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  Emergence of adaptive computation by single neurons in the developing cortex

Mease, R. A., Famulare, M., Gjorgjieva, J., Moody, W. J., & Fairhall, A. L. (2013). Emergence of adaptive computation by single neurons in the developing cortex. J Neurosci, 33(30), 12154-12170. doi:10.1523/JNEUROSCI.3263-12.2013.

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Mease, R. A., Author
Famulare, M., Author
Gjorgjieva, Julijana1, Author           
Moody, W. J., Author
Fairhall, A. L., Author
Affiliations:
1Computation in Neural Circuits Group, Max Planck Institute for Brain Research, Max Planck Society, ou_2461694              

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Free keywords: Action Potentials/*physiology Animals Female Male Mice Mice, Inbred BALB C *Models, Neurological Nerve Net/cytology/embryology/physiology Neurons/*physiology Organ Culture Techniques Patch-Clamp Techniques Somatosensory Cortex/*cytology/embryology/physiology Synapses/physiology
 Abstract: Adaptation is a fundamental computational motif in neural processing. To maintain stable perception in the face of rapidly shifting input, neural systems must extract relevant information from background fluctuations under many different contexts. Many neural systems are able to adjust their input-output properties such that an input's ability to trigger a response depends on the size of that input relative to its local statistical context. This "gain-scaling" strategy has been shown to be an efficient coding strategy. We report here that this property emerges during early development as an intrinsic property of single neurons in mouse sensorimotor cortex, coinciding with the disappearance of spontaneous waves of network activity, and can be modulated by changing the balance of spike-generating currents. Simultaneously, developing neurons move toward a common intrinsic operating point and a stable ratio of spike-generating currents. This developmental trajectory occurs in the absence of sensory input or spontaneous network activity. Through a combination of electrophysiology and modeling, we demonstrate that developing cortical neurons develop the ability to perform nearly perfect gain scaling by virtue of the maturing spike-generating currents alone. We use reduced single neuron models to identify the conditions for this property to hold.

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 Dates: 2013-07-26
 Publication Status: Issued
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 Identifiers: Other: 23884925
DOI: 10.1523/JNEUROSCI.3263-12.2013
ISSN: 1529-2401 (Electronic)0270-6474 (Linking)
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Title: J Neurosci
Source Genre: Journal
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Pages: - Volume / Issue: 33 (30) Sequence Number: - Start / End Page: 12154 - 12170 Identifier: -