Our findings revealed that there was a strong association between immune cell expression levels and COL15A1 expression levels in most cancers, including HNSC, KIRP, PRAD, BLCA, BRCA, ESCA, KIRC, COAD, and LGG (Table 1). The gene discussed is COL15A1; the disease is cancer.