Collectively, GPNMB exerts context-dependent roles across various tumors—while it drives tumor progression via mechanisms like immunosuppressive niche formation (Table 4), metastatic promotion, and metabolic reprogramming in most cancer types. The gene discussed is GPNMB; the disease is neoplasm.