Evidence map›Paper›PMID 40389298›Full record

ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2025

Anchoring Functional Connectivity to Individual Sulcal Morphology Yields Insights in a Pediatric Study of Reasoning.

Suvi Häkkinen, Willa I Voorhies, Ethan H Willbrand, Yi-Heng Tsai, Thomas Gagnant, Jewelia K Yao, Kevin S Weiner, Silvia A Bunge

Abstract read
In one paragraph

Article in The Journal of neuroscience : the official journal of the Society for Neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Trial
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  3. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Suvi HäkkinenDepartment of Psychology, University of California, Berkeley, California 94720.ORCID 0000-0002-6396-1904
Willa I VoorhiesDepartment of Psychology, University of California, Berkeley, California 94720.
Ethan H WillbrandDepartment of Psychology, University of California, Berkeley, California 94720.
Yi-Heng TsaiDepartment of Psychology, University of California, Berkeley, California 94720.
Thomas GagnantDepartment of Psychology, University of California, Berkeley, California 94720.ORCID 0009-0005-8926-5201
Jewelia K YaoDepartment of Psychology, Stanford University, Stanford, California 94305.
Kevin S WeinerDepartment of Psychology, University of California, Berkeley, California 94720.ORCID 0000-0002-8734-5049
Silvia A BungeDepartment of Psychology, University of California, Berkeley, California 94720 sbunge@berkeley.edu.ORCID 0000-0001-8431-7627

Funding

Integrated Training For Physician-ScientistsT32GM140935 · NIGMS · UNIVERSITY OF WISCONSIN-MADISON · PI Anna Huttenlocher, Jeniel E Nett · 2021 to 2026
$6.5M
Narrowing the mechanistic gap for anterior prefrontal cortex functionR01MH133637 · NIMH · UNIVERSITY OF CALIFORNIA BERKELEY · PI Silvia A. BUNGE · 2024 to 2026
$1.9M
The role of prefrontal sulcal morphology and brain network architecture in cognitive developmentR21HD100858 · NICHD · UNIVERSITY OF CALIFORNIA BERKELEY · PI BUNGE, SILVIA A., WEINER, KEVIN SEAN · 2020 to 2021
$375k
NICHD NIH HHS R21 HD100858NIGMS NIH HHS T32 GM140935NIMH NIH HHS R01 MH133637
6 · The paper itself

Abstract

A salient neuroanatomical feature of the human brain is its pronounced cortical folding, and there is mounting evidence that sulcal morphology is relevant to functional brain architecture and cognition. However, the relationships between sulcal anatomy, brain activity, and behavior are still poorly understood. We previously found that the depth of three small, shallow sulci in the lateral prefrontal cortex (LPFC) was linked to reasoning performance during development (Voorhies et al., 2021). These findings beg the question: What is the linking mechanism between sulcal morphology and cognition? Here, we investigated functional connectivity among sulci in LPFC and the lateral parietal cortex in participants drawn from the same sample as our previous study. We leveraged manual parcellations (21 sulci/hemisphere, 1,806 total) and functional magnetic resonance imaging data from a reasoning task from 43 participants aged 7-18 years (20 females). We conducted clustering and classification analyses of individual-level functional connectivity among sulci. Broadly, we found that (1) connectivity patterns of individual sulci could be differentiated and more accurately than cortical patches equated for size and shape; (2) sulcal connectivity did not consistently correspond with that of probabilistic labels or large-scale networks; (3) sulci clustered based on connectivity patterns, not dictated by spatial proximity; and (4) across individuals, greater depth was associated with higher network centrality for several sulci under investigation. These results illustrate how sulcal morphology can be functionally relevant and provide proof of concept that using sulci to define an individual coordinate space for functional connectomes is a promising future direction.

Indexed as

CognitionNerve NetParietal LobePrefrontal CortexThinkingAdolescentBrain MappingChildFemaleHumansMagnetic Resonance ImagingMaleNeural Pathwayscortical foldingfMRIfrontoparietalfunctional connectivityneuroanatomyparietal cortexprefrontal cortexsulci

Identifiers

PMID40389298
PMCPMC12199552

What OpenQuestion holds

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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.