Evaluation using ROC curves for core genes indicated that CASP1, NLRP3, AIM2, and NLRP1 demonstrate excellent diagnostic potential for lung adenocarcinoma and may serve as diagnostic markers for the disease. Here, CASP1 is linked to lung adenocarcinoma.