4.5 Article

Peritumoral Dilation Radiomics of Gadoxetate Disodium-Enhanced MRI Excellently Predicts Early Recurrence of Hepatocellular Carcinoma without Macrovascular Invasion After Hepatectomy

期刊

JOURNAL OF HEPATOCELLULAR CARCINOMA
卷 8, 期 -, 页码 545-563

出版社

DOVE MEDICAL PRESS LTD
DOI: 10.2147/JHC.S309570

关键词

gadoxetate disodium; hepatocellular carcinoma; radiomics; magnetic resonance imaging; neoplasm recurrence

类别

资金

  1. National Natural Science Foundation of China [91859107]
  2. Shanghai Science and Technology Committee [18DZ1930102, 19411965500]
  3. Zhongshan Hospital, Fudan University [2018ZSLC22, 2020ZSLC61]
  4. Shanghai Municipal Key Clinical Specialty [W2019-018]
  5. Clinical Research Plan of SHDC [SHDC2020CR1029B]

向作者/读者索取更多资源

In this study, peritumoral dilation radiomics based on Gd-EOB-DTPA MRI was used as a potential preoperative biomarker for predicting early recurrence in HCC patients without macrovascular invasion. The radiomics model showed significant improvements in early recurrence prediction compared to clinical algorithms, demonstrating its potential clinical value for patient management.
Background: Whether peritumoral dilation radiomics can excellently predict early recrudescence (<= 2 years) in hepatocellular carcinoma (HCC) remains unclear. Methods: Between March 2012 and June 2018, 323 pathologically confirmed HCC patients without macrovascular invasion, who underwent liver resection and preoperative gadoxetate disodium (Gd-EOB-DTPA) MRI, were consecutively recruited into this study. Multivariate logistic regression identified independent clinicoradiologic predictors of 2-year recrudescence. Peritumoral dilation (tumor and peritumoral zones within 1cm) radiomics extracted features from 7-sequence images for modeling and achieved average but robust predictive performance through 5-fold cross validation. Independent clinicoradiologic predictors were then incorporated with the radiomics model for constructing a comprehensive nomogram. The predictive discrimination was quantified with the area under the receiver operating characteristic curve (AUC) and net reclassification improvement (NRI). Results: With the median recurrence-free survival (RFS) reaching 60.43 months, 28.2% (91/323) and 16.4% (53/323) patients suffered from early and delay relapse, respectively. Microvascular invasion, tumor size >5 cm, alanine aminotransferase >50 U/L, gamma-glutamyltransferase >60 U/L, prealbumin <= 250 mg/L, and peritumoral enhancement independently impaired 2-year RFS in the clinicoradiologic model with AUC of 0.694 (95% CI 0.628-0.760). Nevertheless, these indexes were paucity of robustness (P >0.05) when integrating with 38 most recurrence-related radiomics signatures for developing the comprehensive nomogram. The peritumoral dilation radiomics-the ultimate prediction model yielded satisfactory mean AUCs (training cohort: 0.939, 95% CI 0.908-0.973; validation cohort: 0.842, 95% CI 0.736-0.951) after 5-fold cross validation and fitted well with the actual relapse status in the calibration curve. Besides, our radiomics model obtained the best clinical net benefits, with significant improvements of NRI (35.9%-66.1%, P <0.001) versus five clinical algorithms: the clinicoradiologic model, the tumor-node-metastasis classification, the Barcelona Clinic Liver Cancer stage, the preoperative and postoperative risks of Early Recurrence After Surgery for Liver tumor. Conclusion: Gd-EOB-DTPA MRI-based peritumoral dilation radiomics is a potential preoperative biomarker for early recurrence of HCC patients without macrovascular invasion.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据