Post-transplant hepatocellular carcinoma score: A simple point-based risk stratification system for 5-year mortality after liver transplantation in patients with hepatocellular carcinoma and explant pathology beyond Milan criteria.
Serkan Sucu, Aditya V Kotla, Ethan Angle, Andy Tran, Hassan Aziz
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引用次数: 0
Abstract
Background: Patients undergoing liver transplantation for hepatocellular carcinoma beyond the Milan criteria represent an expanding population with heterogeneous outcomes. We developed and validated a point-based score (post-transplant hepatocellular carcinoma score) to stratify 5-year mortality risk using readily available clinical and pathologic variables analyzed via machine learning.
Methods: We analyzed hepatocellular carcinoma liver transplant recipients from the United Network for Organ Sharing database (2012-2019) with determinable 5-year outcomes whose explant pathology exceeded Milan criteria. A gradient-boosting classifier identified key predictors of mortality. Based on feature importance, we developed a 0-5 point score using the post-transplant-hepatocellular carcinoma components. Risk categories were low (score 0), moderate (score 1-2), and high (score 3-5).
Results: Among 2,952 patients, 812 (27.5%) died within 5 years of transplantation. The post-transplant hepatocellular carcinoma score stratified patients into 3 risk groups, with 5-year survival of 82.7% (low), 72.2% (moderate), and 50.2% (high). Survival decreased monotonically with score, from 82.7% at score 0 to 39.0% at score 4. In the temporally independent 2019 validation cohort, the score demonstrated an area under the curve of 0.619 (95% confidence interval, 0.554-0.678), with 5-year survival of 84.0%, 72.2%, and 47.1% in the low-, moderate-, and high-risk groups, respectively. The score performed similarly to the Risk Estimation of Tumor Recurrence After Transplant score (area under the curve, 0.619 vs 0.629; P = .72).
Conclusion: The post-transplant hepatocellular carcinoma score is a simple, validated tool for stratifying 5-year mortality risk in hepatocellular carcinoma transplant recipients beyond the Milan criteria and may assist in surveillance planning, patient counseling, and clinical decision-making pending external validation.
背景:超出米兰标准的肝细胞癌接受肝移植的患者代表着一个不断扩大的人群,其结果具有异质性。我们开发并验证了一种基于点的评分(移植后肝细胞癌评分),通过机器学习分析现成的临床和病理变量,对5年死亡率风险进行分层。方法:我们分析了来自联合器官共享网络数据库(2012-2019)的肝癌肝移植受者,其外植体病理超过米兰标准,5年预后可确定。梯度增强分类器确定了死亡率的关键预测因子。基于特征的重要性,我们使用移植后肝细胞癌成分制定了0-5分的评分。风险分低(0分)、中(1-2分)、高(3-5分)。结果:2952例患者中,812例(27.5%)在移植5年内死亡。移植后肝癌评分将患者分为3个危险组,5年生存率分别为82.7%(低)、72.2%(中)和50.2%(高)。生存率随评分单调下降,从评分0时的82.7%降至评分4时的39.0%。在暂时独立的2019年验证队列中,得分曲线下面积为0.619(95%可信区间为0.554-0.678),低、中、高风险组的5年生存率分别为84.0%、72.2%和47.1%。该评分与移植后肿瘤复发风险评估评分相似(曲线下面积,0.619 vs 0.629; P = 0.72)。结论:移植后肝细胞癌评分是一种简单、有效的工具,用于对米兰标准以外的肝细胞癌移植受者的5年死亡风险进行分层,可能有助于监测计划、患者咨询和等待外部验证的临床决策。
期刊介绍:
For 66 years, Surgery has published practical, authoritative information about procedures, clinical advances, and major trends shaping general surgery. Each issue features original scientific contributions and clinical reports. Peer-reviewed articles cover topics in oncology, trauma, gastrointestinal, vascular, and transplantation surgery. The journal also publishes papers from the meetings of its sponsoring societies, the Society of University Surgeons, the Central Surgical Association, and the American Association of Endocrine Surgeons.