Salinas E, Abbott L F
Center for Complex Systems, Brandeis University, Waltham, Massachusetts 02254, USA.
J Neurosci. 1995 Oct;15(10):6461-74. doi: 10.1523/JNEUROSCI.15-10-06461.1995.
During sensory-guided motor tasks, information must be transferred from arrays of neurons coding target location to motor networks that generate and control movement. We address two basic questions about this information transfer. First, what mechanisms assure that the different neural representations align properly so that activity in the sensory network representing target location evokes a motor response generating accurate movement toward the target? Coordinate transformations may be needed to put the sensory data into a form appropriate for use by the motor system. For example, in visually guided reaching the location of a target relative to the body is determined by a combination of the position of its image on the retina and the direction of gaze. What assures that the motor network responds to the appropriate combination of sensory inputs corresponding to target position in body- or arm-centered coordinates? To answer these questions, we model a sensory network coding target position and use it to drive a similarly modeled motor network. To determine the actual motor response we use decoding methods that have been developed and verified in experimental work. We derive a general set of conditions on the sensory-to-motor synaptic connections that assure a properly aligned and transformed response. The accuracy of the response for different numbers of coding cells is computed. We show that development of the synaptic weights needed to generate the correct motor response can occur spontaneously through the observation of random movements and correlation-based synaptic modification. No error signal or external teaching is needed during this process. We also discuss nonlinear coordinate transformations and the presence of both shifting and nonshifting receptive fields in sensory/motor systems.
在感觉引导的运动任务中,信息必须从编码目标位置的神经元阵列传递到产生和控制运动的运动网络。我们针对这种信息传递提出两个基本问题。首先,哪些机制可确保不同的神经表征正确对齐,从而使代表目标位置的感觉网络中的活动引发向目标精确运动的运动反应?可能需要进行坐标变换,以便将感觉数据转化为适合运动系统使用的形式。例如,在视觉引导的伸手动作中,目标相对于身体的位置由其在视网膜上的图像位置和注视方向共同决定。是什么确保运动网络对与以身体或手臂为中心坐标的目标位置相对应的适当感觉输入组合做出反应?为了回答这些问题,我们对编码目标位置的感觉网络进行建模,并使用它来驱动类似建模的运动网络。为了确定实际的运动反应,我们使用在实验工作中已开发和验证的解码方法。我们推导了感觉-运动突触连接的一组通用条件,以确保有适当对齐和变换的反应。计算了不同数量编码细胞时反应的准确性。我们表明,通过观察随机运动和基于相关性的突触修饰,产生正确运动反应所需的突触权重可以自发发展。在此过程中不需要误差信号或外部教导。我们还讨论了非线性坐标变换以及感觉/运动系统中移动和非移动感受野的存在。