Recurrent patterns of DNA copy number alterations in tumors reflect metabolic selection pressures

Copy number alteration (CNA) profiling of human tumors has revealed recurrent patterns of DNA amplifications and deletions across diverse cancer types. These patterns are suggestive of conserved selection pressures during tumor evolution but cannot be fully explained by known oncogenes and tumor suppressor genes. Using a pan‐cancer analysis of CNA data from patient tumors and experimental systems, here we show that principal component analysis‐defined CNA signatures are predictive of glycolytic phenotypes, including 18F‐fluorodeoxy‐glucose (FDG) avidity of patient tumors, and increased proliferation. The primary CNA signature is enriched for p53 mutations and is associated with glycolysis through coordinate amplification of glycolytic genes and other cancer‐linked metabolic enzymes. A pan‐cancer and cross‐species comparison of CNAs highlighted 26 consistently altered DNA regions, containing 11 enzymes in the glycolysis pathway in addition to known cancer‐driving genes. Furthermore, exogenous expression of hexokinase and enolase enzymes in an experimental immortalization system altered the subsequent copy number status of the corresponding endogenous loci, supporting the hypothesis that these metabolic genes act as drivers within the conserved CNA amplification regions. Taken together, these results demonstrate that metabolic stress acts as a selective pressure underlying the recurrent CNAs observed in human tumors, and further cast genomic instability as an enabling event in tumorigenesis and metabolic evolution.

[1]  K. Chin,et al.  In situ analyses of genome instability in breast cancer , 2004, Nature Genetics.

[2]  T. Graeber,et al.  Glucose deprivation activates a metabolic and signaling amplification loop leading to cell death , 2012, Molecular systems biology.

[3]  Hanna Y. Irie,et al.  Antioxidant and oncogene rescue of metabolic defects caused by loss of matrix attachment , 2009, Nature.

[4]  D. Cleveland,et al.  Losing balance: the origin and impact of aneuploidy in cancer , 2012, EMBO reports.

[5]  D. Pe’er,et al.  Integration of Genomic Data Enables Selective Discovery of Breast Cancer Drivers , 2014, Cell.

[6]  Trey Ideker,et al.  Cytoscape 2.8: new features for data integration and network visualization , 2010, Bioinform..

[7]  Han Xie,et al.  Targeting lactate dehydrogenase--a inhibits tumorigenesis and tumor progression in mouse models of lung cancer and impacts tumor-initiating cells. , 2014, Cell metabolism.

[8]  Benjamin J. Raphael,et al.  Multiplatform Analysis of 12 Cancer Types Reveals Molecular Classification within and across Tissues of Origin , 2014, Cell.

[9]  Jason M. Sheltzer,et al.  A transcriptional and metabolic signature of primary aneuploidy is present in chromosomally unstable cancer cells and informs clinical prognosis. , 2013, Cancer research.

[10]  S. Elledge,et al.  Cumulative Haploinsufficiency and Triplosensitivity Drive Aneuploidy Patterns and Shape the Cancer Genome , 2013, Cell.

[11]  Chris Sander,et al.  Copy number alteration burden predicts prostate cancer relapse , 2014, Proceedings of the National Academy of Sciences.

[12]  Barry Halliwell,et al.  Oxidative stress in cell culture: an under‐appreciated problem? , 2003, FEBS letters.

[13]  V. Ferrans,et al.  Ras Proteins Induce Senescence by Altering the Intracellular Levels of Reactive Oxygen Species* , 1999, The Journal of Biological Chemistry.

[14]  G. Getz,et al.  GISTIC2.0 facilitates sensitive and confident localization of the targets of focal somatic copy-number alteration in human cancers , 2011, Genome Biology.

[15]  M. Daly,et al.  PGC-1α-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes , 2003, Nature Genetics.

[16]  the original work is properly cited. , 2022 .

[17]  Gerald C. Chu,et al.  Oncogenic Kras Maintains Pancreatic Tumors through Regulation of Anabolic Glucose Metabolism , 2012, Cell.

[18]  Gerald C. Chu,et al.  Telomerase Reactivation following Telomere Dysfunction Yields Murine Prostate Tumors with Bone Metastases , 2012, Cell.

[19]  A. Regev,et al.  The Histone Deacetylase SIRT6 Is a Tumor Suppressor that Controls Cancer Metabolism , 2012, Cell.

[20]  R. Deberardinis,et al.  The biology of cancer: metabolic reprogramming fuels cell growth and proliferation. , 2008, Cell metabolism.

[21]  Benjamin J. Raphael,et al.  Integrated Genomic Analyses of Ovarian Carcinoma , 2011, Nature.

