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开源的脊髓阴部-膀胱反射神经刺激计算模型,用于恢复脊髓损伤后的膀胱控制。

An Open-source Computational Model of Neurostimulation of the Spinal Pudendo-Vesical Reflex for the Recovery of Bladder Control After Spinal Cord Injury.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2022 Jul;2022:1607-1610. doi: 10.1109/EMBC48229.2022.9871195.

Abstract

Spinal cord stimulation (SCS) could be used to restore control of the bladder after spinal cord injury, but substantial development is still required to tailor this technology for bladder function. Computational models could be utilized to accelerate these efforts enabling in-silico optimization of stimulation parameters. However, no model of the spinal pudendo-vesical reflex can simulate the effect of stimulation amplitude on neuron recruitment. This limitation hinders accurate prediction of bladder pressure changes for different stimulation configurations. Here., we implemented an open-source realistic spiking neural network model of the pudendo-vesical reflex enabling exploration of the impact of stimulation amplitude and frequency on bladder pressure changes. We used the oS PARC platform to design a parallel implementation of the bladder reflex circuits with NEURON. Our model successfully reproduced and expanded previous studies., producing a decrease in bladder pressure at low stimulation frequency (10 Hz) and excitation at high stimulation frequency (≥33 Hz) in isovolumetric experiments. We then explored the effect of mixed nerve recruitment., simulating a common case of poorly selective spinal cord stimulation. We found that high recruitments of pudendal nerve axons are necessary to maintain this bi-modal behavior., regardless of stimulation specificity. Our framework is fully open-source and can be used to simulate any type of axon stimulations such as SCS and peripheral nerve stimulation.

摘要

脊髓刺激 (SCS) 可用于恢复脊髓损伤后的膀胱控制,但仍需要大量开发工作来针对膀胱功能定制这项技术。计算模型可以用于加速这些努力,从而实现刺激参数的仿真优化。然而,目前没有任何一种阴部-膀胱反射的计算模型能够模拟刺激幅度对神经元募集的影响。这一限制阻碍了对不同刺激配置下膀胱压力变化的准确预测。在这里,我们实现了阴部-膀胱反射的开源真实 Spike 神经网络模型,能够探索刺激幅度和频率对膀胱压力变化的影响。我们使用 oSPARC 平台在 NEURON 中设计了膀胱反射回路的并行实现。我们的模型成功地再现和扩展了之前的研究,在等容实验中产生了低频刺激(10 Hz)时膀胱压力下降和高频刺激(≥33 Hz)时兴奋的结果。然后,我们探索了混合神经募集的影响,模拟了常见的脊髓刺激选择性差的情况。我们发现,需要募集大量阴部神经轴突来维持这种双模态行为,而与刺激特异性无关。我们的框架是完全开源的,可以用于模拟任何类型的轴突刺激,如 SCS 和周围神经刺激。

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