Development and validation of survival prediction models for patients with hepatocellular carcinoma treated with transcatheter arterial chemoembolization plus tyrosine kinase inhibitors

被引:0
|
作者
Huang, Kun [1 ,2 ]
Liu, Haikuan [1 ]
Wu, Yanqin [1 ]
Fan, Wenzhe [1 ]
Zhao, Yue [1 ]
Xue, Miao [1 ]
Tang, Yiyang [1 ]
Feng, Shi-Ting [3 ]
Li, Jiaping [1 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
[2] Guizhou Prov Peoples Hosp, Dept Radiol, 83 East Zhongshan Rd, Guiyang 550002, Guizhou, Peoples R China
[3] Sun Yat sen Univ, Affiliated Hosp 1, Dept Radiol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
来源
RADIOLOGIA MEDICA | 2024年 / 129卷 / 11期
关键词
Hepatocellular carcinoma; Mutational burden; Signaling pathway; Radiomics; ALPHA-FETOPROTEIN; LIVER-CANCER; RADIOMICS; MUTATION; MRECIST; CT;
D O I
10.1007/s11547-024-01890-z
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
BackgroundDue to heterogeneity of molecular biology and microenvironment, therapeutic efficacy varies among hepatocellular carcinoma (HCC) patients treated with transcatheter arterial chemoembolization (TACE) and tyrosine kinase inhibitors (TKIs). We examined combined models using clinicoradiological characteristics, mutational burden of signaling pathways, and radiomics features to predict survival prognosis.MethodsTwo cohorts comprising 111 patients with HCC were used to build prognostic models. The training and test cohorts included 78 and 33 individuals, respectively. Mutational burden was calculated based on 17 cancer-associated signaling pathways. Radiomic features were extracted and selected from computed tomography images using a pyradiomics system. Models based on clinicoradiological indicators, mutational burden, and radiomics score (rad-score) were built to predict overall survival (OS) and progression-free survival (PFS).ResultsEastern Cooperative Oncology Group performance status, Child-Pugh class, peritumoral enhancement, PI3K_AKT and hypoxia mutational burden, and rad-score were used to create a combined model predicting OS. C-indices were 0.805 (training cohort) and 0.768 (test cohort). The areas under the curve (AUCs) were 0.889, 0.900, and 0.917 for 1-year, 2-year, and 3-year OS, respectively. To predict PFS, alpha-fetoprotein level, tumor enhancement pattern, hypoxia and receptor tyrosine kinase mutational burden, and rad-score were used. C-indices were 0.782 (training cohort) and 0.766 (test cohort). AUCs were 0.885 and 0.925 for 6-month and 12-month PFS, respectively. Calibration and decision curve analyses supported the model's accuracy and clinical potential.ConclusionsThe nomogram models are hopeful to predict OS and PFS in patients with intermediate-advanced HCC treated with TACE plus TKIs, offering a promising tool for treatment decisions and monitoring patient progress.
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收藏
页码:1597 / 1610
页数:14
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