Development and validation of survival prediction models for patients with hepatocellular carcinoma treated with transcatheter arterial chemoembolization plus tyrosine kinase inhibitors
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作者:
Huang, Kun
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Guizhou Prov Peoples Hosp, Dept Radiol, 83 East Zhongshan Rd, Guiyang 550002, Guizhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Huang, Kun
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Liu, Haikuan
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Liu, Haikuan
[1
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Wu, Yanqin
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Wu, Yanqin
[1
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Fan, Wenzhe
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Fan, Wenzhe
[1
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Zhao, Yue
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Zhao, Yue
[1
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Xue, Miao
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Xue, Miao
[1
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Tang, Yiyang
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Tang, Yiyang
[1
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Feng, Shi-Ting
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Sun Yat sen Univ, Affiliated Hosp 1, Dept Radiol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Feng, Shi-Ting
[3
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Li, Jiaping
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Oncol, 58 Zhongshan 2 Rd, Guangzhou 510080, Guangdong, Peoples R China
Li, Jiaping
[1
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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
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.
机构:
Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Song, Wenlong
Yu, Xiangling
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Yu, Xiangling
Guo, Dajing
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Guo, Dajing
Liu, Huan
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GE Healthcare, Shanghai, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Liu, Huan
Tang, Zhuoyue
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Chongqing Gen Hosp, Dept Radiol, Chongqing, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Tang, Zhuoyue
Liu, Xinjie
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Liu, Xinjie
Zhou, Jun
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Zhou, Jun
Zhang, Haiping
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Zhang, Haiping
Liu, Yangyang
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
Liu, Yangyang
Liu, Xi
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Chongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R ChinaChongqing Med Univ, Affiliated Hosp 2, Dept Radiol, 74 Linjiang Rd, Chongqing 400010, Peoples R China
机构:
Fourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Yuan, Peng
Wang, Shen
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Fourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Wang, Shen
Zhou, Feng
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Xuzhou Med Coll, Affiliated Huaihai Hosp, Dept Gen Surg, Xuzhou, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Zhou, Feng
Wan, Shaogui
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Fourth Mil Med Univ, State Key Lab Canc Biol, Expt Teaching Ctr Basic Med, Xian 710032, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Wan, Shaogui
Yang, Yefa
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Second Mil Med Univ, Eastern Hepatobiliary Surg Hosp, Dept Intervent Radiol, Shanghai, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Yang, Yefa
Huang, Xiaojun
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Fourth Mil Med Univ, State Key Lab Canc Biol, Expt Teaching Ctr Basic Med, Xian 710032, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Huang, Xiaojun
Zhang, Zhaohui
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Xuzhou Med Coll, Affiliated Huaihai Hosp, Dept Gen Surg, Xuzhou, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Zhang, Zhaohui
Zhu, Yong
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Yale Univ, Sch Med, Dept Epidemiol & Publ Hlth, New Haven, CT 06510 USAFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Zhu, Yong
Zhang, Hongxin
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Fourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
Zhang, Hongxin
Xing, Jinliang
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Fourth Mil Med Univ, State Key Lab Canc Biol, Expt Teaching Ctr Basic Med, Xian 710032, Peoples R ChinaFourth Mil Med Univ, Tangdu Hosp, Dept Pain Management, Xian 710038, Peoples R China
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Guangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Duan, Ruihua
Gong, Fen
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Guangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Gong, Fen
Wang, Yan
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Guangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Wang, Yan
Huang, Caixia
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Huizhou Cent Peoples Hosp, Med Examinat Ctr, Huizhou, Guangdong, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Huang, Caixia
Wu, Jiaming
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Guangzhou Univ Chinese Med, Zhongshan Affiliated Hosp, Zhongshan, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Wu, Jiaming
Hu, Leihao
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Guangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Hu, Leihao
Liu, Min
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Guangzhou Univ Tradit Chinese Med, Dept Intervent Radiol, Affiliated Hosp 1, 16 Jichang Rd, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Liu, Min
Qiu, Shijun
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Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Qiu, Shijun
Lu, Liming
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Guangzhou Univ Chinese Med, Med Coll Acupuncture Moxibust & Rehabil, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China
Lu, Liming
Lin, Yisheng
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Guangzhou Univ Chinese Med, Dongguan Inst, Dongguan 523808, Peoples R China
Huizhou Municipal Cent Hosp, Dept Intervent Radiol, Huizhou, Guangdong, Peoples R ChinaGuangzhou Univ Chinese Med, Clin Med Coll 1, Guangzhou, Peoples R China