预测肝细胞癌切除术后并发症的动态 ALBI 评分和 FIB-4 指数趋势:K-均值聚类方法

IF 3.5 2区 医学 Q2 ONCOLOGY Ejso Pub Date : 2025-02-22 DOI:10.1016/j.ejso.2025.109723
Miho Akabane , Jun Kawashima , Abdullah Altaf , Selamawit Woldesenbet , François Cauchy , Federico Aucejo , Irinel Popescu , Minoru Kitago , Guillaume Martel , Francesca Ratti , Luca Aldrighetti , George A. Poultsides , Yuki Imaoka , Andrea Ruzzenente , Itaru Endo , Ana Gleisner , Hugo P. Marques , Vincent Lam , Tom Hugh , Nazim Bhimani , Timothy M. Pawlik
{"title":"预测肝细胞癌切除术后并发症的动态 ALBI 评分和 FIB-4 指数趋势:K-均值聚类方法","authors":"Miho Akabane ,&nbsp;Jun Kawashima ,&nbsp;Abdullah Altaf ,&nbsp;Selamawit Woldesenbet ,&nbsp;François Cauchy ,&nbsp;Federico Aucejo ,&nbsp;Irinel Popescu ,&nbsp;Minoru Kitago ,&nbsp;Guillaume Martel ,&nbsp;Francesca Ratti ,&nbsp;Luca Aldrighetti ,&nbsp;George A. Poultsides ,&nbsp;Yuki Imaoka ,&nbsp;Andrea Ruzzenente ,&nbsp;Itaru Endo ,&nbsp;Ana Gleisner ,&nbsp;Hugo P. Marques ,&nbsp;Vincent Lam ,&nbsp;Tom Hugh ,&nbsp;Nazim Bhimani ,&nbsp;Timothy M. Pawlik","doi":"10.1016/j.ejso.2025.109723","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Severe postoperative complications still occur following hepatectomy among patients with hepatocellular carcinoma (HCC). There is a need to identify high-risk patients for severe complications to enhance patient safety. We sought to evaluate the combined impact of pre- and postoperative albumin-bilirubin (ALBI) score and Fibrosis-4 (FIB-4) index trends to predict severe complications after HCC resection.</div></div><div><h3>Method</h3><div>Patients with HCC undergoing curative-intent hepatectomy (2000–2023) were identified from an international, multi-institutional database. The cohort was divided into training (n = 439) and testing (n = 651) sets. ALBI score and FIB-4 index trends from preoperative to postoperative days 1, 3, and 5 were used for K-means clustering (K = 3). A logistic regression model was developed using the training set, and its performance was evaluated using the area under the receiver operating characteristic curve (AUC) in both cohorts.</div></div><div><h3>Results</h3><div>Severe complications (Clavien-Dindo Grade ≥ IIIa) occurred in 118 patients (10.8 %); 43 (9.8 %) in training and 75 (11.5 %) in testing set (p = 0.42). K-means clustering identified three groups: Cluster1 (low), Cluster2 (intermediate), and Cluster3 (high), which was associated with a progressively increasing risk of complications (p &lt; 0.01). On multivariable logistic regression, patients in ALBI Cluster1 had 76 % decreased odds (odds ratio[OR] 0.24, 95 % CI 0.07–0.83, p = 0.02) of postoperative complications relative to Cluster3 patients. Individuals categorized into FIB-4 Cluster1 had 85 % decreased odds (OR 0.15, 95 % CI 0.02–1.24, p = 0.07) versus patients in FIB-4 Cluster3. A new prediction model incorporating ALBI and FIB-4 index clusters achieved an AUC of 0.71, outperforming models based on preoperative data. A tool was made available at <span><span>https://nm49jf-miho-akabane.shinyapps.io/HCC_ALBI/</span><svg><path></path></svg></span>.</div></div><div><h3>Conclusion</h3><div>A dynamic ALBI score and FIB-4 index trend tool improved risk stratification of patients undergoing resection of HCC relative to severe complications.</div></div>","PeriodicalId":11522,"journal":{"name":"Ejso","volume":"51 6","pages":"Article 109723"},"PeriodicalIF":3.5000,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Dynamic ALBI score and FIB-4 index trends to predict complications after resection of hepatocellular carcinoma: A K-means clustering approach\",\"authors\":\"Miho Akabane ,&nbsp;Jun Kawashima ,&nbsp;Abdullah Altaf ,&nbsp;Selamawit Woldesenbet ,&nbsp;François Cauchy ,&nbsp;Federico Aucejo ,&nbsp;Irinel Popescu ,&nbsp;Minoru Kitago ,&nbsp;Guillaume Martel ,&nbsp;Francesca Ratti ,&nbsp;Luca Aldrighetti ,&nbsp;George A. Poultsides ,&nbsp;Yuki Imaoka ,&nbsp;Andrea Ruzzenente ,&nbsp;Itaru Endo ,&nbsp;Ana Gleisner ,&nbsp;Hugo P. Marques ,&nbsp;Vincent Lam ,&nbsp;Tom Hugh ,&nbsp;Nazim Bhimani ,&nbsp;Timothy M. Pawlik\",\"doi\":\"10.1016/j.ejso.2025.109723\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Severe postoperative complications still occur following hepatectomy among patients with hepatocellular carcinoma (HCC). There is a need to identify high-risk patients for severe complications to enhance patient safety. We sought to evaluate the combined impact of pre- and postoperative albumin-bilirubin (ALBI) score and Fibrosis-4 (FIB-4) index trends to predict severe complications after HCC resection.</div></div><div><h3>Method</h3><div>Patients with HCC undergoing curative-intent hepatectomy (2000–2023) were identified from an international, multi-institutional database. The cohort was divided into training (n = 439) and testing (n = 651) sets. ALBI score and FIB-4 index trends from preoperative to postoperative days 1, 3, and 5 were used for K-means clustering (K = 3). A logistic regression model was developed using the training set, and its performance was evaluated using the area under the receiver operating characteristic curve (AUC) in both cohorts.</div></div><div><h3>Results</h3><div>Severe complications (Clavien-Dindo Grade ≥ IIIa) occurred in 118 patients (10.8 %); 43 (9.8 %) in training and 75 (11.5 %) in testing set (p = 0.42). K-means clustering identified three groups: Cluster1 (low), Cluster2 (intermediate), and Cluster3 (high), which was associated with a progressively increasing risk of complications (p &lt; 0.01). On multivariable logistic regression, patients in ALBI Cluster1 had 76 % decreased odds (odds ratio[OR] 0.24, 95 % CI 0.07–0.83, p = 0.02) of postoperative complications relative to Cluster3 patients. Individuals categorized into FIB-4 Cluster1 had 85 % decreased odds (OR 0.15, 95 % CI 0.02–1.24, p = 0.07) versus patients in FIB-4 Cluster3. A new prediction model incorporating ALBI and FIB-4 index clusters achieved an AUC of 0.71, outperforming models based on preoperative data. A tool was made available at <span><span>https://nm49jf-miho-akabane.shinyapps.io/HCC_ALBI/</span><svg><path></path></svg></span>.</div></div><div><h3>Conclusion</h3><div>A dynamic ALBI score and FIB-4 index trend tool improved risk stratification of patients undergoing resection of HCC relative to severe complications.</div></div>\",\"PeriodicalId\":11522,\"journal\":{\"name\":\"Ejso\",\"volume\":\"51 6\",\"pages\":\"Article 109723\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2025-02-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Ejso\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0748798325001519\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ejso","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0748798325001519","RegionNum":2,"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
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Dynamic ALBI score and FIB-4 index trends to predict complications after resection of hepatocellular carcinoma: A K-means clustering approach

