Intriguingly, ID signatures (ID1, ID2, and ID9) were significantly associated with DNA replication stress exclusively in seminomas (Fig. 3d), consistent with prior reports implicating replication-associated DNA damage in TGCT pathogenesis49. This evidence concerns the gene ID1 and seminoma.