학술논문

Prediction model of ocular metastasis from primary liver cancer: Machine learning‐based development and interpretation study
Document Type
article
Source
Cancer Medicine, Vol 12, Iss 20, Pp 20482-20496 (2023)
Subject
machine learning
ocular metastasis
primary liver cancer
Shapley additive explanations
XGBoost
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
RC254-282
Language
English
ISSN
2045-7634
Abstract
Abstract Background Ocular metastasis (OM) is a rare metastatic site of primary liver cancer (PLC). The purpose of this study was to establish a clinical predictive model of OM in PLC patients based on machine learning (ML). Methods We retrospectively collected the clinical data of 1540 PLC patients and divided it into a training set and an internal test set in a 7:3 proportion. PLC patients were divided into OM and non‐ocular metastasis (NOM) groups, and univariate logistic regression analysis was performed between the two groups. The variables with univariate logistic analysis p