Home LiteratureArticle Details
PMID: 22522925 Published · epublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups.

Nature ·Vol. 486 ·No. 7403 ·2012-04-18 ·Pages 346-52

Curtis C, Shah SP, Chin SF, Turashvili G, Rueda OM, Dunning MJ, Speed D, Lynch AG, Samarajiwa S, Yuan Y, Gräf S, Ha G, Haffari G, Bashashati A, Russell R, McKinney S, METABRIC Group, Langerød A, Green A, Provenzano E, Wishart G, Pinder S, Watson P, Markowetz F, Murphy L, Ellis I, Purushotham A, Børresen-Dale AL, Brenton JD, Tavaré S, Caldas C, Aparicio S

Abstract

The elucidation of breast cancer subgroups and their molecular drivers requires integrated views of the genome and transcriptome from representative numbers of patients. We present an integrated analysis of copy number and gene expression in a discovery and validation set of 997 and 995 primary breast tumours, respectively, with long-term clinical follow-up. Inherited variants (copy number variants and single nucleotide polymorphisms) and acquired somatic copy number aberrations (CNAs) were associated with expression in ~40% of genes, with the landscape dominated by cis- and trans-acting CNAs. By delineating expression outlier genes driven in cis by CNAs, we identified putative cancer genes, including deletions in PPP2R2A, MTAP and MAP2K4. Unsupervised analysis of paired DNA–RNA profiles revealed novel subgroups with distinct clinical outcomes, which reproduced in the validation cohort. These include a high-risk, oestrogen-receptor-positive 11q13/14 cis-acting subgroup and a favourable prognosis subgroup devoid of CNAs. Trans-acting aberration hotspots were found to modulate subgroup-specific gene networks, including a TCR deletion-mediated adaptive immune response in the ‘CNA-devoid’ subgroup and a basal-specific chromosome 5 deletion-associated mitotic network. Our results provide a novel molecular stratification of the breast cancer population, derived from the impact of somatic CNAs on the transcriptome.

