The identified prognostic genes, particularly GRAMD1A, SPR, EBAG9, RBM47, and RIDA, offer significant potential as both prognostic biomarkers and therapeutic targets for improving personalized treatment in Wilms tumor patients. Here, EBAG9 is linked to Wilms tumor.