Impact of artificial intelligence arrhythmia mapping on time to first ablation, procedure duration, and fluoroscopy use

被引:3
作者
Fox, Sutton R. [1 ,2 ]
Toomu, Avinash [1 ]
Gu, Kelly [1 ,2 ]
Kang, Jessica [1 ]
Sung, Kevin [1 ,2 ]
Han, Frederick T. [1 ,2 ]
Hoffmayer, Kurt S. [1 ,2 ]
Hsu, Jonathan C. [1 ]
Raissi, Farshad [1 ]
Feld, Gregory K. [1 ]
McCulloch, Andrew D. [1 ,3 ]
Ho, Gordon [1 ,2 ]
Krummen, David E. [1 ,2 ]
机构
[1] Univ Calif San Diego, Dept Med, La Jolla, CA USA
[2] Vet Affairs San Diego Hlthcare Syst, Dept Med, 3350 La Jolla Village Dr,Cardiol Sect 111A, San Diego, CA 92161 USA
[3] Univ Calif San Diego, Dept Biomed Engn, La Jolla, CA USA
基金
美国国家卫生研究院;
关键词
arrhythmias; artificial intelligence; computational modeling; electrophysiology; noninvasive mapping; RADIOFREQUENCY CATHETER ABLATION; MULTISLICE COMPUTED-TOMOGRAPHY; HUMAN ATRIAL-FIBRILLATION; VENTRICULAR-TACHYCARDIA; CONVENTIONAL ABLATION; LOCALIZED SOURCES; FOCAL IMPULSE; COMPLICATIONS; OUTCOMES; MORPHOLOGY;
D O I
10.1111/jce.16237
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
<bold>Introduction: </bold>Artificial intelligence (AI) ECG arrhythmia mapping provides arrhythmia source localization using 12-lead ECG data; whether this information impacts procedural efficiency is unknown. We performed a retrospective, case-control study to evaluate the hypothesis that AI ECG mapping may reduce time to ablation, procedural duration, and fluoroscopy. <bold>Materials and methods: </bold>Cases in which system output was used were retrospectively enrolled according to IRB-approved protocols at each site. Matched control cases were enrolled in reverse chronological order beginning on the last day for which the technology was unavailable. Controls were matched based upon physician, institution, arrhythmia, and a predetermined complexity rating. Procedural metrics, fluoroscopy data, and clinical outcomes were assessed from time-stamped medical records. <bold>Results: </bold>The study group consisted of 28 patients (age 65 +/- 11 years, 46% female, left atrial dimension 4.1 +/- 0.9 cm, LVEF 50 +/- 18%) and was similar to 28 controls. The most common arrhythmia types were atrial fibrillation (n = 10), premature ventricular complexes (n = 8), and ventricular tachycardia (n = 6). Use of the system was associated with a 19.0% reduction in time to ablation (133 +/- 48 vs. 165 +/- 49 min, p = 0.02), a 22.6% reduction in procedure duration (233 +/- 51 vs. 301 +/- 83 min, p < 0.001), and a 43.7% reduction in fluoroscopy (18.7 +/- 13.3 vs. 33.2 +/- 18.0 min, p < 0.001) versus controls. At 6 months follow-up, arrhythmia-free survival was 73.5% in the study group and 63.3% in the control group (p = 0.56). <bold>Conclusion: </bold>Use of forward-solution AI ECG mapping is associated with reductions in time to first ablation, procedure duration, and fluoroscopy without an adverse impact on procedure outcomes or complications.
引用
收藏
页码:916 / 928
页数:13
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