Wörgötter F, Koch C
Computation and Neural Systems Program, California Institute of Technology, Pasadena 91125.
J Neurosci. 1991 Jul;11(7):1959-79. doi: 10.1523/JNEUROSCI.11-07-01959.1991.
In order to arrive at a quantitative understanding of the dynamics of cortical neuronal networks, we simulated a detailed model of the primary visual pathway of the adult cat. This computer model comprises a 5 degrees x 5 degrees patch of the visual field at a retinal eccentricity of 4.5 degrees and includes 2048 ON- and OFF-center retinal beta-ganglion cells, 8192 geniculate X-cells, and 4096 simple cells in layer IV in area 17. The neurons are implemented as improved integrate-and-fire units. Cortical receptive fields are determined by the pattern of afferent convergence and by inhibitory intracortical connections. Orientation columns are implemented continuously with a realistic receptive field scatter and jitter in the preferred orientations. We first show that realistic ON-OFF-responses, orientation selectivity, velocity low-pass behaviour, null response, and responses to spot stimuli can be obtained with an appropriate alignment of geniculate neurons converging onto the cortical simple cell (Hubel and Wiesel, 1962) and in the absence of intracortical connections. However, the average receptive field elongation (length to width) required to obtain realistic orientation tuning is 4.0, much higher than the average observed elongation. This strongly argues for additional intracortical mechanisms sharpening orientation selectivity. In the second stage, we simulated five different inhibitory intracortical connection patterns (random, local, sparse-local, circular, and cross-orientation) in order to investigate the connection specificity necessary to achieve orientation tuning. Inhibitory connection schemes were superimposed onto Hubel and Wiesel-type receptive fields with an elongation of 1.78. Cross-orientation inhibition gave rise to different horizontal and vertical orientation tuning curves, something not observed experimentally. A combination of two inhibitory schemes, local and circular inhibition (a weak form of cross-orientation inhibition), is in good agreement with observed receptive field properties. The specificity required to establish these connections during development is low. We propose that orientation selectivity is caused by at least three different mechanisms ("eclectic" model): a weak afferent geniculate bias, broadly tuned cross-orientation inhibition, and some iso-orientation inhibition. The most surprising finding is that an isotropic connection scheme, circular inhibition, in which a cell inhibits all of its postsynaptic target cells at a distance of approximately 500 microns, enhances orientation tuning and leads to a significant directional bias. This is caused by the embedding of cortical cells within a columnar structure and does not depend on our specific assumptions.(ABSTRACT TRUNCATED AT 400 WORDS)
为了对皮质神经元网络的动力学有定量的理解,我们模拟了成年猫初级视觉通路的详细模型。这个计算机模型包括视野中一个5度×5度的区域,视网膜偏心度为4.5度,包含2048个ON中心和OFF中心的视网膜β神经节细胞、8192个膝状体X细胞以及17区第IV层的4096个简单细胞。神经元被实现为改进的积分发放单元。皮质感受野由传入汇聚模式和皮质内抑制性连接决定。方位柱以现实的感受野散射和首选方位的抖动连续实现。我们首先表明,通过汇聚到皮质简单细胞上的膝状体神经元的适当排列(Hubel和Wiesel,1962)并且在没有皮质内连接的情况下,可以获得现实的开-关反应、方位选择性、速度低通行为、零反应以及对光点刺激的反应。然而,获得现实方位调谐所需的平均感受野伸长率(长与宽之比)为4.0,远高于观察到的平均伸长率。这有力地证明了存在额外的皮质内机制来锐化方位选择性。在第二阶段,我们模拟了五种不同的皮质内抑制性连接模式(随机、局部、稀疏局部、圆形和交叉方位),以研究实现方位调谐所需的连接特异性。抑制性连接方案叠加在伸长率为1.