Gadoxetic Acid-enhanced MRI Scoring Model to Predict Pathologic Features of Hepatocellular Carcinoma

被引:0
|
作者
Zhang, Kun [1 ]
He, Kan [2 ]
Zhang, Lei [2 ]
Li, Wen-Cui [3 ,4 ,5 ,6 ]
Xie, Shuang-Shuang [1 ]
Cui, Ying-Zhu [2 ]
Lin, Li-Ying [1 ]
Shen, Zhi-Wei [7 ]
Xia, Shuang [1 ]
Su, Xiao-Min [8 ]
Zhang, Hui-Mao [2 ]
Ye, Zhao-Xiang [3 ,4 ,5 ,6 ]
Shen, Wen [1 ]
机构
[1] Nankai Univ, Tianjin Cent Hosp 1, Med Imaging Inst Tianjin, Dept Radiol,Sch Med, 24 Fukang Rd, Tianjin 300192, Peoples R China
[2] Jilin Univ, Hosp 1, Dept Radiol, Changchun, Peoples R China
[3] Tianjin Med Univ, Canc Inst & Hosp, Natl Clin Res Ctr Canc, Dept Radiol, Tianjin, Peoples R China
[4] Tianjin Key Lab Digest Canc, Tianjin, Peoples R China
[5] State Key Lab Druggabil Evaluat & Systemat Transla, Tianjin, Peoples R China
[6] Tianjins Clin Res Ctr Canc, Tianjin, Peoples R China
[7] Philips Healthcare, Beijing, Peoples R China
[8] Nankai Univ, Sch Med, Dept Immunol, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1148/radiol.233229
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Background: Prediction of high-risk pathologic features such as microvascular invasion (MVI), poorly differentiated pathologic grade (poor PG), and satellite nodules (SNs) has significant clinical value, as these features are associated with early recurrence and metastasis in hepatocellular carcinoma (HCC). Purpose: To develop and validate a preoperative scoring model using gadoxetic acid-enhanced MRI features for noninvasive prediction of HCC high-risk pathologic features and early recurrence. Materials and Methods: This retrospective study included consecutive patients with HCC who underwent preoperative gadoxetic acid-enhanced MRI at three centers (one training dataset and two external validation datasets) between January 2014 and January 2021. The preoperative imaging characteristics of each patient were evaluated via multivariable logistic regression, using surgical specimen pathologic evaluation as the reference standard, for prediction of MVI, poor PG, and SNs. In the training dataset, eight intratumoral features, three peritumoral features, and three laboratory indicators were initially evaluated. A scoring model was developed based on the results of the logistic regression, with the following imaging features demonstrating significant independent association with high-risk pathologic features: diameter greater than 4.0 cm, irregular morphology, intratumoral arteries, peritumoral enhancement in the arterial phase, and low peritumoral signal intensity. The resulting score, called the Image score (I-score), to predict early recurrence of HCC in patients was further validated in an outcome dataset. Results: A total of 366 patients (median age, 57 years [IQR, 49-64 years]; 314 men, 52 women) from the three centers were included in the training dataset (n = 150), two external validation datasets (n = 73 and 56), and outcome dataset (n = 87). The area under the receiver operating characteristic curve (AUC) of the I-score for predicting high-risk pathologic features was 0.93 (95% CI: 0.88, 0.97) in the training dataset and 0.86 (95% CI: 0.76, 0.93) and 0.84 (95% CI: 0.72, 0.92) in the two external datasets. In the outcome dataset, the I-score was an independent predictor of early recurrence (hazard ratio, 5.2 [95% CI: 1.9, 14.2]; P = .002). A combined model including the I-score and two other predictors demonstrated superior prognostic performance (C index, 0.84 [95% CI: 0.74, 0.91]). Conclusion: The developed scoring model based on gadoxetic acid-enhanced MRI enabled noninvasive preoperative prediction of HCC high-risk pathologic features and early recurrence.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Diagnostic algorithm for subcentimeter hepatocellular carcinoma using alpha-fetoprotein and imaging features on gadoxetic acid-enhanced MRI
