Therefore, our results indicate that TRAF3IP2-AS1 plays a critical role in tumor progression as a tumor suppressor in NONO-TFE3 tRCC, which highlights a novel regulatory mechanism underlying tumorigenesis and tumor development. Here, NONO is linked to neoplasm.