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Integrated Molecular Characterization of Testicular Germ Cell Tumors

Hui Shen, Juliann Shih, Daniel P. Hollern and 97 more

Cell Reports · 2018 · CC BY

doi:10.1016/j.celrep.2018.05.039

Abstract

We studied 137 primary testicular germ cell tumors (TGCTs) using high-dimensional assays of genomic, epigenomic, transcriptomic, and proteomic features. These tumors exhibited high aneuploidy and a paucity of somatic mutations. Somatic mutation of only three genes achieved significance-KIT, KRAS, and NRAS-exclusively in samples with seminoma components. Integrated analyses identified distinct molecular patterns that characterized the major recognized histologic subtypes of TGCT: seminoma, embryonal carcinoma, yolk sac tumor, and teratoma. Striking differences in global DNA methylation and microRNA expression between histology subtypes highlight a likely role of epigenomic processes in determining histologic fates in TGCTs. We also identified a subset of pure seminomas defined by KIT mutations, increased immune infiltration, globally demethylated DNA, and decreased KRAS copy number. We report potential biomarkers for risk stratification, such as miRNA specifically expressed in teratoma, and others with molecular diagnostic potential, such as CpH (CpA/CpC/CpT) methylation identifying embryonal carcinomas.

References 60

  1. 1.

    Albany C, Hever-Jardine MP, von Herrmann KM, Yim CY, Tam J, Warzecha JM, Shin L, Bock SE, Curran BS, Chaudhry AS, et al. Refractory testicular germ cell tumors are highly sensitive to the second generation DNA methylation inhibitor guadecitabine. Oncotarget. 2017;8:2949-2959.

    Not in our library10.18632/oncotarget.13811

  2. 2.

    Alexandrov LB, Nik-Zainal S, Wedge DC, Aparicio SA, Behjati S, Biankin AV, Bignell GR, Bolli N, Borg A, Børresen-Dale AL, et al. Signatures of mutational processes in human cancer. Nature. 2013;500:415-421.

    Not in our library10.1038/nature12477

  3. 3.

    Almeida LG, Sakabe NJ, deOliveira AR, Silva MC, Mundstein AS, Cohen T, Chen YT, Chua R, Gurung S, Gnjatic S, et al. CTdatabase: a knowledge-base of high-throughput and curated data on cancer-testis antigens. Nucleic Acids Res. 2009;37:D816-D819.

    Not in our library10.1093/nar/gkn673

  4. 4.

    Banks K, Tuazon E, Berhane K, Koh CJ, De Filippo RE, Chang A, Kim SS, Daneshmand S, Davis-Dao C, Lewinger JP, et al. Cryptorchidism and testicular germ cell tumors: comprehensive meta-analysis reveals that association between these conditions diminished over time and is modified by clinical characteristics. Front Endocrinol (Lausanne). 2013;3:182.

    Not in our library10.3389/fendo.2012.00182

  5. 5.

    Brabrand S, Johannessen B, Axcrona U, Kraggerud SM, Berg KG, Bakken AC, Bruun J, Fosså SD, Lothe RA, Lehne G, Skotheim RI. Exome sequencing of bilateral testicular germ cell tumors suggests independent development lineages. Neoplasia. 2015;17:167-174.

    Not in our library10.1016/j.neo.2014.12.005

  6. 6.

    Cardoso HJ, Figueira MI, Correia S, Vaz CV, Socorro S. The SCF/c-KIT system in the male: survival strategies in fertility and cancer. Mol Reprod Dev. 2014;81:1064-1079.

    Not in our library10.1002/mrd.22430

  7. 7.

    Carter SL, Cibulskis K, Helman E, McKenna A, Shen H, Zack T, Laird PW, Onofrio RC, Winckler W, Weir BA, et al. Absolute quantification of somatic DNA alterations in human cancer. Nat Biotechnol. 2012;30:413-421.

    Not in our library10.1038/nbt.2203

  8. 8.
  9. 9.

    Chiappinelli KB, Strissel PL, Desrichard A, Li H, Henke C, Akman B, Hein A, Rote NS, Cope LM, Snyder A, et al. Inhibiting DNA methylation causes an interferon response in cancer via dsRNA including endogenous retroviruses. Cell. 2015;162:974-986.

    Not in our library10.1016/j.cell.2015.07.011

  10. 10.

    Chung CC, Kanetsky PA, Wang Z, Hildebrandt MA, Koster R, Skotheim RI, Kratz CP, Turnbull C, Cortessis VK, Bakken AC, et al. Meta-analysis identifies four new loci associated with testicular germ cell tumor. Nat Genet. 2013;45:680-685.

    Not in our library10.1038/ng.2634

  11. 11.

    Cortessis V, Raghavan D. Epidemiologic insights into the occurrence and causes of testicular cancer. American Cancer Society Atlas of Clinical Oncology: Germ Cell Tumors. 2003.

    Not in our library

  12. 12.