    Huang, Peng
    Wu, Fei
    Hou, Kai
    Zhou, Changwu
    Xiao, Yuyao
    Wang, Cheng
    Miao, Gengyun
    Yang, Chun
    Zeng, Mengsu
    EUROPEAN RADIOLOGY, 2024, 34 (04) : 2271 - 2282
  • [32] Gadoxetic Acid-Enhanced Magnetic Resonance Imaging Features Can Predict Immune-Excluded Phenotype of Hepatocellular Carcinoma
    Ueshima, Eisuke
    Sofue, Keitaro
    Kodama, Takahiro
    Yamamoto, Shuhei
    Komatsu, Masato
    Komatsu, Shohei
    Ishihara, Nobuaki
    Umeno, Akihiro
    Yamaguchi, Takeru
    Hori, Masatoshi
    Fukumoto, Takumi
    Takehara, Tetsuo
    Murakami, Takamichi
    LIVER CANCER, 2024,
  • [33] Comparison of Four Diagnostic Guidelines for Hepatocellular Carcinoma Using Gadoxetic Acid-enhanced Liver MRI
    Yoon, Jeong Hee
    Kim, Young Kon
    Kim, Jeong Woo
    Chang, Won
    Choi, Joon-Il
    Park, Beom Jin
    Choi, Jin-Young
    Kim, Seung-seob
    Park, Hee Sun
    Lee, Eun Sun
    Yu, Jeong-Sik
    Park, Seong Jin
    You, Myung-Won
    Lee, Chang Hee
    Lee, Jeong Min
    RADIOLOGY, 2024, 311 (01)
  • [34] A New Reporting System for Diagnosis of Hepatocellular Carcinoma in Chronic Hepatitis B With Clinical and Gadoxetic Acid-Enhanced MRI Features
    Hwang, Shin Hye
    Hong, Seung Baek
    Han, Kyunghwa
    Seo, Nieun
    Choi, Jin-Young
    Lee, Jei Hee
    Park, Sumi
    Lim, Young-Suk
    Kim, Do Young
    Kim, So Yeon
    Park, Mi-Suk
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2022, 55 (06) : 1877 - 1886
  • [35] Comparison of guidelines for diagnosis of hepatocellular carcinoma using gadoxetic acid-enhanced MRI in transplantation candidates
    Jeon, Sun Kyung
    Lee, Jeong Min
    Joo, Ijin
    Yoo, Jeongin
    Park, Jin-Young
    EUROPEAN RADIOLOGY, 2020, 30 (09) : 4762 - 4771
  • [36] Gadoxetic acid-enhanced MRI findings of early hepatocellular carcinoma as defined by new histologic criteria
    Rhee, Hyungjin
    Kim, Myeong-Jin
    Park, Young Nyun
    Choi, Jin-Sub
    Kim, Kyung-Sik
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2012, 35 (02) : 393 - 398
  • [37] Value of gadoxetic acid-enhanced MRI for microvascular invasion of small hepatocellular carcinoma: a retrospective study
    Meng Zhou
    Dan Shan
    Chunhui Zhang
    Jianhua Nie
    Guangyu Wang
    Yanqiao Zhang
    Yang Zhou
    Tongsen Zheng
    BMC Medical Imaging, 21
  • [38] Gadoxetic Acid-Enhanced MRI for the Characterization of Hepatocellular Carcinoma: A Systematic Review and Meta-Analysis
    Duncan, Joanna K.
    Ma, Ning
    Vreugdenburg, Thomas D.
    Cameron, Alun L.
    Maddern, Guy
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2017, 45 (01) : 281 - 290
  • [39] Value of gadoxetic acid-enhanced MRI for microvascular invasion of small hepatocellular carcinoma: a retrospective study
    Zhou, Meng
    Shan, Dan
    Zhang, Chunhui
    Nie, Jianhua
    Wang, Guangyu
    Zhang, Yanqiao
    Zhou, Yang
    Zheng, Tongsen
    BMC MEDICAL IMAGING, 2021, 21 (01)
  • [40] Gadoxetic acid-enhanced MRI of macrotrabecular-massive hepatocellular carcinoma and its prognostic implications
    Rhee, Hyungjin
    Cho, Eun-Suk
    Nahm, Ji Hae
    Jang, Mi
    Chung, Yong Eun
    Baek, Song-Ee
    Lee, Sunyoung
    Kim, Myeong-Jin
    Park, Mi-Suk
    Han, Dai Hoon
    Choi, Jin-Young
    Park, Young Nyun
    JOURNAL OF HEPATOLOGY, 2021, 74 (01) : 109 - 121