PLD-IN-1 (Compound 3r) is an orally effective inhibitor of phospholipase D (phospholipaseD) with an IC50 of 1.97 μM. It reduces the expression of CD24, CD47, and PD-L1 while enhancing the expression of calreticulin, thereby modulating the immune evasion mechanisms of lung cancer cells by promoting the phagocytosis of cancer cells by macrophages. PLD-IN-1 inhibits the viability of lung cancer cell lines A549, HCC44, H460, and HCC15 with IC50 values of 18.44, 22.31, 24.85, and 21.45 μM, respectively. It induces apoptosis (apoptosis) in A549 cells and inhibits cell migration. Additionally, PLD-IN-1 increases pro-inflammatory M1 macrophage levels and decreases anti-inflammatory M2 macrophage levels, exhibiting anti-tumor activity in mouse models.