Conversely, skimmianine-mediated TNF-α suppression reduced cancer progression, yet TNF-α-associated hub proteins (TNF-α, IL2, MMP9) remained positively correlated with immune infiltration, highlighting the dual role of TNF-α in the TME. The gene discussed is TNF; the disease is cancer.