Textbook outcome in liver surgery for intrahepatic cholangiocarcinoma: defining predictors of an optimal postoperative course using machine learning

被引:0
作者
Altaf, Abdullah [1 ,2 ]
Khalil, Mujtaba [1 ,2 ]
Akabane, Miho [1 ,2 ]
Rashid, Zayed [1 ,2 ]
Kawashima, Jun [1 ,2 ]
Zindani, Shahzaib [1 ,2 ]
Ruzzenente, Andrea [3 ]
Aldrighetti, Luca [4 ]
Bauer, Todd W. [5 ]
Marques, Hugo P. [6 ]
Martel, Guillaume [7 ]
Popescu, Irinel [8 ]
Weiss, Matthew J. [9 ]
Kitago, Minoru [10 ]
Poultsides, George [11 ]
Maithel, Shishir K. [12 ]
Pulitano, Carlo [13 ]
Shen, Feng [14 ]
Cauchy, Francois [15 ]
Koerkamp, Bas G. [16 ]
Endo, Itaru [17 ]
Pawlik, Timothy M. [1 ,2 ]
机构
[1] Ohio State Univ, James Comprehens Canc Ctr, Dept Surg, Div Surg Oncol, Columbus, OH USA
[2] James Comprehens Canc Ctr, Columbus, OH USA
[3] Univ Verona, Dept Surg, Verona, Italy
[4] Osped San Raffaele, Dept Surg, Milan, Italy
[5] Univ Virginia, Sch Med, Dept Surg, Charlottesville, VA USA
[6] Curry Cabral Hosp, Dept Surg, Lisbon, Portugal
[7] Univ Ottawa, Dept Surg, Ottawa, ON, Canada
[8] Fundeni Clin Inst, Dept Surg, Bucharest, Romania
[9] Northwell Hlth, Dept Surg, Long Isl City, NY USA
[10] Keio Univ, Dept Surg, Tokyo, Japan
[11] Stanford Univ, Sch Med, Dept Surg, Stanford, CA USA
[12] Emory Univ, Sch Med, Dept Surg, Atlanta, GA USA
[13] Univ Sydney, Royal Prince Alfred Hosp, Dept Surg, Sydney, NSW, Australia
[14] Eastern Hepatobiliary Surg Hosp, Dept Surg, Shanghai, Peoples R China
[15] Beaujon Hosp, AP HP, Dept Surg, Clichy, France
[16] Erasmus MC, Dept Surg, Rotterdam, Netherlands
[17] Yokohama City Univ, Sch Med, Dept Surg, Yokohama, Japan
关键词
LONG-TERM SURVIVAL; HEPATOCELLULAR-CARCINOMA; UNITED-STATES; RESECTION; COMPLICATIONS; IMPACT; HEPATECTOMY; PROGNOSIS; FAILURE; MODEL;
D O I
10.1016/j.hpb.2024.12.013
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
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.
引用
收藏
页码:402 / 413
页数:12
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