Abstract
We report a comprehensive analysis of 412 muscle-invasive bladder cancers characterized by multiple TCGA analytical platforms. Fifty-eight genes were significantly mutated, and the overall mutational load was associated with APOBEC-signature mutagenesis. Clustering by mutation signature identified a high-mutation subset with 75% 5-year survival. mRNA expression clustering refined prior clustering analyses and identified a poor-survival “neuronal” subtype in which the majority of tumors lacked small cell or neuroendocrine histology. Clustering by mRNA, long non-coding RNA (lncRNA), and miRNA expression converged to identify subsets with differential epithelial-mesenchymal transition status, carcinoma in situ scores, histologic features, and survival. Our analyses identified 5 expression subtypes that may stratify response to different treatments. A multiplatform analysis of 412 muscle-invasive bladder cancer patients provides insights into mutational profiles with prognostic value and establishes a framework associating distinct tumor subtypes with clinical options.
Original language | English (US) |
---|---|
Pages (from-to) | 540-556.e25 |
Journal | Cell |
Volume | 171 |
Issue number | 3 |
DOIs | |
State | Published - Oct 19 2017 |
Externally published | Yes |
Keywords
- APOBEC mutation
- DNA methylation
- basal mRNA subtype
- lncRNA transcriptome
- luminal mRNA subtype
- microRNA
- muscle-invasive bladder cancer
- neoantigen
- neuronal subtype
- regulon
ASJC Scopus subject areas
- Biochemistry, Genetics and Molecular Biology(all)
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Comprehensive Molecular Characterization of Muscle-Invasive Bladder Cancer. / Robertson, A. Gordon; Kim, Jaegil; Al-Ahmadie, Hikmat et al.
In: Cell, Vol. 171, No. 3, 19.10.2017, p. 540-556.e25.Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - Comprehensive Molecular Characterization of Muscle-Invasive Bladder Cancer
AU - Robertson, A. Gordon
AU - Kim, Jaegil
AU - Al-Ahmadie, Hikmat
AU - Bellmunt, Joaquim
AU - Guo, Guangwu
AU - Cherniack, Andrew D.
AU - Hinoue, Toshinori
AU - Laird, Peter W.
AU - Hoadley, Katherine A.
AU - Akbani, Rehan
AU - Castro, Mauro A.A.
AU - Gibb, Ewan A.
AU - Kanchi, Rupa S.
AU - Gordenin, Dmitry A.
AU - Shukla, Sachet A.
AU - Sanchez-Vega, Francisco
AU - Hansel, Donna E.
AU - Czerniak, Bogdan A.
AU - Reuter, Victor E.
AU - Su, Xiaoping
AU - de Sa Carvalho, Benilton
AU - Chagas, Vinicius S.
AU - Mungall, Karen L.
AU - Sadeghi, Sara
AU - Pedamallu, Chandra Sekhar
AU - Lu, Yiling
AU - Klimczak, Leszek J.
AU - Zhang, Jiexin
AU - Choo, Caleb
AU - Ojesina, Akinyemi I.
AU - Bullman, Susan
AU - Leraas, Kristen M.
AU - Lichtenberg, Tara M.
AU - Wu, Catherine J.
AU - Schultz, Nicholaus
AU - Getz, Gad
AU - Meyerson, Matthew
AU - Mills, Gordon B.
AU - McConkey, David J.
AU - Albert, Monique
AU - Alexopoulou, Iakovina
AU - Ally, Adrian
AU - Antic, Tatjana
AU - Aron, Manju
AU - Balasundaram, Miruna
AU - Bartlett, John
AU - Baylin, Stephen B.
AU - Beaver, Allison
AU - Birol, Inanc
AU - Boice, Lori
AU - Bootwalla, Moiz S.
AU - Bowen, Jay
AU - Bowlby, Reanne
AU - Brooks, Denise
AU - Broom, Bradley M.
AU - Bshara, Wiam
AU - Burks, Eric
AU - Cárcano, Flavio M.
