Multiparametric MRI ‐Based Radiomic Signature for Preoperative Evaluation of Overall Survival in Intrahepatic Cholangiocarcinoma After Partial Hepatectomy

医学 磁共振成像 比例危险模型 一致性 肝内胆管癌 放射科 阶段(地层学) 肝切除术 内科学 外科 切除术 古生物学 生物
作者
Yang Yang,Xianlun Zou,Wei Zhou,Guanjie Yuan,Daoyu Hu,Dong Kuang,Yaqi Shen,Qingguo Xie,Qingpeng Zhang,Xuemei Hu,Zhen Li
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:56 (3): 739-751 被引量:14
标识
DOI:10.1002/jmri.28071
摘要

Background The clinical outcomes of patients with intrahepatic cholangiocarcinoma (ICC) after partial hepatectomy remain suboptimal. Identifying patients with poor outcomes before surgery is urgently required. Purpose To develop a multiparametric magnetic resonance imaging (MRI)‐based radiomic signature to evaluate overall survival (OS) preoperatively and to investigate its incremental value for disease stratification. Study Type Retrospective. Subjects One hundred and sixty‐three patients with pathologically defined ICC, divided into training ( N = 115) and validation sets ( N = 48). Sequence Three‐dimensional T1‐weighted gradient‐echo sequence with and without contrast agent, T2‐weighted fast spin‐echo sequence, and diffusion‐weighted imaging with single‐shot echo‐planar sequence at 1.5 T or 3.0 T. Assessment OS was defined as the time from the date of surgery to death or last contact. The radiomic signature was built based on the least absolute shrinkage and selection operator regression model. A clinicopathologic‐radiographic (CPR) model and a combined model integrating radiomic signature with CPR factors were developed with multivariable Cox regression models. Statistical Tests Harrell's concordance index (C‐index) was used to compare the discrimination of different models. Net reclassification index (NRI) and integrated discrimination improvement (IDI) were used to quantify the improvement of prognostic accuracy after adding radiomic signature. Results The high‐risk patients of death defined by the radiomic signature showed significantly lower OS compared with low‐risk patients in validation set (3‐year OS 17.1% vs. 56.4%, P < 0.001). Integrating radiomic signature into tumor, node, and metastasis (TNM) staging system significantly improved the prognostic accuracy compared with TNM stage alone (validation set C‐index 0.745 vs. 0.649, P = 0.039, NRI improvement 39.9%–43.8%, IDI improvement 16.1%–19.4%). The radiomic signature showed no significant difference of C‐index with postoperative CPR model (validation set, 0.698 vs. 0.674, P = 0.752). Incorporating the radiomic signature into CPR model significantly improved prognostic accuracy (NRI improvement 32.5%–34.3%, IDI improvement 8.1%–12.9%). Data Conclusion Multiparametric MRI‐based radiomic signature is a potential biomarker for preoperative prognostic evaluation of ICC patients. Level of Evidence 4 Technical Efficacy Stage 4
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
香蕉觅云应助真实的友采纳,获得10
刚刚
1秒前
搞怪吐司完成签到,获得积分10
3秒前
Ray发布了新的文献求助10
3秒前
3秒前
可爱的函函应助耍酷冰颜采纳,获得10
5秒前
5秒前
6秒前
盛景洲发布了新的文献求助10
7秒前
葛根完成签到,获得积分10
8秒前
8秒前
武陵人发布了新的文献求助10
8秒前
8秒前
勤劳影子完成签到,获得积分10
9秒前
天丽完成签到,获得积分10
9秒前
刘碰蛋完成签到,获得积分10
10秒前
研友_LmbRgn完成签到 ,获得积分10
10秒前
LWQ发布了新的文献求助10
10秒前
真的是完成签到 ,获得积分10
11秒前
大个应助BKhang采纳,获得10
12秒前
song完成签到,获得积分10
12秒前
聪明采白完成签到,获得积分20
13秒前
yyxy发布了新的文献求助10
13秒前
李健应助zzzz采纳,获得30
14秒前
科研通AI6.3应助大方的蓝采纳,获得10
14秒前
Owen应助天玄采纳,获得10
15秒前
pp大王完成签到 ,获得积分10
16秒前
17秒前
iitj应助阿雷的宝宝采纳,获得20
18秒前
真实的友发布了新的文献求助10
18秒前
123124151完成签到 ,获得积分10
20秒前
21秒前
科研通AI2S应助hhhhhyy采纳,获得40
22秒前
23秒前
23秒前
younghippo发布了新的文献求助10
23秒前
123124151关注了科研通微信公众号
23秒前
大方的蓝发布了新的文献求助10
26秒前
学术羊完成签到,获得积分10
27秒前
abc完成签到,获得积分10
29秒前
高分求助中
液晶指向矢仿真分析数据集 8888
Invited Discussant 63O and 64O 1000
Ideology and Meaning-Making under the Putin Regime 750
Advanced Memory Technology 500
Petrology and Plate Tectonics 500
Writing Systems 500
A Handbook of User Experience Research & Design in Libraries 400
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 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6865885
求助须知:如何正确求助?哪些是违规求助? 8568611
关于积分的说明 18218476
捐赠科研通 6236011
什么是DOI,文献DOI怎么找? 3049465
关于科研通互助平台的介绍 2051760
邀请新用户注册赠送积分活动 2027258