    Court F, Tayama C, Romanelli V, Martin-Trujillo A, Iglesias-Platas I, Okamura K, Sugahara N, Simón C, Moore H, Harness JV, et al. Genome-wide parent-of-origin DNA methylation analysis reveals the intricacies of human imprinting and suggests a germline methylation-independent mechanism of establishment. Genome Res. 2014;24:554-569.

    Not in our library10.1101/gr.164913.113

  13. 13.

    Covington K, Shinbrot E, Wheeler DA. Mutation signatures reveal biological processes in human cancer. bioRxiv. 2016.

    Not in our library10.1101/036541

  14. 14.

    Cutcutache I, Suzuki Y, Tan IB, Ramgopal S, Zhang S, Ramnarayanan K, Gan A, Lee HH, Tay ST, Ooi A, et al. Exome-wide sequencing shows low mutation rates and identifies novel mutated genes in seminomas. Eur Urol. 2015;68:77-83.

    Not in our library10.1016/j.eururo.2014.12.040

  15. 15.

    Daneshmand S, Albers P, Fosså SD, Heidenreich A, Kollmannsberger C, Krege S, Nichols C, Oldenburg J, Wood L. Contemporary management of postchemotherapy testis cancer. Eur Urol. 2012;62:867-876.

    Not in our library10.1016/j.eururo.2012.08.014

  16. 16.

    De Carvalho DD, Sharma S, You JS, Su SF, Taberlay PC, Kelly TK, Yang X, Liang G, Jones PA. DNA methylation screening identifies driver epigenetic events of cancer cell survival. Cancer Cell. 2012;21:655-667.

    Not in our library10.1016/j.ccr.2012.03.045

  17. 17.

    Dieckmann KP, Radtke A, Spiekermann M, Balks T, Matthies C, Becker P, Ruf C, Oing C, Oechsle K, Bokemeyer C, et al. Serum levels of microRNA miR-371a-3p: a sensitive and specific new biomarker for germ cell tumours. Eur Urol. 2017;71:213-220.

    Not in our library10.1016/j.eururo.2016.07.029

  18. 18.

    Feldman DR, Iyer G, Van Alstine L, Patil S, Al-Ahmadie H, Reuter VE, Bosl GJ, Chaganti RS, Solit DB. Presence of somatic mutations within PIK3CA, AKT, RAS, and FGFR3 but not BRAF in cisplatin-resistant germ cell tumors. Clin Cancer Res. 2014;20:3712-3720.

    Not in our library10.1158/1078-0432.ccr-13-2868

  19. 19.

    Fernández-Cabezudo MJ, Faour I, Jones K, Champagne DP, Jaloudi MA, Mohamed YA, Bashir G, Almarzooqi S, Albawardi A, Hashim MJ, et al. Deficiency of mitochondrial modulator MCJ promotes chemoresistance in breast cancer. JCI Insight. 2016;1:e86873.

    Not in our library10.1172/jci.insight.86873

  20. 20.

    Fosså SD, Chen J, Schonfeld SJ, McGlynn KA, McMaster ML, Gail MH, Travis LB. Risk of contralateral testicular cancer: a population-based study of 29,515 U.S. men. J Natl Cancer Inst. 2005;97:1056-1066.

    Not in our library10.1093/jnci/dji185

  21. 21.

    Frigyesi A, Gisselsson D, Hansen GB, Soller M, Mitelman F, Höglund M. A model for karyotypic evolution in testicular germ cell tumors. Genes Chromosomes Cancer. 2004;40:172-178.

    Not in our library10.1002/gcc.20032

  22. 22.

    Geurts van Kessel A, van Drunen E, de Jong B, Oosterhuis JW, Langeveld A, Mulder MP. Chromosome 12q heterozygosity is retained in i(12p)-positive testicular germ cell tumor cells. Cancer Genet Cytogenet. 1989;40:129-134.

    Not in our library10.1016/0165-4608(89)90154-4

  23. 23.

    Gilbert DC, Al-Saadi R, Thway K, Chandler I, Berney D, Gabe R, Stenning SP, Sweet J, Huddart R, Shipley JM. Defining a new prognostic index for stage I nonseminomatous germ cell tumors using CXCL12 expression and proportion of embryonal carcinoma. Clin Cancer Res. 2016;22:1265-1273.

    Not in our library10.1158/1078-0432.ccr-15-1186

  24. 24.

    Gimenez J, Montgiraud C, Pichon JP, Bonnaud B, Arsac M, Ruel K, Bouton O, Mallet F. Custom human endogenous retroviruses dedicated microarray identifies self-induced HERV-W family elements reactivated in testicular cancer upon methylation control. Nucleic Acids Res. 2010;38:2229-2246.

    Not in our library10.1093/nar/gkp1214

  25. 25.

    Gits CM, van Kuijk PF, Jonkers MB, Boersma AW, van Ijcken WF, Wozniak A, Sciot R, Rutkowski P, Schöffski P, Taguchi T, et al. MiR-17-92 and miR-221/222 cluster members target KIT and ETV1 in human gastrointestinal stromal tumours. Br J Cancer. 2013;109:1625-1635.

    Not in our library10.1038/bjc.2013.483

  26. 26.