AU - Carlsen, Rebecca
AU - Carvalho, Andre L.
AU - Castle, Eric P.
AU - Castro, Patricia
AU - Catto, James W.
AU - Chesla, David W.
AU - Chuah, Eric
AU - Chudamani, Sudha
AU - Cortessis, Victoria K.
AU - Cottingham, Sandra L.
AU - Crain, Daniel
AU - Curley, Erin
AU - Daneshmand, Siamak
AU - Demchok, John A.
AU - Dhalla, Noreen
AU - Djaladat, Hooman
AU - Eckman, John
AU - Egea, Sophie C.
AU - Engel, Jay
AU - Felau, Ina
AU - Ferguson, Martin L.
AU - Gardner, Johanna
AU - Gastier-Foster, Julie M.
AU - Gerken, Mark
AU - Gomez-Fernandez, Carmen R.
AU - Harr, Jodi
AU - Hartmann, Arndt
AU - Herbert, Lynn M.
AU - Ho, Thai H.
AU - Holt, Robert A.
AU - Hutter, Carolyn M.
AU - Jones, Steven J.M.
AU - Jorda, Merce
AU - Kahnoski, Richard J.
AU - Kasaian, Katayoon
AU - Kwiatkowski, David J.
AU - Lai, Phillip H.
AU - Lane, Brian R.
AU - Lerner, Seth P.
AU - Liu, Jia
AU - Lolla, Laxmi
AU - Lotan, Yair
AU - Lucchesi, Fabiano R.
AU - Ma, Yussanne
AU - Machado, Roberto D.
AU - Maglinte, Dennis T.
AU - Mallery, David
AU - Marra, Marco A.
AU - Martin, Sue E.
AU - Mayo, Michael
AU - Meraney, Anoop
AU - Moinzadeh, Alireza
AU - Moore, Richard A.
AU - Mora Pinero, Edna M.
AU - Morris, Scott
AU - Morrison, Carl
AU - Mungall, Andrew J.
AU - Myers, Jerome B.
AU - Naresh, Rashi
AU - O'Donnell, Peter H.
AU - Parekh, Dipen J.
AU - Parfitt, Jeremy
AU - Paulauskis, Joseph D.
AU - Sekhar Pedamallu, Chandra
AU - Penny, Robert J.
AU - Pihl, Todd
AU - Porten, Sima
AU - Quintero-Aguilo, Mario E.
AU - Ramirez, Nilsa C.
AU - Rathmell, W. Kimryn
AU - Rieger-Christ, Kimberly
AU - Saller, Charles
AU - Salner, Andrew
AU - Sandusky, George
AU - Scapulatempo-Neto, Cristovam
AU - Schein, Jacqueline E.
AU - Schuckman, Anne K.
AU - Shelton, Candace
AU - Shelton, Troy
AU - Simko, Jeff
AU - Singh, Parminder
AU - Sipahimalani, Payal
AU - Smith, Norm D.
AU - Sofia, Heidi J.
AU - Sorcini, Andrea
AU - Stanton, Melissa L.
AU - Steinberg, Gary D.
AU - Stoehr, Robert
AU - Su, Xiaoping
AU - Sullivan, Travis
AU - Sun, Qiang
AU - Tam, Angela
AU - Tarnuzzer, Roy
AU - Tarvin, Katherine
AU - Taubert, Helge
AU - Thiessen, Nina
AU - Thorne, Leigh
AU - Tse, Kane
AU - Tucker, Kelinda
AU - Van Den Berg, David J.
AU - van Kessel, Kim E.
AU - Wach, Sven
AU - Wan, Yunhu
AU - Wang, Zhining
AU - Weinstein, John N.
AU - Weisenberger, Daniel J.
AU - Wise, Lisa
AU - Wong, Tina
AU - Wu, Ye
AU - Yang, Liming
AU - Zach, Leigh Anne
AU - Zenklusen, Jean C.
