Cortical and subcortical gray matter abnormalities in mild cognitive impairment

被引:1
|
作者
Wang, Junxia [1 ]
Liang, Xue [1 ]
Lu, Jiaming [1 ]
Zhang, Wen [1 ]
Chen, Qian [1 ]
Li, Xin [1 ]
Chen, Jiu [1 ]
Zhang, Xin [1 ]
Zhang, Bing [1 ,2 ]
机构
[1] Nanjing Univ, Affiliated Drum Tower Hosp, Med Sch, Dept Radiol, Nanjing 210008, Peoples R China
[2] Nanjing Univ, Inst Med Imaging & Artificial Intelligence, Nanjing 210008, Peoples R China
基金
中国国家自然科学基金;
关键词
Mild cognitive impairment; Structural magnetic resonance imaging; Morphometric alterations; Cognitive assessment; Support vector machine; ALZHEIMERS-DISEASE; VENTRICULAR STRUCTURES; SHAPE ABNORMALITIES; DEMENTIA; MRI; HIPPOCAMPAL; THICKNESS; MANAGEMENT; PATTERN; CORTEX;
D O I
10.1016/j.neuroscience.2024.07.036
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Gray matter changes are thought to be closely related to cognitive decline in mild cognitive impairment (MCI) patients. The study aimed to explore cortical and subcortical structural alterations in MCI and their association with cognitive assessment. 24 MCI patients and 22 normal controls (NCs) were included. Voxel-based morphometry (VBM), vertex-based shape analysis and surface-based morphometry (SBM) analysis were applied to explore subcortical nuclei volume, shape and cortical morphology. Correlations between structural changes and cognition were explored using spearman correlation analysis. Support vector machine (SVM) classification evaluated MCI identification accuracy. MCI patients showed significant atrophy in the left thalamus, left hippocampus, left amygdala, right pallidum, right hippocampus, along with inward deformation in the left amygdala. SBM analysis revealed that MCI group exhibited shallower sulci depth in the left hemisphere and increased cortical gyrification index (GI) in the right frontal gyrus. Correlation analysis showed the positive correlation between right hippocampus volume and episodic memory, while negative correlation between the altered GI and memory performance in MCI group. SVM analysis demonstrated superior performance of sulci depth and GI derived from SBM in MCI identification. When combined with cortical and subcortical metrics, SVM achieved a peak accuracy of 89 % in distinguishing MCI from NC. The study reveals significant gray matter structural changes in MCI, suggesting their potential role in underlying functional differences and neural mechanisms behind memory impairment in MCI.
引用
收藏
页码:81 / 88
页数:8
相关论文
共 50 条
  • [31] Gray matter in amnestic mild cognitive impairment: voxel-based morphometry
    Bonekamp, David
    Yassa, Michael A.
    Munro, Cynthia A.
    Geckle, Rena J.
    Yousem, David M.
    Barker, Peter B.
    Schretlen, David J.
    Brandt, Jason
    Horska, Alena
    NEUROREPORT, 2010, 21 (04) : 259 - 263
  • [32] Gray matter atrophy associated with mild cognitive impairment in Parkinson's disease
    Chen, Fu-Xiang
    Kang, De-Zhi
    Chen, Fu-Yong
    Liu, Ying
    Wu, Gang
    Li, Xun
    Yu, Liang-Hong
    Lin, Yuan-Xiang
    Lin, Zhang-Ya
    NEUROSCIENCE LETTERS, 2016, 617 : 160 - 165
  • [33] Mild cognitive impairment: Apparent diffusion coefficient in regional gray matter and white matter structures
    Ray, Kimberly M.
    Wang, Huali
    Chu, Yong
    Chen, Ya-Fang
    bert, Alo Bert
    Hasso, Anton N.
