Change Point Estimation of the Hippocampal Volumes in Alzheimer's Disease

被引:0
|
作者
Tang, Xiaoying [1 ]
Albert, Marilyn [2 ,3 ]
Miller, Michael I. [2 ,3 ]
Younes, Laurent [2 ,3 ]
机构
[1] Sun Yat Sen Univ, CMU Joint Inst Engn, Guangzhou, Guangdong, Peoples R China
[2] Johns Hopkins Univ, Dept Neurol, Baltimore, MD USA
[3] Johns Hopkins Univ, Ctr Imaging Sci, Baltimore, MD USA
来源
2016 13TH CONFERENCE ON COMPUTER AND ROBOT VISION (CRV) | 2016年
基金
美国国家卫生研究院; 中国国家自然科学基金; 美国国家科学基金会;
关键词
change point; maximum likelihood estimation; linear mixed-effects; Alzheimer's disease; hippocampus; MILD COGNITIVE IMPAIRMENT; DIFFEOMORPHOMETRY; AMYGDALA; ATROPHY;
D O I
10.1109/CRV.2016.13
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Volumetric changes in the hippocampus have been shown to precede clinical symptom onset during the preclinical phase of Alzheimer's disease (AD). In this paper, we propose a novel statistical method for estimating the change point of the hippocampus, as extracted from structural magnetic resonance imaging scans, in relation to clinical symptom onset. We used a linear mixed-effect statistical model. Maximum likelihood estimation was employed as the strategy that was applied in two phases.
引用
收藏
页码:358 / 361
页数:4
相关论文
共 50 条
  • [1] Alzheimer's Disease Biomarkers Have Distinct Associations with Specific Hippocampal Subfield Volumes
    Muller-Ehrenberg, Lisa
    Riphagen, Joost M.
    Verhey, Frans R. J.
    Sack, Alexander T.
    Jacobs, Heidi I. L.
    JOURNAL OF ALZHEIMERS DISEASE, 2018, 66 (02) : 811 - 823
  • [2] Measurement of Precuneal and Hippocampal Volumes Using Magnetic Resonance Volumetry in Alzheimer's Disease
    Ryu, Seon-Young
    Kwon, Min Jeong
    Lee, Sang-Bong
    Yang, Dong Won
    Kim, Tae-Woo
    Song, In-Uk
    Yang, Po Song
    Kim, Hyun Jeong
    Lee, Ae Young
    JOURNAL OF CLINICAL NEUROLOGY, 2010, 6 (04): : 196 - 203
  • [3] Association of Hippocampal Subfield Volumes with Amyloid-Beta Deposition in Alzheimer's Disease
    Baek, Min Seok
    Lee, Narae
    Kim, Jin Woo
    Hong, Jin Yong
    JOURNAL OF CLINICAL MEDICINE, 2022, 11 (06)
  • [4] Hippocampal subfield volumes in mild cognitive impairment and alzheimer's disease: a systematic review and meta-analysis
    Zhang, Jinhuan
    Xie, Linlin
    Cheng, Changjiang
    Liu, Yongfeng
    Zhang, Xiaodong
    Wang, Haoyu
    Hu, Jingting
    Yu, Haibo
    Xu, Jinping
    BRAIN IMAGING AND BEHAVIOR, 2023, 17 (06) : 778 - 793
  • [5] Correlation between hippocampal volumes and medial temporal lobe atrophy in patients with Alzheimer's disease
    Dhikav, Vikas
    Duraiswamy, Sharmila
    Anand, Kuljeet Singh
    ANNALS OF INDIAN ACADEMY OF NEUROLOGY, 2017, 20 (01) : 29 - 35
  • [6] The association between hippocampal subfield volumes in mild cognitive impairment and conversion to Alzheimer's disease
    Izzo, Jessica
    Andreassen, Ole A.
    Westlye, Lars T.
    van der Meer, Dennis
    BRAIN RESEARCH, 2020, 1728
  • [7] Multivariate Prediction of Hippocampal Atrophy in Alzheimer's Disease
    Liedes, Hilkka
    Lotjonen, Jyrki
    Kortelainen, Juha M.
    Novak, Gerald
    van Gils, Mark
    Gordon, Mark Forrest
    JOURNAL OF ALZHEIMERS DISEASE, 2019, 68 (04) : 1453 - 1468
  • [8] Identification and cognitive function prediction of Alzheimer's disease based on multivariate pattern analysis of hippocampal volumes
    Gao, Ziwen
    Zhu, Wanqiu
    Li, Yuqing
    Ye, Wei
    Chen, Xiao
    Zhou, Shanshan
    Li, Xiaohu
    Li, Xiaoshu
    Yu, Yongqiang
    Alzheimers Dis Neuroimaging Initiative
    JOURNAL OF ALZHEIMERS DISEASE, 2024, 102 (04) : 1111 - 1120
  • [9] Hippocampal subfield volumes in mild cognitive impairment and alzheimer’s disease: a systematic review and meta-analysis
    Jinhuan Zhang
    Linlin Xie
    Changjiang Cheng
    Yongfeng Liu
    Xiaodong Zhang
    Haoyu Wang
    Jingting Hu
    Haibo Yu
    Jinping Xu
    Brain Imaging and Behavior, 2023, 17 : 778 - 793
  • [10] Volume changes of hippocampal and amygdala subfields in patients with mild cognitive impairment and Alzheimer's disease
    Qu, Hang
    Ge, Haitao
    Wang, Liping
    Wang, Wei
    Hu, Chunhong
    ACTA NEUROLOGICA BELGICA, 2023, 123 (04) : 1381 - 1393