Volumetric Topological Analysis on In Vivo Trabecular Bone Magnetic Resonance Imaging

被引:0
|
作者
Chen, Cheng [1 ]
Jin, Dakai [1 ]
Liu, Yinxiao [1 ]
Wehrli, Felix W. [3 ]
Chang, Gregory [2 ]
Snyder, Peter J. [3 ]
Regatte, Ravinder R. [2 ]
Saha, Punam K. [1 ]
机构
[1] Univ Iowa, Dept ECE & Radiol, Iowa City, IA 52242 USA
[2] NYU Langone Med Ctr, Dept Radiol, New York, NY USA
[3] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
来源
ADVANCES IN VISUAL COMPUTING (ISVC 2014), PT 1 | 2014年 / 8887卷
关键词
Osteoporosis; trabecular bone; volumetric topological analysis; plate/rod classification; magnetic resonance imaging; skeletonization; CANCELLOUS BONE; ILIAC CREST; ARCHITECTURE; OSTEOPOROSIS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Osteoporosis is a common bone disease associated with increased risk of low-trauma fractures leading to substantial morbidity, mortality, and financial costs. Clinically, osteoporosis is defined by low bone mineral density (BMD); however, increasing evidence suggests that trabecular bone (TB) micro-architectural quality is an important determinant of bone strength and fracture risk. Recently developed volumetric topological analysis (VTA) is a unique method that characterizes individual trabeculae on the continuum between a perfect plate and a perfect rod. In this paper, an improved VTA algorithm is presented that eliminates the binarization step using fuzzy skeletonization. Its repeat scan reproducibility is evaluated for two different in vivo magnetic resonance imaging (MRI) protocols. High intra-class correlation coefficients, greater than 0.93, were observed for both the knee and the wrist MRI. The ability of the method to detect testosterone treatment effects of a two-year longitudinal study on hypogonadal men is also presented. Our method shows statistically significant improvement of TB quality as early as 6 months and the trend was observed to continue at 12 and 24 months.
引用
收藏
页码:501 / 510
页数:10
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