The results of tumor purity showed that three cytokines (CCL5, CCL19 and CXCL9) were negatively correlated with tumor purity, which indicated that tumor cells were reduced but immune cells increased in tissues with high expression of these cytokines (Figure 5A). Here, CXCL9 is linked to neoplasm.