Title
Principal component analysis of body surface potential mapping in atrial fibrillation patients suggests additional ECG lead locations
Abstract
Atrial fibrillation (AF) is typically detected and analyzed in a non-invasive way using the standard 12-lead ECG. However, AF substrate complexity quantification may be suboptimal using conventional ECG locations. We analyzed high-density body surface potential maps of 75 patients in persistent AF to locate regions where AF complexity was predominantly expressed and to search for potential additional lead locations. Principal component analysis was applied to 1 minute of AF for each patient on the original ECG, TQ segments and extracted atrial activity (AA). Spatial complexity k0.95 was higher in AA or TQ segments than in ECG (median k0.95, AA: 13 components, TQ: 7, ECG: 2, p <; 0.001). Normalized variance described by the top 3 principal components was lower in AA and TQ segments (median %, AA: 85%, TQ: 87%, ECG: 99%, p <; 0.001). Maps of normalized component coefficient energy showed expression of major ECG components concentrated in the region covered by V1-V6, while the major TQ and AA components were more dispersed around the precordial leads, suggesting that non-invasive assessment of AF complexity by the standard 12-lead ECG is suboptimal. Placing additional leads around the precordial leads may improve non-invasive characterization of the AF substrate.
Year
Venue
Keywords
2014
CinC
bioelectric potentials,electrocardiography,medical signal processing,principal component analysis,atrial fibrillation patients,atrial fibrillation substrate complexity quantification,body surface potential mapping,standard 12-lead ecg,electrodes,lead,matrix decomposition
Field
DocType
Volume
Precordial examination,Atrial fibrillation,Internal medicine,Cardiology,Spatial complexity,Electrocardiography,Medicine,Principal component analysis
Conference
41
ISSN
Citations 
PageRank 
2325-8861
1
0.37
References 
Authors
2
5
Name
Order
Citations
PageRank
Stef Zeemering1166.47
theo lankveld211.38
pietro bonizzi385.81
harry j g m crijns412.06
Ulrich Schotten514.76