The information content of spontaneous retinal waves.
Spontaneous neural activity that is present in the mammalian retina before the onset of vision is required for the refinement of retinotopy in the lateral geniculate nucleus and superior colliculus. This paper explores the information content of this retinal activity, with the goal of determining constraints on the nature of the developmental mechanisms that use it. Through information-theoretic analysis of multielectrode and calcium-imaging experiments, we show that the spontaneous retinal activity present early in development provides information about the relative positions of retinal ganglion cells and can, in principle, be used at retinogeniculate and retinocollicular synapses to refine retinotopy. Remarkably, we find that most retinotopic information provided by retinal waves exists on relatively coarse time scales, suggesting that developmental mechanisms must be sensitive to timing differences from 100 msec up to 2 sec to make optimal use of it. In fact, a simple Hebbian-type learning rule with a correlation window on the order of seconds is able to extract the bulk of the available information. These findings are consistent with bursts of action potentials (rather than single spikes) being the unit of information used during development and suggest new experimental approaches for studying developmental plasticity of the retinogeniculate and retinocollicular synapses. More generally, these results demonstrate how the properties of neuronal systems can be inferred from the statistics of their input.
Butts
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DA
Physical Biosciences Division, Lawrence Berkeley National Laboratory and Department of Physics, University of California, Berkeley, Berkeley, California 94720-7300, USA. daniel_butts@hms.harvard.edu
Rokhsar
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DS
D000200:Action Potentials / Q000502:physiology; D000818:Animals; D001185:Artificial Intelligence; D020013:Calcium Signaling / Q000502:physiology; D005289:Ferrets; D005453:Fluorescence; D005829:Geniculate Bodies / Q000502:physiology*; D007091:Image Processing, Computer-Assisted; D008839:Microelectrodes; D008959:Models, Neurological; D011930:Reaction Time / Q000502:physiology; D012160:Retina / Q000166:cytology / Q000254:growth & development / Q000502:physiology*; D015983:Selection Bias; D012815:Signal Processing, Computer-Assisted; D016008:Statistical Distributions; D013477:Superior Colliculi / Q000502:physiology*; D009435:Synaptic Transmission / Q000502:physiology*; D013997:Time Factors; D014743:Videotape Recording; D014795:Visual Pathways / Q000502:physiology