Construction and validation of a nomogram for predicting cancer-specific survival in middle-aged patients with advanced hepatocellular carcinoma: A SEER-based study.

IF 1.3 4区 医学 Q2 MEDICINE, GENERAL & INTERNAL Medicine Pub Date : 2024-09-20 DOI:10.1097/MD.0000000000039480
Ziqiang Li, Qingyong Hong, Zhidong Guo, Xiaohong Liu, Chengpeng Tan, Zhe Feng, Kun Li
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Abstract

Hepatocellular carcinoma is the predominant form of primary liver cancer and is the leading cause of cancer-related death. The aim of this study was to construct a nomogram to predict cancer-specific survival (CSS) in middle-aged patients with advanced hepatocellular carcinoma. Clinical data were downloaded from the Surveillance, Epidemiology and End Results (SEER) database for middle-aged patients diagnosed with advanced hepatocellular carcinoma (AJCC stage III and IV) from 2000 to 2019. The patients were randomized in a 7:3 ratio into training cohort and validation cohort. Univariate and multivariate Cox regression analyses were performed in the training cohort to screen for independent risk factors associated with cancer-specific survival for the construction of nomogram. The nomogram was examined and evaluated using the consistency index (C-index), area under the curve (AUC), and calibration plots. The clinical application value of the model was evaluated using decision curve analysis (DCA). A total of 3026 patients were selected, including 2244 in the training cohort and 962 in the validation cohort. Multivariate analysis revealed gender, marital status, American Joint Committee on Cancer (AJCC) stage, tumor size, bone metastasis, lung metastasis, alpha-fetoprotein (AFP) level, surgery, radiotherapy, chemotherapy as independent risk factors, which were all included in the construction of the nomogram. In the training cohort, the AUC values were 0.74 (95% CI: 0.76-0.72), 0.78 (95% CI: 0.82-0.75), and 0.82 (95% CI: 0.86-0.78) at 1-, 3-, and 5-year CSS, respectively. The calibration plots showed good consistency between the actual and predicted values. The DCA curves indicated that the nomogram model could more accurately predict CSS at 1-, 3-, and 5-year in middle-aged patients with advanced hepatocellular carcinoma compared with the AJCC staging system. Highly similar results to the training cohort were also observed in the validation cohort. In the risk stratification system, good differentiation was shown between the 2 groups, and Kaplan-Meier survival analysis indicated that surgery could prolong patient survival. In this study, we developed a nomogram and risk stratification system for predicting CSS in middle-aged patients with advanced hepatocellular carcinoma. The prediction model has good predictive performance and can help clinicians in judging prognosis and clinical decision making.

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构建和验证用于预测中年晚期肝细胞癌患者癌症特异性生存期的提名图:一项基于 SEER 的研究。
肝细胞癌是原发性肝癌的主要形式,也是癌症相关死亡的主要原因。本研究旨在构建一个提名图,以预测中年晚期肝细胞癌患者的癌症特异性生存率(CSS)。研究人员从监测、流行病学和最终结果(SEER)数据库中下载了2000年至2019年期间确诊为晚期肝细胞癌(AJCC III期和IV期)的中年患者的临床数据。患者按 7:3 的比例随机分为训练队列和验证队列。在训练队列中进行了单变量和多变量 Cox 回归分析,以筛选与癌症特异性生存相关的独立风险因素,从而构建提名图。使用一致性指数(C-index)、曲线下面积(AUC)和校准图对提名图进行检查和评估。利用决策曲线分析(DCA)评估了模型的临床应用价值。共选取了 3026 例患者,其中 2244 例为训练队列,962 例为验证队列。多变量分析显示,性别、婚姻状况、美国癌症联合委员会(AJCC)分期、肿瘤大小、骨转移、肺转移、甲胎蛋白(AFP)水平、手术、放疗、化疗是独立的风险因素,这些因素都被纳入了提名图的构建中。在训练队列中,1年、3年和5年CSS的AUC值分别为0.74(95% CI:0.76-0.72)、0.78(95% CI:0.82-0.75)和0.82(95% CI:0.86-0.78)。校准图显示实际值与预测值之间具有良好的一致性。DCA曲线表明,与AJCC分期系统相比,提名图模型能更准确地预测中年晚期肝细胞癌患者1年、3年和5年的CSS。在验证队列中也观察到了与训练队列高度相似的结果。在风险分层系统中,两组之间有很好的区分,Kaplan-Meier 生存分析表明手术可以延长患者的生存期。在这项研究中,我们开发了一个用于预测中年晚期肝细胞癌患者 CSS 的提名图和风险分层系统。该预测模型具有良好的预测性能,可帮助临床医生判断预后和做出临床决策。
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来源期刊
Medicine
Medicine 医学-医学:内科
CiteScore
2.80
自引率
0.00%
发文量
4342
审稿时长
>12 weeks
期刊介绍: Medicine is now a fully open access journal, providing authors with a distinctive new service offering continuous publication of original research across a broad spectrum of medical scientific disciplines and sub-specialties. As an open access title, Medicine will continue to provide authors with an established, trusted platform for the publication of their work. To ensure the ongoing quality of Medicine’s content, the peer-review process will only accept content that is scientifically, technically and ethically sound, and in compliance with standard reporting guidelines.
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