Through single-cell RNA-seq analyses, we discovered key regulators of stemness in seminoma, including DPPA4 and PSMA7. DPPA4 is a nuclear factor known to play a critical role in maintaining pluripotency by modifying chromatin structure and regulating the transcription of pluripotency-associated genes [38, 39]. This evidence concerns the gene DPPA4 and seminoma.