Risk Classification in Mild Cognitive Impairment Patients for Developing Alzheimer's Disease

被引:20
|
作者
Zhou, Bin [1 ]
Nakatani, Eiji [2 ]
Teramukai, Satoshi [2 ]
Nagai, Yoji
Fukushima, Masanori
机构
[1] Fdn Biomed Res & Innovat, Translat Res Informat Ctr, Chuo Ku, Kobe, Hyogo 6500047, Japan
[2] Kyoto Univ Hosp, Translat Res Ctr, Dept Clin Trial Design & Management, Kyoto 606, Japan
基金
美国国家卫生研究院;
关键词
Alzheimer's disease; conversion; mild cognitive impairment; risk classification; HUMAN CEREBRAL-CORTEX; ASSOCIATION WORKGROUPS; DIAGNOSTIC GUIDELINES; NATIONAL INSTITUTE; STRUCTURAL MRI; BRAIN ATROPHY; BIOMARKERS; DEMENTIA; RECOMMENDATIONS; MODELS;
D O I
10.3233/JAD-2012-112117
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The objective of this study was to develop new risk classifications for conversion to Alzheimer's disease (AD) by comparing the relative reliability of classifiers in patients with mild cognitive impairment (MCI). The 397 MCI subjects and all baseline data, including characteristics, neuropsychological tests, cerebrospinal fluid biomarkers and MRI findings in Alzheimer's Disease Neuroimaging Initiative (ADNI), were used for analysis by Cox proportional hazard regression, bootstrap sampling, and c-index. Multivariate Cox regression analysis revealed the following factors to be associated with increased risk of conversion from MCI to AD during the 53-month follow-up period: AVLT 30-minute delayed recall, AVLT trial 1, Boston naming, logical delayed recall, trail-making B, CDR-sob, ADAS13, the cortical thickness of the right inferior temporal lobe (st91ta), and the left hippocampus volume. The combinations of ADAS13 at a cutoff point of 15.67 with CDR-sob at 1.5 or with the cortical thickness of the right inferior temporal lobe at 2.56 mm(3) produced high conversion rates of 92.7% (82.4%-100.0%) and 88.8% (77.3%-100.0%), respectively, at 48 months. The discriminative ability based on c-index for the proposed combination was 0.68. The sample size was estimated as 504 in the group with a combination of ADAS13 and CDR-sob whose conversion rate is highest. The combination of ADAS13 with CDR-sob at an optimal cutoff point has a high reliability in classifying the MCI patients into high-and low-risk conversion to AD and will be benefit for patients' assessment and potentially facilitate the clinical development of novel therapeutics.
引用
收藏
页码:367 / 375
页数:9
相关论文
共 50 条
  • [1] Assessing Risk Factors for Developing Seizures in Patients with Alzheimer's Disease/Mild Cognitive Impairment
    Edwards, Jillian
    Ansari, Ramin
    Pillai, Jyoti
    Lippa, Carol
    [J]. NEUROLOGY, 2013, 80
  • [2] Multimodal classification of Alzheimer's disease and mild cognitive impairment
    Zhang, Daoqiang
    Wang, Yaping
    Zhou, Luping
    Yuan, Hong
    Shen, Dinggang
    [J]. NEUROIMAGE, 2011, 55 (03) : 856 - 867
  • [3] Deep Learning and Risk Score Classification of Mild Cognitive Impairment and Alzheimer's Disease
    Nagaraj, Sanjay
    Duong, Tim Q.
    [J]. JOURNAL OF ALZHEIMERS DISEASE, 2021, 80 (03) : 1079 - 1090
  • [4] Plasma Cystatin C and Risk of Developing Alzheimer's Disease in Subjects with Mild Cognitive Impairment
    Ghidoni, Roberta
    Benussi, Luisa
    Glionna, Michela
    Desenzani, Silvia
    Albertini, Valentina
    Levy, Efrat
    Emanuele, Enzo
    Binetti, Giuliano
    [J]. JOURNAL OF ALZHEIMERS DISEASE, 2010, 22 (03) : 985 - 991
  • [5] Risk classification for conversion from mild cognitive impairment to Alzheimer's disease in primary care
    Qin, Yao
    Tian, Yuling
    Han, Hongjuan
    Liu, Long
    Ge, Xiaoyan
    Xue, Haihong
    Wang, Tong
    Zhou, Liye
    Liang, Ruifeng
    Yu, Hongmei
    [J]. PSYCHIATRY RESEARCH, 2019, 278 : 19 - 26
  • [6] Olfaction in patients with mild cognitive impairment and Alzheimer's disease
    Djordjevic, Jelena
    Jones-Gotman, Marilyn
    De Sousa, Kathy
    Chertkow, Howard
    [J]. NEUROBIOLOGY OF AGING, 2008, 29 (05) : 693 - 706
  • [7] Alzheimer's Disease and mild cognitive impairment
    Kelley, Brendan J.
    Petersen, Ronald C.
    [J]. NEUROLOGIC CLINICS, 2007, 25 (03) : 577 - +
  • [8] Mild cognitive impairment: Is it Alzheimer's disease or not?
    Petersen, RC
    Bennett, D
    [J]. JOURNAL OF ALZHEIMERS DISEASE, 2005, 7 (03) : 241 - 245
  • [9] Mild cognitive impairment: Is it Alzheimer's disease?
    Peteren, R.
    [J]. CLINICAL NEUROPSYCHOLOGIST, 2007, 21 (04): : 687 - 687
  • [10] Risk factors for mild cognitive impairment progression to Alzheimer's disease
    Ong, K.
    [J]. AUSTRALASIAN JOURNAL ON AGEING, 2016, 35 : 37 - 37