 ± 13 minutes and total fluoroscopy time was 23 ± 5 minutes. One PV reconnection occurred during adenosine testing, re-isolation was achieved with 2 additional IRE pulses. No periprocedural complications were observed. Brain MRI on day 1 after ablation showed punctate asymptomatic lesions in 3/20 patients (15%). At follow-up MRI the lesion disappeared in 1 patient while in the other 2 patients 1 lesion persisted. Esophagoscopy on day 1 showed an asymptomatic esophageal lesion in 1/20 patients (5%), at repeat esophagoscopy on day 22 the lesion had resolved completely. Conclusion Acute electrical PV isolation could be achieved safely and rapidly by IRE ablation under conscious sedation in 20 patients with symptomatic AF. Acute silent cerebral lesions were detected in 3/20 patients (15%) and may be due to ablation or to changes of therapeutic and diagnostic catheters over a single transseptal access.

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