Development of a Model including MRI Features for Predicting Advanced-stage Recurrence of Hepatocellular Carcinoma after Liver Resection

医学 肝细胞癌 切除术 阶段(地层学) 肝切除术 放射科 磁共振成像 外科 肿瘤科 内科学 生物 古生物学
作者
Hanyu Jiang,Chongtu Yang,Yidi Chen,Yanshu Wang,Yuanan Wu,Weixia Chen,Maxime Ronot,Victoria Chernyak,Kathryn J. Fowler,Mustafa R. Bashir,Bin Song
出处
期刊:Radiology [Radiological Society of North America]
卷期号:309 (2): e230527-e230527 被引量:26
标识
DOI:10.1148/radiol.230527
摘要

Background Identifying patients at high risk for advanced-stage hepatocellular carcinoma (HCC) recurrence after liver resection may improve patient survival. Purpose To develop a model including MRI features for predicting postoperative advanced-stage HCC recurrence. Materials and Methods This single-center, retrospective study includes consecutive adult patients who underwent preoperative contrast-enhanced MRI and curative-intent resection for early- to intermediate-stage HCC (from December 2011 to April 2021). Three radiologists evaluated 52 qualitative features on MRI scans. In the training set, Fine-Gray proportional subdistribution hazard analysis was performed to identify clinical, laboratory, imaging, pathologic, and surgical variables to include in the predictive model. In the test set, the concordance index (C-index) was computed to compare the developed model with current staging systems. The Kaplan-Meier survival curves were compared using the log-rank test. Results The study included 532 patients (median age, 54 years; IQR, 46-62 years; 465 male patients), 302 patients from the training set (median age, 54 years; IQR, 46-63 years; 265 male patients), and 128 patients from the test set (median age, 53 years; IQR, 46-63 years; 108 male patients). Advanced-stage recurrence was observed in 38 of 302 (12.6%) and 15 of 128 (11.7%) of patients from the training and test sets, respectively. Serum neutrophil count (109/L), tumor size (in centimeters), and arterial phase hyperenhancement proportion on MRI scans were associated with advanced-stage recurrence (subdistribution hazard ratio range, 1.16-3.83; 95% CI: 1.02, 7.52; P value range, <.001 to .02) and included in the predictive model. The model showed better test set prediction for advanced-stage recurrence than four staging systems (2-year C-indexes, 0.82 [95% CI: 0.74, 0.91] vs 0.63-0.68 [95% CI: 0.52, 0.82]; P value range, .001-.03). Patients at high risk for HCC recurrence (model score, ≥15 points) showed increased advanced-stage recurrence and worse all-stage recurrence-free survival (RFS), advanced-stage RFS, and overall survival than patients at low risk for HCC recurrence (P value range, <.001 to .02). Conclusion A model combining serum neutrophil count, tumor size, and arterial phase hyperenhancement proportion predicted advanced-stage HCC recurrence better than current staging systems and may identify patients at high risk. Published under a CC BY 4.0 license. Supplemental material is available for this article. See also the editorial by Tsai and Mellnick in this issue.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
CYT完成签到,获得积分10
2秒前
年轻龙猫发布了新的文献求助10
4秒前
AAA卫生院保洁杨姐完成签到 ,获得积分10
4秒前
我是老大应助刘真焊采纳,获得10
7秒前
无奈山雁完成签到 ,获得积分10
8秒前
安南完成签到 ,获得积分10
11秒前
YvesWang完成签到,获得积分10
15秒前
晓晓完成签到,获得积分10
18秒前
现实的小蚂蚁完成签到,获得积分10
18秒前
zxy14完成签到,获得积分10
18秒前
20秒前
20秒前
舒适涵山完成签到,获得积分0
21秒前
Orange应助结实新波采纳,获得10
22秒前
fire完成签到 ,获得积分10
23秒前
年轻龙猫发布了新的文献求助10
26秒前
大可不必完成签到 ,获得积分10
26秒前
lilylwy完成签到 ,获得积分0
29秒前
听雨落声完成签到 ,获得积分10
38秒前
39秒前
霸气芫完成签到 ,获得积分10
41秒前
lx840518发布了新的文献求助10
44秒前
方方完成签到 ,获得积分10
46秒前
46秒前
6682完成签到,获得积分10
51秒前
啦你完成签到 ,获得积分10
53秒前
靓丽的采白完成签到,获得积分10
55秒前
57秒前
挽风风风风完成签到,获得积分10
58秒前
清爽的机器猫完成签到 ,获得积分10
59秒前
深情安青应助年轻龙猫采纳,获得10
1分钟前
1分钟前
曹国庆完成签到 ,获得积分10
1分钟前
林雯青完成签到,获得积分10
1分钟前
板栗完成签到 ,获得积分10
1分钟前
花样年华完成签到,获得积分10
1分钟前
Skyllne完成签到 ,获得积分10
1分钟前
baa完成签到,获得积分10
1分钟前
1分钟前
tough_cookie完成签到 ,获得积分10
1分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Single Cell Analysis of the Tumor Microenvironment Landscape Across the Disease Spectrum of Multiple Myeloma 1000
2026年中国辛酸癸酸聚乙二醇甘油酯行业市场现状调查及投资机会研判报告 1000
2026年中国辛酸癸酸聚乙二醇甘油酯行业市场规模及竞争格局分析报告 1000
模型平均及其应用 900
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 700
The Cambridge History of China 英文版16册 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7331617
求助须知:如何正确求助?哪些是违规求助? 8946001
关于积分的说明 18975356
捐赠科研通 6985875
什么是DOI,文献DOI怎么找? 3216880
关于科研通互助平台的介绍 2383416
邀请新用户注册赠送积分活动 2196531