Published October 12, 2018 | Version v1
Journal article Open

State dependence of stimulus-induced variability tuning in macaque MT

Description

Behavioral states marked by varying levels of arousal and attention modulate some properties of cortical responses (e.g. average firing rates or pairwise correlations), yet it is not fully understood what drives these response changes and how they might affect downstream stimulus decoding. Here we show that changes in state modulate the tuning of response variance-to-mean ratios (Fano factors) in a fashion that is neither predicted by a Poisson spiking model nor changes in the mean firing rate, with a substantial effect on stimulus discriminability. We recorded motion-sensitive neurons in middle temporal cortex (MT) in two states: alert fixation and light, opioid anesthesia. Anesthesia tended to lower average spike counts, without decreasing trial-to-trial variability compared to the alert state. Under anesthesia, within-trial fluctuations in excitability were correlated over longer time scales compared to the alert state, creating supra-Poisson Fano factors. In contrast, alert-state MT neurons have higher mean firing rates and largely sub-Poisson variability that is stimulus-dependent and cannot be explained by firing rate differences alone. The absence of such stimulus-induced variability tuning in the anesthetized state suggests different sources of variability between states. A simple model explains state-dependent shifts in the distribution of observed Fano factors via a suppression in the variance of gain fluctuations in the alert state. A population model with stimulus-induced variability tuning and behaviorally constrained information-limiting correlations explores the potential enhancement in stimulus discriminability by the cortical population in the alert state.

Data availability

Data and code to generate figures are available from Zenodo at https://doi.org/10.5281/zenodo.1443493.

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Additional details

Identifiers

DOI
10.1371/journal.pcbi.1006527
Other
oai:uchicago.tind.io:6374

Funding

NEI
EY023371
NSF
IOS-1457024
Alfred P. Sloan Foundation
NSF
CAREER-1652617
National Science Foundation
DGE-0903637
National Science Foundation
PHYS-1066293

UChicago Information

Division(s)
Biological Sciences Division, Physical Sciences Division
Department(s)
Neurobiology, Organismal Biology and Anatomy, Physics