Photic driving response in primary headache: diagnostic value tested by discriminant analysis and artificial neural network classifiers.

M de Tommaso, V Sciruicchio, R Bellotti, M Guido, G Sasanelli, L M Specchio, F Puca
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引用次数: 20

Abstract

The aim of this study was to discriminate migraine patients (MWoA) from tension-type headache (TTH) patients and normals in order to confirm that the photic driving response in the medium frequency range is a marker of migraine and to test the hypothesis that MWoA and TTH are separate disorders based on electrophysiological pattern. We recruited 120 MWoA patients, 64 TTH patients, and 51 healthy controls without any history of headache or of migraine inheritance, according to International Headache Society (IHS) criteria. The classification method was discriminant analysis using both linear discriminant analysis with a stepwise selection of predictors and an artificial neural network classifier (NNs). The mean amplitude of the first harmonic elicited by flash stimulation in the 15-27 Hz range was significantly increased over Fp1, C3, C4, P4, O2, and O1 electrodes in MWoA and TTH patients in comparison with normal subjects. Using both classification methods, only the control subjects were correctly distinguished. When only the patient groups were matched, no significant difference was detectable. The increased brain response to visual stimulation detected in both migraine and TTH suggests a common neuronal dysfunction in the two headache subtypes.

原发性头痛的光驱动反应:判别分析和人工神经网络分类器的诊断价值检验。
本研究的目的是将偏头痛患者(MWoA)与紧张性头痛(TTH)患者和正常人区分开来,以证实中频范围内的光驱动反应是偏头痛的标志,并检验基于电生理模式的MWoA和TTH是不同疾病的假设。根据国际头痛学会(IHS)的标准,我们招募了120例MWoA患者、64例TTH患者和51例健康对照者,这些患者没有任何头痛史或偏头痛遗传。分类方法为判别分析,采用逐步选择预测因子的线性判别分析和人工神经网络分类器。MWoA和TTH患者Fp1、C3、C4、P4、O2和O1电极在15 ~ 27 Hz范围内的一次谐波平均振幅较正常人显著增加。使用两种分类方法,只有对照受试者被正确区分。当只有患者组匹配时,没有明显的差异被检测到。在偏头痛和TTH中都检测到大脑对视觉刺激的反应增加,这表明两种头痛亚型中存在共同的神经元功能障碍。
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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