[22]  Gregory Stephanopoulos,et al.  Evaluation of 13C isotopic tracers for metabolic flux analysis in mammalian cells. , 2009, Journal of biotechnology.

[23]  Derek Y. Chiang,et al.  The landscape of somatic copy-number alteration across human cancers , 2010, Nature.

[24]  J. Ochocki,et al.  Fructose-1, 6-bisphosphatase opposes renal carcinoma progression , 2014, Nature.

[25]  David Beach,et al.  Glycolytic enzymes can modulate cellular life span. , 2005, Cancer research.

[26]  Gregory Stephanopoulos,et al.  Amplification of phosphoglycerate dehydrogenase diverts glycolytic flux and contributes to oncogenesis , 2012, BMC Proceedings.

[27]  Li-Ju Chang,et al.  Hexokinase 2-mediated Warburg effect is required for PTEN- and p53-deficiency-driven prostate cancer growth. , 2014, Cell reports.

[28]  K. Kinzler,et al.  Genetic instability and darwinian selection in tumours. , 1999, Trends in cell biology.

[29]  J. Mesirov,et al.  Molecular classification of cancer: class discovery and class prediction by gene expression monitoring. , 1999, Science.

[30]  Darawalee Wangsa,et al.  Chromosome mis-segregation and cytokinesis failure in trisomic human cells , 2015, eLife.

[31]  T. Shlomi,et al.  A key role for mitochondrial gatekeeper pyruvate dehydrogenase in oncogene-induced senescence , 2013, Nature.

[32]  M. Yi,et al.  Aneuploidy, oncogene amplification and epithelial to mesenchymal transition define spontaneous transformation of murine epithelial cells. , 2013, Carcinogenesis.

[33]  Steven J. M. Jones,et al.  Comprehensive molecular profiling of lung adenocarcinoma , 2014, Nature.

[34]  C. Larsson,et al.  Chromosomal alterations in 15 breast cancer cell lines by comparative genomic hybridization and spectral karyotyping , 2000, Genes, chromosomes & cancer.

[35]  H. Saya,et al.  Mitogenic signalling and the p16INK4a–Rb pathway cooperate to enforce irreversible cellular senescence , 2006, Nature Cell Biology.

[36]  M. Meyerson,et al.  Recurrent Hemizygous Deletions in Cancers May Optimize Proliferative Potential , 2012, Science.

[37]  Hong Sun,et al.  Analysis of growth properties and cell cycle regulation using mouse embryonic fibroblast cells. , 2007, Methods in molecular biology.

[38]  Cristina Montagna,et al.  Aneuploidy acts both oncogenically and as a tumor suppressor. , 2007, Cancer cell.

[39]  D. Hanahan,et al.  Hallmarks of Cancer: The Next Generation , 2011, Cell.

[40]  R. DePinho,et al.  Cellular Senescence Minireview Mitotic Clock or Culture Shock? , 2000, Cell.

[41]  L. Chin,et al.  Passenger Deletions Generate Therapeutic Vulnerabilities in Cancer , 2012, Nature.

[42]  Steven J. M. Jones,et al.  Comprehensive genomic characterization of squamous cell lung cancers , 2012, Nature.

[43]  K. Chin,et al.  Immortalization of normal human mammary epithelial cells in two steps by direct targeting of senescence barriers does not require gross genomic alterations , 2014, Cell cycle.

[44]  J. Clement,et al.  Abstract 5164: Selectively enriched CD90/Thy-1-positive cells from peripheral blood allow discrimination of patients and further analysis on a single cell level , 2011 .

[45]  S. Apte,et al.  Cellular Respiration and Carcinogenesis , 2009 .

[46]  Angelika Amon,et al.  Aneuploidy Affects Proliferation and Spontaneous Immortalization in Mammalian Cells , 2008, Science.

[47]  L. Lim,et al.  A microRNA component of the p53 tumour suppressor network , 2007, Nature.

[48]  S. Nelson,et al.  Melanoma whole exome sequencing identifies V600EB-RAF amplification-mediated acquired B-RAF inhibitor resistance , 2012, Nature Communications.

[49]  S. Melov,et al.  Oxygen sensitivity severely limits the replicative lifespan of murine fibroblasts , 2003, Nature Cell Biology.

[50]  S. Lowe,et al.  Mad2 overexpression promotes aneuploidy and tumorigenesis in mice. , 2007, Cancer cell.

[51]  J. Postlethwait,et al.  Comparative Oncogenomic Analysis of Copy Number Alterations in Human and Zebrafish Tumors Enables Cancer Driver Discovery , 2013, PLoS genetics.

[52]  K. Kinzler,et al.  Glucose Deprivation Contributes to the Development of KRAS Pathway Mutations in Tumor Cells , 2009, Science.

