Since the tumor microenvironment comprises various types of cells, like malignant cells, tumor-infiltrating immune cells, and endothelial cells, we performed single-cell RNA sequencing to identify which cell type is responsible for RAF1 upregulation. Here, RAF1 is linked to neoplasm.