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 [Karger Publishers]
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.
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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
1秒前
koi发布了新的文献求助10
1秒前
归尘发布了新的文献求助10
1秒前
2秒前
Jasper应助科研通管家采纳,获得10
2秒前
Owen应助科研通管家采纳,获得30
2秒前
asdfg应助科研通管家采纳,获得20
2秒前
光影相生应助科研通管家采纳,获得10
2秒前
任性踏歌应助科研通管家采纳,获得10
2秒前
orixero应助科研通管家采纳,获得10
2秒前
2秒前
wuhanfei完成签到,获得积分10
2秒前
bkagyin应助科研通管家采纳,获得10
2秒前
852应助科研通管家采纳,获得10
2秒前
隐形曼青应助科研通管家采纳,获得10
2秒前
Orange应助科研通管家采纳,获得10
2秒前
Orange应助科研通管家采纳,获得10
2秒前
2秒前
uone应助科研通管家采纳,获得10
2秒前
领导范儿应助科研通管家采纳,获得10
2秒前
脑洞疼应助科研通管家采纳,获得10
2秒前
2秒前
充电宝应助科研通管家采纳,获得10
3秒前
3秒前
3秒前
3秒前
ZZZ完成签到,获得积分10
3秒前
复杂的板凳完成签到,获得积分10
3秒前
zhangmbit完成签到,获得积分10
4秒前
5秒前
合适怡完成签到,获得积分10
5秒前
单薄的雁枫完成签到,获得积分10
5秒前
李健应助猪猪hero采纳,获得10
6秒前
慕青应助空格TNT采纳,获得10
6秒前
华仔应助初一采纳,获得10
7秒前
xgwkbob完成签到,获得积分20
7秒前
归尘发布了新的文献求助10
7秒前
8秒前
8秒前
WILL发布了新的文献求助10
8秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Cognitive Neuroscience: The Biology of the Mind (Sixth Edition) 1000
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
Christian Women in Chinese Society: The Anglican Story 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
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 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3961465
求助须知:如何正确求助?哪些是违规求助? 3507798
关于积分的说明 11138163
捐赠科研通 3240268
什么是DOI,文献DOI怎么找? 1790870
邀请新用户注册赠送积分活动 872609
科研通“疑难数据库(出版商)”最低求助积分说明 803288