Early identification of hepatocellular carcinoma patients at high-risk of recurrence using the ADV score: a multicenter retrospective study.

IF 2.5 3区 医学 Q3 ONCOLOGY World Journal of Surgical Oncology Pub Date : 2024-09-07 DOI:10.1186/s12957-024-03523-1
Shuya Cao, Zheyu Zhou, Chaobo Chen, Wenwen Li, Jinsong Liu, Jiawei Xu, Chunlong Zhao, Yihang Yuan, Zhenggang Xu, Huaiyu Wu, Guwei Ji, Xiaoliang Xu, Ke Wang
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Abstract

Background: Postoperative recurrence is a vital reason for poor 5-year overall survival in hepatocellular carcinoma (HCC) patients. The ADV score is considered a parameter that can quantify HCC aggressiveness. This study aimed to identify HCC patients at high-risk of recurrence early using the ADV score.

Methods: The medical data of consecutive HCC patients undergoing hepatectomy from The First Affiliated Hospital of Nanjing Medical University (TFAHNJMU) and Nanjing Drum Tower Hospital (NJDTH) were retrospectively reviewed. Based on the status of microvascular invasion and the Edmondson-Steiner grade, HCC patients were divided into three groups: low-risk group (group 1: no risk factor exists), medium-risk group (group 2: one risk factor exists), and high-risk group (group 3: coexistence of two risk factors). In the training cohort (TFAHNJMU), the R package nnet was used to establish a multi-categorical unordered logistic regression model based on the ADV score to predict three risk groups. The Welch's T-test was used to compare differences in clinical variables in three predicted risk groups. NJDTH served as an external validation center. At last, the confusion matrix was developed using the R package caret to evaluate the diagnostic performance of the model.

Results: 350 and 405 patients from TFAHNJMU and NJDTH were included. HCC patients in different risk groups had significantly different liver function and inflammation levels. Density maps demonstrated that the ADV score could best differentiate between the three risk groups. The probability curve was plotted according to the predicted results of the multi-categorical unordered logistic regression model, and the best cut-off values of the ADV score were as follows: low-risk ≤ 3.4 log, 3.4 log < medium-risk ≤ 5.7 log, and high-risk > 5.7 log. The sensitivities of the ADV score predicting the high-risk group (group 3) were 70.2% (99/141) and 78.8% (63/80) in the training and external validation cohort, respectively.

Conclusion: The ADV score might become a valuable marker for screening patients at high-risk of HCC recurrence with a cut-off value of 5.7 log, which might help surgeons, pathologists, and HCC patients make appropriate clinical decisions.

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利用 ADV 评分早期识别复发风险高的肝细胞癌患者:一项多中心回顾性研究。
背景:术后复发是导致肝细胞癌(HCC)患者 5 年总生存率低下的重要原因。ADV评分被认为是一个可以量化HCC侵袭性的参数。本研究旨在利用 ADV 评分早期识别高复发风险的 HCC 患者:方法:回顾性分析南京医科大学第一附属医院(TFAHNJMU)和南京鼓楼医院(NJDTH)连续接受肝切除术的HCC患者的医疗资料。根据微血管侵犯情况和Edmondson-Steiner分级,HCC患者被分为三组:低危组(第1组:无危险因素)、中危组(第2组:存在一个危险因素)和高危组(第3组:同时存在两个危险因素)。在训练队列(TFAHNJMU)中,使用 R 软件包 nnet 建立了基于 ADV 评分的多类别无序逻辑回归模型,以预测三个风险组别。韦尔奇 T 检验用于比较三个预测风险组的临床变量差异。南京邮电大学作为外部验证中心。最后,使用R软件包caret开发了混淆矩阵,以评估模型的诊断性能:结果:分别有 350 名和 405 名来自全军医大学和南京大屠杀纪念馆的患者被纳入模型。不同风险组别的 HCC 患者的肝功能和炎症水平明显不同。密度图显示,ADV 评分最能区分三个风险组。根据多分类无序逻辑回归模型的预测结果绘制了概率曲线,ADV评分的最佳临界值如下:低危≤3.4 log、3.4 log 5.7 log。在训练队列和外部验证队列中,ADV 评分预测高危组(第 3 组)的灵敏度分别为 70.2%(99/141)和 78.8%(63/80):ADV评分的临界值为5.7 log,它可能成为筛查HCC复发高危患者的重要指标,有助于外科医生、病理学家和HCC患者做出适当的临床决策。
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来源期刊
CiteScore
4.70
自引率
15.60%
发文量
362
审稿时长
3 months
期刊介绍: World Journal of Surgical Oncology publishes articles related to surgical oncology and its allied subjects, such as epidemiology, cancer research, biomarkers, prevention, pathology, radiology, cancer treatment, clinical trials, multimodality treatment and molecular biology. Emphasis is placed on original research articles. The journal also publishes significant clinical case reports, as well as balanced and timely reviews on selected topics. Oncology is a multidisciplinary super-speciality of which surgical oncology forms an integral component, especially with solid tumors. Surgical oncologists around the world are involved in research extending from detecting the mechanisms underlying the causation of cancer, to its treatment and prevention. The role of a surgical oncologist extends across the whole continuum of care. With continued developments in diagnosis and treatment, the role of a surgical oncologist is ever-changing. Hence, World Journal of Surgical Oncology aims to keep readers abreast with latest developments that will ultimately influence the work of surgical oncologists.
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