Risk stratification of cardiac autonomic neuropathy based on multi-lag Tone-Entropy.
Cardiac autonomic neuropathy (CAN) is an irreversible condition affecting the autonomic nervous system, which leads to abnormal functioning of the visceral organs and affects critical body functions such as blood pressure, heart rate and kidney filtration. This study presents multi-lag Tone-Entropy (T-E) analysis of heart rate variability (HRV) at multiple lags as a screening tool for CAN. A total of 41 ECG recordings were acquired from diabetic subjects with definite CAN (CAN+) and without CAN (CAN-) and analyzed. Tone and entropy values of each patient were calculated for different beat sequence lengths (len: 50-900) and lags (m: 1-8). The CAN- group was found to have a lower mean tone value compared to that of CAN+ group for all m and len, whereas the mean entropy value was higher in CAN- than that in CAN+ group. Leave-one-out (LOO) cross-validation tests using a quadratic discriminant (QD) classifier were applied to investigate the performance of multi-lag T-E features. We obtained 100 % accuracy for tone and entropy with len = 250 and m = {2, 3} settings, which is better than the performance of T-E technique based on lag m = 1. The results demonstrate the usefulness of multi-lag T-E analysis over single lag analysis in CAN diagnosis for risk stratification and highlight the change in autonomic nervous system modulation of the heart rate associated with cardiac autonomic neuropathy.
Department of Electrical and Electronic Engineering, The University of Melbourne, Parkville, Melbourne, VIC 3010, Australia. karmakar@unimelb.edu.au
C K
CK
Karmakar
A H
AH
Khandoker
H F
HF
Jelinek
M
M
Palaniswami
D000328:Adult; D000368:Aged; D001145:Arrhythmias, Cardiac / Q000175:diagnosis* / Q000209:etiology; D001342:Autonomic Nervous System Diseases / Q000150:complications / Q000175:diagnosis*; D003929:Diabetic Neuropathies / Q000150:complications / Q000175:diagnosis*; D004562:Electrocardiography / Q000379:methods; D019277:Entropy; D005260:Female; D006801:Humans; D008297:Male; D008403:Mass Screening / Q000379:methods; D008875:Middle Aged; D018570:Risk Assessment / Q000379:methods; D012815:Signal Processing, Computer-Assisted