AUTHOR=Liu Jifeng , Jin Yeheng , Lv Fengchen , Yang Yao , Li Junchen , Zhang Yunshu , Zhong Lei , Liu Wei 

TITLE=Identification of biomarkers associated with programmed cell death in liver ischemia–reperfusion injury: insights from machine learning frameworks and molecular docking in multiple cohorts

JOURNAL=Frontiers in Medicine

VOLUME=12

YEAR=2025

URL=https://www.frontiersin.org/journals/medicine/articles/10.3389/fmed.2025.1501467

DOI=10.3389/fmed.2025.1501467

ISSN=2296-858X