Subsequently, based on spatial transcriptomics analysis, we found expression of hub gene JAK1 was positively correlated to the proportions of malignant cells in spatial transcriptomics spots in most cancer types excluding LIHC, indicating its malignant phenotypes and heterogeneity in pan-cancer levels. The gene discussed is JAK1; the disease is cancer.