Stemness-associated genes such as GDF15, ALDH1L1, GPC3, AFP, EPCAM, CD44, and CD24 were predominantly expressed in tumor cells, with varying levels across other cell types including CAFs, TECs, and TAMs (Fig. 7E). Here, ALDH1L1 is linked to neoplasm.