Evidence map›Paper›PMID 41565644›Full record

ArticleNature communications2026

Uncovering the molecular logic of cortical wiring between neuronal subtypes across development through ligand-receptor inference.

Rémi Mathieu, Tangra Draia-Nicolau, Léa Corbières, Annousha Govindan, Vianney Bensa, Emilie Pallesi-Pocachard, Lucas Silvagnoli, Alfonso Represa, Carlos Cardoso, Ludovic Telley and 1 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

11 authors.

Rémi MathieuINMED, INSERM, Aix Marseille University, Marseille, France.
Tangra Draia-NicolauINMED, INSERM, Aix Marseille University, Marseille, France.ORCID http://orcid.org/0000-0001-5518-6170
Léa CorbièresINMED, INSERM, Aix Marseille University, Marseille, France.
Annousha GovindanINMED, INSERM, Aix Marseille University, Marseille, France.
Vianney BensaINMED, INSERM, Aix Marseille University, Marseille, France.
Emilie Pallesi-PocachardINMED, INSERM, Aix Marseille University, Marseille, France.
Lucas SilvagnoliINMED, INSERM, Aix Marseille University, Marseille, France.ORCID http://orcid.org/0009-0009-1032-4766
Alfonso RepresaINMED, INSERM, Aix Marseille University, Marseille, France.
Carlos CardosoINMED, INSERM, Aix Marseille University, Marseille, France.ORCID http://orcid.org/0000-0003-1914-9553
Ludovic TelleyDepartment of Fundamental Neurosciences, University of Lausanne, Lausanne, Switzerland. ludovic.telley@univ-lyon1.fr.ORCID http://orcid.org/0000-0002-5041-1997
Antoine de ChevignyINMED, INSERM, Aix Marseille University, Marseille, France. antoine.de-chevigny@inserm.fr.ORCID http://orcid.org/0000-0002-7413-0591

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The cerebral cortex comprises diverse excitatory and inhibitory neuron subtypes, each with distinct laminar positions and connectivity patterns. Yet, the molecular logic underlying their precise wiring remains poorly understood. To identify ligand-receptor (LR) interactions involved in cortical circuit assembly, we tracked gene expression dynamics in mice across major neuronal populations at 17 developmental stages using single-cell transcriptomics. This generated a comprehensive atlas of LR-mediated communication between excitatory and inhibitory neuron subtypes, capturing known and novel interactions. Notably, we identified NEOGENIN-1 as the principal receptor for CBLN4 during the perinatal period, mediating synapse formation between somatostatin-expressing interneurons and glutamatergic neurons. We also identified members of the cadherin superfamily as candidate regulators of perisomatic inhibition from parvalbumin-expressing basket cells onto deep and superficial excitatory neurons, exerting opposing effects on synapse formation. These findings suggest a context-dependent role for cadherins in synaptic specificity and underscore the power of single-cell transcriptomics for decoding the molecular mechanisms of cortical wiring.

Indexed as

Cerebral CortexNeuronsAnimalsCadherinsGene Expression Regulation, DevelopmentalInterneuronsLigandsMembrane ProteinsMiceNerve Tissue ProteinsNeurodevelopmentProtein PrecursorsSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisSynapsesCadherinsLigandsMembrane ProteinsneogeninNerve Tissue ProteinsProtein Precursors

Identifiers

PMID41565644
PMCPMC12868825

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.