Evidence map›Paper›PMID 42418484›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Spatially structured heterogeneity shapes large-scale cortical dynamics in a model of the human cortex.

Leonardo Dalla Porta, Jan Fousek, Alain Destexhe, Maria V Sanchez-Vives

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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

4 authors.

Leonardo Dalla PortaInstitute of Biomedical Investigations August Pi i Sunyer, Systems Neuroscience, Barcelona 08036, Spain.ORCID 0000-0003-3104-288X
Jan FousekCentral European Institute of Technology, Masaryk University, Brno 65691, Czech Republic.
Alain DestexheDepartment for Integrative and Computational Neuroscience, Paris-Saclay University, CNRS, Paris-Saclay Institute of Neuroscience, Saclay 91400, France.ORCID 0000-0001-7405-0455
Maria V Sanchez-VivesInstitute of Biomedical Investigations August Pi i Sunyer, Systems Neuroscience, Barcelona 08036, Spain.ORCID 0000-0002-8437-9083

Funding

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) 444500/2024-3EC | European Research Council (ERC) 101071900EC | Horizon 2020 Framework Programme (H2020) 945539Government of Catalonia | Agència de Gestió d'Ajuts Universitaris i de Recerca (AGAUR) 2021-SGR-01165Ministerio de Ciencia, Innovación y Universidades (MCIU) PID2023-152918OB-I00
6 · The paper itself

Abstract

The human brain displays substantial spatial variability in molecular, anatomical, and physiological organization. Yet, how this heterogeneity shapes large-scale neuronal dynamics remains poorly understood. To address this question, we employed a biologically informed large-scale cortical model capable of generating distinct brain states, from awake-like to sleep-like dynamics. Our model was constrained by empirical human structural connectivity (SC) and regional cholinergic muscarinic receptor (CHRM) maps derived from transcriptomic data, together with complementary positron emission tomography (PET)-based receptor maps. These regional maps were implemented as modulators of adaptation-related excitability. We found that modulating excitability according to the spatial organization of CHRM maps significantly impacted large-scale cortical dynamics: It not only facilitated network synchronization but also enhanced information flow between cortical regions. Importantly, these effects were conserved across transcriptomic and PET-derived maps and could not be fully reproduced by multiple null models preserving generic forms of heterogeneity. Moreover, we addressed a particularly intricate dynamic regime characterized by the coexistence of localized sleep-like activity within otherwise awake-like states. We showed that the emergence of these sleep-like slow waves was a byproduct of both regional levels of neuronal adaptation and SC. In summary, our findings highlight the critical role of molecular and anatomical heterogeneity in shaping widespread cortical dynamics, suggesting broad avenues for linking microscale diversity to macroscale function.

Indexed as

Cerebral CortexModels, NeurologicalBrain MappingHumansPositron-Emission TomographyReceptors, MuscarinicSleepWakefulnessReceptors, Muscarinicbrain stateshierarchical heterogeneitymuscarinicneuromodulationwhole-brain modeling

Identifiers

PMID42418484
PMCPMC13367858

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.