Center for the Study of Human Cognition, Department of Psychology, University of Oslo, Oslo, Norway.
Hum Brain Mapp. 2013 Nov;34(11):2775-85. doi: 10.1002/hbm.22103. Epub 2012 Jun 5.
Brain morphometry measures derived from magnetic resonance imaging (MRI) are important biomarkers for Alzheimer's disease (AD). The objective of the present study was to test whether we could improve morphometry-based detection and prediction of disease state by use of white matter/gray matter (WM/GM) signal intensity contrast obtained from conventional MRI scans. We hypothesized that including WM/GM contrast change along with measures of atrophy in the entorhinal cortex and the hippocampi would yield better classification of AD patients, and more accurate prediction of early disease progression. T1 -weighted MRI scans from two sessions approximately 2 years apart from 78 participants with AD (Clinical Dementia Rating (CDR) = 0.5-2) and 71 age-matched controls were used to calculate annual change rates. Results showed that WM/GM contrast decay was larger in AD compared with controls in the medial temporal lobes. For the discrimination between AD and controls, entorhinal WM/GM contrast decay contributed significantly when included together with decrease in entorhinal cortical thickness and hippocampal volume, and increased the area under the curve to 0.79 compared with 0.75 when using the two morphometric variables only. Independent effects of WM/GM contrast decay and improved classification were also observed for the CDR-based subgroups, including participants converting from either a non-AD status to very mild AD, or from very mild to mild AD. Thus, WM/GM contrast decay increased diagnostic accuracy beyond what was obtained by well-validated morphometric measures alone. The findings suggest that signal intensity properties constitute a sensitive biomarker for cerebral degeneration in AD.
脑形态计量学测量值源于磁共振成像(MRI),是阿尔茨海默病(AD)的重要生物标志物。本研究旨在检验我们是否可以通过使用常规 MRI 扫描获得的白质/灰质(WM/GM)信号强度对比来改善基于形态计量学的疾病状态检测和预测。我们假设,将 WM/GM 对比变化与内嗅皮层和海马体萎缩的测量值结合起来,将提高 AD 患者的分类准确性,并更准确地预测疾病的早期进展。从 78 名 AD 患者(临床痴呆评定量表(CDR)= 0.5-2)和 71 名年龄匹配的对照组中,选择了大约 2 年时间的两次 T1 加权 MRI 扫描,以计算年度变化率。结果表明,AD 患者的内侧颞叶 WM/GM 对比衰减大于对照组。在 AD 与对照组之间的区分中,WM/GM 对比衰减与内嗅皮层厚度和海马体体积的减少一起使用时,其贡献非常显著,与仅使用两种形态计量学变量时相比,曲线下面积增加到 0.79,而使用仅使用两种形态计量学变量时为 0.75。WM/GM 对比衰减的独立影响和改善的分类也在基于 CDR 的亚组中观察到,包括从非 AD 状态转换为轻度 AD 或从轻度 AD 转换为中度 AD 的参与者。因此,WM/GM 对比衰减提高了诊断准确性,超出了仅通过经过充分验证的形态计量学测量值获得的准确性。这些发现表明,信号强度特性构成了 AD 大脑退化的敏感生物标志物。