Dash Alexander S, Breighner Ryan, Gonzalez Fernando Quevedo, Blumberg Olivia, Koff Matthew F, Billings Emma, Heilbronner Alison, Nieves Jeri, Stein Emily M
Division of Endocrinology/Metabolic Bone Disease Service, Hospital for Special Surgery, New York, NY 10021, United States.
Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States.
J Bone Miner Res. 2025 Mar 15;40(3):339-347. doi: 10.1093/jbmr/zjae207.
Opportunistic screening is essential to improve the identification of individuals with osteoporosis. Our group has utilized image texture features to assess bone quality using clinical MRIs. We have previously demonstrated that greater heterogeneity of MRI texture related to history of fragility fractures, lower bone density, and worse microarchitecture. The present study investigated relationships between MRI-based texture features and biomechanical properties of bone using CT-based finite element analyses (FEAs). We hypothesized that individuals with greater texture heterogeneity would have lower stiffness and failure load. Thirty individuals included in this prospective study had CT and MRI of L1 and L2 vertebrae. Using T1-weighted MR images, a gray-level co-occurrence matrix was generated to characterize the distribution and spatial organization of voxelar signal intensities to derive the following texture features: contrast (variability), entropy (disorder), angular second moment (ASM; uniformity), and inverse difference moment (IDM; homogeneity). Features were calculated in five directions relative to the image plane. Whole-bone stiffness and failure load were calculated from phantom-calibrated lumbar QCT. Mean age of subjects was 59 ± 11 yr (57% female). Individuals with lower vertebral stiffness had greater texture heterogeneity; specifically, higher contrast (r = -0.54, p < .01), higher entropy (r = -0.52, p < .01), lower IDM (r = 0.54, p < .01) and lower ASM (r = 0.51, p < .01). Lower vertebral failure load and lower vBMD were similarly associated with greater texture heterogeneity. Relationships were unchanged when using the average of texture in all directions or the vertical direction in isolation. In summary, individuals with more heterogeneous MRI-based trabecular texture had lower stiffness and failure load by FEA, and lower vBMD by central quantitative CT. These results-the first relating MRI-based texture features and biomechanical properties of bone-provide further support that MRI-based texture measurements can be used to opportunistically detect skeletal fragility.
机会性筛查对于提高骨质疏松症患者的识别率至关重要。我们团队利用图像纹理特征,通过临床磁共振成像(MRI)评估骨质量。我们之前已经证明,MRI纹理的更大异质性与脆性骨折病史、较低的骨密度以及较差的微观结构相关。本研究使用基于CT的有限元分析(FEA),调查了基于MRI的纹理特征与骨生物力学特性之间的关系。我们假设纹理异质性更大的个体具有更低的刚度和破坏载荷。这项前瞻性研究纳入的30名个体接受了L1和L2椎体的CT和MRI检查。使用T1加权MRI图像,生成灰度共生矩阵来表征体素信号强度的分布和空间组织,以得出以下纹理特征:对比度(变异性)、熵(无序性)、角二阶矩(ASM;均匀性)和逆差矩(IDM;同质性)。在相对于图像平面的五个方向上计算特征。通过体模校准的腰椎定量CT计算全骨刚度和破坏载荷。受试者的平均年龄为59±11岁(57%为女性)。椎体刚度较低的个体具有更大的纹理异质性;具体而言,对比度较高(r = -0.54,p < 0.01)、熵较高(r = -0.52,p < 0.01)、IDM较低(r = 0.54,p < 0.01)和ASM较低(r = 0.51,p < 0.01)。较低的椎体破坏载荷和较低的椎体骨密度(vBMD)同样与更大的纹理异质性相关。当使用所有方向的纹理平均值或单独使用垂直方向的纹理时,这种关系不变。总之,基于MRI的小梁纹理异质性更大的个体,通过FEA得出的刚度和破坏载荷较低,通过中心定量CT得出的vBMD较低。这些结果——首次将基于MRI的纹理特征与骨生物力学特性联系起来——进一步支持了基于MRI的纹理测量可用于机会性检测骨骼脆性。