Clinical-Radiomic Analysis for Pretreatment Prediction of Objective Response to First Transarterial Chemoembolization in Hepatocellular Carcinoma

肝细胞癌 医学 接收机工作特性 逻辑回归 危险系数 置信区间 肝癌 比例危险模型 内科学 无线电技术 回顾性队列研究 肿瘤科 多元分析 放射科 核医学 经导管动脉化疗栓塞 阶段(地层学) 古生物学 生物
作者
Mingyu Chen,Jiasheng Cao,Jiahao Hu,Win Topatana,Shijie Li,Sarun Juengpanich,Jian Lin,Chenhao Tong,Jiliang Shen,Bin Zhang,Jennifer Wu,Christine Pocha,Masatoshi Kudo,Amedeo Amedei,Franco Trevisani,Pil Soo Sung,Victor M. Zaydfudim,Tatsuo Kanda,Xiujun Cai
出处
期刊:Liver cancer [S. Karger AG]
卷期号:10 (1): 38-51 被引量:86
标识
DOI:10.1159/000512028
摘要

The preoperative selection of patients with intermediate-stage hepatocellular carcinoma (HCC) who are likely to have an objective response to first transarterial chemoembolization (TACE) remains challenging.To develop and validate a clinical-radiomic model (CR model) for preoperatively predicting treatment response to first TACE in patients with intermediate-stage HCC.A total of 595 patients with intermediate-stage HCC were included in this retrospective study. A tumoral and peritumoral (10 mm) radiomic signature (TPR-signature) was constructed based on 3,404 radiomic features from 4 regions of interest. A predictive CR model based on TPR-signature and clinical factors was developed using multivariate logistic regression. Calibration curves and area under the receiver operating characteristic curves (AUCs) were used to evaluate the model's performance.The final CR model consisted of 5 independent predictors, including TPR-signature (p < 0.001), AFP (p = 0.004), Barcelona Clinic Liver Cancer System Stage B (BCLC B) subclassification (p = 0.01), tumor location (p = 0.039), and arterial hyperenhancement (p = 0.050). The internal and external validation results demonstrated the high-performance level of this model, with internal and external AUCs of 0.94 and 0.90, respectively. In addition, the predicted objective response via the CR model was associated with improved survival in the external validation cohort (hazard ratio: 2.43; 95% confidence interval: 1.60-3.69; p < 0.001). The predicted treatment response also allowed for significant discrimination between the Kaplan-Meier curves of each BCLC B subclassification.The CR model had an excellent performance in predicting the first TACE response in patients with intermediate-stage HCC and could provide a robust predictive tool to assist with the selection of patients for TACE.

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
杨燕完成签到,获得积分10
1秒前
科研通AI6.2应助苏光晨采纳,获得10
1秒前
Skyfall发布了新的文献求助10
2秒前
康康发布了新的文献求助10
2秒前
等等完成签到,获得积分10
4秒前
4秒前
张尚志发布了新的文献求助10
5秒前
6秒前
橙子完成签到,获得积分10
7秒前
叶子发布了新的文献求助10
8秒前
斯文静竹完成签到,获得积分10
8秒前
ii发布了新的文献求助10
10秒前
12秒前
尖叫小璇发布了新的文献求助10
12秒前
研友_VZG7GZ应助优雅柏柳采纳,获得10
15秒前
15秒前
17秒前
18秒前
欢呼鼠标发布了新的文献求助10
18秒前
tylerconan完成签到 ,获得积分10
19秒前
19秒前
19秒前
丫丫完成签到,获得积分10
20秒前
小蘑菇应助yazhong采纳,获得10
20秒前
埃塞克斯应助高高采纳,获得10
20秒前
把饭拼好给你完成签到 ,获得积分10
21秒前
王心茹发布了新的文献求助10
21秒前
BeSideWorld完成签到,获得积分10
21秒前
上官发布了新的文献求助10
22秒前
量子星尘发布了新的文献求助10
22秒前
23秒前
23秒前
wsh发布了新的文献求助10
23秒前
橙子发布了新的文献求助10
24秒前
852应助爱学习的慕采纳,获得10
25秒前
Wangshengnan发布了新的文献求助10
26秒前
Athena完成签到 ,获得积分0
27秒前
29秒前
chenym完成签到 ,获得积分10
29秒前
wanci应助sherry采纳,获得10
29秒前
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
Handbook of pharmaceutical excipients, Ninth edition 5000
Aerospace Standards Index - 2026 ASIN2026 3000
Terrorism and Power in Russia: The Empire of (In)security and the Remaking of Politics 1000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6044918
求助须知:如何正确求助?哪些是违规求助? 7814182
关于积分的说明 16246605
捐赠科研通 5190603
什么是DOI,文献DOI怎么找? 2777460
邀请新用户注册赠送积分活动 1760669
关于科研通互助平台的介绍 1643815