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Diagnostic Value of Radiomics Analysis Based on Multimodal MRI for Advanced Liver Fibrosis in Patients with Hepatitis B.
- Source :
- Clinical Laboratory; 2023, Vol. 69 Issue 10, p2053-2061, 9p
- Publication Year :
- 2023
-
Abstract
- Background: The goal was to explore the value of using radiomics analysis based on multimodal MRI for evaluating the advanced fibrosis in patients with hepatitis B. Methods: One hundred and forty-three patients with hepatitis B fibrosis were randomly divided into training and validation cohorts in a 2:1 ratio. In the training cohort, a clinical model was established with logistic regression, a radiomics signature based on multimodal MRI was established with support vector machine (SVM), and a nomogram integrated the radiomics signature and clinical factors. The value of three models was assessed by ROC analysis in the training and validation cohorts. Results: The nomogram demonstrated the largest area under the ROC curve. The nomogram presented good agreement in the prediction probability of advanced liver fibrosis in two cohorts. Conclusions: Radiomics analysis has good diagnostic value for advanced liver fibrosis and the nomogram can enhance the diagnostic value. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 14336510
- Volume :
- 69
- Issue :
- 10
- Database :
- Complementary Index
- Journal :
- Clinical Laboratory
- Publication Type :
- Academic Journal
- Accession number :
- 173018906
- Full Text :
- https://doi.org/10.7754/Clin.Lab.2023.221117