In the TCGA cohort, seminoma was characterized by the highest expression of LHB (luteinizing hormone subunit beta) and SRD5A3. High mRNA levels of genes coding for pituitary gonadotropin subunits CGA and GNRH2 hallmarked mixed germ cell tumors and embryonal carcinomas. This evidence concerns the gene CGA and mixed germ cell tumor.