The PPI network analysis further revealed key interactors such as COX10 and FECH, which are involved in mitochondrial function and heme metabolism, supporting the idea that HCCS could influence mitochondrial dynamics and cellular energy production in cancer cells [11, 46]. This evidence concerns the gene HCCS and cancer.