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Quantitative texture analysis based on dynamic contrast enhanced MRI for differential diagnosis between primary thymic lymphoma from thymic carcinoma
被引:6
|作者:
Zhu, Jia-jia
[1
]
Shen, Jie
[1
]
Zhang, Wei
[1
]
Wang, Fen
[1
]
Yuan, Mei
[1
]
Xu, Hai
[1
]
Yu, Tong-fu
[1
]
机构:
[1] Nanjing Med Univ, Jiangsu Prov Peoples Hosp, Dept Radiol, Affiliated Hosp 1, 300 Guangzhou Rd, Nanjing 210029, Jiangsu, Peoples R China
关键词:
WORLD-HEALTH-ORGANIZATION;
MEDIASTINAL SOLID TUMORS;
CLASSIFICATION;
THYMOMA;
HETEROGENEITY;
PERFUSION;
D O I:
10.1038/s41598-022-16393-y
中图分类号:
O [数理科学和化学];
P [天文学、地球科学];
Q [生物科学];
N [自然科学总论];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
To evaluate the value of texture analysis based on dynamic contrast enhanced MRI (DCE-MRI) in the differential diagnosis of thymic carcinoma and thymic lymphoma. Sixty-nine patients with pathologically confirmed (thymic carcinoma, n = 32; thymic lymphoma, n = 37) were enrolled in this retrospective study. K-trans, K-ep and V-e maps were automatically generated, and texture features were extracted, including mean, median, 5th/95th percentile, skewness, kurtosis, diff-variance, diff-entropy, contrast and entropy. The differences in parameters between the two groups were compared and the diagnostic efficacy was calculated. The K-trans-related significant features yielded an area under the curve (AUC) of 0.769 (sensitivity 90.6%, specificity 51.4%) for the differentiation between thymic carcinoma and thymic lymphoma. The K-ep-related significant features yielded an AUC of 0.780 (sensitivity 87.5%, specificity 62.2%). The V-e-related significant features yielded an AUC of 0.807 (sensitivity 75.0%, specificity 78.4%). The combination of DCE-MRI textural features yielded an AUC of 0.962 (sensitivity 93.8%, specificity 89.2%). Five parameters were screened out, including age, K-trans-entropy, K-ep-entropy, V-e-entropy, and V-e-P95. The combination of these five parameters yielded the best discrimination efficiency (AUC of 0.943, 93.7% sensitivity, 81.1% specificity). Texture analysis of DCE-MRI may be helpful to distinguish thymic carcinoma from thymic lymphoma.
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页数:9
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