This finding aligns with a recent study identifying CISD1 as a ferroptosis-related gene in breast cancer, which similarly showed significant correlations between CISD1 and immune checkpoints, including PDCD-1, CTLA4, and lymphocyte activating 3 (LAG3).64 This evidence concerns the gene PDCD1 and breast cancer.