Jia-Liang Gan

Development of multi-algorithm machine learning models integrating novel serum biomarkers for survival prediction in colorectal cancer: a retrospective cohort study

This study is the first to comprehensively integrate clinical, pathological, serological, and demographic factors into CRC prognostic nomograms, which outperform traditional staging and enable more personalized, clinically actionable prognosis prediction for CRC patients.