Using a multi-algorithm bioinformatics pipeline combining LASSO, SVM-RFE, and WGCNA, we identified MUC5B as a central gene highly correlated with LUAD samples harboring lymph node metastasis. This evidence concerns the gene MUC5B and metastatic malignant neoplasm in the lymph nodes.