Brain Shape Changes Associated With Cerebral Atrophy in Healthy Aging and Alzheimer's Disease

被引:51
作者
Blinkouskaya, Yana [1 ]
Weickenmeier, Johannes [1 ]
机构
[1] Stevens Inst Technol, Dept Mech Engn, Hoboken, NJ 07030 USA
来源
FRONTIERS IN MECHANICAL ENGINEERING-SWITZERLAND | 2021年 / 7卷
基金
美国国家卫生研究院;
关键词
cerebral atrophy; brain aging; Alzheimer's disease; multiphysics modeling; finite element modeling; brain shape changes; CORTICAL THICKNESS; WHITE-MATTER; LONGITUDINAL CHANGES; HIPPOCAMPAL ATROPHY; SULCAL MORPHOLOGY; COGNITIVE DECLINE; VOLUME CHANGES; SURFACE; MODEL; PATTERNS;
D O I
10.3389/fmech.2021.705653
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Both healthy and pathological brain aging are characterized by various degrees of cognitive decline that strongly correlate with morphological changes referred to as cerebral atrophy. These hallmark morphological changes include cortical thinning, white and gray matter volume loss, ventricular enlargement, and loss of gyrification all caused by a myriad of subcellular and cellular aging processes. While the biology of brain aging has been investigated extensively, the mechanics of brain aging remains vastly understudied. Here, we propose a multiphysics model that couples tissue atrophy and Alzheimer's disease biomarker progression. We adopt the multiplicative split of the deformation gradient into a shrinking and an elastic part. We model atrophy as region-specific isotropic shrinking and differentiate between a constant, tissue-dependent atrophy rate in healthy aging, and an atrophy rate in Alzheimer's disease that is proportional to the local biomarker concentration. Our finite element modeling approach delivers a computational framework to systematically study the spatiotemporal progression of cerebral atrophy and its regional effect on brain shape. We verify our results via comparison with cross-sectional medical imaging studies that reveal persistent age-related atrophy patterns. Our long-term goal is to develop a diagnostic tool able to differentiate between healthy and accelerated aging, typically observed in Alzheimer's disease and related dementias, in order to allow for earlier and more effective interventions.
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页数:17
相关论文
共 93 条
[1]   Gray matter atrophy rate as a marker of disease progression in AD [J].
Anderson, Valerie M. ;
Schott, Jonathan M. ;
Bartlett, Jonathan W. ;
Leung, Kelvin K. ;
Miller, David H. ;
Fox, Nick C. .
NEUROBIOLOGY OF AGING, 2012, 33 (07) :1194-1202
[2]   Hippocampal Atrophy and Ventricular Enlargement in Normal Aging, Mild Cognitive Impairment (MCI), and Alzheimer Disease [J].
Apostolova, Liana G. ;
Green, Amity E. ;
Babakchanian, Sona ;
Hwang, Kristy S. ;
Chou, Yi-Yu ;
Toga, Arthur W. ;
Thompson, Paul M. .
ALZHEIMER DISEASE & ASSOCIATED DISORDERS, 2012, 26 (01) :17-27
[3]   A venous mechanism of ventriculomegaly shared between traumatic brain injury and normal ageing [J].
Asoa, Toshihiko ;
Sugiharaa, Genichi ;
Muraia, Toshiya ;
Ubukataa, Shiho ;
Urayamaa, Shin-ichi ;
Uenoa, Tsukasa ;
Fujimotoa, Gaku ;
Dinh Ha Duy Thuya ;
Fukuyamaa, Hidenao ;
Uedaa, Keita .
BRAIN, 2020, 143 :1843-1856
[4]  
Blinkouskaya Y., BRAIN AGING MECH MEC
[5]  
Bobinski M, 2000, NEUROSCIENCE, V95, P721
[6]   Promoting the clearance of neurotoxic proteins in neurodegenerative disorders of ageing [J].
Boland, Barry ;
Yu, Wai Haung ;
Corti, Olga ;
Mollereau, Bertrand ;
Henriques, Alexandre ;
Bezard, Erwan ;
Pastores, Greg M. ;
Rubinsztein, David C. ;
Nixon, Ralph A. ;
Duchen, Michael R. ;
Mallucci, Giovanna R. ;
Kroemer-, Guido ;
Levine, Beth ;
Eskelinen, Eeva-Liisa ;
Mochel, Fanny ;
Spedding, Michael ;
Louis, Caroline ;
Martin, Olivier R. ;
Millan, Mark J. .
NATURE REVIEWS DRUG DISCOVERY, 2018, 17 (09) :660-+
[7]   Modeling the life cycle of the human brain [J].
Budday, Silvia ;
Kuhl, Ellen .
CURRENT OPINION IN BIOMEDICAL ENGINEERING, 2020, 15 :16-25
[8]   Identification of Early-Stage Alzheimer's Disease Using Sulcal Morphology and Other Common Neuroimaging Indices [J].
Cai, Kunpeng ;
Xu, Hong ;
Guan, Hao ;
Zhu, Wanlin ;
Jiang, Jiyang ;
Cui, Yue ;
Zhang, Jicong ;
Liu, Tao ;
Wen, Wei .
PLOS ONE, 2017, 12 (01)
[9]   Widespread age-related differences in the human brain microstructure revealed by quantitative magnetic resonance imaging [J].
Callaghan, Martina F. ;
Freund, Patrick ;
Draganski, Bogdan ;
Anderson, Elaine ;
Cappelletti, Marinella ;
Chowdhury, Rumana ;
Diedrichsen, Joern ;
FitzGerald, Thomas H. B. ;
Smittenaar, Peter ;
Helms, Gunther ;
Lutti, Antoine ;
Weiskopf, Nikolaus .
NEUROBIOLOGY OF AGING, 2014, 35 (08) :1862-1872
[10]   Phenomenological model of diffuse global and regional atrophy using finite-element methods [J].
Camara, Oscar ;
Schweiger, Martin ;
Scahill, Rachael I. ;
Crum, William R. ;
Sneller, Beatrix I. ;
Schnabel, Julia A. ;
Ridgway, Gerard R. ;
Cash, David M. ;
Hill, Derek L. G. ;
Fox, Nick C. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2006, 25 (11) :1417-1430