肝内胆管癌肝手术的教科书结果:使用机器学习确定最佳术后病程的预测因素。

IF 2.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Hpb Pub Date : 2025-03-01 DOI:10.1016/j.hpb.2024.12.013
Abdullah Altaf , Mujtaba Khalil , Miho Akabane , Zayed Rashid , Jun Kawashima , Shahzaib Zindani , Andrea Ruzzenente , Luca Aldrighetti , Todd W. Bauer , Hugo P. Marques , Guillaume Martel , Irinel Popescu , Matthew J. Weiss , Minoru Kitago , George Poultsides , Shishir K. Maithel , Carlo Pulitano , Feng Shen , François Cauchy , Bas G. Koerkamp , Timothy M. Pawlik
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引用次数: 0

摘要

背景:我们试图通过考虑围手术期结局对总生存期(OS)的影响来定义肝内胆管癌(ICC)肝手术(TOLS)的教科书结局。方法:使用多机构数据库,通过采用新颖的机器学习(ML)模型确定最能预测OS≥12个月的围手术期因素,定义ICC的TOLS。随后,研究了与实现TOLS相关的临床病理因素。结果:共纳入1556例ICC患者。ML分类模型显示,无肝切除术后肝功能衰竭、术中出血量、淋巴结转移、接受新辅助治疗、T状态晚期、组织学分级差、微血管侵犯与TOLS实现几率较低独立相关(均p值)。建立了ICC TOLS的标准化定义,可用于评估医院在患者层面的表现,并有助于优化ICC患者的手术结果。
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Textbook outcome in liver surgery for intrahepatic cholangiocarcinoma: defining predictors of an optimal postoperative course using machine learning

Background

We sought to define textbook outcome in liver surgery (TOLS) for intrahepatic cholangiocarcinoma (ICC) by considering the implications of perioperative outcomes on overall survival (OS).

Methods

Using a multi-institutional database, TOLS for ICC was defined by employing novel machine learning (ML) models to identify perioperative factors most strongly predictive of OS ≥ 12 months. Subsequently, clinicopathologic factors associated with achieving TOLS were investigated.

Results

A total of 1556 patients with ICC were included. The ML classification models demonstrated that the absence of post-hepatectomy liver failure, intraoperative blood loss <750 mL, absence of major infectious complications, and R0 resection were the perioperative outcomes associated with prolonged OS, thereby defining TOLS for ICC. On multivariable analysis, older age, ASA class >2, lymph node metastasis, receipt of neoadjuvant therapy, advanced T status, poor histological grade and microvascular invasion were independently associated with lower odds of achieving TOLS (all p-values<0.05). Overall, 60.2 % (n = 936) of the patients achieved TOLS, demonstrating markedly improved OS and recurrence-free survival (RFS) than individuals who did not (both p < 0.05).

Conclusion

A standardized definition of TOLS for ICC was established that may be used to evaluate hospital performance at the patient level and help optimize surgical outcomes for patients with ICC.
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来源期刊
Hpb
Hpb GASTROENTEROLOGY & HEPATOLOGY-SURGERY
CiteScore
5.60
自引率
3.40%
发文量
244
审稿时长
57 days
期刊介绍: HPB is an international forum for clinical, scientific and educational communication. Twelve issues a year bring the reader leading articles, expert reviews, original articles, images, editorials, and reader correspondence encompassing all aspects of benign and malignant hepatobiliary disease and its management. HPB features relevant aspects of clinical and translational research and practice. Specific areas of interest include HPB diseases encountered globally by clinical practitioners in this specialist field of gastrointestinal surgery. The journal addresses the challenges faced in the management of cancer involving the liver, biliary system and pancreas. While surgical oncology represents a large part of HPB practice, submission of manuscripts relating to liver and pancreas transplantation, the treatment of benign conditions such as acute and chronic pancreatitis, and those relating to hepatobiliary infection and inflammation are also welcomed. There will be a focus on developing a multidisciplinary approach to diagnosis and treatment with endoscopic and laparoscopic approaches, radiological interventions and surgical techniques being strongly represented. HPB welcomes submission of manuscripts in all these areas and in scientific focused research that has clear clinical relevance to HPB surgical practice. HPB aims to help its readers - surgeons, physicians, radiologists and basic scientists - to develop their knowledge and practice. HPB will be of interest to specialists involved in the management of hepatobiliary and pancreatic disease however will also inform those working in related fields. Abstracted and Indexed in: MEDLINE® EMBASE PubMed Science Citation Index Expanded Academic Search (EBSCO) HPB is owned by the International Hepato-Pancreato-Biliary Association (IHPBA) and is also the official Journal of the American Hepato-Pancreato-Biliary Association (AHPBA), the Asian-Pacific Hepato Pancreatic Biliary Association (A-PHPBA) and the European-African Hepato-Pancreatic Biliary Association (E-AHPBA).
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