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Computer simulations of dorsal cochlear nucleus neural circuitry

机译:耳蜗背侧神经回路的计算机模拟

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摘要

The dorsal cochlear nucleus (DCN) is part of the first stage of auditory processing in the central nervous system. Experimental evidence has provided a conceptual model for a portion of the DCN neural circuit that serves as a basis for the computational model described in this paper. The model consists of four neural populations arranged tonotopically. The pattern of convergence from one population to another and the strengths of those connections are important model parameters. Lumped parameter electrical circuit models are used to model the membrane potential of individual cells. Synapses are simulated by activating variable conductances in postsynaptic cells according to spike activity in presynaptic cells. The level of detail incorporated in the model is a good compromise between biophysical accuracy and the computational tractability required to simulate relatively large networks. Results are shown demonstrating the ability of the model to replicate features of DCN cross-correlation functions and to simulate DCN response properties with quantitative accuracy. The model is a useful tool for exploring hypotheses regarding DCN structure and function.
机译:耳蜗背核(DCN)是中枢神经系统听觉处理的第一阶段的一部分。实验证据为DCN神经回路的一部分提供了概念模型,作为本文所述计算模型的基础。该模型由以局部方式排列的四个神经种群组成。从一个人口到另一个人口的收敛模式以及这些联系的强度是重要的模型参数。集总参数电路模型用于对单个细胞的膜电位进行建模。根据突触前细胞中的突波活性,通过激活突触后细胞中的可变电导来模拟突触。模型中包含的详细程度是生物物理精度与模拟相对较大网络所需的计算可处理性之间的良好折衷。显示的结果表明该模型具有复制DCN互相关函数的特征并以定量精度模拟DCN响应属性的能力。该模型是探索有关DCN结构和功能的假设的有用工具。

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