Development and validation of a REcurrent Liver cAncer Prediction ScorE (RELAPSE) following liver transplantation in patients with hepatocellular carcinoma: Analysis of the US Multicenter HCC Transplant Consortium

医学 肝细胞癌 米兰标准 肝移植 内科学 胃肠病学 肝癌 入射(几何) 移植 癌症 比例危险模型 肿瘤科 物理 光学
作者
Benjamin V. Tran,Dimitrios Moris,Daniela Markovic,Hamed Zaribafzadeh,Ricardo Henao,Quirino Lai,Sander Florman,Parissa Tabrizian,Brandy Haydel,Richard M. Ruiz,Göran B. Klintmalm,David D. Lee,C. Burcin Taner,Maarouf Hoteit,Matthew H. Levine,Umberto Cillo,Alessandro Vitale,Elizabeth C. Verna,Karim J. Halazun,Amit D. Tevar
出处
期刊:Liver Transplantation [Lippincott Williams & Wilkins]
卷期号:29 (7): 683-697 被引量:38
标识
DOI:10.1097/lvt.0000000000000145
摘要

HCC recurrence following liver transplantation (LT) is highly morbid and occurs despite strict patient selection criteria. Individualized prediction of post-LT HCC recurrence risk remains an important need. Clinico-radiologic and pathologic data of 4981 patients with HCC undergoing LT from the US Multicenter HCC Transplant Consortium (UMHTC) were analyzed to develop a REcurrent Liver cAncer Prediction ScorE (RELAPSE). Multivariable Fine and Gray competing risk analysis and machine learning algorithms (Random Survival Forest and Classification and Regression Tree models) identified variables to model HCC recurrence. RELAPSE was externally validated in 1160 HCC LT recipients from the European Hepatocellular Cancer Liver Transplant study group. Of 4981 UMHTC patients with HCC undergoing LT, 71.9% were within Milan criteria, 16.1% were initially beyond Milan criteria with 9.4% downstaged before LT, and 12.0% had incidental HCC on explant pathology. Overall and recurrence-free survival at 1, 3, and 5 years was 89.7%, 78.6%, and 69.8% and 86.8%, 74.9%, and 66.7%, respectively, with a 5-year incidence of HCC recurrence of 12.5% (median 16 months) and non-HCC mortality of 20.8%. A multivariable model identified maximum alpha-fetoprotein (HR = 1.35 per-log SD, 95% CI,1.22–1.50, p < 0.001), neutrophil-lymphocyte ratio (HR = 1.16 per-log SD, 95% CI,1.04–1.28, p < 0.006), pathologic maximum tumor diameter (HR = 1.53 per-log SD, 95% CI, 1.35–1.73, p < 0.001), microvascular (HR = 2.37, 95%–CI, 1.87–2.99, p < 0.001) and macrovascular (HR = 3.38, 95% CI, 2.41–4.75, p < 0.001) invasion, and tumor differentiation (moderate HR = 1.75, 95% CI, 1.29–2.37, p < 0.001; poor HR = 2.62, 95% CI, 1.54–3.32, p < 0.001) as independent variables predicting post-LT HCC recurrence (C-statistic = 0.78). Machine learning algorithms incorporating additional covariates improved prediction of recurrence (Random Survival Forest C-statistic = 0.81). Despite significant differences in European Hepatocellular Cancer Liver Transplant recipient radiologic, treatment, and pathologic characteristics, external validation of RELAPSE demonstrated consistent 2- and 5-year recurrence risk discrimination (AUCs 0.77 and 0.75, respectively). We developed and externally validated a RELAPSE score that accurately discriminates post-LT HCC recurrence risk and may allow for individualized post-LT surveillance, immunosuppression modification, and selection of high-risk patients for adjuvant therapies.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
F二次方完成签到 ,获得积分0
1秒前
alicia完成签到,获得积分10
1秒前
2秒前
2秒前
Sci666完成签到 ,获得积分10
4秒前
4秒前
4秒前
小林完成签到,获得积分10
7秒前
www发布了新的文献求助10
8秒前
胡图图发布了新的文献求助10
9秒前
老子完成签到,获得积分10
9秒前
9秒前
小薇完成签到,获得积分10
12秒前
12秒前
科研通AI6.4应助Muttu采纳,获得10
13秒前
万能图书馆应助往好处想采纳,获得10
14秒前
星辰大海应助董家旭采纳,获得10
14秒前
14秒前
Owen应助JTB采纳,获得10
15秒前
布灵完成签到,获得积分10
16秒前
华仔应助DTS采纳,获得10
16秒前
大方钥匙发布了新的文献求助10
17秒前
18秒前
乐乐应助心想事成采纳,获得10
18秒前
Lucas应助调皮萝采纳,获得10
18秒前
健忘的夜阑完成签到,获得积分10
21秒前
爇琴燔鹤完成签到 ,获得积分10
21秒前
23秒前
檀香山逸仙完成签到,获得积分10
24秒前
24秒前
科研通AI2S应助耶耶采纳,获得30
25秒前
漂亮的千万完成签到,获得积分10
26秒前
27秒前
28秒前
29秒前
往好处想发布了新的文献求助10
31秒前
董家旭发布了新的文献求助10
31秒前
zfj发布了新的文献求助10
32秒前
Hello应助回家放羊采纳,获得10
32秒前
36秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
PowerCascade: A Synthetic Dataset for Cascading Failure Analysis in Power Systems 2000
Picture this! Including first nations fiction picture books in school library collections 1500
Instituting Science: The Cultural Production of Scientific Disciplines 666
Signals, Systems, and Signal Processing 610
The Organization of knowledge in modern America, 1860-1920 / 600
Unlocking Chemical Thinking: Reimagining Chemistry Teaching and Learning 555
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6360662
求助须知:如何正确求助?哪些是违规求助? 8174744
关于积分的说明 17218973
捐赠科研通 5415693
什么是DOI,文献DOI怎么找? 2866032
邀请新用户注册赠送积分活动 1843270
关于科研通互助平台的介绍 1691337