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Mechanical hierarchy in the formation and modulation of cortical folding patterns

The important mechanical parameters and their hierarchy in the growth and folding of the human brain have not been thoroughly understood. In this study, we developed a multiscale mechanical model to investigate how the interplay between initial geometrical undulations, differential tangential growth...

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Autores principales: Chavoshnejad, Poorya, Vallejo, Liam, Zhang, Songyao, Guo, Yanchen, Dai, Weiying, Zhang, Tuo, Razavi, Mir Jalil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10425471/
https://www.ncbi.nlm.nih.gov/pubmed/37580340
http://dx.doi.org/10.1038/s41598-023-40086-9
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author Chavoshnejad, Poorya
Vallejo, Liam
Zhang, Songyao
Guo, Yanchen
Dai, Weiying
Zhang, Tuo
Razavi, Mir Jalil
author_facet Chavoshnejad, Poorya
Vallejo, Liam
Zhang, Songyao
Guo, Yanchen
Dai, Weiying
Zhang, Tuo
Razavi, Mir Jalil
author_sort Chavoshnejad, Poorya
collection PubMed
description The important mechanical parameters and their hierarchy in the growth and folding of the human brain have not been thoroughly understood. In this study, we developed a multiscale mechanical model to investigate how the interplay between initial geometrical undulations, differential tangential growth in the cortical plate, and axonal connectivity form and regulate the folding patterns of the human brain in a hierarchical order. To do so, different growth scenarios with bilayer spherical models that features initial undulations on the cortex and uniform or heterogeneous distribution of axonal fibers in the white matter were developed, statistically analyzed, and validated by the imaging observations. The results showed that the differential tangential growth is the inducer of cortical folding, and in a hierarchal order, high-amplitude initial undulations on the surface and axonal fibers in the substrate regulate the folding patterns and determine the location of gyri and sulci. The locations with dense axonal fibers after folding settle in gyri rather than sulci. The statistical results also indicated that there is a strong correlation between the location of positive (outward) and negative (inward) initial undulations and the locations of gyri and sulci after folding, respectively. In addition, the locations of 3-hinge gyral folds are strongly correlated with the initial positive undulations and locations of dense axonal fibers. As another finding, it was revealed that there is a correlation between the density of axonal fibers and local gyrification index, which has been observed in imaging studies but not yet fundamentally explained. This study is the first step in understanding the linkage between abnormal gyrification (surface morphology) and disruption in connectivity that has been observed in some brain disorders such as Autism Spectrum Disorder. Moreover, the findings of the study directly contribute to the concept of the regularity and variability of folding patterns in individual human brains.
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spelling pubmed-104254712023-08-16 Mechanical hierarchy in the formation and modulation of cortical folding patterns Chavoshnejad, Poorya Vallejo, Liam Zhang, Songyao Guo, Yanchen Dai, Weiying Zhang, Tuo Razavi, Mir Jalil Sci Rep Article The important mechanical parameters and their hierarchy in the growth and folding of the human brain have not been thoroughly understood. In this study, we developed a multiscale mechanical model to investigate how the interplay between initial geometrical undulations, differential tangential growth in the cortical plate, and axonal connectivity form and regulate the folding patterns of the human brain in a hierarchical order. To do so, different growth scenarios with bilayer spherical models that features initial undulations on the cortex and uniform or heterogeneous distribution of axonal fibers in the white matter were developed, statistically analyzed, and validated by the imaging observations. The results showed that the differential tangential growth is the inducer of cortical folding, and in a hierarchal order, high-amplitude initial undulations on the surface and axonal fibers in the substrate regulate the folding patterns and determine the location of gyri and sulci. The locations with dense axonal fibers after folding settle in gyri rather than sulci. The statistical results also indicated that there is a strong correlation between the location of positive (outward) and negative (inward) initial undulations and the locations of gyri and sulci after folding, respectively. In addition, the locations of 3-hinge gyral folds are strongly correlated with the initial positive undulations and locations of dense axonal fibers. As another finding, it was revealed that there is a correlation between the density of axonal fibers and local gyrification index, which has been observed in imaging studies but not yet fundamentally explained. This study is the first step in understanding the linkage between abnormal gyrification (surface morphology) and disruption in connectivity that has been observed in some brain disorders such as Autism Spectrum Disorder. Moreover, the findings of the study directly contribute to the concept of the regularity and variability of folding patterns in individual human brains. Nature Publishing Group UK 2023-08-14 /pmc/articles/PMC10425471/ /pubmed/37580340 http://dx.doi.org/10.1038/s41598-023-40086-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Chavoshnejad, Poorya
Vallejo, Liam
Zhang, Songyao
Guo, Yanchen
Dai, Weiying
Zhang, Tuo
Razavi, Mir Jalil
Mechanical hierarchy in the formation and modulation of cortical folding patterns
title Mechanical hierarchy in the formation and modulation of cortical folding patterns
title_full Mechanical hierarchy in the formation and modulation of cortical folding patterns
title_fullStr Mechanical hierarchy in the formation and modulation of cortical folding patterns
title_full_unstemmed Mechanical hierarchy in the formation and modulation of cortical folding patterns
title_short Mechanical hierarchy in the formation and modulation of cortical folding patterns
title_sort mechanical hierarchy in the formation and modulation of cortical folding patterns
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10425471/
https://www.ncbi.nlm.nih.gov/pubmed/37580340
http://dx.doi.org/10.1038/s41598-023-40086-9
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