Coronary artery disease diagnosis by means of heart rate variability analysis using respiratory information

Author(s):  
David Hernando ◽  
M. Kähönen ◽  
J. Lázaro ◽  
R. Lehtinen ◽  
T. Nieminen ◽  
...  
2012 ◽  
Vol 12 (04) ◽  
pp. 1240017 ◽  
Author(s):  
SUMEET DUA ◽  
XIAN DU ◽  
S. VINITHA SREE ◽  
THAJUDIN AHAMED V. I.

Coronary artery disease (CAD) is a leading cause of death worldwide. Heart rate variability (HRV) has been proven to be a non-invasive marker of the autonomic modulation of the heart. Nonlinear analyses of HRV signals have shown that the HRV is reduced significantly in patients with CAD. Therefore, in this work, we extracted nonlinear features from the HRV signals using the following techniques: recurrence plots (RP), Poincare plots, and detrended fluctuation analysis (DFA). We also extracted three types of entropy, namely, Shannon entropy (ShanEn), approximation entropy (ApEn), and sample entropy (SampEn). These features were subjected to principal component analysis (PCA). The significant principal components were evaluated using eight classification techniques, and the performances of these techniques were evaluated to determine which presented the highest accuracy in classifying normal and CAD classes. We observed that the multilayer perceptron (MLP) method resulted in the highest classification accuracy (89.5%) using our proposed technique.


2021 ◽  
Vol 18 (3) ◽  
pp. 147916412110201
Author(s):  
Katarzyna Szmigielska ◽  
Anna Jegier

The study evaluated the influence of cardiac rehabilitation (CR) on heart rate variability (HRV) in men with coronary artery disease (CAD) with and without diabetes. Method: The study population included 141 male CAD patients prospectively and consecutively admitted to an outpatient comprehensive CR program. Twenty-seven patients with type-2 diabetes were compared with 114 males without diabetes. The participants performed a 45-min cycle ergometer interval training alternating 4-min workload and a 2-min active restitution three times a week for 8 weeks. The training intensity was adjusted so that the patient’s heart rate achieved the training heart rate calculated according to the Karvonen formula. At the baseline and after 8 weeks, all the patients underwent the HRV assessment. Results: HRV indices in the patients with diabetes were significantly lower as compared to the patients without diabetes in SDNN, TP, LF parameters, both at the baseline and after 8 weeks of CR. After 8 weeks of CR, a significant improvement of TP, SDNN, pNN50% and HF occurred in the patients without diabetes, whereas in the patients with diabetes only HF component improved significantly. Conclusions: As regards HRV indices, CR seems to be less effective in patients with CAD and type-2 diabetes.


2004 ◽  
Vol 43 (5) ◽  
pp. A120-A121
Author(s):  
Viola Vaccarino ◽  
Rachel Lampert ◽  
Forrester Lee ◽  
J.Douglas Bremner ◽  
Jerome L Abramson ◽  
...  

2009 ◽  
Vol 33 (1) ◽  
pp. 56-61 ◽  
Author(s):  
Tomasz Rechciński ◽  
Ewa Trzos ◽  
Karina Wierzbowska-Drabik ◽  
Maria Krzemińska-Pakuła ◽  
Małgorzata Kurpesa

Sign in / Sign up

Export Citation Format

Share Document