Among these genes, the genes that contributed the most to necroptosis and ICD-related risk models including necroptosis-related gene “HNRNPF” and ICD-related gene “FGF2”, respectively, were selected and performed in vitro experiments to verify the function of lung cancer. Here, HNRNPF is linked to lung cancer.