In addition to these gene markers, our study also identified significantly enriched pathways, including the B cell receptor signaling pathway, JAK STAT signaling pathway, and small cell lung cancer, which are significantly related to the occurrence and development of cancer. Here, SOAT1 is linked to small cell lung carcinoma.