在人类脑电图中,功率谱密度的斜率在低频(200Hz)处变平

Srishty Aggarwal, Supratim Ray
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引用次数: 2

摘要

脑电图(EEG)等大脑信号通常显示出不同频率的振荡,这些振荡表现为这些信号的功率谱密度(PSD)中的不同“颠簸”。此外,PSD还显示出功率随着频率的增加而明显降低,这属于非周期性活动,通常被称为“1/f”分量。虽然有报道称,健康衰老和精神障碍会导致大脑信号的周期性活动发生变化,但最近的研究表明,这些因素也会降低非周期性活动的斜率。然而,这些研究只分析了在有限频率范围(49岁)内健康(N=217)或有轻度认知障碍(MCI;N=11)或阿尔茨海默病(AD;N=5)的PSD斜率,并分析了直到800Hz的PSD斜率。与之前的研究一致,高达~150 Hz的1/f斜率随着健康衰老而降低。令人惊讶的是,我们在更高的频率(>200Hz)下发现了相反的情况:斜率随着年龄的增长而增加。对于睁眼和闭眼条件以及不同的参考方案,在所有电极中都观察到了这一结果。MCI/AD受试者的斜率与年龄和性别匹配的健康对照组相比没有显著差异。总的来说,我们的研究结果限制了健康和病理衰老中PSD斜率所反映的生物物理机制。意义陈述大脑中的非周期性活动的特征是测量大脑信号的功率谱的斜率。这一斜率已被证明随着健康的衰老而变平,表明某种“神经噪音”的增加。然而,这种平坦化只在有限的频率范围(200赫兹)内观察到,相反的情况发生了:斜率随着年龄的增长而变陡。这发生在所有电极上,与状态和参考技术无关。然而,早期阿尔茨海默病患者及其对照组的斜率没有变化。我们的研究结果为神经噪声的特性以及影响AD和非周期性活动的神经生理学过程提供了新的线索。
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Slope of the power spectral density flattens at low frequencies (<150 Hz) with healthy aging but also steepens at higher frequency (>200 Hz) in human electroencephalogram
Brain signals such as electroencephalogram (EEG) often show oscillations at various frequencies, which are represented as distinct “bumps” in the power spectral density (PSD) of these signals. In addition, the PSD also shows a distinct reduction in power with increasing frequency, which pertains to aperiodic activity and is often termed as the “1/f” component. While a change in periodic activity in brain signals with healthy aging and mental disorders has been reported, recent studies have shown a reduction in the slope of the aperiodic activity with these factors as well. However, these studies only analysed PSD slopes over a limited frequency range (<100 Hz). To test whether the PSD slope is affected over a wider frequency range with aging and mental disorder, we collected EEG data with high sampling rate (2500 Hz) from a large population of elderly subjects (>49 years) who were healthy (N=217) or had mild cognitive impairment (MCI; N=11) or Alzheimer’s Disease (AD; N=5), and analysed the PSD slope till 800 Hz. Consistent with previous studies, the 1/f slope up to ~150 Hz reduced with healthy aging. Surprisingly, we found the opposite at higher frequencies (>200 Hz): the slope increased with age. This result was observed in all electrodes, for both eyes open and eyes closed conditions, and for different reference schemes. Slopes were not significantly different in MCI/AD subjects compared to age and gender matched healthy controls. Overall, our results constrain the biophysical mechanisms that are reflected in the PSD slopes in healthy and pathological aging. Significance Statement Aperiodic activity in the brain is characterized by measuring the slope of the power spectrum of brain signals. This slope has been shown to flatten with healthy aging, suggesting an increase in some sort of “neural noise”. However, this flattening has been observed only over a limited frequency range (<150 Hz). We found that at higher frequencies (>200 Hz), the opposite happens: the slope steepens with age. This occurs at all electrodes, irrespective of state and referencing techniques. However, the slope is unchanged in subjects with early Alzheimer’s Disease (AD) and their controls. Our results shed new light on the properties of neural noise and the neurophysiological processes affecting AD and the aperiodic activity.
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