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
  • [1] Diagnostic value of FIB-4 for liver fibrosis in patients with hepatitis B: a meta-analysis of diagnostic test
    Yin, Zhi
    Zou, Jin
    Li, Qiongxuan
    Chen, Lizhang
    ONCOTARGET, 2017, 8 (14) : 22944 - 22953
  • [2] Diagnostic index for advanced liver fibrosis in Asian chronic hepatitis B patients based on necroinflammation and liver stiffness measurement
    Chen, Sheng-Hung
    Li, Yu-Fen
    Lai, Hsueh-Chou
    Kao, Jung-Ta
    Peng, Cheng-Yuan
    Chuang, Po-Heng
    Su, Wen-Pang
    HEPATOLOGY, 2013, 58 : 593A - 593A
  • [3] Diagnostic value of transient elastography combined with noninvasive scores for the detection of advanced liver fibrosis in chronic hepatitis B patients
    Zhang, Xueju
    Zhang, Yu
    Qiu, Qianyi
    Zhang, Chunmei
    Wu, Changjun
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL MEDICINE, 2016, 9 (02): : 3692 - 3697
  • [4] The Diagnostic Value of FibroScan in Assessing Significant Liver Fibrosis in Patients with Chronic Hepatitis B
    Zeng, X.
    Xu, C.
    Li, M.
    Xia, J.
    Liu, M.
    Zhu, P.
    Xiang, D.
    Wang, Y.
    WEST INDIAN MEDICAL JOURNAL, 2016, 65 (01): : 106 - 110
  • [5] Value of multimodal MRI radiomics and machine learning in predicting staging liver fibrosis and grading inflammatory activity
    Wei, Huanhuan
    Shao, Zehua
    Fu, Fangfang
    Yu, Xuan
    Wu, Yaping
    Bai, Yan
    Wei, Wei
    Meng, Nan
    Liu, Kewei
    Han, Hui
    Wang, Meiyun
    BRITISH JOURNAL OF RADIOLOGY, 2022, 96 (1141):
  • [6] The diagnostic value of a globulin/platelet model for evaluating liver fibrosis in chronic hepatitis B patients
    Coskun, Banu Demet
    Altinkaya, Engin
    Sevinc, Eylem
    Ozen, Mustafa
    Karaman, Hatice
    Karaman, Ahmet
    Poyrazoglu, Orhan
    REVISTA ESPANOLA DE ENFERMEDADES DIGESTIVAS, 2015, 107 (12) : 740 - 744
  • [7] The diagnostic value of non-invasive tests for the evaluation of liver fibrosis in chronic hepatitis B patients
    Erdogan, Serpil
    Dogan, Halef Okan
    Sezer, Sevilay
    Uysal, Sema
    Ozhamam, Esra
    Kayacetin, Serra
    Koca, Yuksel
    SCANDINAVIAN JOURNAL OF CLINICAL & LABORATORY INVESTIGATION, 2013, 73 (04): : 300 - 308
  • [8] The Easy Liver Fibrosis Test (eLIFT) for Predicting Advanced Liver Fibrosis in Patients with Chronic Hepatitis B
    Wang, Jian
    Chen, Zhong
    Yan, Xiaomin
    Yang, Yue
    Liu, Yong
    Chen, Yuxin
    Jia, Bei
    Xia, Juan
    Xiong, Yali
    Zhang, Zhaoping
    Ding, Weimao
    Huang, Rui
    Wu, Chao
    DISCOVERY MEDICINE, 2019, 28 (153) : 149 - 158
  • [9] COMPARISON OF DIAGNOSTIC VALUE OF ENHANCED LIVER FIBROSIS TEST WITH LIVER BIOPSY IN PATIENTS WITH AUTOIMMUNE HEPATITIS
    Gungoren, M. S.
    Efe, S. C.
    Kav, T.
    Akbiyik, F.
    JOURNAL OF HEPATOLOGY, 2014, 60 (01) : S415 - S415
  • [10] Diagnostic value of LncRNA-MEG3 as a serum biomarker in patients with hepatitis B complicated with liver fibrosis
    Chen, M-J
    Wang, X-G
    Sun, Z-X
    Liu, X-C
    EUROPEAN REVIEW FOR MEDICAL AND PHARMACOLOGICAL SCIENCES, 2019, 23 (10) : 4360 - 4367