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The Journal of Neuroscience, August 1, 1998, 18(15):5908-5927

Contrast-Invariant Orientation Tuning in Cat Visual Cortex: Thalamocortical Input Tuning and Correlation-Based Intracortical Connectivity

Todd W. Troyer2, 6, Anton E. Krukowski5, 6, Nicholas J. Priebe4, 6, and Kenneth D. Miller1, 3, 4, 5, 6, 7

Departments of 1 Physiology, 2 Psychiatry, and 3 Otolaryngology, 4 Neuroscience and 5 Biophysics Graduate Programs, 6 W. M. Keck Center for Integrative Neuroscience, 7 Sloan Center for Theoretical Neurobiology at UCSF, University of California, San Francisco, California 94143-0444

The origin of orientation selectivity in visual cortical responses is a central problem for understanding cerebral cortical circuitry. In cats, many experiments suggest that orientation selectivity arises from the arrangement of lateral geniculate nucleus (LGN) afferents to layer 4 simple cells. However, this explanation is not sufficient to account for the contrast invariance of orientation tuning.

To understand contrast invariance, we first characterize the input to cat simple cells generated by the oriented arrangement of LGN afferents. We demonstrate that it has two components: a spatial-phase-specific component (i.e., one that depends on receptive field spatial phase), which is tuned for orientation, and a phase-nonspecific component, which is untuned. Both components grow with contrast.

Second, we show that a correlation-based intracortical circuit, in which connectivity between cell pairs is determined by the correlation of their LGN inputs, is sufficient to achieve well tuned, contrast-invariant orientation tuning. This circuit generates both spatially opponent, "antiphase" inhibition ("push-pull"), and spatially matched, "same-phase" excitation. The inhibition, if sufficiently strong, suppresses the untuned input component and sharpens responses to the tuned component at all contrasts. The excitation amplifies tuned responses. This circuit agrees with experimental evidence showing spatial opponency between, and similar orientation tuning of, the excitatory and inhibitory inputs received by a simple cell. Orientation tuning is primarily input driven, accounting for the observed invariance of tuning width after removal of intracortical synaptic input, as well as for the dependence of orientation tuning on stimulus spatial frequency.

The model differs from previous push-pull models in requiring dominant rather than balanced inhibition and in predicting that a population of layer 4 inhibitory neurons should respond in a contrast-dependent manner to stimuli of all orientations, although their tuning width may be similar to that of excitatory neurons. The model demonstrates that fundamental response properties of cortical layer 4 can be explained by circuitry expected to develop under correlation-based rules of synaptic plasticity, and shows how such circuitry allows the cortex to distinguish stimulus intensity from stimulus form.

Key words: visual cortex; LGN; contrast invariance; cerebral cortical circuitry; orientation selectivity; model; simple cell; layer 4; V1; push-pull; opponent inhibition; spatial phase


Copyright © 1998 Society for Neuroscience  0270-6474/98/18155908-20$05.00/0


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[Abstract] [Full Text] [PDF]


Home page
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[Abstract] [Full Text]


Home page
J. Neurosci.Home page
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J. Neurosci., July 15, 2001; 21(14): 5203 - 5211.
[Abstract] [Full Text] [PDF]


Home page
J. Neurophysiol.Home page
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[Abstract] [Full Text] [PDF]


Home page
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Science, December 8, 2000; 290(5498): 1968 - 1972.
[Abstract] [Full Text]


Home page
J. Neurophysiol.Home page
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Orientation Tuning of Input Conductance, Excitation, and Inhibition in Cat Primary Visual Cortex
J Neurophysiol, August 1, 2000; 84(2): 909 - 926.
[Abstract] [Full Text] [PDF]


Home page
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A neuronal network model of macaque primary visual cortex (V1): Orientation selectivity and dynamics in the input layer 4Calpha
PNAS, June 23, 2000; (2000) 110135097.
[Abstract] [Full Text]


Home page
J. Neurosci.Home page
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J. Neurosci., June 15, 2000; 20(12): 4708 - 4720.
[Abstract] [Full Text] [PDF]


Home page
J. Neurophysiol.Home page
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[Abstract] [Full Text] [PDF]


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