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
相关论文
共 50 条
  • [31] Staging liver fibrosis: comparison of radiomics model and fusion model based on multiparametric MRI in patients with chronic liver disease
    Xiao, Longyang
    Zhao, Haichen
    Liu, Shunli
    Dong, Wenlu
    Gao, Yuanxiang
    Wang, Lili
    Huang, Baoxiang
    Li, Zhiming
    ABDOMINAL RADIOLOGY, 2024, 49 (04) : 1165 - 1174
  • [32] Radiomics Analysis of Gadoxetic Acid-enhanced MRI for Staging Liver Fibrosis
    Park, Hyo Jung
    Lee, Seung Soo
    Park, Bumwoo
    Yun, Jessica
    Sung, Yu Sub
    Shim, Woo Hyun
    Shin, Yong Moon
    Kim, So Yeon
    Lee, So Jung
    Lee, Moon-Gyu
    RADIOLOGY, 2019, 290 (02) : 380 - 387
  • [33] Staging liver fibrosis: comparison of radiomics model and fusion model based on multiparametric MRI in patients with chronic liver disease
    Longyang Xiao
    Haichen Zhao
    Shunli Liu
    Wenlu Dong
    Yuanxiang Gao
    Lili Wang
    Baoxiang Huang
    Zhiming Li
    Abdominal Radiology, 2024, 49 : 1165 - 1174
  • [34] Diagnostic value of controlled attenuation parameter for liver steatosis in patients with chronic hepatitis B
    Chun-Yan Wang
    Wei Lu
    Dong-Sheng Hu
    Guang-Dong Wang
    Xiao-Jing Cheng
    World Journal of Gastroenterology, 2014, (30) : 10585 - 10590
  • [35] Diagnostic value of CAP using LSM for Liver steatosis in patients with chronic hepatitis B
    Wang, Chunyan
    JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2013, 28 : 406 - 406
  • [36] Diagnostic value of controlled attenuation parameter for liver steatosis in patients with chronic hepatitis B
    Wang, Chun-Yan
    Lu, Wei
    Hu, Dong-Sheng
    Wang, Guang-Dong
    Cheng, Xiao-Jing
    WORLD JOURNAL OF GASTROENTEROLOGY, 2014, 20 (30) : 10585 - 10590
  • [37] Evaluating the clinical value of MRI multi-model diffusion-weighted imaging on liver fibrosis in chronic hepatitis B patients
    Ren, Hongwei
    Liu, Yuan
    Lu, Jing
    An, Weimin
    Wang, Weidi
    Yan, Tao
    Li, Yunfang
    Dong, Jinghui
    Cai, Jianming
    ABDOMINAL RADIOLOGY, 2021, 46 (04) : 1552 - 1561
  • [38] Evaluating the clinical value of MRI multi-model diffusion-weighted imaging on liver fibrosis in chronic hepatitis B patients
    Hongwei Ren
    Yuan Liu
    Jing Lu
    Weimin An
    Weidi Wang
    Tao Yan
    Yunfang Li
    Jinghui Dong
    Jianming Cai
    Abdominal Radiology, 2021, 46 : 1552 - 1561
  • [39] Factors that affect the diagnostic accuracy of liver fibrosis measurement by Fibroscan in patients with chronic hepatitis B
    Kim, S. U.
    Seo, Y. S.
    Cheong, J. Y.
    Kim, M. Y.
    Kim, J. K.
    Um, S. H.
    Cho, S. W.
    Paik, S. K.
    Lee, K. S.
    Han, K. -H.
    Ahn, S. H.
    ALIMENTARY PHARMACOLOGY & THERAPEUTICS, 2010, 32 (03) : 498 - 505
  • [40] Validation of Ten Noninvasive Diagnostic Models for Prediction of Liver Fibrosis in Patients with Chronic Hepatitis B
    Cheng, Jieyao
    Hou, Jinlin
    Ding, Huiguo
    Chen, Guofeng
    Xie, Qing
    Wang, Yuming
    Zeng, Minde
    Ou, Xiaojuan
    Ma, Hong
    Jia, Jidong
    PLOS ONE, 2015, 10 (12):