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Optimized single electroencephalogram channel sleep staging in rats

机译:优化的大鼠单脑电图通道睡眠分期

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摘要

Most studies of sleep staging in rats use both multichannels electroencephalogram (EEG) and electromyogram (EMG), so it would be convenient and meaningful in some fields if sleep staging in rats could be realized using a single EEG channel. In this study, we used a single bipolar cortical EEG electrode at the frontal-parietal location with a 0.5-30 Hz filter band and a clustering sleep-staging algorithm including seven classification parameters. The agreements between the computer and two independent raters were 96.9 +/- 1.1% for Wake, 97.1 +/- 1.4% for non-rapid eye movement (NREM) sleep, and 91.4 +/- 2.5% for rapid eye movement (REM) sleep, and the overall agreement was 96.7 +/- 0.7%. These results indicate that the accuracies of sleep staging remain high even though only a single EEG channel was used and that a system based on this scheme would be suitable for realtime and long-term studies of sleep.
机译:大鼠睡眠分期的大多数研究都使用多通道脑电图(EEG)和肌电图(EMG),因此,如果可以使用单个EEG通道实现大鼠睡眠分期,则在某些领域将是方便且有意义的。在这项研究中,我们在额顶位置使用单个双极皮质EEG电极,具有0.5-30 Hz的滤波带,并采用了包括七个分类参数的聚类睡眠分期算法。计算机与两个独立评估者之间的协议对于Wake而言为96.9 +/- 1.1%,对于非快速眼动(NREM)睡眠为97.1 +/- 1.4%,对于快速眼动(REM)为91.4 +/- 2.5%睡眠,总体同意率为96.7 +/- 0.7%。这些结果表明,即使仅使用单个EEG通道,睡眠分期的准确性仍然很高,并且基于该方案的系统将适用于实时和长期睡眠研究。

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