Our analysis of PPIH co-expressed genes suggests a significant role in RNA binding, positing that elevated PPIH in tumor tissues and reduced serum levels might be attributable to PPIH’s interaction with circRNA, fostering tumor cell advantages while decreasing PPIH secretion. The gene discussed is PPIH; the disease is neoplasm.