Diagnostic Value of Radiomics Analysis Based on Multimodal MRI for Advanced Liver Fibrosis in Patients with Hepatitis B

被引:0
|
作者
Lu, Shuangshuang [1 ]
Deng, Xiaoyi [2 ]
Fu, Aiyan [3 ]
Zhang, Tao [4 ,5 ]
Zhang, Xueqin [4 ,5 ]
机构
[1] Nantong Univ, Dept Radiol, Affiliated Hosp, Nantong, Jiangsu, Peoples R China
[2] Jiangsu Univ, Aoyang Hosp, Dept Radiol, Zhangjiagang, Jiangsu, Peoples R China
[3] Nantong Univ, Tumor Hosp, Dept Radiol, Nantong, Jiangsu, Peoples R China
[4] Nantong Univ, Dept Radiol, Affiliated Nantong Hosp 3, Nantong, Jiangsu, Peoples R China
[5] 99 Qingnian Rd, Nantong 226001, Jiangsu, Peoples R China
关键词
liver fibrosis; radiomics analysis; nomogram; BIOMARKERS; PREDICTORS;
D O I
10.7754/Clin.Lab.2023.221117
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
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.
引用
收藏
页码:2053 / 2061
页数:9
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