Whitwell Jennifer L, Vemuri Prashanthi
Department of Radiology, Mayo Clinic, Rochester, MN, USA.
Methods Mol Biol. 2011;711:535-50. doi: 10.1007/978-1-61737-992-5_27.
Magnetic resonance imaging (MRI) allows the assessment of structural changes in subjects with Alzheimer's disease (AD). Early studies used visual assessments of MRI or manual measurements of structures of interest, although these methods were limited by inter-rater variability. Techniques have now been developed which allow automated analysis of both cross-sectional and longitudinal MRI data and have provided valuable information concerning the patterns and progression of atrophy in subjects with AD. It is also now possible using machine learning-based techniques to provide individual-level diagnostic information from MRI scans. Various analysis techniques have been applied to validate the use of MRI to capture subtle structural changes due to atrophy in AD and its usefulness in providing diagnostic and prognostic information, as well as tracking the disease progression in AD.
磁共振成像(MRI)能够评估阿尔茨海默病(AD)患者的结构变化。早期研究采用MRI的视觉评估或对感兴趣结构的手动测量,尽管这些方法受评分者间差异的限制。现在已经开发出了能够对横断面和纵向MRI数据进行自动分析的技术,并提供了有关AD患者萎缩模式和进展的有价值信息。现在还可以使用基于机器学习的技术从MRI扫描中提供个体水平的诊断信息。已经应用了各种分析技术来验证MRI用于捕捉AD萎缩引起的细微结构变化的用途及其在提供诊断和预后信息以及跟踪AD疾病进展方面的有效性。