Abstract
We present an integromic analysis of gene alterations that modulate transforming growth factor β (TGF-β)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-β signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-β ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-β superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-β signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-β superfamily. To date, there are no studies of the TGF-β superfamily of signaling pathways across multiple cancers. This study represents a key starting point for unraveling the role of this complex superfamily in 33 divergent cancer types from over 9,000 patients.
Original language | English |
---|---|
Pages (from-to) | 422-437.e7 |
Journal | Cell Systems |
Volume | 7 |
Issue number | 4 |
DOIs | |
State | Published - Oct 24 2018 |
Keywords
- DNA methylation
- Pan-Cancer
- TCGA
- TGF-β
- TGF-β pathway
- The Cancer Genome Atlas
- cancer
- microRNA
- mutation hotspot
- transcription
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In: Cell Systems, Vol. 7, No. 4, 24.10.2018, p. 422-437.e7.
Research output: Contribution to journal › Article › peer-review
TY - JOUR
T1 - A Pan-Cancer Analysis Reveals High-Frequency Genetic Alterations in Mediators of Signaling by the TGF-β Superfamily
AU - The Cancer Genome Atlas Research Network
AU - Korkut, Anil
AU - Zaidi, Sobia
AU - Kanchi, Rupa S.
AU - Rao, Shuyun
AU - Gough, Nancy R.
AU - Schultz, Andre
AU - Li, Xubin
AU - Lorenzi, Philip L.
AU - Berger, Ashton C.
AU - Robertson, Gordon
AU - Kwong, Lawrence N.
AU - Datto, Mike
AU - Roszik, Jason
AU - Ling, Shiyun
AU - Ravikumar, Visweswaran
AU - Manyam, Ganiraju
AU - Rao, Arvind
AU - Shelley, Simon
AU - Liu, Yuexin
AU - Ju, Zhenlin
AU - Hansel, Donna
AU - de Velasco, Guillermo
AU - Pennathur, Arjun
AU - Andersen, Jesper B.
AU - O'Rourke, Colm J.
AU - Ohshiro, Kazufumi
AU - Jogunoori, Wilma
AU - Nguyen, Bao Ngoc
AU - Li, Shulin
AU - Osmanbeyoglu, Hatice U.
AU - Ajani, Jaffer A.
AU - Mani, Sendurai A.
AU - Houseman, Andres
AU - Wiznerowicz, Maciej
AU - Chen, Jian
AU - Gu, Shoujun
AU - Ma, Wencai
AU - Zhang, Jiexin
AU - Tong, Pan
AU - Cherniack, Andrew D.
AU - Ding, Li
AU - Fulton, Lucinda A.
AU - Fulton, Robert S.
AU - DiPersio, John
AU - Drake, Bettina
AU - Govindan, Ramaswamy
AU - Ley, Timothy
AU - Van Tine, Brian
AU - Westervelt, Peter
N1 - Funding Information: Michael Seiler, Peter G. Smith, Ping Zhu, Silvia Buonamici, and Lihua Yu are employees of H3 Biomedicine. Parts of this work are the subject of a patent application: WO2017040526 titled “Splice variants associated with neomorphic sf3b1 mutants.” Shouyoung Peng, Anant A. Agrawal, James Palacino, and Teng Teng are employees of H3 Biomedicine. Andrew D. Cherniack, Ashton C. Berger, and Galen F. Gao receive research support from Bayer Pharmaceuticals. Gordon B. Mills serves on the External Scientific Review Board of AstraZeneca. Anil Sood is on the Scientific Advisory Board for Kiyatec and is a shareholder in BioPath. Jonathan S. Serody receives funding from Merck. Kyle R. Covington is an employee of Castle Biosciences. Preethi H. Gunaratne is founder, CSO, and shareholder of NextmiRNA Therapeutics. Christina Yau is a part-time employee/consultant at NantOmics. Franz X. Schaub is an employee and shareholder of SEngine Precision Medicine. Carla Grandori is an employee, founder, and shareholder of SEngine Precision Medicine. Robert N. Eisenman is a member of the Scientific Advisory Boards and shareholder of Shenogen Pharma and Kronos Bio. Daniel J. Weisenberger is a consultant for Zymo Research Corporation. Joshua M. Stuart is the founder of Five3 Genomics and shareholder of NantOmics. Marc T. Goodman receives