Evidence map›Paper›PMID 41784464›Full record

ArticleThe Journal of physiology2026

Neurons embedded in loop-like motifs act as central hubs for brain-wide integration.

Fabrizio Londei, Giulia Arena, Lorenzo Ferrucci, Francesco Siano, Encarni Marcos, Francesco Ceccarelli, Genovesio Aldo

Abstract read
In one paragraph

Article in The Journal of physiology, 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
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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

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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

7 authors.

Fabrizio LondeiInstituto de Neurociencias, Consejo Superior de Investigaciones Científicas and Universidad Miguel Hernández, Sant Joan d'Alacant, Alicante, Spain.ORCID 0000-0003-3088-8218
Giulia ArenaBehavioral Neuroscience PhD Program, Sapienza University, Rome, Italy.
Lorenzo FerrucciDepartment of Physiology and Pharmacology, Sapienza University of Rome, Rome, Italy.ORCID 0000-0003-4967-2951
Francesco SianoBehavioral Neuroscience PhD Program, Sapienza University, Rome, Italy.
Encarni MarcosInstituto de Neurociencias, Consejo Superior de Investigaciones Científicas and Universidad Miguel Hernández, Sant Joan d'Alacant, Alicante, Spain.ORCID 0000-0001-6518-4734
Francesco CeccarelliDepartment of Physiology and Pharmacology, Sapienza University of Rome, Rome, Italy.ORCID 0000-0001-7319-8204
Genovesio AldoDepartment of Physiology and Pharmacology, Sapienza University of Rome, Rome, Italy.ORCID 0000-0003-2521-143X

Funding

European Union NextGeneration EU/PRTR and ERDF/EU MICIU/AEI/10.13039/501100011033European Union NextGeneration EU/PRTR and ERDF/EU PID2022-141173NA-I00European Union NextGeneration EU/PRTR and ERDF/EU RYC2021-035061-ISapienza Università di Roma PH1181642DB714F6
6 · The paper itself

Abstract

Efficient cooperation between brain areas requires a dynamic balance between the segregation of region-specific functional roles and information broadcasting. Imaging studies of brain-wide co-ordination cannot reach the single-cell assembly level analysis. In this study, we explored co-ordinative relationships between single neurons across 71 mouse brain regions using the concept of cell assembly as an investigative tool. Cell assemblies can be considered the fundamental brain processing units, and identifying their aggregate structure can provide a high-resolution view of inter-regional co-ordinative relationships. We first examined pairwise co-ordination between areas, and then we investigated higher-order forms of inter-regional connectivity, searching for triplets of neurons. We mainly focused on one functionally relevant motif: the loop-like triplet, modelling a reentrant flow of information, which we hypothesised could represent a core mechanism for the integration of information. We found that this reentrant mode of communication was often asymmetrical between areas and largely unrelated to neuron pair co-ordination. We found that hub neurons, which have a higher-than-average number of co-ordinative relationships with external regions, are consistently and significantly embedded in loop-like assemblies. These findings suggest that this peculiar motif represents a core architectural feature supporting brain-wide integration. KEY POINTS: Cell assembly detection allows the identification of motifs of inter-regional co-ordination. Loop-like motifs of co-ordination are heterogeneously distributed across the brain. External hub neurons are consistently and brain-wide embedded in loop-like motifs. Loop-like motifs appear as an integration-oriented structure of co-ordination.

Indexed as

BrainNerve NetNeuronsAnimalsMiceMice, Inbred C57BLModels, Neurologicalassemblyconnectomicsfunctional connectivityhubmotifs

Identifiers

PMID41784464
PMCPMC13039282

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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.