A bipolar taxonomy of adult human brain sulcal morphology related to timing of fetalsulcation and trans-sulcal gene expression gradients
William E. SnyderiD, Petra E. VértesiD, Vanessa KyriakopoulouiD, Konrad WagstyliD, Logan Z. J. WilliamsiD, Dustin MoraczewskiiD, Adam G. ThomasiD, Vyacheslav R. KarolisiD, Jakob SeidlitziD, Denis RivièreiD, Emma C. RobinsoniD, Jean‐François ManginiD, Armin RaznahaniD, Edward Thomas BullmoreiD
Abstract
We developed a computational pipeline (now provided as a resource) for measuring morphological similarity between cortical surface sulci to construct a sulcal phenotype network (SPN) from each magnetic resonance imaging (MRI) scan in an adult cohort (N=34,725; 45-82 years). Networks estimated from pairwise similarities of 40 sulci on 5 morphological metrics comprised two clusters of sulci, represented also by the bipolar distribution of sulci on a linear-to-complex dimension. Linear sulci were more heritable and typically located in unimodal cortex; complex sulci were less heritable and typically located in heteromodal cortex. Aligning these results with an independent fetal brain MRI cohort (N=228; 21-36 gestational weeks), we found that linear sulci formed earlier, and the earliest and latest-forming sulci had the least between-adult variation. Using high-resolution maps of cortical gene expression, we found that linear sulcation is mechanistically underpinned by trans-sulcal gene expression gradients enriched for developmental processes.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Shape variability of the central sulcus in the developing brain: a longitudinal descriptive and predictive study in preterm infants.
Héloïse de Vareilles, Denis Rivière, … Jessica Dubois·NeuroImagePeer-reviewed·Dec 26, 2021
- How infant brains fold: Sulcal deepening is linked to development of sulcal span, thickness, curvature, and microstructure
Sarah Shi Tung, Xiaoqian Yan, … Kalanit Grill-spector A·Communications BiologyPeer-reviewed·Jan 16, 2026
- Development of human lateral prefrontal sulcal morphology and its relation to reasoning performance
Ethan H. Willbrand, Emilio E. Ferrer, … Kevin S. Weiner·Journal of NeurosciencePeer-reviewed·Feb 24, 2023
- On the typical development of the central sulcus in infancy: a longitudinal evaluation of its morphology and link to behaviour
Amaia Dornier, Alexia Gérard, … Dollyane Muret·Developmental NeurosciencePeer-reviewed·Jun 20, 2025
- Genetic insights on the mechanisms of human cortical folding
William Snyder, Rebecca Shafee, … Armin Raznahan·bioRxiv·Mar 9, 2026
- Anchoring functional connectivity to individual sulcal morphology yields insights in a pediatric study of reasoning
Suvi Häkkinen, Willa I. Voorhies, … Silvia A. Bunge·Journal of NeurosciencePeer-reviewed·May 19, 2025