Neural field model to reconcile structure with function in primary visual cortex

被引:7
作者
Rankin, James [1 ,2 ]
Chavane, Frederic [3 ,4 ]
机构
[1] Univ Exeter, Dept Math, Exeter, Devon, England
[2] NYU, Ctr Neural Sci, New York, NY 10003 USA
[3] CNRS, Inst Neurosci Timone, Marseilles, France
[4] Aix Marseille Univ, Fac Med, Marseilles, France
基金
英国工程与自然科学研究理事会;
关键词
GABA-IMMUNOREACTIVE NEURONS; ORIENTATION SELECTIVITY; STRIATE CORTEX; AREA; 17; INTRINSIC CONNECTIONS; LATERAL CONNECTIONS; CHARACTERIZED SITES; OCULAR DOMINANCE; NETWORK MODEL; MACAQUE V1;
D O I
10.1371/journal.pcbi.1005821
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Voltage-sensitive dye imaging experiments in primary visual cortex (V1) have shown that local, oriented visual stimuli elicit stable orientation-selective activation within the stimulus retinotopic footprint. The cortical activation dynamically extends far beyond the retinotopic footprint, but the peripheral spread stays non-selective D a surprising finding given a number of anatomo-functional studies showing the orientation specificity of long-range connections. Here we use a computational model to investigate this apparent discrepancy by studying the expected population response using known published anatomical constraints. The dynamics of input-driven localized states were simulated in a planar neural field model with multiple sub-populations encoding orientation. The realistic connectivity profile has parameters controlling the clustering of long-range connections and their orientation bias. We found substantial overlap between the anatomically relevant parameter range and a steep decay in orientation selective activation that is consistent with the imaging experiments. In this way our study reconciles the reported orientation bias of long-range connections with the functional expression of orientation selective neural activity. Our results demonstrate this sharp decay is contingent on three factors, that long-range connections are sufficiently diffuse, that the orientation bias of these connections is in an intermediate range (consistent with anatomy) and that excitation is sufficiently balanced by inhibition. Conversely, our modelling results predict that, for reduced global inhibition strength, spurious orientation selective activation could be generated through long-range lateral connections. Furthermore, if the orientation bias of lateral connections is very strong, or if inhibition is particularly weak, the network operates close to an instability leading to unbounded cortical activation.
引用
收藏
页数:30
相关论文
共 85 条