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An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability.

Publication ,  Journal Article
Wei, Z; Inagaki, H; Li, N; Svoboda, K; Druckmann, S
Published in: Nat Commun
January 15, 2019

Animals are not simple input-output machines. Their responses to even very similar stimuli are variable. A key, long-standing question in neuroscience is to understand the neural correlates of such behavioral variability. To reveal these correlates, behavior and neural population activity must be related to one another on single trials. Such analysis is challenging due to the dynamical nature of brain function (e.g., in decision making), heterogeneity across neurons and limited sampling of the relevant neural population. By analyzing population recordings from mouse frontal cortex in perceptual decision-making tasks, we show that an analysis approach tailored to the coarse grain features of the dynamics is able to reveal previously unrecognized structure in the organization of population activity. This structure is similar on error and correct trials, suggesting dynamics that may be constrained by the underlying circuitry, is able to predict multiple aspects of behavioral variability and reveals long time-scale modulation of population activity.

Duke Scholars

Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

January 15, 2019

Volume

10

Issue

1

Start / End Page

216

Location

England

Related Subject Headings

  • Neurons
  • Motor Cortex
  • Models, Neurological
  • Mice
  • Decision Making
  • Animals
 

Citation

APA
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MLA
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Wei, Z., Inagaki, H., Li, N., Svoboda, K., & Druckmann, S. (2019). An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability. Nat Commun, 10(1), 216. https://doi.org/10.1038/s41467-018-08141-6
Wei, Ziqiang, Hidehiko Inagaki, Nuo Li, Karel Svoboda, and Shaul Druckmann. “An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability.Nat Commun 10, no. 1 (January 15, 2019): 216. https://doi.org/10.1038/s41467-018-08141-6.
Wei Z, Inagaki H, Li N, Svoboda K, Druckmann S. An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability. Nat Commun. 2019 Jan 15;10(1):216.
Wei, Ziqiang, et al. “An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability.Nat Commun, vol. 10, no. 1, Jan. 2019, p. 216. Pubmed, doi:10.1038/s41467-018-08141-6.
Wei Z, Inagaki H, Li N, Svoboda K, Druckmann S. An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability. Nat Commun. 2019 Jan 15;10(1):216.

Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

January 15, 2019

Volume

10

Issue

1

Start / End Page

216

Location

England

Related Subject Headings

  • Neurons
  • Motor Cortex
  • Models, Neurological
  • Mice
  • Decision Making
  • Animals