Collectively, through comprehensive use of scRNA-seq and ST, we have identified the treatment-resistant characteristics in SPINK1-high HCC cells, which attributes to the co-expression pattern of SPINK1 with CES2 and CYP3A5. The gene discussed is CES2; the disease is hepatocellular carcinoma.