research support from Merck. Andrew J. Gentles is a consultant for Cibermed. Charles M. Perou is an equity stock holder, consultant, and Board of Directors member of BioClassifier and GeneCentric Diagnostics and is also listed as an inventor on patent applications on the Breast PAM50 and Lung Cancer Subtyping assays. Matthew Meyerson receives research support from Bayer Pharmaceuticals; is an equity holder in, consultant for, and Scientific Advisory Board chair for OrigiMed; and is an inventor of a patent for EGFR mutation diagnosis in lung cancer, licensed to LabCorp. Eduard Porta-Pardo is an inventor of a patent for domainXplorer. Han Liang is a shareholder and scientific advisor of Precision Scientific and Eagle Nebula. Da Yang is an inventor on a pending patent application describing the use of antisense oligonucleotides against specific lncRNA sequence as diagnostic and therapeutic tools. Yonghong Xiao was an employee and shareholder of TESARO. Bin Feng is an employee and shareholder of TESARO. Carter Van Waes received research funding for the study of IAP inhibitor ASTX660 through a Cooperative Agreement between NIDCD, NIH, and Astex Pharmaceuticals. Raunaq Malhotra is an employee and shareholder of Seven Bridges. Peter W. Laird serves on the Scientific Advisory Board for AnchorDx. Joel Tepper is a consultant at EMD Serono. Kenneth Wang serves on the Advisory Board for Boston Scientific, Microtech, and Olympus. Andrea Califano is a founder, shareholder, and advisory board member of DarwinHealth and a shareholder and advisory board member of Tempus. Toni K. Choueiri serves as needed on advisory boards for Bristol-Myers Squibb, Merck, and Roche. Lawrence Kwong receives research support from Array BioPharma. Sharon E. Plon is a member of the Scientific Advisory Board for Baylor Genetics Laboratory. Beth Y. Karlan serves on the Advisory Board of Invite. Funding Information: This work was supported by the following grants: NCI : U54 HG003273 , U54 HG003067 , U54 HG003079 , U24 CA143799 , U24 CA143835 , U24 CA143840 , U24 CA143843 , U24 CA143845 , U24 CA143848 , U24 CA143858 , U24 CA143866 , U24 CA143867 , U24 CA143882 , U24 CA143883 , U24 CA144025 , U24 CA210949 , U24 CA210950 , P30 CA016672 , P30 CA016672 , and P01 CA130821 ; DoD/CDMRP : W81XWH-16-1-0237 , NIAA: R01AA023146 , and VA: I01BX003732 . Funding Information: Michael Seiler, Peter G. Smith, Ping Zhu, Silvia Buonamici, and Lihua Yu are employees of H3 Biomedicine. Parts of this work are the subject of a patent application: WO2017040526 titled “Splice variants associated with neomorphic sf3b1 mutants.” Shouyoung Peng, Anant A. Agrawal, James Palacino, and Teng Teng are employees of H3 Biomedicine. Andrew D. Cherniack, Ashton C. Berger, and Galen F. Gao receive research support from Bayer Pharmaceuticals . Gordon B. Mills serves on the External Scientific Review Board of AstraZeneca. Anil Sood is on the Scientific Advisory Board for Kiyatec and is a shareholder in BioPath. Jonathan S. Serody receives funding from Merck . Kyle R. Covington is an employee of Castle Biosciences. Preethi H. Gunaratne is founder, CSO, and shareholder of NextmiRNA Therapeutics. Christina Yau is a part-time employee/consultant at NantOmics. Franz X. Schaub is an employee and shareholder of SEngine Precision Medicine. Carla Grandori is an employee, founder, and shareholder of SEngine Precision Medicine. Robert N. Eisenman is a member of the Scientific Advisory Boards and shareholder of Shenogen Pharma and Kronos Bio. Daniel J. Weisenberger is a consultant for Zymo Research Corporation. Joshua M. Stuart is the founder of Five3 Genomics and shareholder of NantOmics. Marc T. Goodman receives research support from Merck. Andrew