Utilizing CancerSEA for single-cell functional analysis of DBF4B, we observed a negative correlation between DBF4B and various cellular processes, including apoptosis, cell cycle regulation, DNA damage and repair, EMT, oxygen deficiency, invasion, metastasis, proliferation, and quiescence in certain cancers. The gene discussed is DBF4B; the disease is cancer.