Information Criteria for Dynamic Contrast-Enhanced Magnetic Resonance Imaging

被引:0
|
作者
Shinohara, Russell T. [1 ,3 ]
Crainiceanu, Ciprian S. [2 ]
Caffo, Brian S. [2 ]
Reich, Daniel S. [2 ,3 ]
机构
[1] Univ Penn, Dept Biostat & Epidemiol, Perelman Sch Med, Philadelphia, PA 19104 USA
[2] Johns Hopkins Univ, Sch Publ Hlth, Dept Biostat, Baltimore, MD 21205 USA
[3] Natl Inst Neurol Disorders & Stroke, Neuroimmunol Branch, Translat Neuroradiol Unit, Bethesda, MD 20892 USA
来源
2013 3RD INTERNATIONAL WORKSHOP ON PATTERN RECOGNITION IN NEUROIMAGING (PRNI 2013) | 2013年
关键词
functional principal components analysis; dynamic contrast-enhanced MRI; information criteria;
D O I
10.1109/PRNI.2013.19
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Inflammatory lesions form in the brain and spinal cord of patients with multiple sclerosis (MS). In many active MS lesions, blood flows abnormally into the white matter of the brain due to breakdown of the blood-brain barrier (BBB), which is know to be associated with morbidity and disability. Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) allows quantitative study of blood flow and permeability dynamics throughout the brain. In our study, we observe 15 patients who undergo DCE-MRI periodically throughout a year. In this paper, we design and study spatiotemporal parameters of interest that cannot be obtained by visual inspection. Examples of such parameters are the rate and maximum intensity observed in regions of interest. We develop semiparametric methods for this quantification of BBB disruption at each visit.
引用
收藏
页码:37 / 41
页数:5
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