Integrated Molecular Characterization of Testicular Germ Cell Tumors

Summary: 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,...

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Main Authors: Hui Shen, Juliann Shih, Daniel P. Hollern, Linghua Wang, Reanne Bowlby, Satish K. Tickoo, Vésteinn Thorsson, Andrew J. Mungall, Yulia Newton, Apurva M. Hegde, Joshua Armenia, Francisco Sánchez-Vega, John Pluta, Louise C. Pyle, Rohit Mehra, Victor E. Reuter, Guilherme Godoy, Jeffrey Jones, Carl S. Shelley, Darren R. Feldman, Daniel O. Vidal, Davor Lessel, Tomislav Kulis, Flavio M. Cárcano, Kristen M. Leraas, Tara M. Lichtenberg, Denise Brooks, Andrew D. Cherniack, Juok Cho, David I. Heiman, Katayoon Kasaian, Minwei Liu, Michael S. Noble, Liu Xi, Hailei Zhang, Wanding Zhou, Jean C. ZenKlusen, Carolyn M. Hutter, Ina Felau, Jiashan Zhang, Nikolaus Schultz, Gad Getz, Matthew Meyerson, Joshua M. Stuart, Rehan Akbani, David A. Wheeler, Peter W. Laird, Katherine L. Nathanson, Victoria K. Cortessis, Katherine A. Hoadley, David Wheeler, Daniel Hughes, Kyle Covington, Joy C. Jayaseelan, Viktoriya Korchina, Lora Lewis, Jianhong Hu, HarshaVardhan Doddapaneni, Donna Muzny, Richard Gibbs, Daniel Hollern, Benjamin G. Vincent, Shengjie Chai, Christof C. Smith, J. Todd Auman, Yan Shi, Shaowu Meng, Tara Skelly, Donghui Tan, Umadevi Veluvolu, Piotr A. Mieczkowski, Corbin D. Jones, Matthew D. Wilkerson, Saianand Balu, Tom Bodenheimer, Alan P. Hoyle, Stuart R. Jefferys, Lisle E. Mose, Janae V. Simons, Matthew G. Soloway, Jeffrey Roach, Joel S. Parker, D. Neil Hayes, Charles M. Perou, Gordon Saksena, Carrie Cibulskis, Steven E. Schumacher, Rameen Beroukhim, Stacey B. Gabriel, Adrian Ally, Miruna Balasundaram, Rebecca Carlsen, Dorothy Cheung, Eric Chuah, Noreen Dhalla, Robert A. Holt, Steven J.M. Jones, Yussanne Ma, Michael Mayo, Richard A. Moore, A. Gordon Robertson, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Tina Wong, Marco A. Marra, Daniel J. Weisenberger, David J. Van Den Berg, Phillip H. Lai, Mario Berrios, Andrea Holbrook, Moiz S. Bootwalla, Dennis T. Maglinte, Debyani Chakravarty, Jianjiong Gao, Zachary Heins, Ritika Kundra, Angelica Ochoa, Chris Sander, Marc Ladanyi, Vesteinn Thorsson, Amie J. Radenbaugh, Nils Gehlenborg, Doug Voet, Pei Lin, Scott Frazer, Jaegil Kim, Michael S. Lawrence, Sam Meier, Timothy Defreitas, Lynda Chin, John N. Weinstein, Wenbin Liu, Gordon B. Mills, Yiling Lu, Leendert Looijenga, Alan H. Bryce, André L. Carvalho, Darren Feldman, Michael Ittmann, Seth Lerner, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Carmen Helsel, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Sandra Cottingham, David Chesla, Charles Saller, Katherine Tarvin, Luiz Fernando Lopes, Cristovam Scapulatempo-Neto, Natália D.A. Aredes, Wolter Oosterhuis, Ad Gillis, Hans Stoop, Wil Eijkenboom, George Sandusky, Sue Ellen Martin, Manju Aron, Siamak Daneshmand, Hooman Djaladat, David Quinn, Tanya Dorff, Jochen K. Lennerz, Leigh B. Thorne, Marija Gamulin, Zeljko Kastelan, Tvrtko Hudolin, Christian Kubisch, Lori Boice, Mei Huang, Amy H. Perou, W. Kimryn Rathmell, Todd Pihl, Yunhu Wan, Qiang Sun, Rashi Naresh, Sudha Chudamani, Jia Liu, Laxmi Lolla, Ye Wu, Martin L. Ferguson, Jean C. Zenklusen, Jiashan (Julia) Zhang, Margi Sheth, John A. Demchok, Liming Yang, Zhining Wang, Roy Tarnuzzer, Heidi J. Sofia, Tanja M. Davidsen
