This study identifies sex, tumor enhancement heterogeneity, visceral pleural invasion (VPI), Ki67 index, Radscore3, and Radscore4 as critical predictors of recurrence in lung adenocarcinoma(LA), with sex disparities demonstrating nonlinear associations across malignancies. This evidence concerns the gene MKI67 and lung adenocarcinoma.