MKI67 and neoplasm: Moreover, we found that apoptosis-related genes were highly expressed in atypical adenomatous hyperplasia (AAH, the initial stage of LUAD), then decreased during tumor progression (Fig. 5e, f and Supplementary Fig. 10), whereas the expression of Ki67 was in the opposite trend (Fig. 5g, h).