In conclusion, this study represents the first comprehensive utilizing metabolomics, transcriptomics, and Sc-RNA sequencing, to identify unique metabolite-associated gene signature, disrupted histidine metabolism, and pinpoint MAOB as a key gene in GGO-associated lung cancer. Here, MAOB is linked to lung carcinoma.