Evidence map›Paper›PMID 40097445›Full record

ArticleNature communications2025

Mediodorsal thalamus regulates task uncertainty to enable cognitive flexibility.

Xiaohan Zhang, Arghya Mukherjee, Michael M Halassa, Zhe Sage Chen

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Article
  2. Thalamocortical orchestration of human theory of mind.bioRxiv : the preprint server for biology · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Review
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

4 authors.

Xiaohan ZhangDepartment of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA.ORCID http://orcid.org/0000-0002-3067-7317
Arghya MukherjeeDepartment of Neuroscience, Tufts University School of Medicine, Boston, MA, USA.
Michael M HalassaDepartment of Neuroscience, Tufts University School of Medicine, Boston, MA, USA.ORCID http://orcid.org/0000-0003-1386-0336
Zhe Sage ChenDepartment of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA. zhe.chen@nyulangone.org.ORCID http://orcid.org/0000-0002-6483-6056

Funding

Thalamocortical cognitive networks in the healthy human brainP50MH132642 · NIMH · PRINCETON UNIVERSITY · PI Zhe Sage Chen · 2023 to 2026
$15.7M
CRNS: An Integrative Study of Hippocampal-Neocortical Memory Coding during Sleep R01MH118928 · NIMH · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI CHEN, ZHE SAGE, WILSON, MATTHEW A · 2018 to 2022
$1.8M
CRCNS: Dissection and control of cognitive thalamocortical dynamicsR01MH139352 · NIMH · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI Zhe Sage Chen, Michael M Halassa · 2024 to 2026
$1.4M
Dissection of spatiotemporal activity from large-scale, multi-modal, multi-resolution hippocampal-neocortical recordings.RF1DA056394 · NIDA · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI BUZSAKI, GYORGY, CHEN, ZHE SAGE · 2022 to 2022
$1.1M
Thalamic regulation of prefrontal dynamics in decision making under uncertaintyK99MH129613 · NIMH · TUFTS UNIVERSITY BOSTON · PI MUKHERJEE, ARGHYA · 2022 to 2023
$218k
NIDA NIH HHS RF1 DA056394NIMH NIH HHS K99 MH129613NIMH NIH HHS P50 MH132642NIMH NIH HHS R01 MH118928NIMH NIH HHS R01 MH139352U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) 118928U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) 132642U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) 139352U.S. Department of Health & Human Services | NIH | National Institute on Drug Abuse (NIDA) 056394
6 · The paper itself

Abstract

The mediodorsal (MD) thalamus is a critical partner for the prefrontal cortex (PFC) in cognitive control. Accumulating evidence has shown that the MD regulates task uncertainty in decision making and enhance cognitive flexibility. However, the computational mechanism of this cognitive process remains unclear. Here we trained biologically-constrained computational models to delineate the mechanistic role of MD in context-dependent decision making. We show that the addition of a feedforward MD structure to the recurrent PFC increases robustness to low cueing signal-to-noise ratio, enhances working memory, and enables rapid context switching. Incorporating genetically identified thalamocortical connectivity and interneuron cell types into the model replicates key neurophysiological findings in task-performing animals. Our model reveals computational mechanisms and geometric interpretations of MD in regulating cue uncertainty and context switching to enable cognitive flexibility. Our model makes experimentally testable predictions linking cognitive deficits with disrupted thalamocortical connectivity, prefrontal excitation-inhibition imbalance and dysfunctional inhibitory cell types.

Indexed as

CognitionMediodorsal Thalamic NucleusAnimalsCognitive FlexibilityCuesDecision MakingInterneuronsMaleMemory, Short-TermMiceModels, NeurologicalNeural PathwaysPrefrontal CortexThalamusUncertainty

Identifiers

PMID40097445
PMCPMC11914509

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.