Nomogram development and validation to predict Ki-67 expression of hepatocellular carcinoma derived from Gd-EOB-DTPA-enhanced MRI combined with T1 mapping

被引:8
|
作者
Liu, Ziwei [1 ]
Yang, Shaomin [1 ,2 ]
Chen, Xinjie [1 ]
Luo, Chun [3 ]
Feng, Jieying [4 ]
Chen, Haixiong [1 ]
Ouyang, Fusheng [1 ]
Zhang, Rong [1 ]
Li, Xiaohong [1 ]
Liu, Wei [1 ]
Guo, Baoliang [1 ]
Hu, Qiugen [1 ]
机构
[1] Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
[2] Guangzhou Med Univ, Dept Radiol, Affiliated Shunde Hosp, Foshan, Peoples R China
[3] First Peoples Hosp Foshan, Dept Radiol, Foshan, Peoples R China
[4] South China Univ Technol, Affiliated Hosp 6, Dept Radiol, Foshan, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2022年 / 12卷
关键词
Gd-EOB-DTPA; T1; mapping; hepatocellular carcinoma; Ki-67; nomogram; MICROVASCULAR INVASION; KI67; RECURRENCE;
D O I
10.3389/fonc.2022.954445
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
ObjectiveAs an important biomarker to reflect tumor cell proliferation and tumor aggressiveness, Ki-67 is closely related to the high early recurrence rate and poor prognosis, and pretreatment evaluation of Ki-67 expression possibly provides a more accurate prognosis assessment and more better treatment plan. We aimed to develop a nomogram based on gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid (Gd-EOB-DTPA)-enhanced magnetic resonance imaging (MRI) combined with T1 mapping to predict Ki-67 expression in hepatocellular carcinoma (HCC). MethodsThis two-center study retrospectively enrolled 148 consecutive patients who underwent preoperative Gd-EOB-DTPA-enhanced MRI T1 mapping and surgically confirmed HCC from July 2019 to December 2020. The correlation between quantitative parameters from T1 mapping, ADC, and Ki-67 was explored. Three cohorts were constructed: a training cohort (n = 73) and an internal validation cohort (n = 31) from Shunde Hospital of Southern Medical University, and an external validation cohort (n = 44) from the Sixth Affiliated Hospital, South China University of Technology. The clinical variables and MRI qualitative and quantitative parameters associational with Ki-67 expression were analyzed by univariate and multivariate logistic regression analyses. A nomogram was developed based on these associated with Ki-67 expression in the training cohort and validated in the internal and external validation cohorts. ResultsT1rt-Pre and T1rt-20min were strongly positively correlated with Ki-67 (r = 0.627, r = 0.607, P < 0.001); the apparent diffusion coefficient value was moderately negatively correlated with Ki-67 (r = -0.401, P < 0.001). Predictors of Ki-67 expression included in the nomogram were peritumoral enhancement, peritumoral hypointensity, T1rt-20min, and tumor margin, while arterial phase hyperenhancement (APHE) was not a significant predictor even included in the regression model. The nomograms achieved good concordance indices in predicting Ki-67 expression in the training and two validation cohorts (0.919, 0.925, 0.850), respectively. ConclusionsT1rt-Pre and T1rt-20min had a strong positive correlation with the Ki-67 expression in HCC, and Gd-EOB-DTPA enhanced MRI combined with T1 mapping-based nomogram effectively predicts high Ki-67 expression in HCC.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Role of the Clinical Features and MRI Parameters on Ki-67 Expression in Hepatocellular Carcinoma Patients: Development of a Predictive Nomogram
