SPAG1 and seminoma: According to earlier publications, each histologic subtype has different gene signatures identified by transcriptional profiling: seminomas have overexpressed spermatogenesis-associated genes like PRAME, MAGEA4 and SPAG1 while NSGCTs have overexpressed regulatory genes such as DNMT3B and SOX2 [61, 62].