AU - Zhang, Jiashan (Julia)
AU - Zmuda, Erik
AU - Zwarthoff, Ellen C.
N1 - Funding Information: We are grateful to all of the patients and families who contributed to this study and for the support of the TCGA Program Office and Steering Committee members Neil Hayes and Paul Spellman for their detailed and thoughtful review of the manuscript. We thank the peer reviewers, whose thoughtful and detailed questions, comments, and requests very substantially improved the manuscript. We appreciate the dedication of Ina Felau for her administrative support throughout this project and of Lee Ann Chastain for her invaluable organizational skills in final manuscript preparation. This project has been funded in part with federal funds from the US Department of Health and Human Services and through the NIH, under various contracts (shown below). The content of this publication does not necessarily reflect the views or policies of the Department of Health and Human Services, nor its member agencies, nor does any mention of trade names, commercial products, or organizations imply endorsement by the US Government. NIH/NCI, TCGA grant U24 CA143866 (A.G.R., K.L.M., S.S., C.C., and E.A.G.); NIH/NCI HHSN 261201000021l, HHSN261201000032I, TCGA Project (B.A.C.); NIH/NCI HHSN261200800001E (K.E.L. and T.M.L.); NIH/NCI U24 CA143883 (J.N.W., G.B.M., R.A., and R.K.); NIH/NCI U24 CA143867 (A.D.C. and M.M.); NIH/NCI U24CA210950 (R.A., J.N.W., and G.B.M.), U24CA209851, U01CA168394 (G.B.M. and Y.L.); NIH/NCI U24 CA199461 (J.N.W., B.M.B., and R.A.), CA210949 (J.N.W., R.A., and G.B.M.), CA210950; NIH/NCI P50 CA100632; NIH/NCI 4UL1 TR000371 (J.N.W.); NIH/NCI U24 CA143882 (P.W.L.); NIH/NCI P50 CA91846 (B.A.C., D.J.M., and X.S.); NCI CCSG P30 CA016672 (X.S.) for MD Anderson's Sequencing and Microarray Facility; NIH/NCI P30 CA008748 (H.A.); NIH/NCI P30 CA016672 Bioinformatics Shared Resources (J.N.W. and R.A.); NIH Intramural Research Program Project, Z1AES103266 (D.A.G.); NIH/NCI 1P01CA120964 (D.J.K.); NIH/NCI R01CA178744 (B.A.C.); NIH/NCI R01CA155010 (C.J.W.); NCI PAR-16-025 (S.A.S.); and DoD Lung Cancer Development (LC150174) (J.N.W.). This work was also partially funded by the Partnership for Bladder Cancer Research, Scott Department of Urology, Baylor College of Medicine (S.P.L.); Leukemia and Lymphoma Society Scholar Award (C.J.W.); Mary K. Chapman Foundation (80-107216-19); Michael and Susan Dell Foundation (J.N.W.); National Research Council (CNPq) of Brazil (M.A.A.C.); Pró-Reitoria de Pesquisa / UNICAMP, FAEPEX 2885/16, FAEPEX 2803/16 (B.S.); Federal Agency for Support and Evaluation of Graduate Education (CAPES) of Brazil (V.S.C.). We acknowledge additional TCGA Network funding: U54 HG003273 (R. Gibbs), U54 HG003067 (S. Gabriel), U54 HG003079 (R. Wilson), U24 CA143799 (T. Speed), U24 CA143835 (I. Shmulevich), U24 CA143840 (M. Ladanyi), U24 CA143843 (R Gibbs), U24 CA143845 (G. Getz), U24 CA143848 (D. Hayes), U24 CA143858 (J. Stuart), and U24 CA144025 (R. Kucherlapati). S.P.L. has received investigator-initiated research funding from Endo Pharmaceuticals and support for a clinical trial from FKD and Viventia and is a consultant for UroGen, Vaxiion, Nucleix, and BioCancell. A.D.C., G.G., and M.M. have received research funding from Bayer AG. E.A.G. is now employed by GenomeDx Biosciences. M.M. was previously an equity holder in and consultant for Foundation Medicine. G.B.M. is a member of the scientific advisory board and receives research support from AstraZeneca. D.J.M. has stock options in