To further demonstrate the role of MARCH3 as an immune regulatory in HCC, we utilized publicly available single cell RNA seq (scRNA-seq) data from 10 patients, encompassing both malignant and non-malignant cell types and post data processing to investigate the expression level of MARCH3 in TIICs in HCC. Here, MARCHF3 is linked to hepatocellular carcinoma.