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Differentiation of Cartilage Repair Techniques Using Texture Analysis from T(2) Maps
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 transplan...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8808785/ https://www.ncbi.nlm.nih.gov/pubmed/34269072 http://dx.doi.org/10.1177/19476035211029698 |
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author | Juras, Vladimir Szomolanyi, Pavol Janáčová, Veronika Kirner, Alexandra Angele, Peter Trattnig, Siegfried |
author_facet | Juras, Vladimir Szomolanyi, Pavol Janáčová, Veronika Kirner, Alexandra Angele, Peter Trattnig, Siegfried |
author_sort | Juras, Vladimir |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8808785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-88087852022-02-10 Differentiation of Cartilage Repair Techniques Using Texture Analysis from T(2) Maps Juras, Vladimir Szomolanyi, Pavol Janáčová, Veronika Kirner, Alexandra Angele, Peter Trattnig, Siegfried Cartilage Clinical Research papers 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. SAGE Publications 2021-07-16 2021-12 /pmc/articles/PMC8808785/ /pubmed/34269072 http://dx.doi.org/10.1177/19476035211029698 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Clinical Research papers Juras, Vladimir Szomolanyi, Pavol Janáčová, Veronika Kirner, Alexandra Angele, Peter Trattnig, Siegfried Differentiation of Cartilage Repair Techniques Using Texture Analysis from T(2) Maps |
title | Differentiation of Cartilage Repair Techniques Using Texture Analysis
from T(2) Maps |
title_full | Differentiation of Cartilage Repair Techniques Using Texture Analysis
from T(2) Maps |
title_fullStr | Differentiation of Cartilage Repair Techniques Using Texture Analysis
from T(2) Maps |
title_full_unstemmed | Differentiation of Cartilage Repair Techniques Using Texture Analysis
from T(2) Maps |
title_short | Differentiation of Cartilage Repair Techniques Using Texture Analysis
from T(2) Maps |
title_sort | differentiation of cartilage repair techniques using texture analysis
from t(2) maps |
topic | Clinical Research papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8808785/ https://www.ncbi.nlm.nih.gov/pubmed/34269072 http://dx.doi.org/10.1177/19476035211029698 |
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