Although DDR1 has been previously implicated in PDAC [35,36,37], the current work uniquely integrates extensive bioinformatic analyses and in-depth immune profiling, uncovering detailed associations between DDR1 expression and specific immune cell infiltration patterns, T cell subpopulation alterations, and broader immune landscape shifts across multiple cancer types. This evidence concerns the gene DDR1 and cancer.