Application of nonlinear methods to discriminate fractionated electrograms in paroxysmal versus persistent atrial fibrillation

Almeida, 2018, Characterization of human persistent atrial fibrillation electrograms using recurrence quantification analysis, Chaos, 28, 10.1063/1.5024248 1994, Risk factors for stroke and efficacy of antithrombotic therapy in atrial fibrillation: analysis of pooled data from five randomized controlled trials, Arch. Intern. Med., 154, 1449, 10.1001/archinte.1994.00420130036007 Bakeman, 2011 Box, 1981, Gosset, fisher, and the t distribution, Am. Statistician, 35, 61 Ciaccio, 2013, The dominant morphology of fractionated atrial electrograms has greater temporal stability in persistent as compared with paroxysmal atrial fibrillation, Comput. Biol. Med., 43, 2127, 10.1016/j.compbiomed.2013.08.027 Ciaccio, 2012, Identification of recurring patterns in fractionated atrial electrograms using new transform coefficients, Biomed. Eng. Online, 11, 4, 10.1186/1475-925X-11-4 Ciaccio, 2011, Differences in repeating patterns of complex fractionated left atrial electrograms in longstanding persistent as compared with paroxysmal atrial fibrillation, Circulation, CIRCEP Costa, 2002, Multiscale entropy analysis of complex physiologic time series, Phys. Rev. Lett., 89, 10.1103/PhysRevLett.89.068102 Eckmann, 1987, Recurrence plots of dynamical systems, EPL, 4, 973, 10.1209/0295-5075/4/9/004 Faust, 2012, Nonlinear analysis of physiological signals: a review, J. Mech. Med. Biol., 12, 10.1142/S0219519412400155 Faust, 2018, Deep learning for healthcare applications based on physiological signals: a review, Comput. Methods Programs Biomed., 10.1016/j.cmpb.2018.04.005 Faust, 2018, Automated detection of atrial fibrillation using long short-term memory network with RR interval signals, Comput. Biol. Med., 102, 327, 10.1016/j.compbiomed.2018.07.001 Flegel, 1987, Risk of stroke in non-rheumatic atrial fibrillation, Lancet North Am. Ed., 329, 526, 10.1016/S0140-6736(87)90174-7 Go, 2001, Prevalence of diagnosed atrial fibrillation in adults: national implications for rhythm management and stroke prevention: the anticoagulation and risk factors in atrial fibrillation (atria) study, JAMA, 285, 2370, 10.1001/jama.285.18.2370 Haïssaguerre, 1998, Spontaneous initiation of atrial fibrillation by ectopic beats originating in the pulmonary veins, N. Engl. J. Med., 339, 659, 10.1056/NEJM199809033391003 Hummel, 2017, A method for quantifying recurrent patterns of local wavefront direction during atrial fibrillation, Comput. Biol. Med., 89, 497, 10.1016/j.compbiomed.2017.08.027 Kareem, 2018, Wearable heart rate sensor based on wireless system for heart health monitoring, World Academy of Science, Engineering and Technology, International Science Index, Health Med. Eng., 12, 225 Kosko, 1986, Fuzzy entropy and conditioning, Inf. Sci., 40, 165, 10.1016/0020-0255(86)90006-X Latchamsetty, 2011, Complex fractionated atrial electrograms: a worthwhile target for ablation of atrial fibrillation?, Circulation, 4, 117 Li, 2011, Additional ablation of complex fractionated atrial electrograms after pulmonary vein isolation in patients with atrial fibrillation: a meta-analysis, Circulation, 4, 143 Marwan, 2002, Recurrence-plot based measures of complexity and their application to heart-rate-variability data, Phys. Rev. E, 66, 10.1103/PhysRevE.66.026702 Nademanee, 2004, A new approach for catheter ablation of atrial fibrillation: mapping of the electrophysiologic substrate, J. Am. Coll. Cardiol., 43, 2044, 10.1016/j.jacc.2003.12.054 Oral, 2009, A randomized assessment of the incremental role of ablation of complex fractionated atrial electrograms after antral pulmonary vein isolation for long-lasting persistent atrial fibrillation, J. Am. Coll. Cardiol., 53, 782, 10.1016/j.jacc.2008.10.054 Providência, 2015, Is there still a role for complex fractionated atrial electrogram ablation in addition to pulmonary vein isolation in patients with paroxysmal and persistent atrial fibrillation? meta-analysis of 1415 patients, Circulation, 8, 1017 Richman, 2000, Physiological time-series analysis using approximate entropy and sample entropy, Am. J. Physiol. Heart Circulatory Physiol., 278, H2039, 10.1152/ajpheart.2000.278.6.H2039 Stewart, 2001, Population prevalence, incidence, and predictors of atrial fibrillation in the Renfrew/paisley study, Heart, 86, 516, 10.1136/heart.86.5.516 Willems, 2006, Substrate modification combined with pulmonary vein isolation improves outcome of catheter ablation in patients with persistent atrial fibrillation: a prospective randomized comparison, Eur. Heart J., 27, 2871, 10.1093/eurheartj/ehl093 Wu, 2013, Modified multiscale entropy for shortterm time series analysis, Physica A, 392, 5865, 10.1016/j.physa.2013.07.075 Zbilut, 1992, Embeddings and delays as derived from quantification of recurrence plots, Phys. Lett. A, 171, 199, 10.1016/0375-9601(92)90426-M Zeemering, 2015, Recurrence quantification analysis applied to spatiotemporal pattern analysis in high-density mapping of human atrial fibrillation, 2015, 7704