Format: Article
Language:English
Published: Elsevier 2018-06-01
Series:Cell Reports
Online Access:http://www.sciencedirect.com/science/article/pii/S221112471830785X
_version_ 1829117407733481472
author Hui Shen
Juliann Shih
Daniel P. Hollern
Linghua Wang
Reanne Bowlby
Satish K. Tickoo
Vésteinn Thorsson
Andrew J. Mungall
Yulia Newton
Apurva M. Hegde
Joshua Armenia
Francisco Sánchez-Vega
John Pluta
Louise C. Pyle
Rohit Mehra
Victor E. Reuter
Guilherme Godoy
Jeffrey Jones
Carl S. Shelley
Darren R. Feldman
Daniel O. Vidal
Davor Lessel
Tomislav Kulis
Flavio M. Cárcano
Kristen M. Leraas
Tara M. Lichtenberg
Denise Brooks
Andrew D. Cherniack
Juok Cho
David I. Heiman
Katayoon Kasaian
Minwei Liu
Michael S. Noble
Liu Xi
Hailei Zhang
Wanding Zhou
Jean C. ZenKlusen
Carolyn M. Hutter
Ina Felau
Jiashan Zhang
Nikolaus Schultz
Gad Getz
Matthew Meyerson
Joshua M. Stuart
Rehan Akbani
David A. Wheeler
Peter W. Laird
Katherine L. Nathanson
Victoria K. Cortessis
Katherine A. Hoadley
Linghua Wang
Liu Xi
David Wheeler
Daniel Hughes
Kyle Covington
Joy C. Jayaseelan
Viktoriya Korchina
Lora Lewis
Jianhong Hu
HarshaVardhan Doddapaneni
Donna Muzny
Richard Gibbs
Katherine A. Hoadley
Daniel Hollern
Benjamin G. Vincent
Shengjie Chai
Christof C. Smith
J. Todd Auman
Yan Shi
Shaowu Meng
Tara Skelly
Donghui Tan
Umadevi Veluvolu
Piotr A. Mieczkowski
Corbin D. Jones
Matthew D. Wilkerson
Saianand Balu
Tom Bodenheimer
Alan P. Hoyle
Stuart R. Jefferys
Lisle E. Mose
Janae V. Simons
Matthew G. Soloway
Jeffrey Roach
Joel S. Parker
D. Neil Hayes
Charles M. Perou
Juliann Shih
Andrew D. Cherniack
Matthew Meyerson
Gordon Saksena
Carrie Cibulskis
Steven E. Schumacher
Rameen Beroukhim
Stacey B. Gabriel
Reanne Bowlby
Andrew J. Mungall
Denise Brooks
Katayoon Kasaian
Adrian Ally
Miruna Balasundaram
Rebecca Carlsen
Dorothy Cheung
Eric Chuah
Noreen Dhalla
Robert A. Holt
Steven J.M. Jones
Yussanne Ma
Michael Mayo
Richard A. Moore
A. Gordon Robertson
Jacqueline E. Schein
Payal Sipahimalani
Angela Tam
Nina Thiessen
Tina Wong
Marco A. Marra
Hui Shen
Wanding Zhou
Peter W. Laird
Daniel J. Weisenberger
David J. Van Den Berg
Phillip H. Lai
Mario Berrios
Andrea Holbrook
Moiz S. Bootwalla
Dennis T. Maglinte
Joshua Armenia
Francisco Sánchez-Vega
Nikolaus Schultz
Debyani Chakravarty
Jianjiong Gao
Zachary Heins
Ritika Kundra
Angelica Ochoa
Minwei Liu
Chris Sander
Marc Ladanyi
Vesteinn Thorsson
Amie J. Radenbaugh
Yulia Newton
Joshua M. Stuart
Juok Cho
David I. Heiman
Michael S. Noble
Hailei Zhang
Gad Getz
Nils Gehlenborg
Gordon Saksena
Doug Voet
Pei Lin
Scott Frazer
Jaegil Kim
Michael S. Lawrence
Sam Meier
Timothy Defreitas
Lynda Chin
Apurva M. Hegde
Rehan Akbani
John N. Weinstein
Wenbin Liu
