Evidence map›Paper›PMID 41846942›Full record

ArticlebioRxiv : the preprint server for biology2026

Functional reorganization of motor cortex connectivity during learning.

Kayvon Daie, Kyle Aitken, Márton Rózsa, Matthew S Bull, Peter C Humphreys, Ziheng Christina Wang, Lucas Kinsey, Mohit Kulkarni, Kimberly L Stachenfeld, Maria K Eckstein and 7 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Kayvon DaieAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0003-4584-8227
Kyle AitkenAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0003-0207-5885
Márton RózsaAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0003-3547-0750
Matthew S BullAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0002-6282-8247
Peter C HumphreysGoogle DeepMind, London, UK.ORCID 0000-0003-3055-8374
Ziheng Christina WangAllen Institute for Neural Dynamics, Seattle, WA, USA.
Lucas KinseyAllen Institute for Neural Dynamics, Seattle, WA, USA.
Mohit KulkarniAllen Institute for Neural Dynamics, Seattle, WA, USA.
Kimberly L StachenfeldGoogle DeepMind, London, UK.ORCID 0000-0001-6936-4257
Maria K EcksteinGoogle DeepMind, London, UK.ORCID 0000-0002-0330-9367
Zeb Kurth-NelsonGoogle DeepMind, London, UK.ORCID 0000-0002-0119-1289
Claudia ClopathImperial College London, London, UK.ORCID 0000-0003-4507-8648
Timothy P LillicrapGoogle DeepMind, London, UK.ORCID 0000-0001-8918-486X
Matthew BotvinickGoogle DeepMind, London, UK.
Matthew GolubUniversity of Washington, Seattle, WA, USA.ORCID 0000-0003-4508-0537
Stefan MihalasAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0002-2629-7100
Karel SvobodaAllen Institute for Neural Dynamics, Seattle, WA, USA.ORCID 0000-0002-6670-7362

Funding

Modeling the structure-function relation in a reconstructed cortical tissueR01EB029813 · NIBIB · ALLEN INSTITUTE · PI ARKHIPOV, ANTON, MIHALAS, STEFAN · 2020 to 2020
$1.3M
From diverse dynamics to diverse computation via neural cell typesRF1DA055669 · NIDA · ALLEN INSTITUTE · PI MIHALAS, STEFAN, SHEA-BROWN, ERIC TODD · 2021 to 2021
$1.1M
Brain-wide neural population dynamics during decision making and learningR00MH121533 · NIMH · UNIVERSITY OF WASHINGTON · PI GOLUB, MATTHEW D. · 2023 to 2025
$747k
NIBIB NIH HHS R01 EB029813NIDA NIH HHS RF1 DA055669NIMH NIH HHS R00 MH121533
6 · The paper itself

Abstract

Learning new tasks requires the brain to reshape the flow of neural activity, but how these changes arise from dynamic neural connectivity remains unclear. Here, we used two-photon photostimulation and calcium imaging to map learning-related changes in connectivity in layer 2/3 of mouse motor cortex, induced by learning of an optical brain-computer interface (BCI) task. Mice rapidly (within minutes) learned to change activity in a conditioned neuron to earn rewards. Activity changes were sparse; the conditioned neuron increased activity more than surrounding neurons. Mapping connectivity before and after learning revealed changes in motor cortex connectivity, enriched in neurons that were active before trial initiation, analogous to motor cortex populations that are active preceding movement. Motor cortex plasticity reroutes preparatory activity to neurons that are active later and control the conditioned neuron. Our findings show how rapid learning can be achieved through structured changes in motor cortex connectivity.

Identifiers

PMID41846942
PMCPMC12991118

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.