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J. González-Peñas

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Jul 2026

Cortical Hub Vulnerability and Molecular Signatures of Sulcal Widening in Schizophrenia.

BACKGROUND Schizophrenia is increasingly conceptualized as a disorder of large-scale brain network organization arising from atypical neurodevelopment. However, the relationship between early-emerging cortical folding patterns and the maturation of the structural connectome remains poorly understood. METHODS We introduced a sulcal morphology-centered framework that integrated normative modeling of sulcal width with diffusion-derived structural connectivity and cortical transcriptomics in a large multisite cohort (n=5,392; 377 schizophrenia). Deviations from normative folding patterns were mapped to the structural connectome and the Allen Human Brain Atlas. RESULTS Individuals with schizophrenia exhibited widespread sulcal widening (30/40 sulci), primarily in frontal, temporal, and occipital regions. Nodal vulnerability followed a clear topological principle: sulci with higher degree centrality (sulcal network hubs) showed disproportionately greater widening (pspin=0.02). Transcriptomic integration identified a gene expression profile explaining 56.5% of the spatial variance in sulcal abnormalities (p ​=0.049). This profile was significantly enriched for synaptic signaling and energy metabolism genes, showed adult-onset expression bias, and was associated with common cross-disorder genetic risk. Conversely, genes with the opposite spatial weight showed significant prenatal expression bias and enrichment for rare disruptive variants associated with autism spectrum disorder. CONCLUSIONS These findings demonstrate that aberrant cortical folding in schizophrenia is constrained by network topology and molecular architecture. By linking macroscopic folding to metabolic and synaptic pathways, this work establishes sulcal morphology as a mechanistically grounded biomarker that may help differentiate the neurodevelopmental trajectories of psychiatric disorders.

J. González-Peñas, H. Schnack, Carmen Rueda Hernández et al. · 0 citations
Open access Aug 2026

Rare variation illuminates the distinct and pleiotropic genetic architecture of autism across neuropsychiatric traits

This study finds that rare variants across hundreds of genes contribute to autism with variable phenotypic outcomes, and clusters them based on association evidence from large-scale studies of developmental disorders, schizophrenia, bipolar disorder, and epilepsy.

F. Satterstrom, C. Auwerx, J. Fu et al. · 0 citations

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