Gordon B. Mills
Yiling Lu
Louise C. Pyle
John Pluta
Katherine L. Nathanson
Satish K. Tickoo
Victor E. Reuter
Rohit Mehra
Leendert Looijenga
Alan H. Bryce
Flavio M. Cárcano
André L. Carvalho
Victoria K. Cortessis
Darren Feldman
Guilherme Godoy
Michael Ittmann
Jeffrey Jones
Tomislav Kulis
Seth Lerner
Davor Lessel
Katherine L. Nathanson
Carl S. Shelley
Daniel O. Vidal
Kristen M. Leraas
Tara M. Lichtenberg
Jay Bowen
Julie M. Gastier-Foster
Mark Gerken
Carmen Helsel
Nilsa C. Ramirez
Lisa Wise
Erik Zmuda
Sandra Cottingham
David Chesla
Charles Saller
Katherine Tarvin
Luiz Fernando Lopes
Cristovam Scapulatempo-Neto
Natália D.A. Aredes
Wolter Oosterhuis
Ad Gillis
Hans Stoop
Wil Eijkenboom
George Sandusky
Sue Ellen Martin
Manju Aron
Siamak Daneshmand
Hooman Djaladat
David Quinn
Tanya Dorff
Jochen K. Lennerz
Leigh B. Thorne
Marija Gamulin
Zeljko Kastelan
Tvrtko Hudolin
Christian Kubisch
Lori Boice
Mei Huang
Amy H. Perou
W. Kimryn Rathmell
Todd Pihl
Yunhu Wan
Qiang Sun
Rashi Naresh
Sudha Chudamani
Jia Liu
Laxmi Lolla
Ye Wu
Martin L. Ferguson
Jean C. Zenklusen
Ina Felau
Jiashan (Julia) Zhang
Margi Sheth
John A. Demchok
Liming Yang
Zhining Wang
Roy Tarnuzzer
Carolyn M. Hutter
Heidi J. Sofia
Tanja M. Davidsen
author_facet Hui Shen
Juliann Shih
Daniel P. Hollern
Linghua Wang
Reanne Bowlby
Satish K. Tickoo
Vésteinn Thorsson
Andrew J. Mungall
Yulia Newton
Apurva M. Hegde
Joshua Armenia
Francisco Sánchez-Vega
John Pluta
Louise C. Pyle
Rohit Mehra
Victor E. Reuter
Guilherme Godoy
Jeffrey Jones
Carl S. Shelley
Darren R. Feldman
Daniel O. Vidal
Davor Lessel
Tomislav Kulis
Flavio M. Cárcano
Kristen M. Leraas
Tara M. Lichtenberg
Denise Brooks
Andrew D. Cherniack
Juok Cho
David I. Heiman
Katayoon Kasaian
Minwei Liu
Michael S. Noble
Liu Xi
Hailei Zhang
Wanding Zhou
Jean C. ZenKlusen
Carolyn M. Hutter
Ina Felau
Jiashan Zhang
Nikolaus Schultz
Gad Getz
Matthew Meyerson
Joshua M. Stuart
Rehan Akbani
David A. Wheeler
Peter W. Laird
Katherine L. Nathanson
Victoria K. Cortessis
Katherine A. Hoadley
Linghua Wang
Liu Xi
David Wheeler
Daniel Hughes
Kyle Covington
Joy C. Jayaseelan
Viktoriya Korchina
Lora Lewis
Jianhong Hu
HarshaVardhan Doddapaneni
Donna Muzny
Richard Gibbs
Katherine A. Hoadley
Daniel Hollern
Benjamin G. Vincent
Shengjie Chai
Christof C. Smith
J. Todd Auman
Yan Shi
Shaowu Meng
Tara Skelly
Donghui Tan
Umadevi Veluvolu
Piotr A. Mieczkowski
Corbin D. Jones
Matthew D. Wilkerson
Saianand Balu
Tom Bodenheimer
Alan P. Hoyle
Stuart R. Jefferys
Lisle E. Mose
Janae V. Simons
Matthew G. Soloway
Jeffrey Roach
Joel S. Parker
D. Neil Hayes
Charles M. Perou
Juliann Shih
Andrew D. Cherniack
Matthew Meyerson
Gordon Saksena
Carrie Cibulskis
Steven E. Schumacher
Rameen Beroukhim
Stacey B. Gabriel
Reanne Bowlby
Andrew J. Mungall
Denise Brooks
Katayoon Kasaian
Adrian Ally
Miruna Balasundaram
Rebecca Carlsen
Dorothy Cheung
Eric Chuah
Noreen Dhalla
Robert A. Holt
Steven J.M. Jones
Yussanne Ma
Michael Mayo
Richard A. Moore
A. Gordon Robertson
Jacqueline E. Schein
Payal Sipahimalani
Angela Tam
Nina Thiessen
