Department of Neurology, David Geffen School of Medicine, UCLA, Los Angeles, CA 90095, USA.
Neuroimage. 2010 May 15;51(1):488-99. doi: 10.1016/j.neuroimage.2009.12.125. Epub 2010 Jan 18.
We used a previously validated automated machine learning algorithm based on adaptive boosting to segment the hippocampi in baseline and 12-month follow-up 3D T1-weighted brain MRIs of 150 cognitively normal elderly (NC), 245 mild cognitive impairment (MCI) and 97 Dementia of the Alzheimer's type (DAT) ADNI subjects. Using the radial distance mapping technique, we examined the hippocampal correlates of delayed recall performance on three well-established verbal memory tests--ADAScog delayed recall (ADAScog-DR), the Rey Auditory Verbal Learning Test -DR (AVLT-DR) and Wechsler Logical Memory II-DR (LM II-DR). We observed no significant correlations between delayed recall performance and hippocampal radial distance on any of the three verbal memory measures in NC. All three measures were associated with hippocampal volumes and radial distance in the full sample and in the MCI group at baseline and at follow-up. In DAT we observed stronger left-sided associations between hippocampal radial distance, LM II-DR and ADAScog-DR both at baseline and at follow-up. The strongest linkage between memory performance and hippocampal atrophy in the MCI sample was observed with the most challenging verbal memory test-the AVLT-DR, as opposed to the DAT sample where the least challenging test the ADAScog-DR showed strongest associations with the hippocampal structure. After controlling for baseline hippocampal atrophy, memory performance showed regionally specific associations with hippocampal radial distance in predominantly CA1 but also in subicular distribution.
我们使用了一种先前经过验证的基于自适应增强的自动化机器学习算法,对 150 名认知正常的老年人(NC)、245 名轻度认知障碍(MCI)和 97 名阿尔茨海默病神经影像学倡议(ADNI)的阿尔茨海默病(DAT)受试者的基线和 12 个月随访的 3D T1 加权脑 MRI 中的海马体进行分割。使用放射距离映射技术,我们研究了海马体与三种经过充分验证的语言记忆测试的延迟回忆表现的相关性:ADAScog 延迟回忆(ADAScog-DR)、 Rey 听觉言语学习测试-延迟回忆(AVLT-DR)和韦氏逻辑记忆 II-延迟回忆(LM II-DR)。我们在 NC 组中没有观察到延迟回忆表现与海马体放射距离之间的任何显著相关性。在全样本和基线及随访时的 MCI 组中,所有三种测量方法均与海马体体积和放射距离相关。在 DAT 中,我们观察到在基线和随访时,LM II-DR 和 ADAScog-DR 与左海马体放射距离之间的相关性更强。在 MCI 样本中,记忆表现与海马体萎缩之间的最强关联是与最具挑战性的语言记忆测试(AVLT-DR)相关,而不是在 DAT 样本中,最具挑战性的测试(ADAScog-DR)与海马体结构的关联最强。在控制基线海马体萎缩后,记忆表现与海马体放射距离之间显示出区域特异性关联,主要在 CA1 区,也在亚侧区。