Evidence map›Paper›PMID 42308033›Full record

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

Shared spatial and temporal principles govern connectome dynamics across timescales.

Thomas H Alderson, Suhnyoung Jun, Jonathan Wirsich, Maximillian Kirichenko Egan, Samar Wagih ElSayed, Sophia A Giakas, Parham Mostame, Jeremy Harper, Anne-Lise Giraud, Stephen M Malone and 3 more

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. 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. Shared spatial and temporal principles govern connectome dynamics across timescales.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
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

13 authors.

Thomas H Alderson *Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.
Suhnyoung Jun *Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.ORCID 0000-0001-7849-0837
Jonathan WirsichElectroencephalogram and Epilepsy Unit, University Hospitals and Faculty of Medicine of Geneva, University of Geneva, Geneva 14 1211, Switzerland.ORCID 0000-0003-0588-9710
Maximillian Kirichenko EganDepartment of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.
Samar Wagih ElSayedDepartment of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.
Sophia A GiakasDepartment of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.ORCID 0009-0006-3135-1227
Parham MostameDepartment of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.ORCID 0000-0002-1353-1551
Jeremy HarperDepartment of Psychology, University of Minnesota, Minneapolis, MN 55455.ORCID 0000-0001-8994-6879
Anne-Lise GiraudSpeech and Language Group, Department of Basic Neurosciences, Faculty of Medicine, University of Geneva, Geneva 1211, Switzerland.
Stephen M MaloneDepartment of Psychology, University of Minnesota, Minneapolis, MN 55455.ORCID 0000-0001-9201-7616
William G IaconoDepartment of Psychology, University of Minnesota, Minneapolis, MN 55455.ORCID 0000-0002-3194-3090
Sanmi KoyejoDepartment of Computer Science, Stanford University, Stanford, CA 94305.
Sepideh SadaghianiDepartment of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL 61820.ORCID 0000-0001-8800-3959

Funding

Adult consequences of youth substance use: Twin study enriched for SUD riskR01DA036216 · NIDA · UNIVERSITY OF MINNESOTA · PI IACONO, WILLIAM G. · 2013 to 2017
$3.2M
Cognitive Significance of Functional Connectome StatesR01MH116226 · NIMH · UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN · PI SADAGHIANI, SEPIDEH · 2019 to 2023
$2.3M
EC | European Research Council (ERC) 260347HHS | NIH | National Institute of Mental Health (NIMH) R01MH116226HHS | NIH (NIH) R37 DA05147NIDA NIH HHS R01 DA036216NIMH NIH HHS R01 MH116226NSF (NSF) 2237285
6 · The paper itself

Abstract

While the brain processes information at various speeds, little is known about how the functional connectome can concurrently support multiple speeds in parallel. FMRI and electrophysiological modalities have been used to study connectome dynamics at slow and fast speeds, respectively. But it is often implicitly assumed that these modalities capture the same underlying neural processes, with fMRI doing so through a low-pass temporal filter. However, recent work suggests the alternative possibility that connectome dynamics comprise distinct processes operating at multiple timescales. If such multiscale connectivity processes indeed coexist, a key question is whether their patterns and sequences are organized on the basis of shared regularities, i.e., common spatial and temporal principles. In simultaneous human fMRI and source-localized EEG, we investigated the connectome's foundational constituents-the instantaneous coactivation patterns-across six timescales of neural activity, from infraslow through γ-band. We found streams of recurrent coactivation patterns, or states, that operate in parallel and asynchronously across timescales, thereby forming a timescale-overarching spatial principle. These states also occurred in highly similar sequences at all timescales, revealing a timescale-overarching temporal principle. Together, these findings indicate that the connectome comprises multiple dynamic streams operating in parallel at distinct speeds, from tens of milliseconds to seconds, rather than a single stream filtered by each modality's temporal resolution. Spatial and temporal principles that span these streams enable their integration into a unified system. Consequently, research on human behavior and mental disorders should account for the full range of the connectome's timescales.

Indexed as

BrainConnectomeAdultElectroencephalographyFemaleHumansMagnetic Resonance ImagingMaleNerve NetTime Factorsdynamic connectivityEEGfMRIfunctional connectometimescales

Identifiers

PMID42308033
PMCPMC13286085

What OpenQuestion holds

Textmetadata
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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.