High-Field MR Centre, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, BT32, Lazarettgasse 14, 1090, Vienna, Austria.
Institute of Measurement Science, Slovak Academy of Sciences, Bratislava, Slovakia.
Eur Radiol. 2022 Dec;32(12):8364-8375. doi: 10.1007/s00330-022-08897-y. Epub 2022 Jun 23.
The aim of this study was to assess the texture of repair tissue and tissue adjacent to the repair site after matrix-associated chondrocyte transplantation (MACT) of the knee using gray-level co-occurrence matrix (GLCM) texture analysis of T quantitative maps.
Twenty patients derived from the MRI sub-study of multicenter, single-arm phase III study underwent examination on a 3 T MR scanner, including a T mapping sequence 12 and 24 months after MACT. Changes between the time points in mean T values and 20 GLCM features were assessed for repair tissue, adjacent tissue, and reference cartilage. Differences in T values and selected GLCM features between the three cartilage sites at two time points were analyzed using linear mixed-effect models.
A significant decrease in T values after MACT, between time points, was observed only in repair cartilage (p < 0.001). Models showed significant differences in GLCM features between repair tissue and reference cartilage, namely, autocorrelation (p < 0.001), correlation (p = 0.015), homogeneity (p = 0.002), contrast (p < 0.001), and difference entropy (p = 0.047). The effect of time was significant in a majority of models with regard to GLCM features (except autocorrelation) (p ≤ 0.001). Values in repair and adjacent tissue became similar to reference tissue over time.
GLCM is a useful add-on to T mapping in the evaluation of knee cartilage after MACT by increasing the sensitivity to changes in cartilage structure. The results suggest that cartilage tissue adjacent to the repair site heals along with the cartilage implant.
• GLCM is a useful add-on to T mapping in the evaluation of knee cartilage after MACT by increasing the sensitivity to changes in cartilage structure. • Repair and adjacent tissue became similar to reference tissue over time. • The results suggest that cartilage tissue adjacent to the repair site heals along with the cartilage implant.
本研究旨在通过 T*定量图的灰度共生矩阵(GLCM)纹理分析评估膝关节基质相关软骨细胞移植(MACT)后修复组织和修复部位附近组织的纹理。
20 名患者来自多中心、单臂 III 期研究的 MRI 子研究,在 3TMR 扫描仪上进行检查,包括 MACT 后 12 和 24 个月的 T*映射序列。评估修复组织、相邻组织和参考软骨在两个时间点之间的平均 T 值和 20 个 GLCM 特征的变化。使用线性混合效应模型分析三个软骨部位在两个时间点之间的 T 值和选定 GLCM 特征的差异。
仅在修复软骨中观察到 MACT 后时间点之间 T 值的显著降低(p<0.001)。模型显示修复组织和参考软骨之间 GLCM 特征存在显著差异,即自相关(p<0.001)、相关性(p=0.015)、同质性(p=0.002)、对比度(p<0.001)和差异熵(p=0.047)。在大多数模型中,GLCM 特征的时间效应均具有统计学意义(除自相关外)(p≤0.001)。随着时间的推移,修复和相邻组织的数值变得与参考组织相似。
GLCM 是 MACT 后膝关节软骨 T*映射评估的有用附加手段,可提高对软骨结构变化的敏感性。结果表明,修复部位附近的软骨组织与软骨植入物一起愈合。