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 古生物学 生物
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) 被引量:14
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
酷波er应助苑阿宇采纳,获得10
刚刚
sixgarden完成签到,获得积分20
1秒前
善良的火完成签到 ,获得积分10
1秒前
Orange应助玲玲玲采纳,获得10
2秒前
Picopy完成签到,获得积分10
3秒前
熹微完成签到,获得积分10
4秒前
4秒前
5秒前
科研通AI5应助lvzhechen采纳,获得10
6秒前
7秒前
7秒前
2025zmx发布了新的文献求助10
8秒前
8秒前
melody完成签到,获得积分10
9秒前
董文迪发布了新的文献求助10
10秒前
苏苏弋发布了新的文献求助10
10秒前
刘一一一一一一关注了科研通微信公众号
11秒前
丘比特应助999999采纳,获得20
11秒前
12秒前
路遥发布了新的文献求助10
12秒前
Owen应助凉的白开采纳,获得10
12秒前
lu关闭了lu文献求助
13秒前
13秒前
赘婿应助Tugeouc采纳,获得10
14秒前
外向半青完成签到,获得积分10
15秒前
苑阿宇发布了新的文献求助10
16秒前
玲玲玲完成签到,获得积分10
16秒前
17秒前
路遥完成签到,获得积分10
17秒前
善良的数据线完成签到,获得积分10
18秒前
Hello应助罗中翠采纳,获得10
19秒前
19秒前
20秒前
22秒前
董文迪完成签到,获得积分10
22秒前
22秒前
23秒前
李洛洛发布了新的文献求助10
23秒前
chen发布了新的文献求助10
24秒前
科研通AI5应助Ryuki采纳,获得10
26秒前
高分求助中
Technologies supporting mass customization of apparel: A pilot project 600
Introduction to Strong Mixing Conditions Volumes 1-3 500
Tip60 complex regulates eggshell formation and oviposition in the white-backed planthopper, providing effective targets for pest control 400
A Field Guide to the Amphibians and Reptiles of Madagascar - Frank Glaw and Miguel Vences - 3rd Edition 400
China Gadabouts: New Frontiers of Humanitarian Nursing, 1941–51 400
The Healthy Socialist Life in Maoist China, 1949–1980 400
Walking a Tightrope: Memories of Wu Jieping, Personal Physician to China's Leaders 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3798057
求助须知:如何正确求助?哪些是违规求助? 3343495
关于积分的说明 10316482
捐赠科研通 3060204
什么是DOI,文献DOI怎么找? 1679400
邀请新用户注册赠送积分活动 806560
科研通“疑难数据库(出版商)”最低求助积分说明 763221