Functional Neurosurgery Laboratory, Department of Neurosurgery, Johns Hopkins School of Medicine, Baltimore, Maryland, USA.
Department of Neurology, Johns Hopkins School of Medicine, Baltimore MD, USA.
J Neurosci Methods. 2024 Jul;407:110127. doi: 10.1016/j.jneumeth.2024.110127. Epub 2024 Apr 13.
Human induced pluripotent stem cell (hiPSC)- derived neurons offer the possibility of studying human-specific neuronal behaviors in physiologic and pathologic states in vitro. It is unclear whether cultured neurons can achieve the fundamental network behaviors required to process information in the brain. Investigating neuronal oscillations and their interactions, as occurs in cross-frequency coupling (CFC), addresses this question.
We examined whether networks of two-dimensional (2D) cultured hiPSC-derived cortical neurons grown with hiPSC-derived astrocytes on microelectrode array plates recapitulate the CFC that is present in vivo. We employed the modulation index method for detecting phase-amplitude coupling (PAC) and used offline spike sorting to analyze the contribution of single neuron spiking to network behavior.
We found that PAC is present, the degree of PAC is specific to network structure, and it is modulated by external stimulation with bicuculline administration. Modulation of PAC is not driven by single neurons, but by network-level interactions.
PAC has been demonstrated in multiple regions of the human cortex as well as in organoids. This is the first report of analysis demonstrating the presence of coupling in 2D cultures.
CFC in the form of PAC analysis explores communication and integration between groups of neurons and dynamical changes across networks. In vitro PAC analysis has the potential to elucidate the underlying mechanisms as well as capture the effects of chemical, electrical, or ultrasound stimulation; providing insight into modulation of neural networks to treat nervous system disorders in vivo.
人类诱导多能干细胞(hiPSC)衍生的神经元为体外研究人类特有的生理和病理状态下的神经元行为提供了可能。目前尚不清楚培养的神经元是否能够实现大脑中信息处理所必需的基本网络行为。研究神经元的振荡及其相互作用,如在跨频耦合(CFC)中发生的那样,解决了这个问题。
我们研究了在微电极阵列板上培养的具有 hiPSC 衍生星形胶质细胞的二维(2D)培养的 hiPSC 衍生皮质神经元网络是否可以再现体内存在的 CFC。我们采用调制指数法检测相位-幅度耦合(PAC),并使用离线尖峰排序分析单个神经元尖峰对网络行为的贡献。
我们发现 PAC 存在,PAC 的程度特定于网络结构,并且可以通过给予毒蕈碱受体拮抗剂(bicuculline)的外部刺激来调节。PAC 的调节不是由单个神经元驱动,而是由网络级别的相互作用驱动。
PAC 已在人类大脑的多个区域以及类器官中得到证明。这是首次报道分析证明在 2D 培养物中存在耦合的报告。
PAC 形式的 CFC 探索了神经元群体之间的通信和整合以及网络之间的动态变化。体外 PAC 分析有可能阐明潜在机制,并捕捉化学、电或超声刺激的影响;为体内治疗神经系统疾病提供对神经网络调制的深入了解。