We further analyzed the influence of core genes on lung adenocarcinoma prognosis, and survival analysis revealed a significant association between CASP1, NLRP3, NLRP1, and AIM2 and overall survival in patients with lung adenocarcinoma. The gene discussed is CASP1; the disease is lung adenocarcinoma.