Tina Wong
Marco A. Marra
Hui Shen
Wanding Zhou
Peter W. Laird
Daniel J. Weisenberger
David J. Van Den Berg
Phillip H. Lai
Mario Berrios
Andrea Holbrook
Moiz S. Bootwalla
Dennis T. Maglinte
Joshua Armenia
Francisco Sánchez-Vega
Nikolaus Schultz
Debyani Chakravarty
Jianjiong Gao
Zachary Heins
Ritika Kundra
Angelica Ochoa
Minwei Liu
Chris Sander
Marc Ladanyi
Vesteinn Thorsson
Amie J. Radenbaugh
Yulia Newton
Joshua M. Stuart
Juok Cho
David I. Heiman
Michael S. Noble
Hailei Zhang
Gad Getz
Nils Gehlenborg
Gordon Saksena
Doug Voet
Pei Lin
Scott Frazer
Jaegil Kim
Michael S. Lawrence
Sam Meier
Timothy Defreitas
Lynda Chin
Apurva M. Hegde
Rehan Akbani
John N. Weinstein
Wenbin Liu
Gordon B. Mills
Yiling Lu
Louise C. Pyle
John Pluta
Katherine L. Nathanson
Satish K. Tickoo
Victor E. Reuter
Rohit Mehra
Leendert Looijenga
Alan H. Bryce
Flavio M. Cárcano
André L. Carvalho
Victoria K. Cortessis
Darren Feldman
Guilherme Godoy
Michael Ittmann
Jeffrey Jones
Tomislav Kulis
Seth Lerner
Davor Lessel
Katherine L. Nathanson
Carl S. Shelley
Daniel O. Vidal
Kristen M. Leraas
Tara M. Lichtenberg
Jay Bowen
Julie M. Gastier-Foster
Mark Gerken
Carmen Helsel
Nilsa C. Ramirez
Lisa Wise
Erik Zmuda
Sandra Cottingham
David Chesla
Charles Saller
Katherine Tarvin
Luiz Fernando Lopes
Cristovam Scapulatempo-Neto
Natália D.A. Aredes
Wolter Oosterhuis
Ad Gillis
Hans Stoop
Wil Eijkenboom
George Sandusky
Sue Ellen Martin
Manju Aron
Siamak Daneshmand
Hooman Djaladat
David Quinn
Tanya Dorff
Jochen K. Lennerz
Leigh B. Thorne
Marija Gamulin
Zeljko Kastelan
Tvrtko Hudolin
Christian Kubisch
Lori Boice
Mei Huang
Amy H. Perou
W. Kimryn Rathmell
Todd Pihl
Yunhu Wan
Qiang Sun
Rashi Naresh
Sudha Chudamani
Jia Liu
Laxmi Lolla
Ye Wu
Martin L. Ferguson
Jean C. Zenklusen
Ina Felau
Jiashan (Julia) Zhang
Margi Sheth
John A. Demchok
Liming Yang
Zhining Wang
Roy Tarnuzzer
Carolyn M. Hutter
Heidi J. Sofia
Tanja M. Davidsen
author_sort Hui Shen
collection DOAJ
description Summary: 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. : Shen et al. identify molecular characteristics that classify testicular germ cell tumor types, including a separate subset of seminomas defined by KIT mutations. This provides a set of candidate biomarkers for risk stratification and potential therapeutic targeting. Keywords: The Cancer Genome Atlas, testicular germ cell tumors, seminoma, nonseminoma, DNA methylation, exome sequencing, KIT, copy number, miR-375
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spelling doaj.art-c533a0bc874e45efaf5d8d51735687422022-12-22T00:04:20ZengElsevierCell Reports2211-12472018-06-01231133923406Integrated Molecular Characterization of Testicular Germ Cell TumorsHui Shen0Juliann Shih1Daniel P. Hollern2Linghua Wang3Reanne Bowlby4Satish K. Tickoo5Vésteinn Thorsson6Andrew J. Mungall7Yulia Newton8Apurva M. Hegde9Joshua Armenia10Francisco Sánchez-Vega11John Pluta12Louise C. Pyle13Rohit Mehra14Victor E. Reuter15Guilherme Godoy16Jeffrey Jones17Carl S. Shelley18Darren R. Feldman19Daniel O. Vidal20Davor Lessel21Tomislav