ArticlePLoS computational biology2017
Neural field model to reconcile structure with function in primary visual cortex.
Article in PLoS computational biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Revisiting horizontal connectivity rules in V1: from like-to-like towards like-to-all.Brain structure & function · 2022Review
- Retinal Processing: Insights from Mathematical Modelling.Journal of imaging · 2022Article
- The impact of a closed-loop thalamocortical model on the spatiotemporal dynamics of cortical and thalamic traveling waves.Scientific reports · 2021Article
- Auditory streaming emerges from fast excitation and slow delayed inhibition.Journal of mathematical neuroscience · 2021Article
- NFTsim: Theory and Simulation of Multiscale Neural Field Dynamics.PLoS computational biology · 2018Article
- Cortical travelling waves: mechanisms and computational principles.Nature reviews. Neuroscience · 2018Review
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
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-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 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.
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