一种用于定量描述腰椎小梁骨各向异性特性的简洁梯度张量模型。
A concise gradient tensor model in quantitatively describing the anisotropic properties of lumbar trabecular bone.
作者信息
Ma Junchao, Xu Xiaotong
机构信息
Shaanxi University of Chinese Medicine, Xian Yang, 712000, China.
Department of Radiology, Shaanxi University of Chinese Medicine, -2# Weiyang Western Road, Xian Yang, 712000, China.
出版信息
Eur Spine J. 2025 May 7. doi: 10.1007/s00586-025-08897-8.
OBJECTIVE
This study aimed to evaluate the feasibility of image gradient methods for quantifying directional heterogeneity in lumbar trabecular bone.
METHODS
A total of 326 male patients' lumbar CT images were collected and grouped by age (20-39 years, 40-59 years, and ≥ 60 years). The tangential gradient calculation was performed on the mid-sagittal plane of the L4 vertebra, and the ratio of the longitudinal to transverse gradient (ratio_σ) was computed to construct a gradient tensor model. Statistical analysis was conducted to assess the differences in ratio_σ among the groups. Individuals with the same bone mineral density were selected to construct finite element models to validate the value of different tensor models for fracture risk assessment.
RESULTS
Our study results indicate that there is significant directional heterogeneity in the lumbar trabecular core across all age groups, which becomes more pronounced with advancing age, as evidenced by the gradual increase in ratio_σ values (1.44±0.29 for 20-39 years group, 1.86±0.19 for 40-59 years group, and 2.10±0.33 for ≥ 60 years group). Finite element analysis results at the same bone mineral density show that the high tensor group has a higher proportion of fracture risk elements compared to the low tensor group.
CONCLUSION
The trabecular core shows marked directional heterogeneity with age-dependent variations. Using directional gradient decomposition, we developed gradient tensor models to quantify direction-specific remodeling states in bone microstructures. This tensor-based approach also enables fracture risk assessment at comparable bone mineral density levels.
目的
本研究旨在评估图像梯度方法用于量化腰椎小梁骨方向异质性的可行性。
方法
收集了326例男性患者的腰椎CT图像,并按年龄分组(20 - 39岁、40 - 59岁和≥60岁)。在L4椎体的正中矢状面上进行切线梯度计算,并计算纵向与横向梯度之比(ratio_σ)以构建梯度张量模型。进行统计分析以评估各组之间ratio_σ的差异。选择具有相同骨密度的个体构建有限元模型,以验证不同张量模型在骨折风险评估中的价值。
结果
我们的研究结果表明,所有年龄组的腰椎小梁核心均存在显著的方向异质性,且随着年龄增长变得更加明显,这通过ratio_σ值的逐渐增加得到证明(20 - 39岁组为1.44±0.29,40 - 59岁组为1.86±0.19,≥60岁组为2.10±0.33)。相同骨密度下的有限元分析结果表明,高张量组相比低张量组具有更高比例的骨折风险因素。
结论
小梁核心表现出明显的方向异质性且随年龄变化。通过方向梯度分解,我们开发了梯度张量模型来量化骨微结构中特定方向的重塑状态。这种基于张量的方法还能够在可比的骨密度水平上进行骨折风险评估。