Classical Hodgkin lymphoma secretes IL-10, TGF-β, and chemokines that attract regulatory T cells and suppress cytotoxic immunity, while also overexpressing PD-L1 factors linked to immune evasion and adverse outcomes [63]. The gene discussed is CD274; the disease is classic Hodgkin lymphoma.