Western blot analysis of tumor tissues confirmed suppression of α-SMA, COL1A1, ITGA5, PGAM1, and PD-L1.<h4>Discussion</h4>These findings demonstrate that pH-sensitive AKNPs integrate stromal remodeling and metabolic inhibition to synergistically suppress PDAC progression. This evidence concerns the gene COL1A1 and neoplasm.