In conclusion, after comprehensive analysis and screening of ICD-related genes in BC patients, a prognostic risk model was constructed based on seven ICD-related genes (ATG5, HSP90AA1, PIK3CA, EIF2AK3, MYD88, IL1R1, and CD8A). This evidence concerns the gene IL1R1 and breast cancer.