Stimulus-choice (mis)alignment in primate area MT.

For stimuli near perceptual threshold, the trial-by-trial activity of single neurons in many sensory areas is correlated with the animal's perceptual report. This phenomenon has often been attributed to feedforward readout of the neural activity by the downstream decision-making circuits. The i...

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Main Authors: Yuan Zhao, Jacob L Yates, Aaron J Levi, Alexander C Huk, Il Memming Park
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-05-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1007614
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spelling doaj-16303eaa77684a8282ac217723590fcf2021-04-21T15:15:36ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582020-05-01165e100761410.1371/journal.pcbi.1007614Stimulus-choice (mis)alignment in primate area MT.Yuan ZhaoJacob L YatesAaron J LeviAlexander C HukIl Memming ParkFor stimuli near perceptual threshold, the trial-by-trial activity of single neurons in many sensory areas is correlated with the animal's perceptual report. This phenomenon has often been attributed to feedforward readout of the neural activity by the downstream decision-making circuits. The interpretation of choice-correlated activity is quite ambiguous, but its meaning can be better understood in the light of population-wide correlations among sensory neurons. Using a statistical nonlinear dimensionality reduction technique on single-trial ensemble recordings from the middle temporal (MT) area during perceptual-decision-making, we extracted low-dimensional latent factors that captured the population-wide fluctuations. We dissected the particular contributions of sensory-driven versus choice-correlated activity in the low-dimensional population code. We found that the latent factors strongly encoded the direction of the stimulus in single dimension with a temporal signature similar to that of single MT neurons. If the downstream circuit were optimally utilizing this information, choice-correlated signals should be aligned with this stimulus encoding dimension. Surprisingly, we found that a large component of the choice information resides in the subspace orthogonal to the stimulus representation inconsistent with the optimal readout view. This misaligned choice information allows the feedforward sensory information to coexist with the decision-making process. The time course of these signals suggest that this misaligned contribution likely is feedback from the downstream areas. We hypothesize that this non-corrupting choice-correlated feedback might be related to learning or reinforcing sensory-motor relations in the sensory population.https://doi.org/10.1371/journal.pcbi.1007614
collection DOAJ
language English
format Article
sources DOAJ
author Yuan Zhao
Jacob L Yates
Aaron J Levi
Alexander C Huk
Il Memming Park
spellingShingle Yuan Zhao
Jacob L Yates
Aaron J Levi
Alexander C Huk
Il Memming Park
Stimulus-choice (mis)alignment in primate area MT.
PLoS Computational Biology
author_facet Yuan Zhao
Jacob L Yates
Aaron J Levi
Alexander C Huk
Il Memming Park
author_sort Yuan Zhao
title Stimulus-choice (mis)alignment in primate area MT.
title_short Stimulus-choice (mis)alignment in primate area MT.
title_full Stimulus-choice (mis)alignment in primate area MT.
title_fullStr Stimulus-choice (mis)alignment in primate area MT.
title_full_unstemmed Stimulus-choice (mis)alignment in primate area MT.
title_sort stimulus-choice (mis)alignment in primate area mt.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2020-05-01
description For stimuli near perceptual threshold, the trial-by-trial activity of single neurons in many sensory areas is correlated with the animal's perceptual report. This phenomenon has often been attributed to feedforward readout of the neural activity by the downstream decision-making circuits. The interpretation of choice-correlated activity is quite ambiguous, but its meaning can be better understood in the light of population-wide correlations among sensory neurons. Using a statistical nonlinear dimensionality reduction technique on single-trial ensemble recordings from the middle temporal (MT) area during perceptual-decision-making, we extracted low-dimensional latent factors that captured the population-wide fluctuations. We dissected the particular contributions of sensory-driven versus choice-correlated activity in the low-dimensional population code. We found that the latent factors strongly encoded the direction of the stimulus in single dimension with a temporal signature similar to that of single MT neurons. If the downstream circuit were optimally utilizing this information, choice-correlated signals should be aligned with this stimulus encoding dimension. Surprisingly, we found that a large component of the choice information resides in the subspace orthogonal to the stimulus representation inconsistent with the optimal readout view. This misaligned choice information allows the feedforward sensory information to coexist with the decision-making process. The time course of these signals suggest that this misaligned contribution likely is feedback from the downstream areas. We hypothesize that this non-corrupting choice-correlated feedback might be related to learning or reinforcing sensory-motor relations in the sensory population.
url https://doi.org/10.1371/journal.pcbi.1007614
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