Differentiation of Cartilage Repair Techniques Using Texture Analysis from T2 Maps

被引:7
作者
Juras, Vladimir [1 ]
Szomolanyi, Pavol [1 ,2 ]
Janacova, Veronika [1 ]
Kirner, Alexandra [3 ]
Angele, Peter [3 ]
Trattnig, Siegfried [1 ,4 ,5 ,6 ]
机构
[1] Med Univ Vienna, Dept Biomed Imaging & Image Guided Therapy, High Field MR Ctr, Waehringer Guertel 18-20, A-1090 Vienna, Austria
[2] Slovak Acad Sci, Inst Measurement Sci, Bratislava, Slovakia
[3] TETEC AG, Reutlingen, Germany
[4] CD Lab Clin Mol MR imaging, Vienna, Austria
[5] Austrian Cluster Tissue Regenerat, Vienna, Austria
[6] Karl Landsteiner Soc, Inst Clin Mol MRI Musculoskeletal Syst, Vienna, Austria
基金
奥地利科学基金会;
关键词
cartilage repair; articular cartilage; magnetic resonance imaging; knee; AUTOLOGOUS CHONDROCYTE TRANSPLANTATION; FULL-THICKNESS; KNEE; TISSUE; MRI; OSTEOARTHRITIS; DEFECTS; MATRIX; MICROFRACTURE;
D O I
10.1177/19476035211029698
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
摘要
Objective The aim of this study was to investigate texture features from T-2 maps as a marker for distinguishing the maturation of repair tissue after 2 different cartilage repair procedures. Design Seventy-nine patients, after either microfracture (MFX) or matrix-associated chondrocyte transplantation (MACT), were examined on a 3-T magnetic resonance (MR) scanner with morphological and quantitative (T-2 mapping) MR sequences 2 years after surgery. Twenty-one texture features from a gray-level co-occurrence matrix (GLCM) were extracted. The texture feature difference between 2 repair types was assessed individually for the femoral condyle and trochlea/anterior condyle using linear regression models. The stability and reproducibility of texture features for focal cartilage were calculated using intra-observer variability and area under curve from receiver operating characteristics. Results There was no statistical significance found between MFX and MACT for T-2 values (P = 0.96). There was, however, found a statistical significance between MFX and MACT in femoral condyle in GLCM features autocorrelation (P < 0.001), sum of squares (P = 0.023), sum average (P = 0.005), sum variance (P = 0.0048), and sum entropy (P = 0.05); and in anterior condyle/trochlea homogeneity (P = 0.02) and dissimilarity (P < 0.001). Conclusion Texture analysis using GLCM provides a useful extension to T-2 mapping for the characterization of cartilage repair tissue by increasing its sensitivity to tissue structure. Some texture features were able to distinguish between repair tissue after different cartilage repair procedures, as repair tissue texture (and hence, probably collagen organization) 24 months after MACT more closely resembled healthy cartilage than did MFX repair tissue.
引用
收藏
页码:718S / 728S
页数:11
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