论文标题

下一代神经质量模型中的theta-nest-nest gamma振荡

Theta-nested gamma oscillations in next generation neural mass models

论文作者

Segneri, Marco, Bi, Hongjie, Olmi, Simona, Torcini, Alessandro

论文摘要

在大脑的许多区域中,已经报道了theta-nest-nest-nestγ振荡,并且被认为代表了一种基本机制,可以在空间和时间尺度上传递信息。在一系列最近的体外实验中,可以通过光遗传学的theta频率刺激在表演动物中观察到的theta和γ节奏之间的几种跨频耦合的特征。为了重现这些实验的主要发现,我们考虑了一种新的神经质量模型,能够准确地重现尖峰神经网络的宏观动力学。在此框架中,我们检查了两个能够支持集体伽马振荡的设置:锥体间神经元网络伽马(PING)和神经元网络伽玛(ING)。在这两个设置中,我们都可以通过在HOPF分叉的附近驱动系统来驱动系统,从而观察到theta-Nest-Nest-Nest-Nest-Nestγ振荡的出现。这些混合节奏始终显示出相位振幅耦合。但是,可以识别2种不同类型的嵌套振荡:一种以Theta和Gamma节律之间的完美相位锁定为特征,对应于整体周期性行为;另一个锁定不完善,动力学是准周期性甚至混乱的。从我们的分析中可以看出,锁定状态在ING设置中更为频繁。与实验一致,我们发现theta-nest-nestγ振荡强迫频率在[1:10] Hz范围内,其振幅与强迫一个相成比例地生长,并且由theta阶段明确调节。与实验发现的不同,伽马峰峰不会通过增加theta频率而转移到更高的频率。仅通过同时增加噪声或强迫幅度,才可以在或模型中获得此效果。

Theta-nested gamma oscillations have been reported in many areas of the brain and are believed to represent a fundamental mechanism to transfer information across spatial and temporal scales. In a series of recent experiments in vitro it has been possible to replicate with an optogenetic theta frequency stimulation several features of cross-frequency coupling among theta and gamma rhythms observed in behaving animals. In order to reproduce the main findings of these experiments we have considered a new class of neural mass models able to reproduce exactly the macroscopic dynamics of spiking neural networks. In this framework, we have examined two set-ups able to support collective gamma oscillations: the pyramidal interneuronal network gamma (PING) and the interneuronal network gamma (ING). In both set-ups we observe the emergence of theta-nested gamma oscillations by driving the system with a sinusoidal theta-forcing in proximity of a Hopf bifurcation. These mixed rhythms display always phase amplitude coupling. However 2 different types of nested oscillations can be identified: one characterized by a perfect phase locking between theta and gamma rhythms, corresponding to an overall periodic behaviour; another one where the locking is imperfect and the dynamics is quasi-periodic or even chaotic. From our analysis it emerges that the locked states are more frequent in the ING set-up. In agreement with the experiments, we find theta-nested gamma oscillations for forcing frequencies in the range [1:10] Hz, whose amplitudes grow proportionally to the forcing one and which are clearly modulated by the theta phase. At variance with experimental findings, the gamma-power peak does not shift to higher frequencies by increasing the theta frequency. This effect can be obtained, in or model, only by incrementing, at the same time, also the noise or the forcing amplitude.

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