    Honecker F, Stoop H, Mayer F, Bokemeyer C, Castrillon DH, Lau YF, Looijenga LH, Oosterhuis JW. Germ cell lineage differentiation in non-seminomatous germ cell tumours. J Pathol. 2006;208:395-400.

    Not in our library10.1002/path.1872

  27. 27.

    Honorio S, Agathanggelou A, Wernert N, Rothe M, Maher ER, Latif F. Frequent epigenetic inactivation of the RASSF1A tumour suppressor gene in testicular tumours and distinct methylation profiles of seminoma and nonseminoma testicular germ cell tumours. Oncogene. 2003;22:461-466.

    Not in our library10.1038/sj.onc.1206119

  28. 28.

    Hvarness T, Nielsen JE, Almstrup K, Skakkebaek NE, Rajpert-De Meyts E, Claesson MH. Phenotypic characterisation of immune cell infiltrates in testicular germ cell neoplasia. J Reprod Immunol. 2013;100:135-145.

    Not in our library10.1016/j.jri.2013.10.005

  29. 29.

    Jørgensen N, Müller J, Giwercman A, Visfeldt J, Møller H, Skakkebaek NE. DNA content and expression of tumour markers in germ cells adjacent to germ cell tumours in childhood: probably a different origin for infantile and adolescent germ cell tumours. J Pathol. 1995;176:269-278.

    Not in our library10.1002/path.1711760309

  30. 30.

    Kanetsky PA, Mitra N, Vardhanabhuti S, Li M, Vaughn DJ, Letrero R, Ciosek SL, Doody DR, Smith LM, Weaver J, et al. Common variation in KITLG and at 5q31.3 predisposes to testicular germ cell cancer. Nat Genet. 2009;41:811-815.

    Not in our library10.1038/ng.393

  31. 31.

    Koul S, Houldsworth J, Mansukhani MM, Donadio A, McKiernan JM, Reuter VE, Bosl GJ, Chaganti RS, Murty VV. Characteristic promoter hypermethylation signatures in male germ cell tumors. Mol Cancer. 2002;1:8.

    Not in our library10.1186/1476-4598-1-8

  32. 32.

    Lawrence MS, Stojanov P, Mermel CH, Robinson JT, Garraway LA, Golub TR, Meyerson M, Gabriel SB, Lander ES, Getz G. Discovery and saturation analysis of cancer genes across 21 tumour types. Nature. 2014;505:495-501.

    Not in our library10.1038/nature12912

  33. 33.

    Lister R, Pelizzola M, Dowen RH, Hawkins RD, Hon G, Tonti-Filippini J, Nery JR, Lee L, Ye Z, Ngo QM, et al. Human DNA methylomes at base resolution show widespread epigenomic differences. Nature. 2009;462:315-322.

    Not in our library10.1038/nature08514

  34. 34.
  35. 35.

    Litchfield K, Levy M, Huddart RA, Shipley J, Turnbull C. The genomic landscape of testicular germ cell tumours: from susceptibility to treatment. Nat Rev Urol. 2016;13:409-419.

    Not in our library10.1038/nrurol.2016.107

  36. 36.

    Martinelli CMDS, Lengert AVH, Cárcano FM, Silva ECA, Brait M, Lopes LF, Vidal DO. MGMT and CALCA promoter methylation are associated with poor prognosis in testicular germ cell tumor patients. Oncotarget. 2016;8:50608-50617.

    Not in our library10.18632/oncotarget.11167

  37. 37.

    McIntyre A, Summersgill B, Jafer O, Rodriguez S, Zafarana G, Oosterhuis JW, Gillis AJ, Looijenga L, Cooper C, Huddart R, et al. Defining minimum genomic regions of imbalance involved in testicular germ cell tumors of adolescents and adults through genome wide microarray analysis of cDNA clones. Oncogene. 2004;23:9142-9147.

    Not in our library10.1038/sj.onc.1208115

  38. 38.

    McIntyre A, Summersgill B, Grygalewicz B, Gillis AJ, Stoop J, van Gurp RJ, Dennis N, Fisher C, Huddart R, Cooper C, et al. Amplification and overexpression of the KIT gene is associated with progression in the seminoma subtype of testicular germ cell tumors of adolescents and adults. Cancer Res. 2005;65:8085-8089.

    Not in our library10.1158/0008-5472.can-05-0471

  39. 39.

    Moch H, Cubilla AL, Humphrey PA, Reuter VE, Ulbright TM. The 2016 WHO Classification of Tumours of the Urinary System and Male Genital Organs-Part A: Renal, Penile, and Testicular Tumours. Eur Urol. 2016;70:93-105.

    Not in our library10.1016/j.eururo.2016.02.029

  40. 40.

    Mostert M, Rosenberg C, Stoop H, Schuyer M, Timmer A, Oosterhuis W, Looijenga L. Comparative genomic and in situ hybridization of germ cell tumors of the infantile testis. Lab Invest. 2000;80:1055-1064.

    Not in our library10.1038/labinvest.3780110

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