Furthermore, APOL1, TNF, and VIM are co-expressed in myeloid cells, while APOL1 and TNF are also co-expressed in T cells and NK cells, indicating the association between APOL1 and the lactylation–PANoptosis axis in regulating tumor progression. The gene discussed is TNF; the disease is neoplasm.