Systematic comparison of different techniques to measure hippocampal subfield volumes in ADNI2

被引:63
作者
Mueller, Susanne G. [1 ]
Yushkevich, Paul A. [2 ]
Das, Sandhitsu [2 ]
Wang, Lei [3 ]
Van Leemput, Koen [4 ,5 ]
Iglesias, Juan Eugenio [4 ,6 ]
Alpert, Kate [3 ]
Mezher, Adam [7 ]
Ng, Peter [7 ]
Paz, Katrina [7 ]
Weiner, Michael W. [1 ]
机构
[1] Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USA
[2] Univ Penn, Dept Radiol, Penn Image Comp & Sci Lab, Philadelphia, PA 19104 USA
[3] Northwestern Univ, Feinberg Sch Med, Chicago, IL 60611 USA
[4] Athinoula A Martinos Ctr Biomed Imaging, Boston, MA USA
[5] Tech Univ Denmark, Dept Appl Math & Comp Sci, Lyngby, Denmark
[6] UCL, Translat Imaging Grp, London, England
[7] VAMC San Francisco, CIND, San Francisco, CA USA
基金
加拿大健康研究院; 美国国家卫生研究院;
关键词
HIGH-RESOLUTION MRI; MILD COGNITIVE IMPAIRMENT; NEURONAL LOSS; PARAHIPPOCAMPAL SUBREGIONS; LATE-ONSET; CELL LOSS; SEGMENTATION; VIVO; ATROPHY; DISEASE;
D O I
10.1016/j.nicl.2017.12.036
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
Objective: Subfield-specific measurements provide superior information in the early stages of neurodegenerative diseases compared to global hippocampal measurements. The overall goal was to systematically compare the performance of five representative manual and automated T1 and T2 based subfield labeling techniques in a subset of the ADNI2 population. Methods: The high resolution T2 weighted hippocampal images (T2-HighRes) and the corresponding T1 images from 106 ADNI2 subjects (41 controls, 57 MCI, 8 AD) were processed as follows. A. T1-based: 1. Freesurfer + Large-Diffeomorphic-Metric-Mapping in combination with shape analysis. 2. FreeSurfer 5.1 subfields using in-vivo atlas. B. T2-HighRes: 1. Model-based subfield segmentation using ex-vivo atlas (FreeSurfer 6.0). 2. T2-based automated multi-atlas segmentation combined with similarity-weighted voting (ASHS). 3. Manual subfield parcellation. Multiple regression analyses were used to calculate effect sizes (ES) for group, amyloid positivity in controls, and associations with cognitive/memory performance for each approach. Results: Subfield volumetry was better than whole hippocampal volumetry for the detection of the mild atrophy differences between controls and MCI (ES:0.27 vs 0.11). T2-HighRes approaches outperformed T1 approaches for the detection of early stage atrophy (ES:0.27 vs. 0.10), amyloid positivity (ES:0.11 vs 0.04), and cognitive associations (ES:0.22 vs 0.19). Conclusions: T2-HighRes subfield approaches outperformed whole hippocampus and T1 subfield approaches. None of the different T2-HghRes methods tested had a clear advantage over the other methods. Each has strengths and weaknesses that need to be taken into account when deciding which one to use to get the best results from subfield volumetry.
引用
收藏
页码:1006 / 1018
页数:13
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