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Published on: January 7, 2019
Texture Analysis of Cartilage Repair Tissue Maturation: Comparison of Two Cartilage Repair Methods and Correlation
Veronika Janacova1,2, Pavol Szomolanyi1,2,3, Diana Sitarcikova1,2
1High-Field MR Centre, Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria.
Texture analysis of T2 maps reveals maturation differences in cartilage repair. Gray-level co-occurrence matrix (GLCM) features correlate with morphological outcomes for matrix-associated autologous chondrocyte transplantation (MACT) and microfracturing (MFX).
Area of Science:
- Orthopedics
- Radiology
- Biomedical Engineering
Background:
- Cartilage defects are common and challenging to treat, necessitating advanced regenerative techniques.
- Matrix-associated autologous chondrocyte transplantation (MACT) and microfracturing (MFX) are surgical options for cartilage repair.
- Assessing the maturation and quality of cartilage repair tissue is crucial for long-term outcomes.
Purpose of the Study:
- To evaluate cartilage graft maturation using quantitative T2 mapping and gray-level co-occurrence matrix (GLCM) texture analysis.
- To compare the maturation process between MACT and MFX techniques over 2 years post-surgery.
- To correlate texture analysis findings with the MOCART 2.0 morphological score.
Main Methods:
- A cohort of 37 patients underwent 3T MRI with T2 mapping at 3, 12, and 24 months post-surgery.
- T2 values and 20 GLCM features were extracted from repair tissue, adjacent tissue, and reference cartilage.
- Statistical analysis compared changes over time and between MACT and MFX groups, correlating with MOCART 2.0 scores.
Main Results:
- GLCM features significantly correlated with the MOCART 2.0 score in both MACT and MFX groups.
- Significant intra-group changes in T2 values and several GLCM features (autocorrelation, dissimilarity, homogeneity, correlation, sum average, information measure) were observed in MACT repair tissue over time.
- MACT repair tissue showed distinct GLCM differences across tissue types at most time points, while MFX showed differences mainly between repair and reference tissue at 12 months.
Conclusions:
- Texture analysis of T2 maps is a valuable addition to quantitative MRI for assessing cartilage repair.
- GLCM texture features provide insights into graft maturation and correlate with morphological outcomes.
- The study reveals differences in the maturation process between MACT and MFX grafts.
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