Department of Data Analysis, Ghent University, Ghent, Belgium.
Vrije Universiteit Brussel, AIMS laboratory, Brussel, Belgium.
PLoS Comput Biol. 2022 Dec 27;18(12):e1009988. doi: 10.1371/journal.pcbi.1009988. eCollection 2022 Dec.
During resting-state EEG recordings, alpha activity is more prominent over the posterior cortex in eyes-closed (EC) conditions compared to eyes-open (EO). In this study, we characterized the difference in spectra between EO and EC conditions using dynamic causal modelling. Specifically, we investigated the role of intrinsic and extrinsic connectivity-within the visual cortex-in generating EC-EO alpha power differences over posterior electrodes. The primary visual cortex (V1) and the bilateral middle temporal visual areas (V5) were equipped with bidirectional extrinsic connections using a canonical microcircuit. The states of four intrinsically coupled subpopulations-within each occipital source-were also modelled. Using Bayesian model selection, we tested whether modulations of the intrinsic connections in V1, V5 or extrinsic connections (or a combination thereof) provided the best evidence for the data. In addition, using parametric empirical Bayes (PEB), we estimated group averages under the winning model. Bayesian model selection showed that the winning model contained both extrinsic connectivity modulations, as well as intrinsic connectivity modulations in all sources. The PEB analysis revealed increased extrinsic connectivity during EC. Overall, we found a reduction in the inhibitory intrinsic connections during EC. The results suggest that the intrinsic modulations in V5 played the most important role in producing EC-EO alpha differences, suggesting an intrinsic disinhibition in higher order visual cortex, during EC resting state.
在静息态 EEG 记录中,与睁眼 (EO) 相比,闭眼 (EC) 条件下顶叶后部的 alpha 活动更为明显。在这项研究中,我们使用动态因果建模来描述 EO 和 EC 条件下频谱的差异。具体来说,我们研究了内在和外在连接——在视觉皮层内——在产生后电极 EC-EO alpha 功率差异方面的作用。初级视觉皮层 (V1) 和双侧颞中视觉区 (V5) 使用经典微电路配备了双向外在连接。还对每个枕叶源内的四个内在耦合亚群的状态进行了建模。使用贝叶斯模型选择,我们测试了 V1、V5 或外在连接(或其组合)的内在连接调制是否为数据提供了最佳证据。此外,使用参数经验贝叶斯 (PEB),我们在获胜模型下估计了组平均值。贝叶斯模型选择表明,获胜模型包含外在连接调制,以及所有来源的内在连接调制。PEB 分析显示 EC 期间外在连接增加。总体而言,我们发现 EC 期间抑制性内在连接减少。结果表明,V5 中的内在调制在产生 EC-EO alpha 差异方面起着最重要的作用,这表明在 EC 静息状态下,高级视觉皮层存在内在去抑制作用。