Káli S, Dayan P
Gatsby Computational Neuroscience Unit, University College London, London WC1N 3AR, United Kingdom.
J Neurosci. 2000 Oct 1;20(19):7463-77. doi: 10.1523/JNEUROSCI.20-19-07463.2000.
Strong constraints on the neural mechanisms underlying the formation of place fields in the rodent hippocampus come from the systematic changes in spatial activity patterns that are consequent on systematic environmental manipulations. We describe an attractor network model of area CA3 in which local, recurrent, excitatory, and inhibitory interactions generate appropriate place cell representations from location- and direction-specific activity in the entorhinal cortex. In the model, familiarity with the environment, as reflected by activity in neuromodulatory systems, influences the efficacy and plasticity of the recurrent and feedforward inputs to CA3. In unfamiliar, novel, environments, mossy fiber inputs impose activity patterns on CA3, and the recurrent collaterals and the perforant path inputs are subject to graded Hebbian plasticity. This sculpts CA3 attractors and associates them with activity patterns in the entorhinal cortex. In familiar environments, place fields are controlled by the way that perforant path inputs select among the attractors. Depending on the training experience provided, the model generates place fields that are either directional or nondirectional and whose changes when the environment undergoes simple geometric transformations are in accordance with experimental data. Representations of multiple environments can be stored and recalled with little interference, and these have the appropriate degrees of similarity in visually similar environments.
对啮齿动物海马体中位置场形成背后神经机制的有力限制来自于系统环境操纵所导致的空间活动模式的系统性变化。我们描述了一个CA3区的吸引子网络模型,其中局部、循环、兴奋性和抑制性相互作用从内嗅皮层中特定位置和方向的活动生成适当的位置细胞表征。在该模型中,如神经调节系统活动所反映的对环境的熟悉程度,会影响到CA3区循环和前馈输入的功效和可塑性。在不熟悉的新环境中,苔藓纤维输入在CA3区施加活动模式,并且循环侧支和穿通路径输入会经历分级的赫布可塑性。这塑造了CA3区吸引子并将它们与内嗅皮层中的活动模式联系起来。在熟悉的环境中,位置场由穿通路径输入在吸引子之间进行选择的方式控制。根据所提供的训练经验,该模型生成的位置场要么是定向的要么是非定向的,并且当环境经历简单几何变换时其变化与实验数据一致。多个环境的表征可以在几乎没有干扰的情况下存储和回忆,并且在视觉上相似的环境中这些表征具有适当程度的相似性。