UPP1 and central nervous system cancer: Moreover, UPP1 was found to be an effective predictor of mutation patterns, drug response, immunotherapy effectiveness, and immune characteristics.<h4>Conclusions</h4>These findings highlight the power of combining diverse machine learning methods to identify valuable clinical markers involved in glioma pathogenesis.