    Li, Ming-ge
    Luo, Shu-bin
    Hu, Ying-ying
    Li, Lei
    Lyu, Hai-lian
    JOURNAL OF GASTROINTESTINAL CANCER, 2024, 55 (03) : 1069 - 1078
  • [22] Development and validation of a nomogram to predict Ki67 expression in hepatocellular carcinoma based on preoperative contrast-enhanced CT features and clinical factors
    Song, Tengfei
    Tao, Yuxi
    Xian, Shiping
    Cheng, Ci
    Chen, Binghui
    Chen, Ming
    Ma, Xiangyuan
    Liu, Ye
    Zhang, Yaqin
    CHINESE JOURNAL OF ACADEMIC RADIOLOGY, 2024, 7 (02) : 164 - 176
  • [23] A Dynamic Online Nomogram Based on Gd-EOB-DTPA-Enhanced MRI and Inflammatory Biomarkers for Preoperative Prediction of Pathological Grade and Stratification in Solitary Hepatocellular Carcinoma: A Multicenter Study
    Wang, Fei
    Qin, Yuan
    Wang, Zheng ming
    Yan, Chun yue
    He, Ying
    Liu, Dan
    Wen, Li
    Zhang, Dong
    ACADEMIC RADIOLOGY, 2024, 31 (10) : 4021 - 4033
  • [24] The Combination of Gd-EOB-DTPA Enhanced T1 Mapping with Apparent Diffusion Coefficient could Improve the Diagnostic Efficacy of Hepatocellular Carcinoma Grading
    He, Hui
    Li, Xiaotian
    Liu, Jing
    Tong, Qiuyun
    Ling, Min
    Zeng, Zisan
    Zhou, Zhipeng
    CURRENT MEDICAL IMAGING, 2024, 20 : e15734056259418
  • [25] Preoperative assessment of liver regeneration using T1 mapping and the functional liver imaging score derived from Gd-EOB-DTPA-enhanced magnetic resonance for patient with hepatocellular carcinoma after hepatectomy
    Li, Qian
    Zhang, Tong
    Yao, Shan
    Gao, Feifei
    Nie, Lisha
    Tang, Hehan
    Song, Bin
    Wei, Yi
    FRONTIERS IN IMMUNOLOGY, 2025, 16
  • [26] Usefulness of T1 mapping on Gd-EOB-DTPA-enhanced MR imaging in assessment of non-alcoholic fatty liver disease
    Ding, Ying
    Rao, Sheng-Xiang
    Meng, Tao
    Chen, Caizhong
    Li, Renchen
    Zeng, Meng-Su
    EUROPEAN RADIOLOGY, 2014, 24 (04) : 959 - 966
  • [27] Establishment of nomogram prediction model of contrast-enhanced ultrasound and Gd-EOB-DTPA-enhanced MRI for vessels encapsulating tumor clusters pattern of hepatocellular carcinoma
    Wang, Feiqian
    Numata, Kazushi
    Funaoka, Akihiro
    Liu, Xi
    Kumamoto, Takafumi
    Takeda, Kazuhisa
    Chuma, Makoto
    Nozaki, Akito
    Ruan, Litao
    Maeda, Shin
    BIOSCIENCE TRENDS, 2024, 18 (03) : 277 - 288
  • [28] Preoperative Evaluation of Gd-EOB-DTPA-Enhanced MRI Radiomics-Based Nomogram in Small Solitary Hepatocellular Carcinoma (≤3 cm) With Microvascular Invasion: A Two-Center Study
    Tian, Yaqi
    Hua, Hui
    Peng, Qiqi
    Zhang, Zaixian
    Wang, Xiaolin
    Han, Junqi
    Ma, Wenjuan
    Chen, Jingjing
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2022, 56 (05) : 1459 - 1472
  • [29] Comparison of 10-and 20-min hepatobiliary phase images on Gd-EOB-DTPA-enhanced MRI T1 mapping for liver function assessment in clinic
    Zhou, Zhi-Peng
    Long, Li-Ling
    Qiu, Wei-Jia
    Cheng, Ge
    Huang, Li-Juan
    Yang, Teng-Fei
    Huang, Zhong-Kui
    ABDOMINAL RADIOLOGY, 2017, 42 (09) : 2272 - 2278
  • [30] Gd-EOB-DTPA-enhanced MRI T1 mapping for assessment of liver function in rabbit fibrosis model: comparison of hepatobiliary phase images obtained at 10 and 20 min
    Zhou, Zhi-Peng
    Long, Li-Ling
    Huang, Li-Juan
    Yang, Teng-Fei
    Huang, Zhong-Kui
    RADIOLOGIA MEDICA, 2017, 122 (04): : 239 - 247