The Journal of surgical researchHumansCholangiocarcinomaFemaleMaleBile Duct Neoplasms
Machine Learning Algorithm-Based Tumor-Stroma Ratio Can Stratify the Prognosis of Intrahepatic Cholangiocarcinoma.
Xin Zhang, Chen-Song Huang, Xi-Tai Huang, Ai-Qing Fu, Wei Chen, Jian-Peng Cai, Jia-Ming Lai, Xiao-Yu Yin
Published: 202510.1016/j.jss.2025.09.007
Abstract
INTRODUCTION: The study aimed to quantify tumor components through the machine learning algorithm and explore effective biomarkers to stratify the prognosis of intrahepatic cholangiocarcinoma (iCCA) after radical surgery. METHODS: A cohort of 237 iCC…
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