Notably, AKR1B1, CD36, ABCA1, PRKD1, OSBPL1A, and FABP3 showed varied expressions in specific cells, suggesting their significant roles in STAD carcinogenesis, further confirmed by elevated mRNA levels in tumor tissues via qRT-PCR. Here, PRKD1 is linked to neoplasm.