Alexander S Dash, Ryan Breighner, Fernando Quevedo Gonzalez, Olivia Blumberg, Matthew F Koff, Emma Billings, Alison Heilbronner, Jeri Nieves, Emily M Stein
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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 years (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.</p>","PeriodicalId":185,"journal":{"name":"Journal of Bone and Mineral Research","volume":" ","pages":""},"PeriodicalIF":5.1000,"publicationDate":"2024-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Individuals with Heterogenous Trabecular Bone Texture by Clinical MRI have Lower Bone Strength and Stiffness by QCT Based Finite Element Analysis.\",\"authors\":\"Alexander S Dash, Ryan Breighner, Fernando Quevedo Gonzalez, Olivia Blumberg, Matthew F Koff, Emma Billings, Alison Heilbronner, Jeri Nieves, Emily M Stein\",\"doi\":\"10.1093/jbmr/zjae207\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Opportunistic screening is essential to improve the identification of individuals with osteoporosis. 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引用次数: 0
摘要
机会性筛查是必要的,以提高识别个体骨质疏松症。我们的研究小组利用图像纹理特征来评估临床核磁共振成像的骨质量。我们之前已经证明,MRI纹理的更大异质性与脆性骨折史、较低的骨密度和较差的微结构有关。本研究利用基于ct的有限元分析(FEA)研究了基于mri的纹理特征与骨生物力学特性之间的关系。我们假设具有较大纹理异质性的个体具有较低的刚度和破坏载荷。在这项前瞻性研究中,有30人对L1和L2椎体进行了CT和MRI检查。利用t1加权MR图像,生成灰度共现矩阵来表征体元信号强度的分布和空间组织,从而得到对比度(可变性)、熵(无序性)、角秒矩(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。全骨刚度和失效载荷由幻影校正腰椎QCT计算。受试者平均年龄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;具体来说,更高的对比度(r = -0.54, P
Individuals with Heterogenous Trabecular Bone Texture by Clinical MRI have Lower Bone Strength and Stiffness by QCT Based Finite Element Analysis.
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 (FEA). 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 years (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.
期刊介绍:
The Journal of Bone and Mineral Research (JBMR) publishes highly impactful original manuscripts, reviews, and special articles on basic, translational and clinical investigations relevant to the musculoskeletal system and mineral metabolism. Specifically, the journal is interested in original research on the biology and physiology of skeletal tissues, interdisciplinary research spanning the musculoskeletal and other systems, including but not limited to immunology, hematology, energy metabolism, cancer biology, and neurology, and systems biology topics using large scale “-omics” approaches. The journal welcomes clinical research on the pathophysiology, treatment and prevention of osteoporosis and fractures, as well as sarcopenia, disorders of bone and mineral metabolism, and rare or genetically determined bone diseases.