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.
机构:
China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Zheng, Dongming
Sun, Hongzan
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China Med Univ, Shengjing Hosp, Dept Radiol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Sun, Hongzan
Dong, Xiaoyu
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China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Dong, Xiaoyu
Liu, Baiwei
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China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Liu, Baiwei
Xu, Yongchuan
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China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Xu, Yongchuan
Chen, Sipan
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China Med Univ, Shengjing Hosp, Dept Radiol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Chen, Sipan
Song, Lichun
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机构:
China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Song, Lichun
Zhang, Hong
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China Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
Zhang, Hong
Wang, Xiaoming
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机构:
China Med Univ, Shengjing Hosp, Dept Radiol, Shenyang 110004, Peoples R ChinaChina Med Univ, Shengjing Hosp, Dept Neurol, Shenyang 110004, Peoples R China
机构:
Vet Affairs San Diego Healthcare Syst, San Diego, CA USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Nation, Daniel A.
Wierenga, Christina E.
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h-index: 0
机构:
Vet Affairs San Diego Healthcare Syst, San Diego, CA USA
Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Wierenga, Christina E.
Clark, Lindsay R.
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San Diego State Univ Univ Calif San Diego Joint D, San Diego, CA USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Clark, Lindsay R.
Dev, Sheena I.
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h-index: 0
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San Diego State Univ Univ Calif San Diego Joint D, San Diego, CA USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Dev, Sheena I.
Stricker, Nikki H.
论文数: 0引用数: 0
h-index: 0
机构:
Vet Affairs Boston Healthcare Syst, Boston, MA USA
Boston Univ, Sch Med, Dept Psychiat, Boston, MA 02118 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Stricker, Nikki H.
Jak, Amy J.
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h-index: 0
机构:
Vet Affairs San Diego Healthcare Syst, San Diego, CA USA
Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Jak, Amy J.
Salmon, David P.
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Univ Calif San Diego, Dept Neurosci, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Salmon, David P.
Delano-Wood, Lisa
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h-index: 0
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Vet Affairs San Diego Healthcare Syst, San Diego, CA USA
Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Delano-Wood, Lisa
Bangen, Katherine J.
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Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Bangen, Katherine J.
Rissman, Robert A.
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Univ Calif San Diego, Dept Neurosci, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Rissman, Robert A.
Liu, Thomas T.
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h-index: 0
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Univ Calif San Diego, Dept Radiol, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
Liu, Thomas T.
Bondi, Mark W.
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h-index: 0
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Vet Affairs San Diego Healthcare Syst, San Diego, CA USA
Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USAVet Affairs San Diego Healthcare Syst, San Diego, CA USA
机构:
Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Callow, Daniel D.
Won, Junyeon
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Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Won, Junyeon
Pena, Gabriel S.
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Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Pena, Gabriel S.
Jordan, Leslie S.
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Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Jordan, Leslie S.
Arnold-Nedimala, Naomi A.
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Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Arnold-Nedimala, Naomi A.
Kommula, Yash
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Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Kommula, Yash
Nielson, Kristy A.
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机构:
Univ Maryland, Program Neurosci & Cognit Sci, College Pk, MD 20742 USA
Marquette Univ, Dept Psychol, Milwaukee, WI 53233 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Nielson, Kristy A.
Smith, J. Carson
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机构:
Univ Maryland, Dept Kinesiol, College Pk, MD 20742 USA
Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USAUniv Maryland, Dept Kinesiol, College Pk, MD 20742 USA
机构:
San Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
San Raffaele Sci Inst, Dept Neurol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Rocca, Maria A.
Riccitelli, Gianna Carla
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San Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Riccitelli, Gianna Carla
Pagani, Elisabetta
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San Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Pagani, Elisabetta
Radaelli, Marta
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机构:
San Raffaele Sci Inst, Dept Neurol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Radaelli, Marta
Preziosa, Paolo
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机构:
San Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
San Raffaele Sci Inst, Dept Neurol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Preziosa, Paolo
Comi, Giancarlo
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机构:
San Raffaele Sci Inst, Dept Neurol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Comi, Giancarlo
Falini, Andrea
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机构:
San Raffaele Sci Inst, Dept Neuroradiol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
Falini, Andrea
Filippi, Massimo
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San Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
San Raffaele Sci Inst, Dept Neurol, Milan, ItalySan Raffaele Sci Inst, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Dept Neurol, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Rocca, M. A.
Riccitelli, G. C.
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机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Riccitelli, G. C.
Pagani, E.
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h-index: 0
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Pagani, E.
Radaelli, M.
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h-index: 0
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Dept Neurol, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Radaelli, M.
Comi, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Dept Neurol, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Comi, G.
Falini, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Dept Neuroradiol, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Falini, A.
Filippi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Dept Neurol, Milan, ItalyUniv Vita Salute San Raffaele, San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy