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Multiplatform-based molecular subtypes of non-small-cell lung cancer

Abstract

Non-small-cell lung cancer (NSCLC) demonstrates remarkable molecular diversity. With the completion of The Cancer Genome Atlas (TCGA), there is opportunity for systematic analyses of the entire TCGA NSCLC cohort, including comparisons and contrasts between different disease subsets. On the basis of multidimensional and comprehensive molecular characterization (including DNA methylation and copy, and RNA and protein expression), 1023 NSCLC cases—519 from TCGA adenocarcinoma (AD) project and 504 from TCGA squamous cell carcinoma (SQCC) project—were classified using a 'cluster-of-clusters' analytic approach. Patterns from TCGA NSCLC subsets were examined in independent external databases, including the PROSPECT (Profiling of Resistance patterns and Oncogenic Signaling Pathways in Evaluation of Cancers of the Thorax) NSCLC data set. Nine genomic subtypes of NSCLC were identified, three within SQCC and six within AD. SQCC subtypes were associated with transcriptional targets of SOX2 or p63. One predominately AD subtype (with a large proportion of SQCC) shared molecular features with neuroendocrine tumors. Two AD subtypes manifested a CpG island methylator phenotype. Three AD subtypes showed high p38 and mTOR pathway activation. AD subtypes associated with low differentiation showed relatively worse prognosis. SQCC subtypes and two of the AD subtypes expressed cancer testis antigen genes, whereas three AD subtypes expressed several immune checkpoint genes including PDL1 and PDL2, corresponding with patterns of greater immune cell infiltration. Subtype associations for several immune-related markers—including PD1, PDL1, CD3 and CD8—were confirmed in the PROSPECT cohort using immunohistochemistry. NSCLC molecular subtypes have therapeutic implications and lend support to a personalized approach to NSCLC management based on molecular characterization.

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References

  1. Chen Z, Fillmore C, Hammerman P, Kim C, Wong K . Non-small-cell lung cancers: a heterogeneous set of diseases. Nat Rev Cancer 2014; 14: 535–546.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  2. Thomas A, Liu S, Subramaniam D, Giaccone G . Refining the treatment of NSCLC according to histological and molecular subtypes. Nat Rev Clin Oncol 2015; 12: 511–526.

    Article  CAS  PubMed  Google Scholar 

  3. Garber M, Troyanskaya O, Schluens K, Petersen S, Thaesler Z, Pacyna-Gengelbach M et al. Diversity of gene expression in adenocarcinoma of the lung. Proc Natl Acad Sci USA 2001; 98: 13784–13789.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  4. Beer DG, Kardia SL, Huang CC, Giordano TJ, Levin AM, Misek DE et al. Gene-expression profiles predict survival of patients with lung adenocarcinoma. Nat Med 2002; 8: 816–824.

    Article  CAS  PubMed  Google Scholar 

  5. Wilkerson M, Yin X, Hoadley K, Liu Y, Hayward M, Cabanski C et al. Lung squamous cell carcinoma mRNA expression subtypes are reproducible, clinically important, and correspond to normal cell types. Clin Cancer Res 2010; 16: 4864–4875.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Cancer Genome Atlas Research Network. Comprehensive genomic characterization of squamous cell lung cancers. Nature 2012; 489: 519–525.

    Article  Google Scholar 

  7. Cancer Genome Atlas Research Network. Comprehensive molecular profiling of lung adenocarcinoma. Nature 2014; 511: 543–550.

    Article  Google Scholar 

  8. Hoadley K, Yau C, Wolf D, Cherniack A, Tamborero D, Ng S et al. Multiplatform analysis of 12 cancer types reveals molecular classification within and across tissues of origin. Cell 2014; 158: 929–944.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Aran D, Sirota M, Butte A . Systematic pan-cancer analysis of tumour purity. Nat Commun 2015; 6: 8971.

    Article  CAS  PubMed  Google Scholar 

  10. Mo Q, Wang S, Seshan V, Olshen A, Schultz N, Sander C et al. Pattern discovery and cancer gene identification in integrated cancer genomic data. Proc Natl Acad Sci USA 2013; 110: 4245–4250.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Watanabe H, Ma Q, Peng S, Adelmant G, Swain D, Song W et al. SOX2 and p63 colocalize at genetic loci in squamous cell carcinomas. J Clin Invest 2014; 124: 1636–1645.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Singh A, Greninger P, Rhodes D, Koopman L, Violette S, Bardeesy N et al. A gene expression signature associated with "K-Ras addiction" reveals regulators of EMT and tumor cell survival. Cancer Cell 2009; 15: 489–500.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  13. FANTOM Consortium and the RIKEN PMI and CLST (DGT) FANTOM Consortium and the RIKEN PMI and CLST (DGT) Forrest A FANTOM Consortium and the RIKEN PMI and CLST (DGT) Kawaji H FANTOM Consortium and the RIKEN PMI and CLST (DGT) Rehli M FANTOM Consortium and the RIKEN PMI and CLST (DGT) Baillie J FANTOM Consortium and the RIKEN PMI and CLST (DGT) de Hoon M et al. A promoter-level mammalian expression atlas. Nature 2014; 507: 462–470.

