Age, tumor type, tumor stage, surgery history, radiotherapy history, diabetes, hypertension, smoking history, alcohol use, body mass index, anti-PD-1 drugs, first-line treatment or not, whether combined with chemotherapy or molecular targeted therapy, LIPI score and other effects on PFS were not statistically significant. Here, PDCD1 is linked to diabetes mellitus.