Neuroscience Research Institute, Peking University, Beijing, China.
Department of Neurology, People's Hospital, Peking University, Beijing, China.
Front Neural Circuits. 2017 Oct 9;11:71. doi: 10.3389/fncir.2017.00071. eCollection 2017.
Previous studies have shown that multiple brain regions are involved in pain perception and pain-related neural processes by forming a functionally connected pain network. It is still unclear how these pain-related brain areas actively work together to generate the experience of pain. To get a better insight into the pain network, we implanted electrodes in four pain-related areas of rats including the anterior cingulate cortex (ACC), orbitofrontal cortex (OFC), primary somatosensory cortex (S1) and periaqueductal gray (PAG). We analyzed the pattern of local field potential (LFP) oscillations under noxious laser stimulations and innoxious laser stimulations. A high-dimensional feature matrix was built based on the LFP characters for both experimental conditions. Generalized linear models (GLMs) were trained to classify recorded LFPs under noxious vs. innoxious condition. We found a general power decrease in α and β bands and power increase in γ band in the recorded areas under noxious condition. After noxious laser stimulation, there was a consistent change in LFP power and correlation in all four brain areas among all 13 rats. With GLM classifiers, noxious laser trials were distinguished from innoxious laser trials with high accuracy (86%) using high-dimensional LFP features. This work provides a basis for further research to examine which aspects (e.g., sensory, motor or affective processes) of noxious stimulation should drive distinct neural activity across the pain network.
先前的研究表明,通过形成功能连接的疼痛网络,多个大脑区域参与疼痛感知和与疼痛相关的神经过程。目前尚不清楚这些与疼痛相关的大脑区域如何积极地协同工作以产生疼痛体验。为了更好地了解疼痛网络,我们在包括前扣带皮层(ACC)、眶额皮层(OFC)、初级体感皮层(S1)和中脑导水管周围灰质(PAG)在内的四个与疼痛相关的区域中植入了电极。我们分析了在有害激光刺激和无害激光刺激下局部场电位(LFP)振荡的模式。根据两种实验条件下的 LFP 特征构建了一个高维特征矩阵。使用广义线性模型(GLM)对有害与无害条件下记录的 LFPs 进行分类。我们发现,在有害条件下,记录区域中的α和β波段的总功率降低,γ波段的功率增加。在有害激光刺激后,在所有 13 只大鼠的所有四个大脑区域中,LFP 功率和相关性都发生了一致的变化。使用 GLM 分类器,使用高维 LFP 特征可以将有害激光试验与无害激光试验区分开来,准确率高达 86%。这项工作为进一步研究提供了基础,以检查有害刺激的哪些方面(例如感觉、运动或情感过程)应该在疼痛网络中驱动不同的神经活动。