Specifically, the identification of core aging-related pulmonary fibrosis genes (TP53, AKT1, STAT3, JUN, NFKB1) and the selection of resveratrol as the lead compound were based on database mining (e.g., Genecards, AgingAtlas, String, Herb). Here, AKT1 is linked to pulmonary fibrosis.