ApoCell, Inc. J.B. has a paid consultancy with Pfizer, has received advisory board and lecture fees from Merck, has received advisory board fees from Genentech, and has given uncompensated presentations at Genentech. C.J.W. is a cofounder and advisory board member of Neon Therapeutics. Funding Information: We are grateful to all of the patients and families who contributed to this study and for the support of the TCGA Program Office and Steering Committee members Neil Hayes and Paul Spellman for their detailed and thoughtful review of the manuscript. We thank the peer reviewers, whose thoughtful and detailed questions, comments, and requests very substantially improved the manuscript. We appreciate the dedication of Ina Felau for her administrative support throughout this project and of Lee Ann Chastain for her invaluable organizational skills in final manuscript preparation. This project has been funded in part with federal funds from the US Department of Health and Human Services and through the NIH , under various contracts (shown below). The content of this publication does not necessarily reflect the views or policies of the Department of Health and Human Services, nor its member agencies, nor does any mention of trade names, commercial products, or organizations imply endorsement by the US Government. NIH/NCI , TCGA grant U24 CA143866 (A.G.R., K.L.M., S.S., C.C., and E.A.G.); NIH/NCI HHSN 261201000021l , HHSN261201000032I , TCGA Project (B.A.C.); NIH/NCI HHSN261200800001E (K.E.L. and T.M.L.); NIH/NCI U24 CA143883 (J.N.W., G.B.M., R.A., and R.K.); NIH/NCI U24 CA143867 (A.D.C. and M.M.); NIH/NCI U24CA210950 (R.A., J.N.W., and G.B.M.), U24CA209851 , U01CA168394 (G.B.M. and Y.L.); NIH/NCI U24 CA199461 (J.N.W., B.M.B., and R.A.), CA210949 (J.N.W., R.A., and G.B.M.), CA210950 ; NIH/NCI P50 CA100632 ; NIH/NCI 4UL1 TR000371 (J.N.W.); NIH/NCI U24 CA143882 (P.W.L.); NIH/NCI P50 CA91846 (B.A.C., D.J.M., and X.S.); NCI CCSG P30 CA016672 (X.S.) for MD Anderson’s Sequencing and Microarray Facility ; NIH/NCI P30 CA008748 (H.A.); NIH/NCI P30 CA016672 Bioinformatics Shared Resources (J.N.W. and R.A.); NIH Intramural Research Program Project , Z1AES103266 (D.A.G.); NIH/NCI 1P01CA120964 (D.J.K.); NIH/NCI R01CA178744 (B.A.C.); NIH/NCI R01CA155010 (C.J.W.); NCI PAR-16-025 (S.A.S.); and DoD Lung Cancer Development ( LC150174 ) (J.N.W.). This work was also partially funded by the Partnership for Bladder Cancer Research, Scott Department of Urology, Baylor College of Medicine (S.P.L.); Leukemia and Lymphoma Society Scholar Award (C.J.W.); Mary K. Chapman Foundation ( 80-107216-19 ); Michael and Susan Dell Foundation (J.N.W.); National Research Council (CNPq) of Brazil (M.A.A.C.); Pró-Reitoria de Pesquisa / UNICAMP , FAEPEX 2885/16 , FAEPEX 2803/16 (B.S.); Federal Agency for Support and Evaluation of Graduate Education (CAPES) of Brazil (V.S.C.). We acknowledge additional TCGA Network funding: U54 HG003273 (R. Gibbs), U54 HG003067 (S. Gabriel), U54 HG003079 (R. Wilson), U24 CA143799 (T. Speed), U24 CA143835 (I. Shmulevich), U24 CA143840 (M. Ladanyi), U24 CA143843 (R Gibbs), U24 CA143845 (G. Getz), U24 CA143848 (D. Hayes), U24 CA143858 (J. Stuart), and U24 CA144025 (R. Kucherlapati). S.P.L. has received investigator-initiated research funding from Endo Pharmaceuticals and support for a clinical trial from FKD and Viventia and is a consultant for UroGen, Vaxiion, Nucleix, and BioCancell. A.D.C., G.G., and M.M. have received research funding from Bayer AG. E.A.G. is now employed by