Python/NEURON code for simulating biophysically realistic thalamocortical dynamics during sleep

IF 1.3 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING Software Impacts Pub Date : 2024-06-03 DOI:10.1016/j.simpa.2024.100667
Christian G. Fink , Pavel Sanda , Logan Bayer , Eroma Abeysinghe , Maxim Bazhenov , Giri P. Krishnan
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Abstract

Understanding the function of sleep and its associated neural rhythms is an important goal in neuroscience. While many theoretical models of neural dynamics during sleep exist, few include the effects of neuromodulators on sleep oscillations and describe transitions between sleep and wake states or different sleep stages. Here, we started with a C++-based thalamocortical network model that describes characteristic thalamic and cortical oscillations specific to sleep. This model, which includes a biophysically realistic description of intrinsic and synaptic channels, allows for testing the effects of different neuromodulators, intrinsic cell properties, and synaptic connectivity on neural dynamics during sleep. We present a complete reimplementation of this previously-published sleep model in the standardized NEURON/Python framework, making it more accessible to the wider scientific community.

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模拟睡眠期间丘脑皮层生物物理动态的 Python/NEURON 代码
了解睡眠及其相关神经节律的功能是神经科学的一个重要目标。虽然已有许多睡眠期间神经动态的理论模型,但很少有模型包括神经调节剂对睡眠振荡的影响,以及睡眠和觉醒状态或不同睡眠阶段之间的转换。在这里,我们从一个基于 C++ 的丘脑皮层网络模型入手,该模型描述了睡眠特有的丘脑和皮层振荡特征。该模型包括对内在和突触通道的生物物理现实描述,可用于测试不同神经调节剂、细胞内在特性和突触连接对睡眠期间神经动力学的影响。我们在标准化的 NEURON/Python 框架中重新完整地实现了这一以前发表的睡眠模型,使其更容易为更广泛的科学界所使用。
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来源期刊
Software Impacts
Software Impacts Software
CiteScore
2.70
自引率
9.50%
发文量
0
审稿时长
16 days
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