Development and Validation of a Nomogram for Patients Undergoing Transarterial Chemoembolization for Recurrent Hepatocellular Carcinoma After Hepatectomy
{"title":"Development and Validation of a Nomogram for Patients Undergoing Transarterial Chemoembolization for Recurrent Hepatocellular Carcinoma After Hepatectomy","authors":"Diyang Xie, Zhongchen Li, Jia Yuan, Xin Yin, Rongxin Chen, Lan Zhang, Zhenggang Ren","doi":"10.2147/jhc.s444682","DOIUrl":null,"url":null,"abstract":"<strong>Purpose:</strong> This study aims to establish a prognostic nomogram for patients who underwent transarterial chemoembolization (TACE) for recurrent hepatocellular carcinoma (HCC) after hepatectomy.<br/><strong>Patients and Methods:</strong> Patients who underwent TACE for recurrent early- and middle-stage HCC after hepatectomy between 2009.01 and 2015.12 were included. Enrolled patients were randomly divided into training (n=345) and validation (n=173) cohorts according to a computer-generated randomized number. Independent factors for overall survival (OS) were determined and included in the nomogram based on the univariate and multivariate analyses of the training group. The nomogram was validated and compared to other prognostic models. Discriminative ability and predictive accuracy were determined using the Harrell C index (C-index), area under the receiver operating characteristic curve (AUROC), and calibration curve.<br/><strong>Results:</strong> The final nomogram was established based on four parameters including resection-to-TACE time interval, recurrent tumor diameter, recurrent tumor number, and AFP level. The C-indexes of the nomogram for predicting OS were 0.67 (95% CI 0.63– 0.70) and 0.71 (95% CI 0.68– 0.74) in the training and validation cohort respectively. The AUROCs for predicting the 1-year, 2-year and 3-year OS based on the nomogram were also superior to those of the other models. The calibration curve for 3-year survival showed a high congruence between the predicted and actual survival probabilities. According to the scores calculated by the nomogram, patients were stratified into three subgroups: high-risk (scoring ≥ 53 points), middle-risk (scoring ≥ 26 and < 53 points), and low-risk (scoring < 26 points) subgroups with a median OS of 10.1 (95% CI 0.63– 0.70), 20.3 (95% CI 17.5– 22.5) and 47.0 (95% CI 34.2– 59.8) months, respectively.<br/><strong>Conclusion:</strong> The proposed nomogram served as a new tool to predict individual survival in patients who underwent TACE for recurrent HCC after hepatectomy, with favorable performance and discrimination. For high-risk patients, treatment should be optimized beyond TACE alone based on the nomogram.<br/><br/><strong>Keywords:</strong> hepatocellular carcinoma, transarterial chemoembolization, nomogram<br/>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"9 1","pages":""},"PeriodicalIF":4.2000,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hepatocellular Carcinoma","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/jhc.s444682","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose: This study aims to establish a prognostic nomogram for patients who underwent transarterial chemoembolization (TACE) for recurrent hepatocellular carcinoma (HCC) after hepatectomy. Patients and Methods: Patients who underwent TACE for recurrent early- and middle-stage HCC after hepatectomy between 2009.01 and 2015.12 were included. Enrolled patients were randomly divided into training (n=345) and validation (n=173) cohorts according to a computer-generated randomized number. Independent factors for overall survival (OS) were determined and included in the nomogram based on the univariate and multivariate analyses of the training group. The nomogram was validated and compared to other prognostic models. Discriminative ability and predictive accuracy were determined using the Harrell C index (C-index), area under the receiver operating characteristic curve (AUROC), and calibration curve. Results: The final nomogram was established based on four parameters including resection-to-TACE time interval, recurrent tumor diameter, recurrent tumor number, and AFP level. The C-indexes of the nomogram for predicting OS were 0.67 (95% CI 0.63– 0.70) and 0.71 (95% CI 0.68– 0.74) in the training and validation cohort respectively. The AUROCs for predicting the 1-year, 2-year and 3-year OS based on the nomogram were also superior to those of the other models. The calibration curve for 3-year survival showed a high congruence between the predicted and actual survival probabilities. According to the scores calculated by the nomogram, patients were stratified into three subgroups: high-risk (scoring ≥ 53 points), middle-risk (scoring ≥ 26 and < 53 points), and low-risk (scoring < 26 points) subgroups with a median OS of 10.1 (95% CI 0.63– 0.70), 20.3 (95% CI 17.5– 22.5) and 47.0 (95% CI 34.2– 59.8) months, respectively. Conclusion: The proposed nomogram served as a new tool to predict individual survival in patients who underwent TACE for recurrent HCC after hepatectomy, with favorable performance and discrimination. For high-risk patients, treatment should be optimized beyond TACE alone based on the nomogram.
目的:本研究旨在为接受经动脉化疗栓塞术(TACE)治疗肝切除术后复发性肝细胞癌(HCC)的患者建立预后提名图:纳入2009年1月至2015年12月期间因肝切除术后复发的早期和中期HCC而接受TACE治疗的患者。根据计算机生成的随机编号,入组患者被随机分为训练组(n=345)和验证组(n=173)。根据训练组的单变量和多变量分析,确定了总生存期(OS)的独立因素,并将其纳入提名图。对提名图进行了验证,并与其他预后模型进行了比较。使用哈雷尔C指数(C-index)、接收者工作特征曲线下面积(AUROC)和校准曲线确定了判别能力和预测准确性:最终的提名图是根据切除到TACE的时间间隔、复发肿瘤直径、复发肿瘤数目和AFP水平等四个参数制定的。在训练队列和验证队列中,提名图预测 OS 的 C 指数分别为 0.67(95% CI 0.63-0.70)和 0.71(95% CI 0.68-0.74)。基于提名图预测 1 年、2 年和 3 年 OS 的 AUROC 也优于其他模型。3 年生存率的校准曲线显示,预测的生存概率与实际生存概率高度一致。根据提名图计算的得分,患者被分为三个亚组:高危亚组(得分≥53分)、中危亚组(得分≥26分和< 53分)和低危亚组(得分< 26分),中位OS分别为10.1个月(95% CI 0.63-0.70)、20.3个月(95% CI 17.5-22.5)和47.0个月(95% CI 34.2-59.8):所提出的提名图是预测肝切除术后接受TACE治疗的复发性HCC患者个体生存率的新工具,具有良好的性能和区分度。对于高危患者,应根据提名图优化治疗,而不仅仅是TACE。 关键词:肝细胞癌、经动脉化疗栓塞、提名图