GenomeDx Biosciences. M.M. was previously an equity holder in and consultant for Foundation Medicine. G.B.M. is a member of the scientific advisory board and receives research support from AstraZeneca. D.J.M. has stock options in ApoCell, Inc. J.B. has a paid consultancy with Pfizer, has received advisory board and lecture fees from Merck, has received advisory board fees from Genentech, and has given uncompensated presentations at Genentech. C.J.W. is a cofounder and advisory board member of Neon Therapeutics. Funding Information: We are grateful to all of the patients and families who contributed to this study and for the support of the TCGA Program Office and Steering Committee members Neil Hayes and Paul Spellman for their detailed and thoughtful review of the manuscript. We thank the peer reviewers, whose thoughtful and detailed questions, comments, and requests very substantially improved the manuscript. We appreciate the dedication of Ina Felau for her administrative support throughout this project and of Lee Ann Chastain for her invaluable organizational skills in final manuscript preparation. This project has been funded in part with federal funds from the US Department of Health and Human Services and through the NIH, under various contracts (shown below). The content of this publication does not necessarily reflect the views or policies of the Department of Health and Human Services, nor its member agencies, nor does any mention of trade names, commercial products, or organizations imply endorsement by the US Government. NIH/NCI, TCGA grant U24 CA143866 (A.G.R., K.L.M., S.S., C.C., and E.A.G.); NIH/NCI HHSN 261201000021l, HHSN261201000032I, TCGA Project (B.A.C.); NIH/NCI HHSN261200800001E (K.E.L. and T.M.L.); NIH/NCI U24 CA143883 (J.N.W., G.B.M., R.A., and R.K.); NIH/NCI U24 CA143867 (A.D.C. and M.M.); NIH/NCI U24CA210950 (R.A., J.N.W., and G.B.M.), U24CA209851, U01CA168394 (G.B.M. and Y.L.); NIH/NCI U24 CA199461 (J.N.W., B.M.B., and R.A.), CA210949 (J.N.W., R.A., and G.B.M.), CA210950; NIH/NCI P50 CA100632; NIH/NCI 4UL1 TR000371 (J.N.W.); NIH/NCI U24 CA143882 (P.W.L.); NIH/NCI P50 CA91846 (B.A.C., D.J.M., and X.S.); NCI CCSG P30 CA016672 (X.S.) for MD Anderson's Sequencing and Microarray Facility; NIH/NCI P30 CA008748 (H.A.); NIH/NCI P30 CA016672 Bioinformatics Shared Resources (J.N.W. and R.A.); NIH Intramural Research Program Project, Z1AES103266 (D.A.G.); NIH/NCI 1P01CA120964 (D.J.K.); NIH/NCI R01CA178744 (B.A.C.); NIH/NCI R01CA155010 (C.J.W.); NCI PAR-16-025 (S.A.S.); and DoD Lung Cancer Development (LC150174) (J.N.W.). This work was also partially funded by the Partnership for Bladder Cancer Research, Scott Department of Urology, Baylor College of Medicine (S.P.L.); Leukemia and Lymphoma Society Scholar Award (C.J.W.); Mary K. Chapman Foundation (80-107216-19); Michael and Susan Dell Foundation (J.N.W.); National Research Council (CNPq) of Brazil (M.A.A.C.); Pr?-Reitoria de Pesquisa / UNICAMP, FAEPEX 2885/16, FAEPEX 2803/16 (B.S.); Federal Agency for Support and Evaluation of Graduate Education (CAPES) of Brazil (V.S.C.). We acknowledge additional TCGA Network funding: U54 HG003273 (R. Gibbs), U54 HG003067 (S. Gabriel), U54 HG003079 (R. Wilson), U24 CA143799 (T. Speed), U24 CA143835 (I. Shmulevich), U24 CA143840 (M. Ladanyi), U24 CA143843 (R Gibbs), U24 CA143845 (G. Getz), U24 CA143848 (D. Hayes), U24 CA143858 (J. Stuart), and U24 CA144025 (R. Kucherlapati). S.P.L. has received investigator-initiated research funding from Endo Pharmaceuticals and