Atrial electrogram fractionation distribution before and after pulmonary vein isolation in human persistent atrial fibrillation – a retrospective multivariate statistical analysis
posted on 2017-08-01, 15:03authored byTiago P. Almeida, Gavin S. Chu, Xin Li, Nawshin Dastagir, Jiun H. Tuan, Peter J. Stafford, Fernando S. Schlindwein, G. Andre Ng
Purpose – Complex fractionated atrial electrograms (CFAE)-guided ablation after pulmonary vein isolation (PVI) has been used for
persistent atrial fibrillation (persAF) therapy. This strategy, however, has shown suboptimal outcomes due to, among other
factors, undetected changes in the atrial tissue following PVI. In the present work, we investigate CFAE distribution before and
after PVI in patients with persAF using a multivariate statistical model.
Methods – 207 pairs of atrial electrograms (AEGs) were collected before and after PVI respectively, from corresponding LA regions
in 18 persAF patients. Twelve attributes were measured from the AEGs, before and after PVI. Statistical models based on
multivariate analysis of variance (MANOVA) and linear discriminant analysis (LDA) have been used to characterize the atrial
regions and AEGs.
Results – PVI significantly reduced CFAEs in the LA (70% vs. 40%; P<0.0001). Four types of LA regions were identified, based on the
AEGs characteristics: (i) fractionated before PVI that remained fractionated after PVI (31% of the collected points); (ii) fractionated
that converted to normal (39%); (iii) normal prior to PVI that became fractionated (9%) and; (iv) normal that remained normal
(21%). Individually, the attributes failed to distinguish these LA regions, but multivariate statistical models were effective in their
discrimination (P<0.0001).
Conclusion – Our results have unveiled that there are LA regions resistant to PVI, while others are affected by it. Although
traditional methods were unable to identify these different regions, the proposed multivariate statistical model discriminated LA
regions resistant to PVI from those affected by it without prior ablation information.
Funding
The research leading to these results was funded by the Leicester NIHR Cardiovascular Biomedical Research Unit, UK. Dr. Almeida
received research grant from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq, Brazil, Grant N.
200251/2012-0) and Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Capes, Brazil).
History
Citation
Frontiers in Physiology, 2017, 8:589
Author affiliation
/Organisation/COLLEGE OF SCIENCE AND ENGINEERING/Department of Engineering