In the process of PCD patterns affecting the prognosis of breast cancer, besides immune response, ALK, VEGFA/VEGFR2, NF-κB, HIF-1, PI3K-Akt, MAPK, and JAK-STAT signaling pathways played an important role. The gene discussed is ALK; the disease is breast carcinoma.