Consistent with the corresponding metabolic pathway, MAOB-related molecule exhibited uniform expression patterns across metabolomics, transcriptomics, Sc-RNA sequencing and clinical tissue, acting as a lower level of metabolic substrate, lower mRNA expression of single cell and clinical specimen, and better prognosis in GGO-associated lung cancer. The gene discussed is MAOB; the disease is lung carcinoma.