Evaluation of the Methods for Nonlinear Analysis of Heart Rate Variability

去趋势波动分析 心率变异性 庞加莱图 样本熵 数学 统计 近似熵 接收机工作特性 多重分形系统 绘图(图形) 医学 心率 心脏病学 内科学 分形 时间序列 数学分析 血压 几何学 缩放比例
作者
Еvgeniya Gospodinova,Penio Lebamovski,Galya Georgieva-Tsaneva,Мariya Negreva
出处
期刊:Fractal and fractional [Multidisciplinary Digital Publishing Institute]
卷期号:7 (5): 388-388 被引量:7
标识
DOI:10.3390/fractalfract7050388
摘要

The dynamics of cardiac signals can be studied using methods for nonlinear analysis of heart rate variability (HRV). The methods that are used in the article to investigate the fractal, multifractal and informational characteristics of the intervals between heartbeats (RR time intervals) are: Rescaled Range, Detrended Fluctuation Analysis, Multifractal Detrended Fluctuation Analysis, Poincaré plot, Approximate Entropy and Sample Entropy. Two groups of people were studied: 25 healthy subjects (15 men, 10 women, mean age: 56.3 years) and 25 patients with arrhythmia (13 men, 12 women, mean age: 58.7 years). The results of the application of the methods for nonlinear analysis of HRV in the two groups of people studied are shown as mean ± std. The effectiveness of the methods was evaluated by t-test and the parameter Area Under the Curve (AUC) from the Receiver Operator Curve (ROC) characteristics. The studied 11 parameters have statistical significance (p < 0.05); therefore, they can be used to distinguish between healthy and unhealthy subjects. It was established by applying the ROC analysis that the parameters Hq=2(MFDFA), F(α)(MFDFA) and SD2(Poincaré plot) have a good diagnostic value; H(R/S), α1(DFA), SD1/SD2(Poincaré plot), ApEn and SampEn have a very good score; α2(DFA), αall(DFA) and SD1(Poincaré plot) have an excellent diagnostic score. In conclusion, the methods used for nonlinear analysis of HRV have been evaluated as effective, and with their help, new perspectives are opened in the diagnosis of cardiovascular diseases.
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