SPI1 expression was positively and strongly associated with T cell exhaustion markers (LAG3 and PDCD1,), and Treg cell markers (FOXP3 and CCR8) (Table 3), suggesting that high SPI1 expression level inhibits anti-tumor immunity. The gene discussed is PDCD1; the disease is neoplasm.