Evidence map›Paper›PMID 38659961›Full record

ArticlebioRxiv : the preprint server for biology2025

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

Open access · greenAbstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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, 0 citations in OpenAlex.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 5 institutions in 2 countries.

Suvi HäkkinenDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.ORCID 0000-0002-6396-1904
Willa I VoorhiesDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.
Ethan H WillbrandDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.ORCID 0000-0003-4625-5642
Yi-Heng TsaiDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.
Thomas GagnantDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.
Jewelia K YaoDepartment of Psychology, Stanford University.
Kevin S WeinerDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.
Silvia A BungeDepartment of Psychology, University of California, Berkeley, Berkeley, CA, 94720 USA.
University of California, Berkeley · USStanford University · USUniversité de Bordeaux · FRUniversity of North Carolina at Chapel Hill · USUniversity of Wisconsin–Madison · US

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, our understanding of the relationships between sulcal anatomy, brain activity, and behavior is still in its infancy. We previously found the depth of three small, shallow sulci in lateral prefrontal cortex (LPFC) was linked to reasoning performance in childhood and adolescence (Voorhies et al., 2021). These findings beg the question: what is the linking mechanism between sulcal morphology and cognition? To shed light on this question, we investigated functional connectivity among sulci in LPFC and lateral parietal cortex (LPC). We leveraged manual parcellations (21 sulci/hemisphere, total of 1806) and functional magnetic resonance (fMRI) data from a reasoning task from 43 participants aged 7-18 years (20 female). We conducted clustering and classification analyses of individual-level functional connectivity among sulci. Broadly, we found that 1) the connectivity patterns of individual sulci could be differentiated - and more accurately than rotated sulcal labels equated for size and shape; 2) sulcal connectivity did not consistently correspond with that of probabilistic labels or large-scale networks; 3) sulci clustered together into groups with similar 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 highlight that functional connectivity can be meaningfully anchored to individual sulcal anatomy, and demonstrate that functional network centrality can vary as a function of sulcal depth.

Indexed as

cortical foldingfMRIfrontoparietalfunctional connectivityneuroanatomyparietal cortexprefrontal cortexsulci

Identifiers

PMID38659961
PMCPMC11042283
OpenAlexW4394961551

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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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.