Background

Severe postoperative complications still occur following hepatectomy among patients with hepatocellular carcinoma (HCC). There is a need to identify high-risk patients for severe complications to enhance patient safety. We sought to evaluate the combined impact of pre- and postoperative albumin-bilirubin (ALBI) score and Fibrosis-4 (FIB-4) index trends to predict severe complications after HCC resection.

Method

Patients with HCC undergoing curative-intent hepatectomy (2000–2023) were identified from an international, multi-institutional database. The cohort was divided into training (n = 439) and testing (n = 651) sets. ALBI score and FIB-4 index trends from preoperative to postoperative days 1, 3, and 5 were used for K-means clustering (K = 3). A logistic regression model was developed using the training set, and its performance was evaluated using the area under the receiver operating characteristic curve (AUC) in both cohorts.

Results

Severe complications (Clavien-Dindo Grade ≥ IIIa) occurred in 118 patients (10.8 %); 43 (9.8 %) in training and 75 (11.5 %) in testing set (p = 0.42). K-means clustering identified three groups: Cluster1 (low), Cluster2 (intermediate), and Cluster3 (high), which was associated with a progressively increasing risk of complications (p < 0.01). On multivariable logistic regression, patients in ALBI Cluster1 had 76 % decreased odds (odds ratio[OR] 0.24, 95 % CI 0.07–0.83, p = 0.02) of postoperative complications relative to Cluster3 patients. Individuals categorized into FIB-4 Cluster1 had 85 % decreased odds (OR 0.15, 95 % CI 0.02–1.24, p = 0.07) versus patients in FIB-4 Cluster3. A new prediction model incorporating ALBI and FIB-4 index clusters achieved an AUC of 0.71, outperforming models based on preoperative data. A tool was made available at https://nm49jf-miho-akabane.shinyapps.io/HCC_ALBI/.

Conclusion

A dynamic ALBI score and FIB-4 index trend tool improved risk stratification of patients undergoing resection of HCC relative to severe complications.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Ejso
Ejso 医学-外科
CiteScore
6.40
自引率
2.60%
发文量
1148
审稿时长
41 days
期刊介绍: JSO - European Journal of Surgical Oncology ("the Journal of Cancer Surgery") is the Official Journal of the European Society of Surgical Oncology and BASO ~ the Association for Cancer Surgery. The EJSO aims to advance surgical oncology research and practice through the publication of original research articles, review articles, editorials, debates and correspondence.
期刊最新文献
Evaluation of the efficacy and safety of combined surgery with intraoperative radiotherapy and postoperative PVC for hepatocellular carcinoma with mPVTT Diagnostic performance of fluorescent lymphography-guided lymph node dissection during minimally invasive gastrectomy following chemotherapy Long-term survival analysis after radical gastrectomy for Epstein-Barr virus-associated gastric cancer: A multicenter study Simultaneous versus delayed resection of synchronous colorectal liver metastases: A systematic review and meta-analysis Successful pregnancy following cytoreductive surgery and hyperthermic intraperitoneal chemotherapy in patients with peritoneal malignancies
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1