IEEE Trans Med Imaging. 2017 May;36(5):1094-1105. doi: 10.1109/TMI.2016.2646698. Epub 2016 Dec 30.
Osteoporosis is a disease characterized by a degradation of bone structures. Various methods have been developed to diagnose osteoporosis by measuring bone mineral density (BMD) of patients. However, BMDs from these methods were not equivalent and were incomparable. In addition, partial volume effect introduces errors in estimating bone volume from computed tomography (CT) images using image segmentation. In this study, a two-compartment model (TCM) was proposed to calculate bone volume fraction (BV/TV) and BMD from CT images. The TCM considers bones to be composed of two sub-materials. Various equivalent BV/TV and BMD can be calculated by applying corresponding sub-material pairs in the TCM. In contrast to image segmentation, the TCM prevented the influence of the partial volume effect by calculating the volume percentage of sub-material in each image voxel. Validations of the TCM were performed using bone-equivalent uniform phantoms, a 3D-printed trabecular-structural phantom, a temporal bone flap, and abdominal CT images. By using the TCM, the calculated BV/TVs of the uniform phantoms were within percent errors of ±2%; the percent errors of the structural volumes with various CT slice thickness were below 9%; the volume of the temporal bone flap was close to that from micro-CT images with a percent error of 4.1%. No significant difference (p >0.01) was found between the areal BMD of lumbar vertebrae calculated using the TCM and measured using dual-energy X-ray absorptiometry. In conclusion, the proposed TCM could be applied to diagnose osteoporosis, while providing a basis for comparing various measurement methods.
骨质疏松症是一种以骨骼结构退化为特征的疾病。已经开发了各种方法通过测量患者的骨矿物质密度(BMD)来诊断骨质疏松症。然而,这些方法的 BMD 并不等效且不可比。此外,使用图像分割从计算机断层扫描(CT)图像估算骨体积时会引入部分容积效应误差。在这项研究中,提出了一种双室模型(TCM)来从 CT 图像计算骨体积分数(BV/TV)和 BMD。TCM 认为骨骼由两种亚材料组成。通过在 TCM 中应用相应的亚材料对,可以计算出各种等效的 BV/TV 和 BMD。与图像分割不同,TCM 通过计算每个图像体素中亚材料的体积百分比来防止部分容积效应的影响。使用骨等效均匀体模、3D 打印的小梁结构体模、颞骨瓣和腹部 CT 图像对 TCM 进行了验证。使用 TCM,均匀体模的计算 BV/TV 的百分比误差在±2%以内;具有各种 CT 切片厚度的结构体积的百分比误差低于 9%;颞骨瓣的体积与微 CT 图像非常接近,百分比误差为 4.1%。TCM 计算的腰椎面积 BMD 与双能 X 射线吸收法测量的结果之间没有显著差异(p >0.01)。总之,所提出的 TCM 可用于诊断骨质疏松症,同时为比较各种测量方法提供了基础。