Kulis22Flavio M. Cárcano23Kristen M. Leraas24Tara M. Lichtenberg25Denise Brooks26Andrew D. Cherniack27Juok Cho28David I. Heiman29Katayoon Kasaian30Minwei Liu31Michael S. Noble32Liu Xi33Hailei Zhang34Wanding Zhou35Jean C. ZenKlusen36Carolyn M. Hutter37Ina Felau38Jiashan Zhang39Nikolaus Schultz40Gad Getz41Matthew Meyerson42Joshua M. Stuart43Rehan Akbani44David A. Wheeler45Peter W. Laird46Katherine L. Nathanson47Victoria K. Cortessis48Katherine A. Hoadley49Linghua WangLiu XiDavid WheelerDaniel HughesKyle CovingtonJoy C. JayaseelanViktoriya KorchinaLora LewisJianhong HuHarshaVardhan DoddapaneniDonna MuznyRichard GibbsKatherine A. HoadleyDaniel HollernBenjamin G. VincentShengjie ChaiChristof C. SmithJ. Todd AumanYan ShiShaowu MengTara SkellyDonghui TanUmadevi VeluvoluPiotr A. MieczkowskiCorbin D. JonesMatthew D. WilkersonSaianand BaluTom BodenheimerAlan P. HoyleStuart R. JefferysLisle E. MoseJanae V. SimonsMatthew G. SolowayJeffrey RoachJoel S. ParkerD. Neil HayesCharles M. PerouJuliann ShihAndrew D. CherniackMatthew MeyersonGordon SaksenaCarrie CibulskisSteven E. SchumacherRameen BeroukhimStacey B. GabrielReanne BowlbyAndrew J. MungallDenise BrooksKatayoon KasaianAdrian AllyMiruna BalasundaramRebecca CarlsenDorothy CheungEric ChuahNoreen DhallaRobert A. HoltSteven J.M. JonesYussanne MaMichael MayoRichard A. MooreA. Gordon RobertsonJacqueline E. ScheinPayal SipahimalaniAngela TamNina ThiessenTina WongMarco A. MarraHui ShenWanding ZhouPeter W. LairdDaniel J. WeisenbergerDavid J. Van Den BergPhillip H. LaiMario BerriosAndrea HolbrookMoiz S. BootwallaDennis T. MaglinteJoshua ArmeniaFrancisco Sánchez-VegaNikolaus SchultzDebyani ChakravartyJianjiong GaoZachary HeinsRitika KundraAngelica OchoaMinwei LiuChris SanderMarc LadanyiVesteinn ThorssonAmie J. RadenbaughYulia NewtonJoshua M. StuartJuok ChoDavid I. HeimanMichael S. NobleHailei ZhangGad GetzNils GehlenborgGordon SaksenaDoug VoetPei LinScott FrazerJaegil KimMichael S. LawrenceSam MeierTimothy DefreitasLynda ChinApurva M. HegdeRehan AkbaniJohn N. WeinsteinWenbin LiuGordon B. MillsYiling LuLouise C. PyleJohn PlutaKatherine L. NathansonSatish K. TickooVictor E. ReuterRohit MehraLeendert LooijengaAlan H. BryceFlavio M. CárcanoAndré L. CarvalhoVictoria K. CortessisDarren FeldmanGuilherme GodoyMichael IttmannJeffrey JonesTomislav KulisSeth LernerDavor LesselKatherine L. NathansonCarl S. ShelleyDaniel O. VidalKristen M. LeraasTara M. LichtenbergJay BowenJulie M. Gastier-FosterMark GerkenCarmen HelselNilsa C. RamirezLisa WiseErik ZmudaSandra CottinghamDavid CheslaCharles SallerKatherine TarvinLuiz Fernando LopesCristovam Scapulatempo-NetoNatália D.A. AredesWolter OosterhuisAd GillisHans StoopWil EijkenboomGeorge SanduskySue Ellen MartinManju AronSiamak DaneshmandHooman DjaladatDavid QuinnTanya DorffJochen K. LennerzLeigh B. ThorneMarija GamulinZeljko KastelanTvrtko HudolinChristian KubischLori BoiceMei HuangAmy H. PerouW. Kimryn RathmellTodd PihlYunhu WanQiang SunRashi NareshSudha ChudamaniJia LiuLaxmi LollaYe WuMartin