MeSH Terms
Breast Neoplasms/classification,diagnosis,genetics,pathology DNA Copy Number Variations/genetics Female Gene Expression Profiling Gene Expression Regulation, Neoplastic Gene Regulatory Networks/genetics Genes, Neoplasm/genetics Genome, Human/genetics Genomics Humans Kaplan-Meier Estimate MAP Kinase Kinase 4/genetics Polymorphism, Single Nucleotide/genetics Prognosis Protein Phosphatase 2/genetics Treatment Outcome
Chemicals
PPP2R2A protein, human MAP Kinase Kinase 4 MAP2K4 protein, human Protein Phosphatase 2
Authors & Affiliations
32 authors, click to expand affiliations / ORCID
Curtis Christina
Department of Oncology, University of Cambridge, Hills Road, Cambridge CB2 2XZ, UK.
Shah Sohrab P
Chin Suet-Feung
Turashvili Gulisa
Rueda Oscar M
Dunning Mark J
Speed Doug
Lynch Andy G
Samarajiwa Shamith
Yuan Yinyin
Gräf Stefan
Ha Gavin
Haffari Gholamreza
Bashashati Ali
Russell Roslin
McKinney Steven
METABRIC Group
Langerød Anita
Green Andrew
Provenzano Elena
Wishart Gordon
Pinder Sarah
Watson Peter
Markowetz Florian
Murphy Leigh
Ellis Ian
Purushotham Arnie
Børresen-Dale Anne-Lise
Brenton James D
Tavaré Simon
Caldas Carlos
Aparicio Samuel
Investigators
86 investigators, click to expand
Caldas Carlos
Aparicio Samuel
Curtis Christina
Shah Sohrab P
Caldas Carlos
Aparicio Samuel
Brenton James D
Ellis Ian
Huntsman David
Pinder Sarah
Purushotham Arnie
Murphy Leigh
Caldas Carlos
Aparicio Samuel
Caldas Carlos
Bardwell Helen
Chin Suet-Feung
Curtis Christina
Ding Zhihao
Gräf Stefan
Jones Linda
Liu Bin
Lynch Andy G
Papatheodorou Irene
Sammut Stephen J
Wishart Gordon
Aparicio Samuel
Chia Steven
Gelmon Karen
Huntsman David
McKinney Steven
Speers Caroline
Turashvili Gulisa
Watson Peter
Ellis Ian
Blamey Roger
Green Andrew
Macmillan Douglas
Rakha Emad
Purushotham Arnie
Gillett Cheryl
Grigoriadis Anita
Pinder Sarah
de Rinaldis Emanuele
Tutt Andy
Murphy Leigh
Parisien Michelle
Troup Sandra
Caldas Carlos
Chin Suet-Feung
Chan Derek
Fielding Claire
Maia Ana-Teresa
McGuire Sarah
Osborne Michelle
Sayalero Sara M
Spiteri Inmaculada
Hadfield James
Aparicio Samuel
Turashvili Gulisa
Bell Lynda
Chow Katie
Gale Nadia
Huntsman David
Kovalik Maria
Ng Ying
Prentice Leah
Caldas Carlos
Tavaré Simon
Curtis Christina
Dunning Mark J
Gräf Stefan
Lynch Andy G
Rueda Oscar M
Russell Roslin
Samarajiwa Shamith
Speed Doug
Markowetz Florian
Yuan Yinyin
Brenton James D
Aparicio Samuel
Shah Sohrab P
Bashashati Ali
Ha Gavin
Haffari Gholamreza
McKinney Steven
References (29)
29 references, click to expand
  1. EMSY links the BRCA2 pathway to sporadic breast and ovarian cancer.
    Cell. 2003 Nov 26;115(5):523-35 PMID: 14651845
  2. Genomic architecture characterizes tumor progression paths and fate in breast cancer patients.
    Sci Transl Med. 2010 Jun 30;2(38):38ra47 PMID: 20592421
  3. PTEN, a putative protein tyrosine phosphatase gene mutated in human brain, breast, and prostate cancer.
    Science. 1997 Mar 28;275(5308):1943-7 PMID: 9072974
  4. High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.
    Genome Biol. 2007;8(10):R215 PMID: 17925008
  5. Subtyping of breast cancer by immunohistochemistry to investigate a relationship between subtype and short and long term survival: a collaborative analysis of data for 10,159 cases from 12 studies.
    PLoS Med. 2010 May 25;7(5):e1000279 PMID: 20520800
  6. Molecular portraits of human breast tumours.
    Nature. 2000 Aug 17;406(6797):747-52 PMID: 10963602
  7. Frequent mutations of chromatin remodeling gene ARID1A in ovarian clear cell carcinoma.
    Science. 2010 Oct 8;330(6001):228-31 PMID: 20826764
  8. Revealing the architecture of gene regulation: the promise of eQTL studies.
    Trends Genet. 2008 Aug;24(8):408-15 PMID: 18597885
  9. Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications.
    Proc Natl Acad Sci U S A. 2001 Sep 11;98(19):10869-74 PMID: 11553815
  10. Tumor-infiltrating CD8+ lymphocytes predict clinical outcome in breast cancer.
    J Clin Oncol. 2011 May 20;29(15):1949-55 PMID: 21483002
  11. Human mitogen-activated protein kinase kinase 4 as a candidate tumor suppressor.
    Cancer Res. 1997 Oct 1;57(19):4177-82 PMID: 9331070
  12. Genomic and transcriptional aberrations linked to breast cancer pathophysiologies.
    Cancer Cell. 2006 Dec;10(6):529-41 PMID: 17157792
  13. Amplification of 11q13 in ovarian carcinoma.
    Genes Chromosomes Cancer. 2008 Jun;47(6):481-9 PMID: 18314909
  14. A census of amplified and overexpressed human cancer genes.
    Nat Rev Cancer. 2010 Jan;10(1):59-64 PMID: 20029424
  15. ZNF703 is a common Luminal B breast cancer oncogene that differentially regulates luminal and basal progenitors in human mammary epithelium.
    EMBO Mol Med. 2011 Mar;3(3):167-80 PMID: 21337521
  16. Are clusters found in one dataset present in another dataset?
    Biostatistics. 2007 Jan;8(1):9-31 PMID: 16613834
  17. Variations in DNA elucidate molecular networks that cause disease.
    Nature. 2008 Mar 27;452(7186):429-35 PMID: 18344982
  18. High levels of the Mps1 checkpoint protein are protective of aneuploidy in breast cancer cells.
    Proc Natl Acad Sci U S A. 2011 Mar 29;108(13):5384-9 PMID: 21402910
  19. Distinct gene mutation profiles among luminal-type and basal-type breast cancer cell lines.
    Breast Cancer Res Treat. 2010 May;121(1):53-64 PMID: 19593635
  20. Diagnosis of multiple cancer types by shrunken centroids of gene expression.
    Proc Natl Acad Sci U S A. 2002 May 14;99(10):6567-72 PMID: 12011421
  21. Supervised risk predictor of breast cancer based on intrinsic subtypes.
    J Clin Oncol. 2009 Mar 10;27(8):1160-7 PMID: 19204204
  22. Methylthioadenosine phosphorylase, a gene frequently codeleted with p16(cdkN2a/ARF), acts as a tumor suppressor in a breast cancer cell line.
    Cancer Res. 2002 Nov 15;62(22):6639-44 PMID: 12438261
  23. Integrative clustering of multiple genomic data types using a joint latent variable model with application to breast and lung cancer subtype analysis.
    Bioinformatics. 2009 Nov 15;25(22):2906-12 PMID: 19759197
  24. Signatures of mutation and selection in the cancer genome.
    Nature. 2010 Feb 18;463(7283):893-8 PMID: 20164919
  25. Integrated analysis of homozygous deletions, focal amplifications, and sequence alterations in breast and colorectal cancers.
    Proc Natl Acad Sci U S A. 2008 Oct 21;105(42):16224-9 PMID: 18852474
  26. Subtype-specific mutation of PPP2R1A in endometrial and ovarian carcinomas.
    J Pathol. 2011 Apr;223(5):567-73 PMID: 21381030
  27. B55β-associated PP2A complex controls PDK1-directed myc signaling and modulates rapamycin sensitivity in colorectal cancer.
    Cancer Cell. 2010 Nov 16;18(5):459-71 PMID: 21075311
  28. PACK: Profile Analysis using Clustering and Kurtosis to find molecular classifiers in cancer.
    Bioinformatics. 2006 Sep 15;22(18):2269-75 PMID: 16682424
  29. Genome-wide associations of gene expression variation in humans.
    PLoS Genet. 2005 Dec;1(6):e78 PMID: 16362079
Article Info
Journal
Nature
Abbr.
Nature
ISSN
1476-4687
Published
2012-04-18
Epub
2012-00-18
Pages
346-52
Language
English
Region
England
NLM ID
0410462
PMCID
PMC3440846
Subset
IM
Grants
Cancer Research UK · 15601 · United Kingdom
Cancer Research UK · A7199 · United Kingdom
NHGRI NIH HHS · P50 HG002790 · United States
NHGRI NIH HHS · P50HG02790 · United States
Corrections
CommentIn
CommentIn
CommentIn
CommentIn
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]