Furthermore, pan-cancer analysis demonstrated a significant inverse correlation between the expression of DDR1 and immune receptors across multiple malignancies (Figure 6D), with PAAD exhibiting the most pronounced downregulation of immune receptors, as visualized by the deepest blue coloration in the heatmap. Here, DDR1 is linked to cancer.