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离散小波变换系数域中早期原发性开角型青光眼图形视网膜电图信号分析

Analysis of pattern electroretinogram signals of early primary open-angle glaucoma in discrete wavelet transform coefficients domain.

作者信息

Hassankarimi Homa, Noori Seyed Mohammad Reza, Jafarzadehpour Ebrahim, Yazdani Shahin, Radinmehr Fatemeh

机构信息

Department of Medical Physics, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.

Departments of Medical Physics and Biomedical Engineering, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.

出版信息

Int Ophthalmol. 2019 Oct;39(10):2373-2383. doi: 10.1007/s10792-019-01077-w. Epub 2019 Feb 6.

Abstract

PURPOSE

To evaluate discrete wavelet transform coefficients and identify descriptors of pattern electroretinogram (PERG) waveforms in order to determine PERG characteristics for optimizing the diagnosis of early primary open-angle glaucoma (POAG).

METHODS

Pattern electroretinogram was performed in 30 normal eyes and 30 eyes with primary open-angle glaucoma according to the ISCEV protocol. The check size was 0.8° and 16°, and the color was black/white in both groups. The results were analyzed in time domain (TD) and discrete wavelet transform (DWT) using the MATLAB software. The mean value, standard deviation, and relative energy of level 6 and 7 detail coefficients (d6, d7) and level 7 approximation coefficients (a7) of Daubechies 4 (db4), Daubechies 8 (db8), Symlet 5 (sym5), Symlet 7 (sym7), and Coiflet 5 (coif5) wavelets were calculated. In all the mentioned wavelets, DWT descriptors were extracted. Signals were reconstructed by inverse DWT. All data obtained by TD and DWT analyses were compared between the two groups.

RESULTS

In both check sizes, a significant attenuation of N95 amplitude was seen in the patient group. The relative energy of a7 of db8 increased significantly in the POAG group in the 0.8° check size. In larger check stimuli, the relative energy of d7 of coif5 decreased significantly and the standard deviation of d7 of sym7 increased markedly in glaucomatous patients (P < 0.05). In small stimuli, N95 descriptor (7N) of db8 had the highest value and showed a significant increase as compared to the POAG group. In the 16° check size, there was no significant difference. A strong correlation was seen between reconstructed signals and originals (r = 0.99).

CONCLUSION

The DWT can quantify PERG responses more accurately. In agreement with TD and wavelet coefficients domain results, 7N of db8 decomposition can be used as a good indicator for early detection of POAG.

摘要

目的

评估离散小波变换系数并识别图形视网膜电图(PERG)波形的描述符,以确定PERG特征,从而优化早期原发性开角型青光眼(POAG)的诊断。

方法

根据国际临床视觉电生理学会(ISCEV)协议,对30只正常眼和30只原发性开角型青光眼患者的眼睛进行图形视网膜电图检查。两组的检查大小均为0.8°和16°,颜色均为黑白。使用MATLAB软件在时域(TD)和离散小波变换(DWT)中分析结果。计算了Daubechies 4(db4)、Daubechies 8(db8)、Symlet 5(sym5)、Symlet 7(sym7)和Coiflet 5(coif5)小波的第6和7级细节系数(d6、d7)以及第7级近似系数(a7)的平均值、标准差和相对能量。在所有上述小波中,提取了DWT描述符。通过逆DWT重建信号。比较两组通过TD和DWT分析获得的所有数据。

结果

在两种检查大小下,患者组均出现N95振幅的显著衰减。在0.8°检查大小下,POAG组中db8的a7相对能量显著增加。在较大的检查刺激下,青光眼患者中coif5的d7相对能量显著降低,sym7的d7标准差显著增加(P < 0.05)。在小刺激下,db8的N95描述符(7N)值最高,与POAG组相比显著增加。在16°检查大小下,无显著差异。重建信号与原始信号之间存在很强的相关性(r = 0.99)。

结论

DWT可以更准确地量化PERG反应。与TD和小波系数域结果一致;db8分解的7N可作为早期检测POAG的良好指标。

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