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肝细胞癌患者TACE术后预后结局列线图预测模型的建立及评价

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目的:探讨不同类型的肝细胞癌(HCC)患者经肝动脉栓塞化疗(TACE)术后生存状况的影响因素,为进行TACE治疗的HCC患者建立一个短期预后的临床预测模型,并评估其预测价值.方法:回顾性分析 2018 年 1月至 2022 年 6 月昆明市第三人民医院经TACE治疗的HCC患者 209 例,收集患者的人口统计学数据、临床资料、实验室数据、放射学资料.采用单因素分析和LASSO回归筛选患者术后 18 个月生存的预测指标,构建logistic回归预测模型,并采用Bootstrap法对模型进行验证,使用列线图对预测模型进行可视化.结果:在纳入的 209 例调查对象中,50 例患者在 18 个月内发生了死亡结局.肿瘤大小、肿瘤包膜、肿瘤转移、HGB、AFP为经TACE治疗HCC患者预后的独立影响因素(P<0.05).ROC 分析结果显示,基于上述指标的预测模型 AUC 为 0.836,灵敏度为72.0%,特异度为 83.6%.临床决策曲线表明在阈值 0.05~0.83 时,该模型有较好的临床实用性.结论:HCC患者经TACE治疗后的生存与肿瘤大小、肿瘤包膜、肿瘤扩散、HGB及AFP水平相关.以此构建预测模型,能帮助临床工作者及时识别患者生存预后的因素.
Establishment and Evaluation of A Nomogram Model for the Prognosis of Hepatocellular Carcinoma Patients After TACE
Objective To explore the factors influencing the survival of patients with different types of hepatocellular carcino-ma(HCC)after transcatheter arterial chemoembolization(TACE),establish a clinical prediction model for the short-term prognosis of HCC patients undergoing TACE,and assess its predictive value.Methods A retrospective analysis was con-ducted on 209 HCC patients who underwent TACE at the Kunming Third People's Hospital from January 2018 to June 2022.The demographic,clinical,laboratory,and radiological data of the patients were collected.Univariate analysis and LASSO regression were used to select the predictors of 18-month survival of the patients,and a logistic regression prediction model was constructed and validated using the Bootstrap method.The prediction model was visualized by a nomogram.Results A-mong the 209 HCC patients,50 died within 18 months.Tumor size,tumor capsule,tumor spread,HGB,and AFP were i-dentified as independent prognostic factors for HCC patients treated with TACE(P<0.05).ROC results showed that the prediction model based on the above indicators had an AUC of 0.836,a sensitivity of 72.0%,and a specificity of 83.6%.The decision curve analysis indicated that the model had excellent clinical utility within the threshold range of 0.05 to 0.83.Conclusion The survival of HCC patients after TACE treatment is associated with the tumor size,tumor capsule,tumor spread,HGB,and AFP.Therefore,a prediction model based on these factors can facilitate the identification of prognostic factors for the survival of patients in a timely manner.

Hepatocellular carcinomaTranshepatic arterial chemotherapyPrediction modelNomogram

张磊、赵军、戴静毅

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大理大学公共卫生学院,云南 大理 671000

湖北医药学院公共卫生与健康学院,湖北 十堰 442000

昆明市第三人民医院公共实验室暨新发传染病研究部,云南 昆明 650041

肝细胞癌 经肝动脉栓塞化疗术 预测模型 列线图

云南省科技厅科技计划项目昆明市卫生健康委员会卫生科研项目

202101BA070001-1132022-03-03-002

2024

湖北医药学院学报
湖北医药学院

湖北医药学院学报

影响因子:0.504
ISSN:1006-9674
年,卷(期):2024.43(5)