Notably, strong associations were observed between PPIH expression and lymphocyte populations such as Th1, Th2 (XCELL), and natural killer (NK) cells (EPIC), suggesting a key role for PPIH in shaping the tumor immune microenvironment (TME). The gene discussed is PPIH; the disease is neoplasm.