[53]  H. Kondoh The Role of Glycolysis in Cellular Immortalization , 2009 .

[54]  G. Wahl,et al.  MDM2, MDMX and p53 in oncogenesis and cancer therapy , 2013, Nature Reviews Cancer.

[55]  Orly Alter,et al.  Tensor GSVD of Patient- and Platform-Matched Tumor and Normal DNA Copy-Number Profiles Uncovers Chromosome Arm-Wide Patterns of Tumor-Exclusive Platform-Consistent Alterations Encoding for Cell Transformation and Predicting Ovarian Cancer Survival , 2015, PloS one.

[56]  V. Mootha,et al.  Metabolite Profiling Identifies a Key Role for Glycine in Rapid Cancer Cell Proliferation , 2012, Science.

[57]  Benjamin E. Gross,et al.  Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the cBioPortal , 2013, Science Signaling.

[58]  Karen Blyth,et al.  Serine starvation induces stress and p53 dependent metabolic remodeling in cancer cells , 2012, Nature.

[59]  Steven A. Roberts,et al.  Mutational heterogeneity in cancer and the search for new cancer-associated genes , 2013 .

[60]  L. Chin,et al.  Chromosomally unstable mouse tumours have genomic alterations similar to diverse human cancers , 2007, Nature.

[61]  A. Sablina,et al.  Loss of Chromosome 8p Governs Tumor Progression and Drug Response by Altering Lipid Metabolism. , 2016, Cancer cell.

[62]  O. Warburg [Origin of cancer cells]. , 1956, Oncologia.

[63]  T. Mak,et al.  Regulation of cancer cell metabolism , 2011, Nature Reviews Cancer.

[64]  Peter Bouwman,et al.  BRCA1 RING function is essential for tumor suppression but dispensable for therapy resistance. , 2011, Cancer cell.

[65]  Chunxu Qu,et al.  Cooperativity within and among Pten, p53, and Rb pathways induces high-grade astrocytoma in adult brain. , 2011, Cancer cell.

[66]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[67]  W. Wheaton,et al.  Mitochondrial metabolism and ROS generation are essential for Kras-mediated tumorigenicity , 2010, Proceedings of the National Academy of Sciences.

[68]  M. Nikiforov,et al.  Oncogene-Induced Senescence , 2017, Methods in Molecular Biology.

[69]  J. Rabinowitz,et al.  Kinetic flux profiling for quantitation of cellular metabolic fluxes , 2008, Nature Protocols.

[70]  Chris Sander,et al.  Emerging landscape of oncogenic signatures across human cancers , 2013, Nature Genetics.

[71]  M. Schwaiger,et al.  Glucose metabolism of breast cancer assessed by 18F-FDG PET: histologic and immunohistochemical tissue analysis. , 2001, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[72]  Robert Tibshirani,et al.  Distinct patterns of DNA copy number alteration are associated with different clinicopathological features and gene‐expression subtypes of breast cancer , 2006, Genes, chromosomes & cancer.

[73]  C. Swanton,et al.  Cancer chromosomal instability: therapeutic and diagnostic challenges , 2012, EMBO reports.

[74]  G. Stamp,et al.  Binding of Ras to Phosphoinositide 3-Kinase p110α Is Required for Ras- Driven Tumorigenesis in Mice , 2007, Cell.

[75]  S. Horvath,et al.  MCT1 Modulates Cancer Cell Pyruvate Export and Growth of Tumors that Co-express MCT1 and MCT4. , 2016, Cell reports.

[76]  P. Kleihues,et al.  Genetic pathways to primary and secondary glioblastoma. , 2007, The American journal of pathology.

[77]  C. Dang MYC, metabolism, cell growth, and tumorigenesis. , 2013, Cold Spring Harbor perspectives in medicine.

[78]  이연수 Functional genomics reveal that the serine synthesis pathway is essential in breast cancer , 2011 .

[79]  高橋弥生,et al.  大腸癌におけるcopy number alterationを用いた層別化解析 , 2017 .

[80]  J. Gray,et al.  Glutamine sensitivity analysis identifies the xCT antiporter as a common triple-negative breast tumor therapeutic target. , 2013, Cancer cell.

[81]  Abhishek K. Jha,et al.  Hexokinase 2 is required for tumor initiation and maintenance and its systemic deletion is therapeutic in mouse models of cancer. , 2013, Cancer cell.

[82]  Mingming Jia,et al.  COSMIC: exploring the world's knowledge of somatic mutations in human cancer , 2014, Nucleic Acids Res..

[83]  Susumu Goto,et al.  Data, information, knowledge and principle: back to metabolism in KEGG , 2013, Nucleic Acids Res..

