首页> 美国卫生研究院文献>Computational and Mathematical Methods in Medicine >A Novel Application of Multiscale Entropy in Electroencephalography to Predict the Efficacy of Acetylcholinesterase Inhibitor in Alzheimers Disease
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A Novel Application of Multiscale Entropy in Electroencephalography to Predict the Efficacy of Acetylcholinesterase Inhibitor in Alzheimers Disease

机译:多尺度熵在脑电图中预测乙酰胆碱酯酶抑制剂在阿尔茨海默病中的有效性的新应用

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摘要

Alzheimer's disease (AD) is the most common form of dementia. According to one hypothesis, AD is caused by the reduced synthesis of the neurotransmitter acetylcholine. Therefore, acetylcholinesterase (AChE) inhibitors are considered to be an effective therapy. For clinicians, however, AChE inhibitors are not a predictable treatment for individual patients. We aimed to disclose the difference by biosignal processing. In this study, we used multiscale entropy (MSE) analysis, which can disclose the embedded information in different time scales, in electroencephalography (EEG), in an attempt to predict the efficacy of AChE inhibitors. Seventeen newly diagnosed AD patients were enrolled, with an initial minimental state examination (MMSE) score of 18.8 ± 4.5. After 12 months of AChE inhibitor therapy, 7 patients were responsive and 10 patients were nonresponsive. The major difference between these two groups is Slope 2 (MSE6 to 20). The area below the receiver operating characteristic (ROC) curve of Slope 2 is 0.871 (95% CI = 0.69–1). The sensitivity is 85.7% and the specificity is 60%, whereas the cut-off value of Slope 2 is −0.024. Therefore, MSE analysis of EEG signals, especially Slope 2, provides a potential tool for predicting the efficacy of AChE inhibitors prior to therapy.
机译:阿尔茨海默氏病(AD)是痴呆症的最常见形式。根据一种假设,AD是由神经递质乙酰胆碱合成减少引起的。因此,乙酰胆碱酯酶(AChE)抑制剂被认为是一种有效的疗法。但是,对于临床医生而言,AChE抑制剂对于个别患者而言并不是可预测的治疗方法。我们旨在通过生物信号处理来揭示差异。在这项研究中,我们使用多尺度熵(MSE)分析,可以在脑电图(EEG)中公开不同时间尺度的嵌入信息,以试图预测AChE抑制剂的疗效。招募了17名新诊断的AD患者,其初始迷你状态检查(MMSE)得分为18.8±4.5。 AChE抑制剂治疗12个月后,有7例有反应,有10例无反应。两组之间的主要区别是斜率2(MSE6至20)。斜率2的接收器工作特性(ROC)曲线下方的区域为0.871(95%CI = 0.69–1)。灵敏度为85.7%,特异性为60%,而斜率2的临界值为-0.024。因此,对EEG信号(尤其是Slope 2)的MSE分析为治疗前预测AChE抑制剂的疗效提供了潜在的工具。

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