This pattern indicates that reduced GNG7 expression may contribute to uncontrolled cell proliferation, altered tumor suppressor responses, and metabolic reprogramming—hallmarks of cancer progression and immune evasion. This evidence concerns the gene GNG7 and neoplasm.