support for a clinical trial from FKD and Viventia and is a consultant for UroGen, Vaxiion, Nucleix, and BioCancell. A.D.C., G.G., and M.M. have received research funding from Bayer AG. E.A.G. is now employed by GenomeDx Biosciences. M.M. was previously an equity holder in and consultant for Foundation Medicine. G.B.M. is a member of the scientific advisory board and receives research support from AstraZeneca. D.J.M. has stock options in ApoCell, Inc. J.B. has a paid consultancy with Pfizer, has received advisory board and lecture fees from Merck, has received advisory board fees from Genentech, and has given uncompensated presentations at Genentech. C.J.W. is a cofounder and advisory board member of Neon Therapeutics. Publisher Copyright: © 2017 Elsevier Inc.
PY - 2017/10/19
Y1 - 2017/10/19
N2 - We report a comprehensive analysis of 412 muscle-invasive bladder cancers characterized by multiple TCGA analytical platforms. Fifty-eight genes were significantly mutated, and the overall mutational load was associated with APOBEC-signature mutagenesis. Clustering by mutation signature identified a high-mutation subset with 75% 5-year survival. mRNA expression clustering refined prior clustering analyses and identified a poor-survival “neuronal” subtype in which the majority of tumors lacked small cell or neuroendocrine histology. Clustering by mRNA, long non-coding RNA (lncRNA), and miRNA expression converged to identify subsets with differential epithelial-mesenchymal transition status, carcinoma in situ scores, histologic features, and survival. Our analyses identified 5 expression subtypes that may stratify response to different treatments. A multiplatform analysis of 412 muscle-invasive bladder cancer patients provides insights into mutational profiles with prognostic value and establishes a framework associating distinct tumor subtypes with clinical options.
AB - We report a comprehensive analysis of 412 muscle-invasive bladder cancers characterized by multiple TCGA analytical platforms. Fifty-eight genes were significantly mutated, and the overall mutational load was associated with APOBEC-signature mutagenesis. Clustering by mutation signature identified a high-mutation subset with 75% 5-year survival. mRNA expression clustering refined prior clustering analyses and identified a poor-survival “neuronal” subtype in which the majority of tumors lacked small cell or neuroendocrine histology. Clustering by mRNA, long non-coding RNA (lncRNA), and miRNA expression converged to identify subsets with differential epithelial-mesenchymal transition status, carcinoma in situ scores, histologic features, and survival. Our analyses identified 5 expression subtypes that may stratify response to different treatments. A multiplatform analysis of 412 muscle-invasive bladder cancer patients provides insights into mutational profiles with prognostic value and establishes a framework associating distinct tumor subtypes with clinical options.
KW - APOBEC mutation
KW - DNA methylation
KW - basal mRNA subtype
KW - lncRNA transcriptome
KW - luminal mRNA subtype
KW - microRNA
KW - muscle-invasive bladder cancer
KW - neoantigen
KW - neuronal subtype
KW - regulon
UR - http://www.scopus.com/inward/record.url?scp=85030652738&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85030652738&partnerID=8YFLogxK
U2 - 10.1016/j.cell.2017.09.007
DO - 10.1016/j.cell.2017.09.007
M3 - Article
C2 - 28988769
AN - SCOPUS:85030652738
SN - 0092-8674
VL - 171
SP - 540-556.e25
JO - Cell
JF - Cell
IS - 3
ER -