J. Gentles is a consultant for Cibermed. Charles M. Perou is an equity stock holder, consultant, and Board of Directors member of BioClassifier and GeneCentric Diagnostics and is also listed as an inventor on patent applications on the Breast PAM50 and Lung Cancer Subtyping assays. Matthew Meyerson receives research support from Bayer Pharmaceuticals; is an equity holder in, consultant for, and Scientific Advisory Board chair for OrigiMed; and is an inventor of a patent for EGFR mutation diagnosis in lung cancer, licensed to LabCorp. Eduard Porta-Pardo is an inventor of a patent for domainXplorer. Han Liang is a shareholder and scientific advisor of Precision Scientific and Eagle Nebula. Da Yang is an inventor on a pending patent application describing the use of antisense oligonucleotides against specific lncRNA sequence as diagnostic and therapeutic tools. Yonghong Xiao was an employee and shareholder of TESARO. Bin Feng is an employee and shareholder of TESARO. Carter Van Waes received research funding for the study of IAP inhibitor ASTX660 through a Cooperative Agreement between NIDCD , NIH, and Astex Pharmaceuticals . Raunaq Malhotra is an employee and shareholder of Seven Bridges. Peter W. Laird serves on the Scientific Advisory Board for AnchorDx. Joel Tepper is a consultant at EMD Serono. Kenneth Wang serves on the Advisory Board for Boston Scientific, Microtech, and Olympus. Andrea Califano is a founder, shareholder, and advisory board member of DarwinHealth and a shareholder and advisory board member of Tempus. Toni K. Choueiri serves as needed on advisory boards for Bristol-Myers Squibb, Merck, and Roche. Lawrence Kwong receives research support from Array BioPharma . Sharon E. Plon is a member of the Scientific Advisory Board for Baylor Genetics Laboratory. Beth Y. Karlan serves on the Advisory Board of Invite. Publisher Copyright: © 2018 Elsevier Inc.
PY - 2018/10/24
Y1 - 2018/10/24
N2 - We present an integromic analysis of gene alterations that modulate transforming growth factor β (TGF-β)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-β signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-β ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-β superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-β signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-β superfamily. To date, there are no studies of the TGF-β superfamily of signaling pathways across multiple cancers. This study represents a key starting point for unraveling the role of this complex superfamily in 33 divergent cancer types from over 9,000 patients.
AB - We present an integromic analysis of gene alterations that modulate transforming growth factor β (TGF-β)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-β signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-β ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-β superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-β signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-β superfamily. To date, there are no studies of the TGF-β superfamily of signaling pathways across multiple cancers. This study represents a key starting point for unraveling the role of this complex superfamily in 33 divergent cancer types from over 9,000 patients.
KW - DNA methylation
KW - Pan-Cancer
KW - TCGA
KW - TGF-β
KW - TGF-β pathway
KW - The Cancer Genome Atlas
KW - cancer
KW - microRNA
KW - mutation hotspot
KW - transcription
UR - http://www.scopus.com/inward/record.url?scp=85055618721&partnerID=8YFLogxK
U2 - 10.1016/j.cels.2018.08.010
DO - 10.1016/j.cels.2018.08.010
M3 - Article
C2 - 30268436
AN - SCOPUS:85055618721
SN - 2405-4712
VL - 7
SP - 422-437.e7
JO - Cell Systems
JF - Cell Systems
IS - 4
ER -