In this study, we utilized the R package rms to integrate data on seven gender-related characteristics, including stage grading, T stage, lymph node metastasis, distant metastasis, smoking status, and TLR7 gene expression level, as well as survival time and survival status. This evidence concerns the gene TLR7 and metastatic malignant neoplasm in the lymph nodes.