L. FergusonJean C. ZenklusenIna FelauJiashan (Julia) ZhangMargi ShethJohn A. DemchokLiming YangZhining WangRoy TarnuzzerCarolyn M. HutterHeidi J. SofiaTanja M. DavidsenVan Andel Research Institute, Grand Rapids, MI 49503, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Tufts University School of Medicine, 136 Harrison Avenue, Boston, MA 02111, USADepartment of Genetics, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USAHuman Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA; Department of Genomic Medicine, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USACanada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, CanadaDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USAInstitute for Systems Biology, Seattle, WA 98109, USACanada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, CanadaDepartment of Biomolecular Engineering and Center for Biomolecular Science and Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USADepartment of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USACenter for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USACenter for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USADivision of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19105, USADivision of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19105, USA; Division of Genetics and Metabolism, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USAUniversity of Michigan Hospital and Health Systems, 2G332 UH, 1500 East Medical Center Drive, Ann Arbor, MI 48109, USADepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USAScott Department of Urology, Baylor College of Medicine, Houston, TX 77030, USAScott Department of Urology, Baylor College of Medicine, Houston, TX 77030, USAUniversity of Wisconsin School of Medicine and Public Health, Madison, WI 53726, USAGenitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USAMolecular Oncology Research Center, Barretos Cancer Hospital, Rua Antenor Duarte Villela, 1331, Barretos, Sao Paolo-SP, 14784-400, BrazilInstitute of Human Genetics, University of Ulm, 89081 Ulm, Germany; Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, GermanyDepartment of Urology, University Hospital Center Zagreb, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaDepartment of Clinical Oncology, Barretos Cancer Hospital, Rua Antenor Duarte Villela, 1331, Barretos, Sao Paolo-SP, 14784-400, BrazilThe Research Institute at Nationwide Children’s Hospital, Columbus, OH 43205, USAThe Research Institute at Nationwide Children’s Hospital, Columbus, OH 43205, USACanada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, CanadaThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USACanada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, CanadaComputational Biology Center, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USAHuman Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USAVan Andel Research Institute, Grand Rapids, MI 49503, USANational Cancer Institute, NIH, Bethesda, MD 20892, USANational Human Genome