COL4A1 expression was also significantly correlated with the expression levels of T cell exhaustion marker genes such as PDCD1, CTLA4, LAG3, and HAVCR2 in all the four tumor types with only two exceptions (CTLA4 in SKCM and LAG3 in STAD) (Table S2). Here, PDCD1 is linked to neoplasm.