In contrast, neutrophils and CD4+ T cells showed negative correlations, but these associations were not statistically significant, indicating that immune activation rather than suppression predominantly characterizes the high-risk group’s tumor microenvironment. This evidence concerns the gene CD4 and neoplasm.