Di-Ya Wang

Predicting invasive risk in lung adenocarcinoma via compositional data analysis: a retrospective cohort study

Conventional LUAD grading systems rely mainly on predominant histological patterns and may overlook intratumoral compositional heterogeneity. This study evaluated whether compositional data analysis (CoDa) of histological subtype proportions improves prediction of invasive pathological features in early-stage LUA...