Benign versus Malignant Soft-Tissue Tumors: Differentiation with 3T Magnetic Resonance Image Textural Analysis Including Diffusion-Weighted Imaging

2021 ◽  
Vol 25 (2) ◽  
pp. 118
Author(s):  
Youngjun Lee ◽  
Won-Hee Jee ◽  
Yoon Sub Whang ◽  
Chan Kwon Jung ◽  
Yang-Guk Chung ◽  
...  
Keyword(s):  
Magnetic Resonance ◽  
Soft Tissue ◽  
Magnetic Resonance Image ◽  
Diffusion Weighted Imaging ◽  
Soft Tissue Tumors ◽  
Textural Analysis ◽  
Malignant Soft Tissue Tumors ◽  
Diffusion Weighted ◽  
Malignant Soft Tissue

Usefulness of diffusion-weighted imaging for differentiating between desmoid tumors and malignant soft tissue tumors

2010 ◽  
Vol 33 (1) ◽  
pp. 189-193 ◽  
Author(s):  
Kiyoshi Oka ◽  
Toshitake Yakushiji ◽  
Hiro Sato ◽  
Toru Fujimoto ◽  
Toshinori Hirai ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Diffusion Weighted Imaging ◽  
Soft Tissue Tumors ◽  
Desmoid Tumors ◽  
Malignant Soft Tissue Tumors ◽  
Diffusion Weighted ◽  
Malignant Soft Tissue

scholarly journals Ability of diffusion-weighted imaging for the differential diagnosis between chronic expanding hematomas and malignant soft tissue tumors

2008 ◽  
Vol 28 (5) ◽  
pp. 1195-1200 ◽  
Author(s):  
Kiyoshi Oka ◽  
Toshitake Yakushiji ◽  
Hiro Sato ◽  
Shigeta Yorimitsu ◽  
Yoshiko Hayashida ◽  
...  
Keyword(s):  
Differential Diagnosis ◽  
Soft Tissue ◽  
Diffusion Weighted Imaging ◽  
Soft Tissue Tumors ◽  
Malignant Soft Tissue Tumors ◽  
Diffusion Weighted ◽  
Malignant Soft Tissue

scholarly journals Radiomics of diffusion-weighted MRI compared to conventional measurement of apparent diffusion-coefficient for differentiation between benign and malignant soft tissue tumors

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Seung Eun Lee ◽  
Joon-Yong Jung ◽  
Yoonho Nam ◽  
So-Yeon Lee ◽  
Hyerim Park ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Malignant Tumors ◽  
Diagnostic Value ◽  
Soft Tissue Tumors ◽  
Imaging Features ◽  
Malignant Soft Tissue Tumors ◽  
Diffusion Weighted ◽  
Significant Difference ◽  
Apparent Diffusion ◽  
Malignant Soft Tissue

AbstractDiffusion-weighted imaging (DWI) is proven useful to differentiate benign and malignant soft tissue tumors (STTs). Radiomics utilizing a vast array of extracted imaging features has a potential to uncover disease characteristics. We aim to assess radiomics using DWI can outperform the conventional DWI for STT differentiation. In 151 patients with 80 benign and 71 malignant tumors, ADCmean and ADCmin were measured on solid portion within the mass by two different readers. For radiomics approach, tumors were segmented and 100 original radiomic features were extracted on ADC map. Eight radiomics models were built with training set (n = 105), using combinations of 2 different algorithms—multivariate logistic regression (MLR) and random forest (RF)—and 4 different inputs: radiomics features (R), R + ADCmin (I), R + ADCmean (E), R + ADCmin and ADCmean (A). All models were validated with test set (n = 46), and AUCs of ADCmean, ADCmin, MLR-R, RF-R, MLR-I, RF-I, MLR-E, RF-E, MLR-A and RF-A models were 0.729, 0.753 0.698, 0.700, 0.773, 0.807, 0.762, 0.744, 0.773 and 0.807, respectively, without statistically significant difference. In conclusion, radiomics approach did not add diagnostic value to conventional ADC measurement for differentiating benign and malignant STTs.

Whole-tumor 3D volumetric MRI-based radiomics approach for distinguishing between benign and malignant soft tissue tumors

2021 ◽  
Author(s):  
Brandon K. K. Fields ◽  
Natalie L. Demirjian ◽  
Darryl H. Hwang ◽  
Bino A. Varghese ◽  
Steven Y. Cen ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Soft Tissue Tumors ◽  
Volumetric Mri ◽  
Malignant Soft Tissue Tumors ◽  
Malignant Soft Tissue

Soft-tissue tumors evaluated by line-scan diffusion-weighted imaging: Influence of myxoid matrix on the apparent diffusion coefficient

2007 ◽  
Vol 25 (6) ◽  
pp. 1199-1204 ◽  
Author(s):  
Masayuki Maeda ◽  
Akihiko Matsumine ◽  
Hiroya Kato ◽  
Katsuyuki Kusuzaki ◽  
Stephan E. Maier ◽  
...  
Keyword(s):  
Diffusion Coefficient ◽  
Soft Tissue ◽  
Apparent Diffusion Coefficient ◽  
Diffusion Weighted Imaging ◽  
Soft Tissue Tumors ◽  
Line Scan ◽  
Diffusion Weighted ◽  
Apparent Diffusion ◽  
Myxoid Matrix
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