TY - JOUR
T1 - Dynamic Prediction of Survival After Curative Resection of Intrahepatic Cholangiocarcinoma
T2 - A Landmarking-Based Analysis
AU - Spolverato, Gaya
AU - Capelli, Giulia
AU - Lorenzoni, Giulia
AU - Gregori, Dario
AU - He, Jin
AU - Popescu, Irinel
AU - Marques, Hugo P.
AU - Aldrighetti, Luca
AU - Maithel, Shishir K.
AU - Pulitano, Carlo
AU - Bauer, Todd W.
AU - Shen, Feng
AU - Poultsides, George A.
AU - Soubrane, Oliver
AU - Martel, Guillaume
AU - Koerkamp, Bas Groot
AU - Itaru, Endo
AU - Lv, Yi
AU - Pawlik, Timothy M.
N1 - Publisher Copyright:
© 2022, Society of Surgical Oncology.
PY - 2022/11
Y1 - 2022/11
N2 - Background: The current study aimed to develop a dynamic prognostic model for patients undergoing curative-intent resection for intrahepatic cholangiocarcinoma (ICC) using landmark analysis. Methods: Patients who underwent curative-intent surgery for ICC from 1999 to 2017 were selected from a multi-institutional international database. A landmark analysis to undertake dynamic overall survival (OS) prediction was performed. A multivariate Cox proportional hazard model was applied to measure the interaction of selected variables with time. The performance of the model was internally cross-validated via bootstrap resampling procedure. Discrimination was evaluated using the Harrell’s Concordance Index. Accuracy was evaluated with calibration plots. Results: Variables retained in the multivariable Cox regression OS model included age, tumor size, margin status, morphologic type, histologic grade, T and N category, and tumor recurrence. The effect of several variables on OS changed over time. Results were provided as a survival plot and the predicted probability of OS at the desired time in the future. For example, a 65-year-old patient with an intraductal, T1, grade 3 or 4 ICC measuring 3 cm who underwent an R0 resection had a calculated estimated 3-year OS of 76%. The OS estimate increased if the patient had already survived 1 year (79%). The discrimination ability of the final model was very good (C-index: 0.80). Conclusion: The long-term outcome for patients undergoing curative-intent surgery for ICC should be adjusted based on follow-up time and intervening events. The model in this study showed excellent discriminative ability and performed well in the validation process.
AB - Background: The current study aimed to develop a dynamic prognostic model for patients undergoing curative-intent resection for intrahepatic cholangiocarcinoma (ICC) using landmark analysis. Methods: Patients who underwent curative-intent surgery for ICC from 1999 to 2017 were selected from a multi-institutional international database. A landmark analysis to undertake dynamic overall survival (OS) prediction was performed. A multivariate Cox proportional hazard model was applied to measure the interaction of selected variables with time. The performance of the model was internally cross-validated via bootstrap resampling procedure. Discrimination was evaluated using the Harrell’s Concordance Index. Accuracy was evaluated with calibration plots. Results: Variables retained in the multivariable Cox regression OS model included age, tumor size, margin status, morphologic type, histologic grade, T and N category, and tumor recurrence. The effect of several variables on OS changed over time. Results were provided as a survival plot and the predicted probability of OS at the desired time in the future. For example, a 65-year-old patient with an intraductal, T1, grade 3 or 4 ICC measuring 3 cm who underwent an R0 resection had a calculated estimated 3-year OS of 76%. The OS estimate increased if the patient had already survived 1 year (79%). The discrimination ability of the final model was very good (C-index: 0.80). Conclusion: The long-term outcome for patients undergoing curative-intent surgery for ICC should be adjusted based on follow-up time and intervening events. The model in this study showed excellent discriminative ability and performed well in the validation process.
UR - http://www.scopus.com/inward/record.url?scp=85134332813&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85134332813&partnerID=8YFLogxK
U2 - 10.1245/s10434-022-12156-1
DO - 10.1245/s10434-022-12156-1
M3 - Article
C2 - 35871669
AN - SCOPUS:85134332813
SN - 1068-9265
VL - 29
SP - 7634
EP - 7641
JO - Annals of Surgical Oncology
JF - Annals of Surgical Oncology
IS - 12
ER -