The reason is likely that decreased expression of co-stimulatory molecule (CD28) can suppress anti-tumor response by limiting aggregation of CD4+ T cells, CD8+ T cells and immune system were not activated during disease progression due to no significant difference for HLA and CD38 in each stage. The gene discussed is CD28; the disease is neoplasm.