In a study involving eleven patients treated with Nivolumab (PD-1 inhibitors), early NSCLC progression was significantly associated with 2-pentanone and tridecane, while butyrate, propionate, lysine, and nicotinic acid were more likely to be related to favorable outcomes [74]. This evidence concerns the gene PDCD1 and non-small cell lung carcinoma.