Non-Linear and Chaos-based Analysis of Electroretinogram

S. Behbahani, S. Rajan
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Abstract

Electroretinogram (ERG) is well-known for direct retinal function measurement. ERG responses to flicker stimulation can cause cyclic and oscillating changes in amplitude. Flicker response analyses are mostly based on amplitude and implicit time. However, non-linear analysis can also provide valuable information about the retinal function. In this paper, we investigate the flicker response using non-linear and chaotic features such as Approximate Entropy (ApEn), Hurst Exponent (HE), and Largest Lyapunov Exponent (LLE). Flicker responses were obtained from four groups with 16 subjects in each: one group with healthy subjects and three groups with central retinal vascular occlusion (CRVO), diabetic retinopathy (DR), and retinitis pigmentosa (RP) subjects, respectively. Statistical analysis shows that these non-linear and chaosbased features can distinguish the diseases and further indicate that the ERG has more complexity in healthy subjects than retinal disease subjects.
视网膜电图非线性混沌分析
视网膜电图(ERG)是众所周知的直接测量视网膜功能。闪烁刺激下的ERG反应可引起振幅的循环和振荡变化。闪烁响应分析主要基于幅值和隐式时间。然而,非线性分析也可以提供有关视网膜功能的有价值的信息。本文利用近似熵(ApEn)、赫斯特指数(HE)和最大李雅普诺夫指数(LLE)等非线性和混沌特征来研究闪烁响应。在四组(每组16人)中获得闪烁反应:一组为健康受试者,三组分别为视网膜中央血管闭塞(CRVO)、糖尿病视网膜病变(DR)和视网膜色素变性(RP)受试者。统计分析表明,这些非线性和混沌特征可以区分疾病,进一步表明健康受试者的ERG比视网膜疾病受试者具有更大的复杂性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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