Research Institute, NIH, Bethesda, MD 20892, USANational Cancer Institute, NIH, Bethesda, MD 20892, USANational Cancer Institute, NIH, Bethesda, MD 20892, USACenter for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Massachusetts General Hospital Cancer Center and Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USAThe Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USADepartment of Biomolecular Engineering and Center for Biomolecular Science and Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USADepartment of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USAHuman Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USAVan Andel Research Institute, Grand Rapids, MI 49503, USADivision of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19105, USA; Abramson Cancer Center, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USADepartments of Preventive Medicine and Obstetrics and Gynecology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; Corresponding authorDepartment of Genetics, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Corresponding authorSummary: 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. : Shen et al. identify molecular characteristics that classify testicular germ cell tumor types, including a separate subset of seminomas defined by KIT mutations. This provides a set of candidate biomarkers for risk stratification and potential therapeutic targeting. Keywords: The Cancer Genome Atlas, testicular germ cell tumors, seminoma, nonseminoma, DNA methylation, exome sequencing, KIT, copy number, miR-375http://www.sciencedirect.com/science/article/pii/S221112471830785X
spellingShingle Hui Shen
Juliann Shih
Daniel P. Hollern
Linghua Wang
Reanne Bowlby
Satish K. Tickoo
Vésteinn Thorsson
Andrew J. Mungall
Yulia Newton
Apurva M. Hegde
Joshua Armenia
Francisco Sánchez-Vega
John Pluta
Louise C. Pyle
Rohit Mehra
Victor E. Reuter
Guilherme Godoy
Jeffrey Jones
Carl S. Shelley
Darren R. Feldman
Daniel O. Vidal
Davor Lessel
Tomislav Kulis
Flavio M. Cárcano
Kristen M. Leraas
Tara M. Lichtenberg
Denise Brooks
Andrew D. Cherniack
Juok Cho
David I. Heiman
Katayoon Kasaian
Minwei Liu
Michael S. Noble
Liu Xi
Hailei Zhang
Wanding Zhou
Jean C. ZenKlusen
Carolyn M. Hutter
Ina Felau
Jiashan Zhang
Nikolaus Schultz
Gad Getz
Matthew Meyerson
Joshua M. Stuart
Rehan Akbani
David A. Wheeler
Peter W. Laird
Katherine L. Nathanson
Victoria K. Cortessis
Katherine A. Hoadley
Linghua Wang
Liu Xi
David Wheeler
Daniel Hughes
Kyle Covington
Joy C. Jayaseelan
Viktoriya Korchina
Lora Lewis
Jianhong Hu
HarshaVardhan Doddapaneni
Donna Muzny
Richard Gibbs
Katherine A. Hoadley
Daniel Hollern
Benjamin G. Vincent
Shengjie Chai
Christof C. Smith
J. Todd Auman
Yan Shi
Shaowu Meng
Tara Skelly
Donghui Tan
Umadevi Veluvolu
Piotr A. Mieczkowski
Corbin D. Jones
Matthew D. Wilkerson
Saianand Balu
Tom Bodenheimer
Alan P. Hoyle
Stuart R. Jefferys
Lisle E. Mose
Janae V. Simons
Matthew G. Soloway
Jeffrey Roach
Joel S. Parker
D. Neil Hayes
Charles M. Perou
Juliann Shih
