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 cancer.