Evidence map›Paper›PMID 41023364›Full record

ArticleNeuroscience bulletin2026

Cellular Diversity Underpins Cortical Organization and Disease Vulnerability in the Human Brain.

Yafeng Zhan, Cirong Liu

Abstract read
In one paragraph

Article in Neuroscience bulletin, 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

2 authors.

Yafeng ZhanInstitute of Neuroscience, State Key Laboratory of Genetic Evolution & Animal Models, Center for Excellence in Brain Science and Intelligence Technology, International Center for Primate Brain Research, Chinese Academy of Sciences, Shanghai, 200031, China. yfzhan@ion.ac.cn.ORCID http://orcid.org/0009-0005-5115-7993
Cirong LiuInstitute of Neuroscience, State Key Laboratory of Genetic Evolution & Animal Models, Center for Excellence in Brain Science and Intelligence Technology, International Center for Primate Brain Research, Chinese Academy of Sciences, Shanghai, 200031, China. crliu@ion.ac.cn.ORCID http://orcid.org/0000-0002-7986-4615

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The cellular organization of the human brain fundamentally shapes its structure, function, and vulnerability to psychiatric disorders. However, the specific cellular contributions to laminar architecture and disease susceptibility remain elusive. Here, we estimated the distribution of molecularly defined cell types across cortical regions by integrating human single-nucleus RNA sequencing data with the Allen Human Brain Atlas microarray data. The cellular distribution profiles delineated three major cortical classes: sensory/motor, anterior association, and posterior association, each characterized by distinct cell-type enrichments. The dominant neuronal subtypes within each class exhibited specific laminar preferences that matched the variations in laminar thickness, as quantified using the BigBrain 3D histological atlas. Specifically, granular layer excitatory and parvalbumin-positive interneurons dominated sensory regions, while supragranular and infragranular neuronal subtypes enriched association cortices. Finally, by linking cell-type distributions to cortical shrinkage patterns in autism spectrum disorder, major depressive disorder, and schizophrenia, we identified cell-type-specific contributions to each disorder through predictive modeling. These findings illuminate the crucial role of cellular organization in shaping cortical structure and function, providing new insights into the cellular underpinnings of psychiatric disorders.

Indexed as

BrainCerebral CortexMental DisordersNeuronsAutism Spectrum DisorderFemaleHumansInterneuronsMajor Depressive DisorderMaleSchizophreniaCell-type distributionDisease vulnerabilityLaminar thicknessNeuroimaging

Identifiers

PMID41023364
PMCPMC13031448

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.