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
{"title":"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。","authors":"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","doi":"10.1016/j.hpb.2024.12.013","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>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).</div></div><div><h3>Methods</h3><div>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.</div></div><div><h3>Results</h3><div>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 <em>p</em>-values<0.05). Overall, 60.2 % (<em>n</em> = 936) of the patients achieved TOLS, demonstrating markedly improved OS and recurrence-free survival (RFS) than individuals who did not (both <em>p</em> < 0.05).</div></div><div><h3>Conclusion</h3><div>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.</div></div>","PeriodicalId":13229,"journal":{"name":"Hpb","volume":"27 3","pages":"Pages 402-413"},"PeriodicalIF":2.7000,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Textbook outcome in liver surgery for intrahepatic cholangiocarcinoma: defining predictors of an optimal postoperative course using machine learning\",\"authors\":\"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\",\"doi\":\"10.1016/j.hpb.2024.12.013\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>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).</div></div><div><h3>Methods</h3><div>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.</div></div><div><h3>Results</h3><div>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 <em>p</em>-values<0.05). Overall, 60.2 % (<em>n</em> = 936) of the patients achieved TOLS, demonstrating markedly improved OS and recurrence-free survival (RFS) than individuals who did not (both <em>p</em> < 0.05).</div></div><div><h3>Conclusion</h3><div>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.</div></div>\",\"PeriodicalId\":13229,\"journal\":{\"name\":\"Hpb\",\"volume\":\"27 3\",\"pages\":\"Pages 402-413\"},\"PeriodicalIF\":2.7000,\"publicationDate\":\"2025-03-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Hpb\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1365182X24024602\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hpb","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1365182X24024602","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
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.
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).