    Su, Min-Ying
    RADIOLOGY, 2006, 241 (01) : 197 - 205
  • [34] Morphological Changes in Cortical and Subcortical Structures in Multiple System Atrophy Patients With Mild Cognitive Impairment
    Cao, Chenghao
    Wang, Qi
    Yu, Hongmei
    Yang, Huaguang
    Li, Yingmei
    Guo, Miaoran
    Huo, Huaibi
    Fan, Guoguang
    FRONTIERS IN HUMAN NEUROSCIENCE, 2021, 15
  • [35] Cortical thickness and hippocampal shape in pure vascular mild cognitive impairment and dementia of subcortical type
    Kim, H. J.
    Ye, B. S.
    Yoon, C. W.
    Noh, Y.
    Kim, G. H.
    Cho, H.
    Jeon, S.
    Lee, J. M.
    Kim, J. -H.
    Seong, J. -K.
    Kim, C. -H.
    Choe, Y. S.
    Lee, K. H.
    Kim, S. T.
    Kim, J. S.
    Park, S. E.
    Kim, J. -H.
    Chin, J.
    Cho, J.
    Kim, C.
    Lee, J. H.
    Weiner, M. W.
    Na, D. L.
    Seo, S. W.
    EUROPEAN JOURNAL OF NEUROLOGY, 2014, 21 (05) : 744 - 751
  • [36] White Matter Abnormalities in Two Different Subtypes of Amnestic Mild Cognitive Impairment
    Liu, Jianghong
    Liang, Peipeng
    Yin, Linlin
    Shu, Ni
    Zhao, Tengda
    Xing, Yi
    Li, Fangyu
    Zhao, Zhilian
    Li, Kuncheng
    Han, Ying
    PLOS ONE, 2017, 12 (01):
  • [37] Resting state cortical electroencephalographic rhythms are related to gray matter volume in subjects with mild cognitive impairment and Alzheimer's disease
    Babiloni, Claudio
    Carducci, Filippo
    Lizio, Roberta
    Vecchio, Fabrizio
    Baglieri, Annalisa
    Bernardini, Silvia
    Cavedo, Enrica
    Bozzao, Alessandro
    Buttinelli, Carla
    Esposito, Fabrizio
    Giubilei, Franco
    Guizzaro, Antonio
    Marino, Silvia
    Montella, Patrizia
    Quattrocchi, Carlo C.
    Redolfi, Alberto
    Soricelli, Andrea
    Tedeschi, Gioacchino
    Ferri, Raffaele
    Rossi-Fedele, Giancarlo
    Ursini, Francesca
    Scrascia, Federica
    Vernieri, Fabrizio
    Pedersen, Torleif Jan
    Hardemark, Hans-Goran
    Rossini, Paolo M.
    Frisoni, Giovanni B.
    HUMAN BRAIN MAPPING, 2013, 34 (06) : 1427 - 1446
  • [38] Three-dimensional gray matter atrophy mapping in mild cognitive impairment and mild Alzheimer disease
    Apostolova, Liana G.
    Steiner, Calen A.
    Akopyan, Gohar G.
    Dutton, Rebecca A.
    Hayashi, Kiralee M.
    Toga, Arthur W.
    Cummings, Jeffrey L.
    Thompson, Paul M.
    ARCHIVES OF NEUROLOGY, 2007, 64 (10) : 1489 - 1495
  • [39] Gray and White Matter Degenerations in Subjective Memory Impairment: Comparisons with Normal Controls and Mild Cognitive Impairment
    Hong, Yun Jeong
    Yoon, Bora
    Shim, Yong S.
    Ahn, Kook Jin
    Yang, Dong Won
    Lee, Jae-Hong
    JOURNAL OF KOREAN MEDICAL SCIENCE, 2015, 30 (11) : 1652 - 1658
  • [40] CHARACTERISTIC COGNITIVE IMPAIRMENT PATTERNS IN CORTICAL AND SUBCORTICAL DEMENTIA
    MOHR, E
    BROUWERS, P
    CLAUS, JJ
    MANN, UM
    GEARING, M
    FEDIO, P
    CHASE, TN
    JOURNAL OF CLINICAL AND EXPERIMENTAL NEUROPSYCHOLOGY, 1990, 12 (01) : 49 - 50