Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study

Differences in the way human cerebral cortices fold have been correlated to health, disease, development, and aging. However, to obtain a deeper understanding of the mechanisms that generate such differences, it is useful to derive one's morphometric variables from the first principles. This st...

Full description

Bibliographic Details
Main Authors: Fernanda H. P. de Moraes, Victor B. B. Mello, Fernanda Tovar-Moll, Bruno Mota
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-07-01
Series:Frontiers in Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2022.897226/full
_version_ 1811293220857970688
author Fernanda H. P. de Moraes
Victor B. B. Mello
Fernanda Tovar-Moll
Bruno Mota
author_facet Fernanda H. P. de Moraes
Victor B. B. Mello
Fernanda Tovar-Moll
Bruno Mota
author_sort Fernanda H. P. de Moraes
collection DOAJ
description Differences in the way human cerebral cortices fold have been correlated to health, disease, development, and aging. However, to obtain a deeper understanding of the mechanisms that generate such differences, it is useful to derive one's morphometric variables from the first principles. This study explores one such set of variables that arise naturally from a model for universal self-similar cortical folding that was validated on comparative neuroanatomical data. We aim to establish a baseline for these variables across the human lifespan using a heterogeneous compilation of cross-sectional datasets as the first step to extending the model to incorporate the time evolution of brain morphology. We extracted the morphological features from structural MRI of 3,650 subjects: 3,095 healthy controls (CTL) and 555 patients with Alzheimer's Disease (AD) from 9 datasets, which were harmonized with a straightforward procedure to reduce the uncertainty due to heterogeneous acquisition and processing. The unprecedented possibility of analyzing such a large number of subjects in this framework allowed us to compare CTL and AD subjects' lifespan trajectories, testing if AD is a form of accelerated aging at the brain structural level. After validating this baseline from development to aging, we estimate the variables' uncertainties and show that Alzheimer's Disease is similar to premature aging when measuring global and local degeneration. This new methodology may allow future studies to explore the structural transition between healthy and pathological aging and may be essential to generate data for the cortical folding process simulations.
first_indexed 2024-04-13T04:57:15Z
format Article
id doaj.art-9de88cd461054201a7956531891128c2
institution Directory Open Access Journal
issn 1662-453X
language English
last_indexed 2024-04-13T04:57:15Z
publishDate 2022-07-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Neuroscience
spelling doaj.art-9de88cd461054201a7956531891128c22022-12-22T03:01:26ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2022-07-011610.3389/fnins.2022.897226897226Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite StudyFernanda H. P. de Moraes0Victor B. B. Mello1Fernanda Tovar-Moll2Bruno Mota3Brain Connectivity Unit, Instituto D'Or de Pesquisa e Ensino, Rio de Janeiro, BrazilmetaBIO, Instituto de Física, Universidade Federal do Rio de Janeiro, Rio de Janeiro, BrazilBrain Connectivity Unit, Instituto D'Or de Pesquisa e Ensino, Rio de Janeiro, BrazilmetaBIO, Instituto de Física, Universidade Federal do Rio de Janeiro, Rio de Janeiro, BrazilDifferences in the way human cerebral cortices fold have been correlated to health, disease, development, and aging. However, to obtain a deeper understanding of the mechanisms that generate such differences, it is useful to derive one's morphometric variables from the first principles. This study explores one such set of variables that arise naturally from a model for universal self-similar cortical folding that was validated on comparative neuroanatomical data. We aim to establish a baseline for these variables across the human lifespan using a heterogeneous compilation of cross-sectional datasets as the first step to extending the model to incorporate the time evolution of brain morphology. We extracted the morphological features from structural MRI of 3,650 subjects: 3,095 healthy controls (CTL) and 555 patients with Alzheimer's Disease (AD) from 9 datasets, which were harmonized with a straightforward procedure to reduce the uncertainty due to heterogeneous acquisition and processing. The unprecedented possibility of analyzing such a large number of subjects in this framework allowed us to compare CTL and AD subjects' lifespan trajectories, testing if AD is a form of accelerated aging at the brain structural level. After validating this baseline from development to aging, we estimate the variables' uncertainties and show that Alzheimer's Disease is similar to premature aging when measuring global and local degeneration. This new methodology may allow future studies to explore the structural transition between healthy and pathological aging and may be essential to generate data for the cortical folding process simulations.https://www.frontiersin.org/articles/10.3389/fnins.2022.897226/fullcortical foldingagingAlzheimer's Diseaseharmonizationbaseline estimation
spellingShingle Fernanda H. P. de Moraes
Victor B. B. Mello
Fernanda Tovar-Moll
Bruno Mota
Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
Frontiers in Neuroscience
cortical folding
aging
Alzheimer's Disease
harmonization
baseline estimation
title Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
title_full Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
title_fullStr Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
title_full_unstemmed Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
title_short Establishing a Baseline for Human Cortical Folding Morphological Variables: A Multisite Study
title_sort establishing a baseline for human cortical folding morphological variables a multisite study
topic cortical folding
aging
Alzheimer's Disease
harmonization
baseline estimation
url https://www.frontiersin.org/articles/10.3389/fnins.2022.897226/full
work_keys_str_mv AT fernandahpdemoraes establishingabaselineforhumancorticalfoldingmorphologicalvariablesamultisitestudy
AT victorbbmello establishingabaselineforhumancorticalfoldingmorphologicalvariablesamultisitestudy
AT fernandatovarmoll establishingabaselineforhumancorticalfoldingmorphologicalvariablesamultisitestudy
AT brunomota establishingabaselineforhumancorticalfoldingmorphologicalvariablesamultisitestudy