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Gender differences in cortical morphological networks

Cortical morphological networks (CMN), where each network models the relationship in morphology between different cortical brain regions quantified using a specific measurement (e.g., cortical thickness), have not been investigated with respect to gender differences in the human brain. Cortical proc...

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Detalles Bibliográficos
Autores principales: Nebli, Ahmed, Rekik, Islem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572349/
https://www.ncbi.nlm.nih.gov/pubmed/31102167
http://dx.doi.org/10.1007/s11682-019-00123-6
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author Nebli, Ahmed
Rekik, Islem
author_facet Nebli, Ahmed
Rekik, Islem
author_sort Nebli, Ahmed
collection PubMed
description Cortical morphological networks (CMN), where each network models the relationship in morphology between different cortical brain regions quantified using a specific measurement (e.g., cortical thickness), have not been investigated with respect to gender differences in the human brain. Cortical processes are expected to involve complex interactions between different brain regions, univariate methods thus might overlook informative gender markers. Hence, by leveraging machine learning techniques with the potential to highlight multivariate interacting effects, we found that the most discriminative CMN connections between males and females were derived from the left hemisphere using the mean sulcal depth as measurement. However, for both left and right hemispheres, the first most discriminative morphological connection revealed across all cortical attributes involved (entorhinal cortex ↔ caudal anterior cingulate cortex) and (entorhinal cortex ↔ transverse temporal cortex) respectively, which gives us new insights into behavioral gender differences from an omics perspective and might explain why males and females learn differently.
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spelling pubmed-75723492020-10-21 Gender differences in cortical morphological networks Nebli, Ahmed Rekik, Islem Brain Imaging Behav Original Research Cortical morphological networks (CMN), where each network models the relationship in morphology between different cortical brain regions quantified using a specific measurement (e.g., cortical thickness), have not been investigated with respect to gender differences in the human brain. Cortical processes are expected to involve complex interactions between different brain regions, univariate methods thus might overlook informative gender markers. Hence, by leveraging machine learning techniques with the potential to highlight multivariate interacting effects, we found that the most discriminative CMN connections between males and females were derived from the left hemisphere using the mean sulcal depth as measurement. However, for both left and right hemispheres, the first most discriminative morphological connection revealed across all cortical attributes involved (entorhinal cortex ↔ caudal anterior cingulate cortex) and (entorhinal cortex ↔ transverse temporal cortex) respectively, which gives us new insights into behavioral gender differences from an omics perspective and might explain why males and females learn differently. Springer US 2019-05-17 2020 /pmc/articles/PMC7572349/ /pubmed/31102167 http://dx.doi.org/10.1007/s11682-019-00123-6 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Research
Nebli, Ahmed
Rekik, Islem
Gender differences in cortical morphological networks
title Gender differences in cortical morphological networks
title_full Gender differences in cortical morphological networks
title_fullStr Gender differences in cortical morphological networks
title_full_unstemmed Gender differences in cortical morphological networks
title_short Gender differences in cortical morphological networks
title_sort gender differences in cortical morphological networks
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572349/
https://www.ncbi.nlm.nih.gov/pubmed/31102167
http://dx.doi.org/10.1007/s11682-019-00123-6
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