While the specific cellular expression patterns showed context-dependence such as prominent expression in malignant cells and fibroblasts in ESCA the consistent association with immunosuppressive elements firmly establishes HMGA1 as a conserved immune modulator across cancers. Here, HMGA1 is linked to cancer.