Other genes overexpressed in Cluster 1 were chemokine and cytokine related genes (CCL15, CCL18, TNF, IL11RA, XCR1), the immune checkpoint protein PD-1 (PDCD1), and cancer-related genes (SSX1 and MAGEA4). Here, TNF is linked to cancer.