    Article  Google Scholar 

  14. Zhang Y, Zheng X . mTOR-independent 4E-BP1 phosphorylation is associated with cancer resistance to mTOR kinase inhibitors. Cell Cycle 2012; 11: 594–603.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Bindea G, Mlecnik B, Tosolini M, Kirilovsky A, Waldner M, Obenauf A et al. Spatiotemporal dynamics of intratumoral immune cells reveal the immune landscape in human cancer. Immunity 2013; 39: 782–795.

    Article  CAS  PubMed  Google Scholar 

  16. Campbell J, Alexandrov A, Kim J, Wala J, Berger A, Pedamallu C et al. Distinct patterns of somatic genome alterations in lung adenocarcinomas and squamous cell carcinomas. Nat Genet 2016; 48: 607–616.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Sato M, Larsen J, Lee W, Sun H, Shames D, Dalvi M et al. Human lung epithelial cells progressed to malignancy through specific oncogenic manipulations. Mol Cancer Res 2013; 11: 638–650.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  18. Creighton C, Gibbons D, Kurie J . The role of epithelial-mesenchymal transition programming in invasion and metastasis: a clinical perspective. Cancer Manag Res 2013; 5: 187–195.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Iyoda A, Makino T, Koezuka S, Otsuka H, Hata Y . Treatment options for patients with large cell neuroendocrine carcinoma of the lung. Gen Thorac Cardiovasc Surg 2014; 62: 351–356.

    Article  PubMed  PubMed Central  Google Scholar 

  20. Lou Y, Diao L, Parra Cuentas E, Denning W, Chen L, Fan Y et al. Epithelial-mesenchymal transition is associated with a distinct tumor microenvironment including elevation of inflammatory signals and multiple immune checkpoints in lung adenocarcinoma. Clin Cancer Res 2016; 22: 3630–3642.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Garon E, Rizvi N, Hui R, Leighl N, Balmanoukian A, Eder J et al. Pembrolizumab for the treatment of non-small-cell lung cancer. N Engl J Med 2015; 372: 2018–2028.

    Article  PubMed  Google Scholar 

  22. Chae Y, Pan A, Davis A, Raparia K, Mohindra N, Matsangou M et al. Biomarkers for PD-1/PD-L1 blockade therapy in non-small-cell Lung cancer: is PD-L1 expression a good marker for patient selection? Clin Lung Cancer 2016, e-pub ahead of print 6 April 2016 doi:10.1016/j.cllc.2016.03.011.

    Article  CAS  PubMed  Google Scholar 

  23. Chiriva-Internati M, Pandey A, Saba R, Kim M, Saadeh C, Lukman T et al. Cancer testis antigens: a novel target in lung cancer. Int Rev Immunol 2012; 31: 321–343.

    Article  CAS  PubMed  Google Scholar 

  24. Ciuffreda L, Incani U, Steelman L, Abrams S, Falcone I, Curatolo A et al. Signaling intermediates (MAPK and PI3K) as therapeutic targets in NSCLC. Curr Pharm Des 2014; 20: 3944–3957.

    Article  CAS  PubMed  Google Scholar 

  25. Chen F, Zhang Y, Şenbabaoğlu Y, Ciriello G, Yang L, Reznik E et al. Multilevel genomics-based taxonomy of renal cell carcinoma. Cell Rep 2016; 14: 2476–2489.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

This work was supported in part by the following grants from the National Institutes of Health (NIH) grant 2R01CA125123-09 (C. Creighton), MD Anderson’s Institutional Tissue Bank Award (2P30CA016672, I. Wistuba), and The University of Texas Lung Specialized Programs of Research Excellence grant (P50CA70907, I. Wistuba), Cancer Prevention and Research Institute of Texas (CPRIT) grant RP120713 C2 (C. Creighton) and P2 (D. Gibbons), and RP150405 (D. Gibbons) and Department of Defense PROSPECT grant (W81XWH-07-1-0306, I. Wistuba).

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Correspondence to C J Creighton.

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Chen, F., Zhang, Y., Parra, E. et al. Multiplatform-based molecular subtypes of non-small-cell lung cancer. Oncogene 36, 1384–1393 (2017). https://doi.org/10.1038/onc.2016.303

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