bioRxivNeurosciencePreprint
Cerebral cortical structures linked to intelligence
Chun-Ju Chou, Mark Joseph A. FiecasiD, Elisabetta C. del ReiD, Eero VuoksimaaiD, Chi‐Hua CheniD
Abstract
Understanding the neural basis of intelligence in humans remains an ongoing scientific pursuit. Early studies with small samples identified potential regions but lacked consistency across findings. Recent large-scale magnetic resonance imaging (MRI) datasets, using intelligence measures focused on verbal-numerical reasoning, now offer more robust opportunities for discovery. In this study (N=11,289), we showed the dorsolateral prefrontal cortex as exhibiting the strongest effect size and a significant causal relationship with intelligence, where larger surface area predicts higher intelligence as revealed by Mendelian randomization analyses. Additional regions, including the orbitofrontal and temporal cortices, also showed causal links to intelligence. These regions are critical for working memory, executive function, and language. Reverse causality analyses further indicated that higher intelligence contributes to increased total surface area and greater cortical thickness in the perisylvian language region. Our findings replicate prior evidence of a bidirectional relationship between total surface area and intelligence and further offer novel insights into regional cortical associations and causal effect. Collectively, these findings support a polyregional cortical configuration of intelligence, highlighting the dorsolateral prefrontal cortex--a key hub for cognitive ability.
- Citations
- 0
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
- Decoding the Human Brain during Intelligence Testing
Jonas Alexander Thiele, Joshua Faskowitz, … Kirsten Hilger·Communications BiologyPeer-reviewed·Dec 23, 2025
- The neural basis of intelligence in fine-grained cortical topographies
Ma Feilong, J. Swaroop Guntupalli, James V. Haxby·eLifePeer-reviewed·Mar 8, 2021
- Human Intelligence and the Connectome are Driven by Structural Brain Network Control
Evan D. Anderson, Lav R. Varshney, … Aron Keith Barbey·bioRxiv·Aug 2, 2023
- Neural information sharing across the orienting attentional network predicts intelligence in children
Boris Andrés Lucero, María Teresa Muñoz-Quezada, … Andrés Canales‐Johnson·bioRxiv·Dec 2, 2025
- Genetic association between posterior parietal cortex and intelligence
Dong Yang, Xushen Yang, … Tian Xu·bioRxiv·Mar 21, 2025
- Brain imaging correlates of general intelligence in UK Biobank
Simon R. Cox, SJ Ritchie, … Ian J. Deary·bioRxiv·Apr 4, 2019