Evidence map›Paper›PMID 42018611›Full record

ArticleScience advances2026

Thalamocortical regulation of prefrontal stability enables abstract rule generalization.

Zheng Wang, Jingchen Liu, Hao Liu, Mengwei Li, Zili Liu, Beilin Zheng, Yulan Zhao, Jiping Zhang, Liping Yu, Jinghong Xu

Abstract read
In one paragraph

Article in Science advances, 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

10 authors.

Zheng WangKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0009-0004-0447-856X
Jingchen LiuKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.
Hao LiuKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.
Mengwei LiKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0009-0003-8907-3686
Zili LiuShanghai Artificial Intelligence Laboratory, Shanghai 200232, China.ORCID 0000-0003-2323-6078
Beilin ZhengCollege of Information Engineering, Hangzhou Vocational and Technical College, Hangzhou 310018, China.
Yulan ZhaoKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0000-0002-3316-6344
Jiping ZhangKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0000-0002-7076-6103
Liping YuKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0000-0002-9771-5971
Jinghong XuKey Laboratory of Brain Functional Genomics (Ministry of Education and Shanghai), School of Life Sciences, East China Normal University, Shanghai 200062, China.ORCID 0000-0002-2864-4196

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Our ability to generalize abstract rules to new situations is a cognitive hallmark, yet its neural basis is unclear. We identified a thalamocortical circuit essential for this process in mice. During a cross-modal rule transfer task, medial prefrontal cortex (mPFC) neurons encoded task rules across sensory modalities to enable generalization. Crucially, mediodorsal thalamus (MD) projections to mPFC were causally required: Inhibiting this pathway destabilized mPFC representations and impaired rule transfer, whereas enhancing it improved performance. Without MD input, mPFC recruited distinct populations for each task, losing cross-context stability. Direct mPFC excitation impaired generalization, underscoring the specificity of thalamic regulation. Thus, the MD stabilizes mPFC activity for flexible rule transfer-a mechanism with implications for cognitive disorders and artificial intelligence.

Indexed as

Generalization, PsychologicalPrefrontal CortexThalamusAnimalsMaleMiceNeurons

Identifiers

PMID42018611
PMCPMC13101847

What OpenQuestion holds

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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.