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Brain-wide analysis reveals movement encoding structured across and within brain areas.

Publication ,  Journal Article
Wang, ZA; Kurgyis, B; Chen, S; Kang, B; Chen, F; Liu, Y; Liu, D; Svoboda, K; Li, N; Druckmann, S
Published in: Nat Neurosci
January 2026

Movement-related activity has been detected across much of the brain, including sensory and motor regions. However, much remains unknown regarding the distribution of movement-related activity across brain regions, and how this activity relates to neural computation. Here we analyzed movement-related activity in brain-wide recordings of more than 50,000 neurons in mice performing a decision-making task. We used multiple machine learning methods to predict neural activity from videography and found that movement-related signals differed across areas, with stronger movement signals close to the motor periphery and in motor-associated subregions. Delineating activity that predicts or follows movement revealed fine-scale structure of sensory and motor encoding across and within brain areas. Through single-trial video-based predictions of behavior, we identified activity modulation by uninstructed movements and their impact on choice-related activity analysis. Our work provides a map of movement encoding across the brain and approaches for linking neural activity, uninstructed movements and decision-making.

Duke Scholars

Published In

Nat Neurosci

DOI

EISSN

1546-1726

Publication Date

January 2026

Volume

29

Issue

1

Start / End Page

147 / 158

Location

United States

Related Subject Headings

  • Neurons
  • Neurology & Neurosurgery
  • Movement
  • Mice, Inbred C57BL
  • Mice
  • Male
  • Machine Learning
  • Decision Making
  • Brain Mapping
  • Brain
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Wang, Z. A., Kurgyis, B., Chen, S., Kang, B., Chen, F., Liu, Y., … Druckmann, S. (2026). Brain-wide analysis reveals movement encoding structured across and within brain areas. Nat Neurosci, 29(1), 147–158. https://doi.org/10.1038/s41593-025-02114-x
Wang, Ziyue Aiden, Balint Kurgyis, Susu Chen, Byungwoo Kang, Feng Chen, Yi Liu, Dave Liu, Karel Svoboda, Nuo Li, and Shaul Druckmann. “Brain-wide analysis reveals movement encoding structured across and within brain areas.Nat Neurosci 29, no. 1 (January 2026): 147–58. https://doi.org/10.1038/s41593-025-02114-x.
Wang ZA, Kurgyis B, Chen S, Kang B, Chen F, Liu Y, et al. Brain-wide analysis reveals movement encoding structured across and within brain areas. Nat Neurosci. 2026 Jan;29(1):147–58.
Wang, Ziyue Aiden, et al. “Brain-wide analysis reveals movement encoding structured across and within brain areas.Nat Neurosci, vol. 29, no. 1, Jan. 2026, pp. 147–58. Pubmed, doi:10.1038/s41593-025-02114-x.
Wang ZA, Kurgyis B, Chen S, Kang B, Chen F, Liu Y, Liu D, Svoboda K, Li N, Druckmann S. Brain-wide analysis reveals movement encoding structured across and within brain areas. Nat Neurosci. 2026 Jan;29(1):147–158.

Published In

Nat Neurosci

DOI

EISSN

1546-1726

Publication Date

January 2026

Volume

29

Issue

1

Start / End Page

147 / 158

Location

United States

Related Subject Headings

  • Neurons
  • Neurology & Neurosurgery
  • Movement
  • Mice, Inbred C57BL
  • Mice
  • Male
  • Machine Learning
  • Decision Making
  • Brain Mapping
  • Brain