[84]  L. Liau,et al.  Cancer-associated IDH1 mutations produce 2-hydroxyglutarate , 2009, Nature.

[85]  M. Cascante,et al.  Nonoxidative pentose phosphate pathways and their direct role in ribose synthesis in tumors: is cancer a disease of cellular glucose metabolism? , 1998, Medical hypotheses.

[86]  M. Cookson,et al.  Hexokinase activity is required for recruitment of parkin to depolarized mitochondria. , 2014, Human molecular genetics.

[87]  Michael L. Gatza,et al.  An integrated genomics approach identifies drivers of proliferation in luminal subtype human breast cancer , 2014, Nature Genetics.

[88]  C. Greider,et al.  Genomic instability in both wild-type and telomerase null MEFs , 2004, Chromosoma.

[89]  D. Housman,et al.  p53-dependent apoptosis modulates the cytotoxicity of anticancer agents , 1993, Cell.

[90]  J. D. Weber,et al.  The ARF/p53 pathway. , 2000, Current opinion in genetics & development.

[91]  William R Sellers,et al.  Linking somatic genetic alterations in cancer to therapeutics. , 2009, Current opinion in cell biology.

[92]  Helga Thorvaldsdóttir,et al.  Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration , 2012, Briefings Bioinform..

[93]  P. Fisher Cancer Genomics and Proteomics , 2007, Methods in Molecularbiology™.

[94]  N. Dhomen,et al.  Ultraviolet radiation accelerates BRAF-driven melanomagenesis by targeting TP53 , 2014, Nature.

[95]  Hong Sun,et al.  Analysis of transformation and tumorigenicity using mouse embryonic fibroblast cells. , 2007, Methods in molecular biology.

[96]  T. Jacks,et al.  Mutant p53 Gain of Function in Two Mouse Models of Li-Fraumeni Syndrome , 2004, Cell.

[97]  Chris Sander,et al.  18F-fluorodeoxy-glucose positron emission tomography marks MYC-overexpressing human basal-like breast cancers. , 2011, Cancer research.

[98]  Shaying Zhao,et al.  Cancer driver-passenger distinction via sporadic human and dog cancer comparison: a proof of principle study with colorectal cancer , 2013, Oncogene.

[99]  P. Robson,et al.  Glycine Decarboxylase Activity Drives Non-Small Cell Lung Cancer Tumor-Initiating Cells and Tumorigenesis , 2012, Cell.

[100]  H. Green,et al.  QUANTITATIVE STUDIES OF THE GROWTH OF MOUSE EMBRYO CELLS IN CULTURE AND THEIR DEVELOPMENT INTO ESTABLISHED LINES , 1963, The Journal of cell biology.

[101]  Steven J. M. Jones,et al.  Comprehensive molecular profiling of lung adenocarcinoma , 2014, Nature.

[102]  Yuji Hiramatsu,et al.  The measurement of SUVmax of the primary tumor is predictive of prognosis for patients with endometrial cancer. , 2011, Gynecologic oncology.

[103]  A. Ooi,et al.  Molecular Pathways: Targeting Cellular Energy Metabolism in Cancer via Inhibition of SLC2A1 and LDHA , 2015, Clinical Cancer Research.

[104]  D. Karolchik,et al.  The UCSC Genome Browser database: 2016 update , 2015, bioRxiv.

[105]  G. Semenza,et al.  Hypoxia-Inducible Factor 1 and Dysregulated c-Myc Cooperatively Induce Vascular Endothelial Growth Factor and Metabolic Switches Hexokinase 2 and Pyruvate Dehydrogenase Kinase 1 , 2007, Molecular and Cellular Biology.

[106]  C. Sander,et al.  Identifying Actionable Targets through Integrative Analyses of GEM Model and Human Prostate Cancer Genomic Profiling , 2014, Molecular Cancer Therapeutics.

[107]  Jason W. Locasale,et al.  Inhibition of Pyruvate Kinase M2 by Reactive Oxygen Species Contributes to Cellular Antioxidant Responses , 2011, Science.

[108]  Jason I. Herschkowitz,et al.  Comparative oncogenomics identifies breast tumors enriched in functional tumor-initiating cells , 2011, Proceedings of the National Academy of Sciences.

[109]  Steven J. M. Jones,et al.  Integrated genomic characterization of endometrial carcinoma , 2013, Nature.

[110]  Steven J. M. Jones,et al.  Comprehensive molecular portraits of human breast tumors , 2012, Nature.

[111]  Wen-Lin Kuo,et al.  A collection of breast cancer cell lines for the study of functionally distinct cancer subtypes. , 2006, Cancer cell.