Lab. Visual Neurocomputing, RIKEN BSI, Hirosawa 2-1, Wako-shi, Saitama, Japan.
Neural Netw. 2011 Dec;24(10):1022-35. doi: 10.1016/j.neunet.2011.05.005. Epub 2011 May 27.
In the cat primary visual cortex, it is accepted that neurons optimally responding to similar stimulus orientations are clustered in a column extending from the superficial to deep layers. The cerebral cortex is, however, folded inside a skull, which makes gyri and fundi. The primary visual area of cats, area 17, is located on the fold of the cortex called the lateral gyrus. These facts raise the question of how to reconcile the tangential arrangement of the orientation columns with the curvature of the gyrus. In the present study, we show a possible configuration of feature representation in the visual cortex using a three-dimensional (3D) self-organization model. We took into account preferred orientation, preferred direction, ocular dominance and retinotopy, assuming isotropic interaction. We performed computer simulation only in the middle layer at the beginning and expanded the range of simulation gradually to other layers, which was found to be a unique method in the present model for obtaining orientation columns spanning all the layers in the flat cortex. Vertical columns of preferred orientations were found in the flat parts of the model cortex. On the other hand, in the curved parts, preferred orientations were represented in wedge-like columns rather than straight columns, and preferred directions were frequently reversed in the deeper layers. Singularities associated with orientation representation appeared as warped lines in the 3D model cortex. Direction reversal appeared on the sheets that were delimited by orientation-singularity lines. These structures emerged from the balance between periodic arrangements of preferred orientations and vertical alignment of the same orientations. Our theoretical predictions about orientation representation were confirmed by multi-slice, high-resolution functional MRI in the cat visual cortex. We obtained a close agreement between theoretical predictions and experimental observations. The present study throws a doubt about the conventional columnar view of orientation representation, although more experimental data are needed.
在猫的初级视皮层中,人们普遍认为,对相似刺激方向做出最佳响应的神经元在从浅层到深层延伸的柱状物中聚集。然而,大脑皮层是折叠在颅骨内的,这就形成了脑回和脑沟。猫的初级视觉区域,即 17 区,位于称为外侧脑回的皮层褶皱上。这些事实提出了一个问题,即如何调和方位柱的切向排列与脑回的曲率。在本研究中,我们使用三维(3D)自组织模型展示了视觉皮层中特征表示的一种可能配置。我们考虑了优势方向、优势方向、眼优势和视网膜投射,并假设各向同性相互作用。我们仅在初始时在中间层进行计算机模拟,然后逐渐将模拟范围扩展到其他层,这在当前模型中是获得跨越平坦皮层所有层的方位柱的独特方法。在模型皮层的平坦部分发现了垂直的优势方向柱。另一方面,在弯曲部分,优势方向以楔形柱而不是直柱表示,并且在较深层中经常反转优势方向。与方向表示相关的奇点出现在 3D 模型皮层的扭曲线中。在方向奇点线限定的薄片上出现了方向反转。这些结构是在优势方向的周期性排列和相同方向的垂直对齐之间的平衡产生的。我们关于方向表示的理论预测在猫的视觉皮层的多切片、高分辨率功能 MRI 中得到了证实。我们获得了理论预测和实验观察之间的紧密一致性。尽管需要更多的实验数据,但本研究对传统的方向表示柱状观点提出了质疑。