Exploring anatomical brain heterogeneity in subjects with mild cognitive impairment

被引:0
作者
Pabon Ochoa, German A. [1 ]
Giraldo, Diana L. [2 ]
Romero, Eduardo [1 ]
机构
[1] Univ Nacl Colombia, CIM LAB, Bogota, Colombia
[2] Univ Antwerp, Imec Vis Lab, Antwerp, Belgium
来源
2023 19TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, SIPAIM | 2023年
基金
加拿大健康研究院; 美国国家卫生研究院;
关键词
Mild Cognitive Impairment; Alzheimer's Disease; Quantitative characterization; Voxel-based Morphometry; Computational neuroscience; VOXEL-BASED MORPHOMETRY; PROFILE;
D O I
10.1109/SIPAIM56729.2023.10373453
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The wide range of clinical manifestations in Mild Cognitive Impairment (MCI) poses a significant challenge. The inherent heterogeneity within MCI emphasizes the importance of a comprehensive characterization of individuals diagnosed with this condition. We identified and characterized MCI subgroups with distinct neuropsychological profiles within the Alzheimer's Disease Neuroimaging Initiative. A total of 194 individuals diagnosed with MCI were partitioned into 7 subgroups using a data-driven clustering approach that incorporated followup information. Voxel-based morphometry was then utilized to investigate patterns of gray matter atrophy in each of these subgroups, comparing them against 108 cognitively normal individuals. The analysis disclosed specific brain regions with significant differences. A remarkable relationship between cognitive impairment and the extent of brain atrophy was observed. Increasing cognitive and behavioral abnormalities corresponded to more extensive gray matter atrophy patterns. This study enhances the understanding of neurodegenerative patterns in mild cognitive impairment, providing valuable perspectives for improved characterization and potential interventions in the prodromal stage of Alzheimer's Disease.
引用
收藏
页数:5
相关论文
共 20 条
  • [11] The heterogeneity of mild cognitive impairment: A neuropsychological analysis
    Libon, David J.
    Xie, Sharon X.
    Eppig, Joel
    Wicas, Graham
    Lamar, Melissa
    Lippa, Carol
    Bettcher, Brianne M.
    Price, Catherine C.
    Giovannetti, Tania
    Swenson, Rod
    Wambach, Denene M.
    [J]. JOURNAL OF THE INTERNATIONAL NEUROPSYCHOLOGICAL SOCIETY, 2010, 16 (01) : 84 - 93
  • [12] Cortical atrophy patterns of incident MCI subtypes in the Mayo Clinic Study of Aging
    Machulda, Mary M.
    Lundt, Emily S.
    Albertson, Sabrina M.
    Spychalla, Anthony J.
    Schwarz, Christopher G.
    Mielke, Michelle M.
    Jack, Clifford R., Jr.
    Kremers, Walter K.
    Vemuri, Prashanthi
    Knopman, David S.
    Jones, David T.
    Bondi, Mark W.
    Petersen, Ronald C.
    [J]. ALZHEIMERS & DEMENTIA, 2020, 16 (07) : 1013 - 1022
  • [13] Neuropsychological subtypes of incident mild cognitive impairment in the Mayo Clinic Study of Aging
    Machulda, Mary M.
    Lundt, Emily S.
    Albertson, Sabrina M.
    Kremers, Walter K.
    Mielke, Michelle M.
    Knopman, David S.
    Bondi, Mark W.
    Petersen, Ronald C.
    [J]. ALZHEIMERS & DEMENTIA, 2019, 15 (07) : 878 - 887
  • [14] Mining relations between neuropsychological data to characterize Alzheimer's disease
    Pabon, German A.
    Giraldo, Diana L.
    Romero, Eduardo
    [J]. 17TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, 2021, 12088
  • [15] Alzheimer's Disease Neuroimaging Initiative (ADNI) Clinical characterization
    Petersen, R. C.
    Aisen, P. S.
    Beckett, L. A.
    Donohue, M. C.
    Gamst, A. C.
    Harvey, D. J.
    Jack, C. R., Jr.
    Jagust, W. J.
    Shaw, L. M.
    Toga, A. W.
    Trojanowski, J. Q.
    Weiner, M. W.
    [J]. NEUROLOGY, 2010, 74 (03) : 201 - 209
  • [16] Mild cognitive impairment as a diagnostic entity
    Petersen, RC
    [J]. JOURNAL OF INTERNAL MEDICINE, 2004, 256 (03) : 183 - 194
  • [17] Mild Cognitive Impairment Ten Years Later
    Petersen, Ronald C.
    Roberts, Rosebud O.
    Knopman, David S.
    Boeve, Bradley F.
    Geda, Yonas E.
    Ivnik, Robcrt J.
    Smith, Glenn E.
    Jack, Clifford R., Jr.
    [J]. ARCHIVES OF NEUROLOGY, 2009, 66 (12) : 1447 - 1455
  • [18] Automated anatomical labelling atlas 3
    Rolls, Edmund T.
    Huang, Chu-Chung
    Lin, Ching-Po
    Feng, Jianfeng
    Joliot, Marc
    [J]. NEUROIMAGE, 2020, 206
  • [19] Scharre B.D.W., 2019, PRACT NEUROL, V15, P36, DOI DOI 10.1016/J.JALZ.2019.04.001
  • [20] Mild cognitive impairment -: beyond controversies, towards a consensus:: report of the International Working Group on Mild Cognitive Impairment
    Winblad, B
    Palmer, K
    Kivipelto, M
    Jelic, V
    Fratiglioni, L
    Wahlund, LO
    Nordberg, A
    Bäckman, L
    Albert, M
    Almkvist, O
    Arai, H
    Basun, H
    Blennow, K
    de Leon, M
    DeCarli, C
    Erkinjuntti, T
    Giacobini, E
    Graff, C
    Hardy, J
    Jack, C
    Jorm, A
    Ritchie, K
    van Duijn, C
    Visser, P
    Petersen, RC
    [J]. JOURNAL OF INTERNAL MEDICINE, 2004, 256 (03) : 240 - 246