Evidence map›Paper›PMID 41884953›Full record

ArticleHuman brain mapping2026

Introducing Structural Reliance: A New Method to Assess Structure-Function Coupling in the Brain.

Derek Madden, Paul J Laurienti, Heather M Shappell, Mohsen Bahrami

Abstract read
In one paragraph

Article in Human brain mapping, 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.

Derek MaddenVirginia Tech-Wake Forest University School of Biomedical Engineering and Sciences, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA.ORCID https://orcid.org/0009-0002-0448-1211
Paul J LaurientiDepartment of Radiology, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA.
Heather M ShappellDepartment of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA.
Mohsen BahramiDepartment of Radiology, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA.

Funding

Wake Forest Translational Alcohol Research Center (WF-TARC)P50AA026117 · NIAAA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI Jeffrey L. Weiner · 2018 to 2026
$16.2M
Cerebral Small Vessel Disease and Dementia: Defining Global Resilience and Disruption in Brain NetworksK25AG090707 · NIA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI Mohsen Bahrami · 2025 to 2026
$273k
National Science Foundation GRFP 2024377885NIAAA NIH HHS P50 AA026117NIA NIH HHS K25 AG090707NIH HHS K25-EB032903-01NIH HHS P50AA026117
6 · The paper itself

Abstract

The relationship between the structural connectome and functional activity in the brain is highly complex, and understanding of the connection between the two is limited. Previous work has shown a marginal reliance of functional brain activity on underlying structural connections, indicating significant flexibility of neural communication. Here, we introduce a new method to quantify structure-function coupling and compare it with a standard coupling technique by evaluating the structure-function relationship across numerous fMRI task paradigms. Through this comparison, we investigate how structure-function relationships change during different cognitive demands and we evaluate how they relate to behavior. The new method introduced here, structural reliance, exhibits different structure-function correspondence patterns throughout the brain, and it generally outperforms the standard coupling measure in coupling-based behavioral measure predictions.

Indexed as

BrainConnectomeMagnetic Resonance ImagingHumansImage Processing, Computer-AssistedNeural PathwaysfMRIfunctional connectivitymultivariate autoregressive modelstructural connectivitystructure–function coupling

Identifiers

PMID41884953
PMCPMC13081694

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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.