Jeong J, Gore J C, Peterson B S
Department of Diagnostic Radiology and Child Study Center, Yale School of Medicine, Yale University, New Haven, CT 06520-8042, USA.
Clin Neurophysiol. 2001 May;112(5):827-35. doi: 10.1016/s1388-2457(01)00513-2.
Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes.
We recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients.
The local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls.
These results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.
互信息提供了两个时间序列之间线性和非线性统计依赖性的一种度量。交叉互信息(CMI)用于量化从一个时间序列传输到另一个时间序列的信息,而时间序列中的自互信息(AMI)估计根据时间序列在前点的值,该时间序列的值平均可被预测的程度。本研究的目的是通过估计脑电图电极之间的平均CMI来评估阿尔茨海默病(AD)患者不同皮质区域之间的信息传递。
我们记录了15例AD患者和15名年龄匹配的正常对照者16个尺度电极的脑电图,并估计了两组脑电图的局部、远距离和半球间CMI。还测量了脑电图AMI(随延迟增加)的下降速率,以评估AD患者脑电图的复杂性。
AD受试者的局部CMI低于正常对照者,尤其是在额叶和前颞叶区域。在AD患者中,检测到右半球远距离电极之间以及相应半球间电极之间的信息传递显著减少。此外,AD患者整个大脑的AMI随延迟下降的速度明显比正常对照者慢得多。
这些结果与先前的研究结果一致,即AD患者脑电图异常与长皮质-皮质连接中信息传递的功能障碍有关。