Andrew D. Cherniack
Matthew Meyerson
Gordon Saksena
Carrie Cibulskis
Steven E. Schumacher
Rameen Beroukhim
Stacey B. Gabriel
Reanne Bowlby
Andrew J. Mungall
Denise Brooks
Katayoon Kasaian
Adrian Ally
Miruna Balasundaram
Rebecca Carlsen
Dorothy Cheung
Eric Chuah
Noreen Dhalla
Robert A. Holt
Steven J.M. Jones
Yussanne Ma
Michael Mayo
Richard A. Moore
A. Gordon Robertson
Jacqueline E. Schein
Payal Sipahimalani
Angela Tam
Nina Thiessen
Tina Wong
Marco A. Marra
Hui Shen
Wanding Zhou
Peter W. Laird
Daniel J. Weisenberger
David J. Van Den Berg
Phillip H. Lai
Mario Berrios
Andrea Holbrook
Moiz S. Bootwalla
Dennis T. Maglinte
Joshua Armenia
Francisco Sánchez-Vega
Nikolaus Schultz
Debyani Chakravarty
Jianjiong Gao
Zachary Heins
Ritika Kundra
Angelica Ochoa
Minwei Liu
Chris Sander
Marc Ladanyi
Vesteinn Thorsson
Amie J. Radenbaugh
Yulia Newton
Joshua M. Stuart
Juok Cho
David I. Heiman
Michael S. Noble
Hailei Zhang
Gad Getz
Nils Gehlenborg
Gordon Saksena
Doug Voet
Pei Lin
Scott Frazer
Jaegil Kim
Michael S. Lawrence
Sam Meier
Timothy Defreitas
Lynda Chin
Apurva M. Hegde
Rehan Akbani
John N. Weinstein
Wenbin Liu
Gordon B. Mills
Yiling Lu
Louise C. Pyle
John Pluta
Katherine L. Nathanson
Satish K. Tickoo
Victor E. Reuter
Rohit Mehra
Leendert Looijenga
Alan H. Bryce
Flavio M. Cárcano
André L. Carvalho
Victoria K. Cortessis
Darren Feldman
Guilherme Godoy
Michael Ittmann
Jeffrey Jones
Tomislav Kulis
Seth Lerner
Davor Lessel
Katherine L. Nathanson
Carl S. Shelley
Daniel O. Vidal
Kristen M. Leraas
Tara M. Lichtenberg
Jay Bowen
Julie M. Gastier-Foster
Mark Gerken
Carmen Helsel
Nilsa C. Ramirez
Lisa Wise
Erik Zmuda
Sandra Cottingham
David Chesla
Charles Saller
Katherine Tarvin
Luiz Fernando Lopes
Cristovam Scapulatempo-Neto
Natália D.A. Aredes
Wolter Oosterhuis
Ad Gillis
Hans Stoop
Wil Eijkenboom
George Sandusky
Sue Ellen Martin
Manju Aron
Siamak Daneshmand
Hooman Djaladat
David Quinn
Tanya Dorff
Jochen K. Lennerz
Leigh B. Thorne
Marija Gamulin
Zeljko Kastelan
Tvrtko Hudolin
Christian Kubisch
Lori Boice
Mei Huang
Amy H. Perou
W. Kimryn Rathmell
Todd Pihl
Yunhu Wan
Qiang Sun
Rashi Naresh
Sudha Chudamani
Jia Liu
Laxmi Lolla
Ye Wu
Martin L. Ferguson
Jean C. Zenklusen
Ina Felau
Jiashan (Julia) Zhang
Margi Sheth
John A. Demchok
Liming Yang
Zhining Wang
Roy Tarnuzzer
Carolyn M. Hutter
Heidi J. Sofia
Tanja M. Davidsen
Integrated Molecular Characterization of Testicular Germ Cell Tumors
Cell Reports
title Integrated Molecular Characterization of Testicular Germ Cell Tumors
title_full Integrated Molecular Characterization of Testicular Germ Cell Tumors
title_fullStr Integrated Molecular Characterization of Testicular Germ Cell Tumors
title_full_unstemmed Integrated Molecular Characterization of Testicular Germ Cell Tumors
title_short Integrated Molecular Characterization of Testicular Germ Cell Tumors
title_sort integrated molecular characterization of testicular germ cell tumors
url http://www.sciencedirect.com/science/article/pii/S221112471830785X
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