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Tumor grade in soft-tissue sarcoma

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Abstract To determine the value of 3T magnetic resonance imaging (MRI) texture analysis in differentiating high- from low-grade soft-tissue sarcoma. Forty-two patients with soft-tissue sarcomas who underwent 3T MRI were analyzed. Qualitative and texture analysis were performed on T1-, T2- and fat-suppressed contrast-enhanced (CE) T1-weighted images. Various features of qualitative and texture analysis were compared between high- and low-grade sarcoma. Areas under the receiver operating characteristic curves (AUC) were calculated for texture features. Multivariate logistic regression analysis was used to analyze the value of qualitative and texture analysis. There were 11 low- and 31 high-grade sarcomas. Among qualitative features, signal intensity on T1-weighted images, tumor margin on T2-weighted images, tumor margin on fat-suppressed CE T1-weighted images and peritumoral enhancement were significantly different between high- and low-grade sarcomas. Among texture features, T2 mean, T1 SD, CE T1 skewness, CE T1 mean, CE T1 difference variance and CE T1 contrast were significantly different between high- and low-grade sarcomas. The AUCs of the above texture features were > 0.7: T2 mean, .710 (95% confidence interval [CI] .543–.876); CE T1 mean, .768 (.590–.947); T1 SD, .730 (.554–.906); CE T1 skewness, .751 (.586–.916); CE T1 difference variance, .721 (.536–.907); and CE T1 contrast, .727 (.530–.924). The multivariate logistic regression model of both qualitative and texture features had numerically higher AUC than those of only qualitative or texture features. Texture analysis at 3T MRI may provide additional diagnostic value to the qualitative MRI imaging features for the differentiation of high- and low-grade sarcomas.
Title: Tumor grade in soft-tissue sarcoma
Description:
Abstract To determine the value of 3T magnetic resonance imaging (MRI) texture analysis in differentiating high- from low-grade soft-tissue sarcoma.
Forty-two patients with soft-tissue sarcomas who underwent 3T MRI were analyzed.
Qualitative and texture analysis were performed on T1-, T2- and fat-suppressed contrast-enhanced (CE) T1-weighted images.
Various features of qualitative and texture analysis were compared between high- and low-grade sarcoma.
Areas under the receiver operating characteristic curves (AUC) were calculated for texture features.
Multivariate logistic regression analysis was used to analyze the value of qualitative and texture analysis.
There were 11 low- and 31 high-grade sarcomas.
Among qualitative features, signal intensity on T1-weighted images, tumor margin on T2-weighted images, tumor margin on fat-suppressed CE T1-weighted images and peritumoral enhancement were significantly different between high- and low-grade sarcomas.
Among texture features, T2 mean, T1 SD, CE T1 skewness, CE T1 mean, CE T1 difference variance and CE T1 contrast were significantly different between high- and low-grade sarcomas.
The AUCs of the above texture features were > 0.
7: T2 mean, .
710 (95% confidence interval [CI] .
543–.
876); CE T1 mean, .
768 (.
590–.
947); T1 SD, .
730 (.
554–.
906); CE T1 skewness, .
751 (.
586–.
916); CE T1 difference variance, .
721 (.
536–.
907); and CE T1 contrast, .
727 (.
530–.
924).
The multivariate logistic regression model of both qualitative and texture features had numerically higher AUC than those of only qualitative or texture features.
Texture analysis at 3T MRI may provide additional diagnostic value to the qualitative MRI imaging features for the differentiation of high- and low-grade sarcomas.

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