Translational Research Informatics Center, Foundation for Biomedical Research and Innovation, Kobe, Japan.
J Alzheimers Dis. 2012;30(2):367-75. doi: 10.3233/JAD-2012-112117.
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 mm3 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.
本研究旨在通过比较轻度认知障碍(MCI)患者中分类器的相对可靠性,为阿尔茨海默病(AD)的转化开发新的风险分类。使用阿尔茨海默病神经影像学倡议(ADNI)中的 397 名 MCI 受试者和所有基线数据,包括特征、神经心理学测试、脑脊液生物标志物和 MRI 结果,通过 Cox 比例风险回归、引导采样和 c 指数进行分析。多变量 Cox 回归分析显示,以下因素与在 53 个月的随访期间从 MCI 向 AD 转化的风险增加相关:AVLT 30 分钟延迟回忆、AVLT 试验 1、波士顿命名、逻辑延迟回忆、追踪制作 B、CDR-sob、ADAS13、右侧颞下回皮质厚度(st91ta)和左侧海马体体积。ADAS13 截断点为 15.67,CDR-sob 为 1.5 或右侧颞下回皮质厚度为 2.56mm3 的组合在 48 个月时产生了 92.7%(82.4%-100.0%)和 88.8%(77.3%-100.0%)的高转化率。基于 c 指数的判别能力为 0.68。在 ADAS13 和 CDR-sob 组合转化率最高的组中,估计样本量为 504。ADAS13 与 CDR-sob 的组合在将 MCI 患者分类为高风险和低风险向 AD 转化方面具有较高的可靠性,将有利于患者评估,并有可能促进新型治疗药物的临床开发。