Whole-brain analysis reveals increased neuroanatomical asymmetries in dementia for hippocampus and amygdala

被引:101
|
作者
Wachinger, Christian [1 ,2 ,3 ]
Salat, David H. [1 ,4 ]
Weiner, Michael [5 ]
Reuter, Martin [1 ,3 ,4 ]
机构
[1] Massachusetts Gen Hosp, AA Martinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
[2] Ludwig Maximilians Univ Munchen, Dept Child & Adolescent Psychiat, Psychosomat & Psychotherapy, Munich, Germany
[3] MIT, Comp Sci & Artificial Intelligence Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[4] Harvard Med Sch, Dept Radiol, Boston, MA USA
[5] Univ Calif San Francisco, San Francisco VA Med Ctr, San Francisco, CA 94121 USA
基金
加拿大健康研究院; 美国国家卫生研究院;
关键词
brain asymmetry; Alzheimer's disease; longitudinal shape analysis; mixed effects models; survival analysis; MILD COGNITIVE IMPAIRMENT; LONGITUDINAL NEUROIMAGE DATA; SURFACE-BASED ANALYSIS; ALZHEIMERS-DISEASE; CORTICAL SURFACE; COORDINATE SYSTEM; MRI; ATROPHY; MCI; BIOMARKERS;
D O I
10.1093/brain/aww243
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Structural magnetic resonance imaging data are frequently analysed to reveal morphological changes of the human brain in dementia. Most contemporary imaging biomarkers are scalar values, such as the volume of a structure, and may miss the localized morphological variation of early presymptomatic disease progression. Neuroanatomical shape descriptors, however, can represent complex geometric information of individual anatomical regions and may demonstrate increased sensitivity in association studies. Yet, they remain largely unexplored. In this article, we introduce a novel technique to study shape asymmetries of neuroanatomical structures across subcortical and cortical brain regions. We demonstrate that neurodegeneration of subcortical structures in Alzheimer's disease is not symmetric. The hippocampus shows a significant increase in asymmetry longitudinally and both hippocampus and amygdala show a significantly higher asymmetry cross-sectionally concurrent with disease severity above and beyond an ageing effect. Our results further suggest that the asymmetry in these structures is undirectional and that primarily the anterior hippocampus becomes asymmetric. Based on longitudinal asymmetry measures we subsequently study the progression from mild cognitive impairment to dementia, demonstrating that shape asymmetry in hippocampus, amygdala, caudate and cortex is predictive of disease onset. The same analyses on scalar volume measurements did not produce any significant results, indicating that shape asymmetries, potentially induced by morphometric changes in subnuclei, rather than size asymmetries are associated with disease progression and can yield a powerful imaging biomarker for the early presymptomatic classification and prediction of Alzheimer's disease. Because literature has focused on contralateral volume differences, subcortical disease lateralization may have been overlooked thus far.
引用
收藏
页码:3253 / 3266
页数:14
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