首页> 外文会议>IASTED International Conference on Biomedical Engineering >KULLBACK-LEIBLER ENTROPY ANALYSIS OF THE ELECTROENCEPHALOGRAM BACKGROUND ACTIVITY IN ALZHEIMER'S DISEASE PATIENTS
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KULLBACK-LEIBLER ENTROPY ANALYSIS OF THE ELECTROENCEPHALOGRAM BACKGROUND ACTIVITY IN ALZHEIMER'S DISEASE PATIENTS

机译:Kullback-Leibler熵分析Alzheimer病患者的脑电图

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Alzheimer's disease (AD) is the most frequent form of dementia in western countries. An early detection would be beneficial, but currently diagnostic accuracy is relatively poor. In this study, differences in information content between cortical areas in 12 AD patients and 11 control subjects were assessed with Kullback-Leibler (KL) entropy. KL entropy measures the degree of similarity between two probability distributions. EEGs were recorded from 19 scalp electrodes and KL entropy values of the EEGs in both groups were estimated for the local, distant and interhemispheric electrodes. KL entropy values were lower in AD patients than in age-matched control subjects, with significant effects for diagnosis and brain region (p < 0.05, two-way ANOVA). No significant interaction for diagnosis X region was found (p = 0.7671). Additionally a one-way ANOVA showed that KL entropy values were significantly lower in AD patients (p < 0.05) for the distant electrodes on the right hemisphere. These results suggest that KL entropy highlights information content changes in the EEG due to AD. However, further studies are needed to address the possible usefulness of KL entropy in the characterisation and early detection of AD.
机译:阿尔茨海默病(AD)是西方国家最常见的痴呆形式。早期检测将是有益的,但目前诊断准确性相对较差。在该研究中,用Kullback-Leibler(KL)熵评估了12名AD患者和11名对照受试者的皮质区域之间信息含量的差异。 KL熵测量两个概率分布之间的相似度。从19个头皮电极记录脑电图,估计局部,远处和卵闭电极的两组中的脑电图的KL熵值。 AD患者的KL熵值低于年龄匹配的对照受试者,对诊断和脑区具有显着影响(P <0.05,双向ANOVA)。未发现诊断X区的显着相互作用(P = 0.7671)。此外,单向ANOVA表明,在右半球上的遥感电极的AD患者(P <0.05)中KL熵值显着降低。这些结果表明,由于广告,KL熵突出了EEG中的信息内容更改。然而,需要进一步的研究来解决KL熵在AD的表征和早期检测中的可能有用性。

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