Stochastic resonance in sparse neuronal network: functional role of ongoing activity to detect weak sensory input in awake auditory cortex of rat

Author:

Noda Takahiro12,Takahashi Hirokazu12

Affiliation:

1. Department of Mechano-informatics , Graduate School of Information Science and Technology, , 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656 , Japan

2. The University of Tokyo , Graduate School of Information Science and Technology, , 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656 , Japan

Abstract

Abstract The awake cortex is characterized by a higher level of ongoing spontaneous activity, but it has a better detectability of weak sensory inputs than the anesthetized cortex. However, the computational mechanism underlying this paradoxical nature of awake neuronal activity remains to be elucidated. Here, we propose a hypothetical stochastic resonance, which improves the signal-to-noise ratio (SNR) of weak sensory inputs through nonlinear relations between ongoing spontaneous activities and sensory-evoked activities. Prestimulus and tone-evoked activities were investigated via in vivo extracellular recording with a dense microelectrode array covering the entire auditory cortex in rats in both awake and anesthetized states. We found that tone-evoked activities increased supralinearly with the prestimulus activity level in the awake state and that the SNR of weak stimulus representation was optimized at an intermediate level of prestimulus ongoing activity. Furthermore, the temporally intermittent firing pattern, but not the trial-by-trial reliability or the fluctuation of local field potential, was identified as a relevant factor for SNR improvement. Since ongoing activity differs among neurons, hypothetical stochastic resonance or “sparse network stochastic resonance” might offer beneficial SNR improvement at the single-neuron level, which is compatible with the sparse representation in the sensory cortex.

Funder

Japan Society for the Promotion of Science

Japan Science and Technology Corporation

AMED

New Energy and Industrial Technology Development Organization

Asahi Glass Foundation

Naito Foundation

Publisher

Oxford University Press (OUP)

Subject

Cellular and Molecular Neuroscience,Cognitive Neuroscience

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