School of Medical Sciences, The University of Sydney, Camperdown, New South Wales, Australia.
PLoS Comput Biol. 2019 Jul 29;15(7):e1007254. doi: 10.1371/journal.pcbi.1007254. eCollection 2019 Jul.
Orientation selectivity is a key property of primary visual cortex that contributes, downstream, to object recognition. The origin of orientation selectivity, however, has been debated for decades. It is known that on- and off-centre subcortical pathways converge onto single neurons in primary visual cortex, and that the spatial offset between these pathways gives rise to orientation selectivity. On- and off-centre pathways are intermingled, however, so it is unclear how their inputs to cortex come to be spatially segregated. We here describe a model in which the segregation occurs through Hebbian strengthening and weakening of geniculocortical synapses during the development of the visual system. Our findings include the following. 1. Neighbouring on- and off-inputs to cortex largely cancelled each other at the start of development. At each receptive field location, the Hebbian process increased the strength of one input sign at the expense of the other sign, producing a spatial segregation of on- and off-inputs. 2. The resulting orientation selectivity was precise in that the bandwidths of the orientation tuning functions fell within empirical estimates. 3. The model produced maps of preferred orientation-complete with iso-orientation domains and pinwheels-similar to those found in real cortex. 4. These maps did not originate in cortical processes, but from clustering of off-centre subcortical pathways and the relative location of neighbouring on-centre clusters. We conclude that a model with intermingled on- and off-pathways shaped by Hebbian synaptic plasticity can explain both the origin and development of orientation selectivity.
方向选择性是初级视觉皮层的一个关键特性,它对物体识别有贡献。然而,方向选择性的起源已经争论了几十年。众所周知,皮质下的中心和周边通路在初级视觉皮层中汇聚到单个神经元上,而这些通路之间的空间偏移产生了方向选择性。然而,中心和周边通路是交织在一起的,因此不清楚它们在皮质中的输入是如何实现空间分离的。我们在这里描述了一个模型,其中分离是通过视觉系统发育过程中视束皮质突触的赫布式增强和削弱来实现的。我们的发现包括以下内容。1. 皮质上的相邻中心和周边输入在发育开始时基本相互抵消。在每个感受野位置,赫布过程增加了一个输入信号的强度,而牺牲了另一个信号的强度,从而产生了中心和周边输入的空间分离。2. 由此产生的方向选择性是精确的,因为方向调谐函数的带宽落在经验估计范围内。3. 该模型产生了与真实皮层相似的方向选择性图,包括等方向域和风向标。4. 这些图谱并非源自皮质过程,而是源自周边皮质下通路的聚类和相邻中心簇的相对位置。我们得出结论,一个由赫布式突触可塑性塑造的混杂中心和周边通路的模型可以解释方向选择性的起源和发展。