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Updated: Jan 24, 2026

Stimulus-specific Cortical Visual Evoked Potential Morphological Patterns
Published on: May 12, 2019
Gender differences in cortical morphological networks
Ahmed Nebli1,2, Islem Rekik3,4
1BASIRA Lab, Faculty of Computer and Informatics, Istanbul Technical University, Istanbul, Turkey.
This study reveals significant gender differences in human brain cortical morphological networks (CMN). Machine learning identified key left hemisphere connections, particularly involving the entorhinal cortex, offering insights into sex-based learning variations.
Area of Science:
- Neuroscience
- Neuroimaging
- Brain Morphology
Background:
- Cortical morphological networks (CMN) analyze inter-regional brain morphology relationships.
- Previous research has not explored gender differences in CMNs.
- Univariate methods may miss complex, multivariate gender markers in brain structure.
Purpose of the Study:
- To investigate gender differences in human brain cortical morphological networks.
- To identify discriminative CMN connections between males and females using machine learning.
- To explore potential links between CMN differences and behavioral variations, such as learning styles.
Main Methods:
- Utilized machine learning to analyze cortical morphological networks (CMN).
- Examined relationships between different cortical brain regions using measurements like cortical thickness and sulcal depth.
- Focused on identifying multivariate interacting effects within CMNs to detect gender-specific patterns.
Main Results:
- The most discriminative CMN connections between males and females were found in the left hemisphere, specifically using mean sulcal depth.
- Across both hemispheres, the primary discriminative morphological connection involved the entorhinal cortex paired with either the caudal anterior cingulate cortex (left hemisphere) or the transverse temporal cortex (right hemisphere).
Conclusions:
- Cortical morphological networks reveal significant gender-based differences in brain structure.
- Specific CMN connections, notably those involving the entorhinal cortex, are key indicators of these differences.
- These findings provide an omics perspective on behavioral gender differences and may explain variations in learning between sexes.
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