In addition, after the integration of statistical and biological analysis, ALDOC and LPCs were identified as differential proteins and lipids between the two syndromes of NSCLC patients and statistically and biologically correlated with AUC values greater than 0.8, which could contribute to syndrome differentiation in NSCLC. The gene discussed is ALDOC; the disease is non-small cell lung carcinoma.