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Curated Model Development Using NEUROiD: A Web-Based NEUROmotor Integration and Design Platform

机译:使用NEUROiD进行策划的模型开发:基于Web的NEUROmotor集成和设计平台

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摘要

Decades of research on neuromotor circuits and systems has provided valuable information on neuronal control of movement. Computational models of several elements of the neuromotor system have been developed at various scales, from sub-cellular to system. While several small models abound, their structured integration is the key to building larger and more biologically realistic models which can predict the behavior of the system in different scenarios. This effort calls for integration of elements across neuroscience and musculoskeletal biomechanics. There is also a need for development of methods and tools for structured integration that yield larger in silico models demonstrating a set of desired system responses. We take a small step in this direction with the NEUROmotor integration and Design (NEUROiD) platform. NEUROiD helps integrate results from motor systems anatomy, physiology, and biomechanics into an integrated neuromotor system model. Simulation and visualization of the model across multiple scales is supported. Standard electrophysiological operations such as slicing, current injection, recording of membrane potential, and local field potential are part of NEUROiD. The platform allows traceability of model parameters to primary literature. We illustrate the power and utility of NEUROiD by building a simple ankle model and its controlling neural circuitry by curating a set of published components. NEUROiD allows researchers to utilize remote high-performance computers for simulation, while controlling the model using a web browser.
机译:关于神经运动电路和系统的数十年研究提供了有关运动神经元控制的有价值的信息。从亚细胞到系统,已经在各种规模上开发了神经运动系统的几个元素的计算模型。尽管有几个小型模型,但它们的结构化集成是构建更大且更具生物学现实性的模型的关键,这些模型可以预测系统在不同情况下的行为。这项工作要求整合神经科学和肌肉骨骼生物力学中的元素。还需要开发用于结构化集成的方法和工具,该方法和工具可以产生更大的计算机模型,从而证明一组期望的系统响应。我们通过NEUROmotor集成和设计(NEUROiD)平台朝这个方向迈出了一小步。 NEUROiD帮助将来自运动系统解剖学,生理学和生物力学的结果整合到一个集成的神经运动系统模型中。支持跨多个比例的模型仿真和可视化。切片,电流注入,膜电位记录和局部电场电位等标准电生理操作是NEUROiD的一部分。该平台允许将模型参数追溯到主要文献。我们通过建立一个简单的脚踝模型并通过策划一组已发布的组件来控制神经回路,来说明NEUROiD的功能和实用性。 NEUROiD允许研究人员使用远程高性能计算机进行仿真,同时使用Web浏览器控制模型。

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