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Aggressive early-stage lung adenocarcinoma is characterized by epithelial cell plasticity with acquirement of stem-like traits and immune evasion phenotype

Abstract

Lung adenocarcinoma (LUAD) is the main non-small-cell lung cancer diagnosed in ~40–50% of all lung cancer cases. Despite the improvements in early detection and personalized medicine, even a sizable fraction of patients with early-stage LUAD would experience disease relapses and adverse prognosis. Previous reports indicated the existence of LUAD molecular subtypes characterized by specific gene expression and mutational profiles, and correlating with prognosis. However, the biological and molecular features of such subtypes have not been further explored. Consequently, the mechanisms driving the emergence of aggressive LUAD remained unclear. Here, we adopted a multi-tiered approach ranging from molecular to functional characterization of LUAD and used it on multiple cohorts of patients (for a total of 1227 patients) and LUAD cell lines. We investigated the tumor transcriptome and the mutational and immune gene expression profiles, and we used LUAD cell lines for cancer cell phenotypic screening. We found that loss of lung cell lineage and gain of stem cell-like characteristics, along with mutator and immune evasion phenotypes, explain the aggressive behavior of a specific subset of lung adenocarcinoma that we called C1-LUAD, including early-stage disease. This subset can be identified using a 10-gene prognostic signature. Poor prognosis patients appear to have this specific molecular lung adenocarcinoma subtype which is characterized by peculiar molecular and biological features. Our data support the hypothesis that transformed lung stem/progenitor cells and/or reprogrammed epithelial cells with CSC characteristics are hallmarks of this aggressive disease. Such discoveries suggest alternative, more aggressive, therapeutic strategies for early-stage C1-LUAD.

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Fig. 1: Multi-tiered analysis of molecular features of the C1-LUAD subtype.
Fig. 2: Gene expression analysis of 1183 patients with lung adenocarcinoma.
Fig. 3: Lineage-specifying gene expression profile of C1- and nonC1-LUAD samples.
Fig. 4: Functional analysis of C1-LUAD.
Fig. 5: Mutational profile of C1- and nonC1-LUADs.
Fig. 6: Immunoprofile analysis of C1- and nonC1-LUADs.

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References

  1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: A Cancer J Clinicians. 2018;68:394–424.

    Google Scholar 

  2. Travis WD, Brambilla E, Noguchi M, Nicholson AG, Geisinger KR, Yatabe Y, et al. International Association for the Study of Lung Cancer/American Thoracic Society/European Respiratory Society International Multidisciplinary Classification of Lung Adenocarcinoma. J Thorac Oncol. 2011;6:244–85.

    Article  PubMed  PubMed Central  Google Scholar 

  3. Aberle DR, Adams AM, Berg CD, Black WC, Clapp JD, Fagerstrom RM, et al. Reduced lung-cancer mortality with low-dose computed tomographic screening. N Engl J Med. 2011;365:395–409.

    Article  PubMed  Google Scholar 

  4. de Koning HJ, van der Aalst CM, de Jong PA, Scholten ET, Nackaerts K, Heuvelmans MA, et al. Reduced lung-cancer mortality with volume CT screening in a randomized trial. N Engl J Med. 2020;382:503–13.

    Article  PubMed  Google Scholar 

  5. Siegel RL, Miller KD, Jemal A. Cancer statistics, 2020. CA Cancer J Clin. 2020;70:7–30.

    Article  PubMed  Google Scholar 

  6. Pribluda A, de la Cruz CC, Jackson EL. Intratumoral heterogeneity: from diversity comes resistance. Clin Cancer Res. 2015;21:2916–23.

    Article  CAS  PubMed  Google Scholar 

  7. Cancer Genome Atlas Research Network. Comprehensive molecular profiling of lung adenocarcinoma. Nature. 2014;511:543–50.

    Article  CAS  Google Scholar 

  8. Zhang J, Fujimoto J, Wedge DC, Song X, Seth S, Chow CW, et al. Intratumor heterogeneity in localized lung adenocarcinomas delineated by multiregion sequencing. Science. 2014;346:256–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Alexandrov LB, Kim J, Haradhvala NJ, Huang MN, PCAWG Mutational Signatures Working Group, PCAWG Consortium, et al. The repertoire of mutational signatures in human cancer. Nature. 2020;578:94–101.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. de Bruin EC, McGranahan N, Mitter R, Salm M, Wedge DC, Yates L, et al. Spatial and temporal diversity in genomic instability processes defines lung cancer evolution. Science. 2014;346:251–6.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  11. Chen F, Zhang Y, Parra E, Rodriguez J, Behrens C, Akbani R, et al. Multiplatform-based molecular subtypes of non-small-cell lung cancer. Oncogene. 2017;36:1384–93.

    Article  CAS  PubMed  Google Scholar 

  12. Devarakonda S, Morgensztern D, Govindan R. Genomic alterations in lung adenocarcinoma. Lancet Oncol. 2015;16:e342–51.

    Article  CAS  PubMed  Google Scholar 

  13. Yatabe Y, Mitsudomi T, Takahashi T. TTF-1 expression in pulmonary adenocarcinomas. Am J Surg Pathol. 2002;26:767–73.

    Article  PubMed  Google Scholar 

  14. Ferone G, Song J-Y, Sutherland KD, Bhaskaran R, Monkhorst K, Lambooij J-P, et al. SOX2 is the determining oncogenic switch in promoting lung squamous cell carcinoma from different cells of origin. Cancer Cell. 2016;30:519–32.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Dama E, Melocchi V, Dezi F, Pirroni S, Carletti RM, Brambilla D, et al. An aggressive subtype of stage I lung adenocarcinoma with molecular and prognostic characteristics typical of advanced lung cancers. Clin Cancer Res: Off J Am Assoc Cancer Res. 2017;23:62–72.

    Article  CAS  Google Scholar 

  16. Bianchi F, Nuciforo P, Vecchi M, Bernard L, Tizzoni L, Marchetti A, et al. Survival prediction of stage I lung adenocarcinomas by expression of 10 genes. J Clin Invest. 2007;117:3436–44.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Takeuchi T, Tomida S, Yatabe Y, Kosaka T, Osada H, Yanagisawa K, et al. Expression profile–defined classification of lung adenocarcinoma shows close relationship with underlying major genetic changes and clinicopathologic behaviors. JCO. 2006;24:1679–88.

    Article  CAS  Google Scholar 

  18. Bryant CM, Albertus DL, Kim S, Chen G, Brambilla C, Guedj M, et al. Clinically relevant characterization of lung adenocarcinoma subtypes based on cellular pathways: an international validation study. PLoS ONE. 2010;5:e11712.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  19. Bhattacharjee A, Richards WG, Staunton J, Li C, Monti S, Vasa P, et al. Classification of human lung carcinomas by mRNA expression profiling reveals distinct adenocarcinoma subclasses. Proc Natl Acad Sci USA. 2001;98:13790–5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Beer DG, Kardia SLR, Huang C-C, Giordano TJ, Levin AM, Misek DE, et al. Gene-expression profiles predict survival of patients with lung adenocarcinoma. Nat Med. 2002;8:816–24.

    Article  CAS  PubMed  Google Scholar 

  21. Nazarov PV, Muller A, Kaoma T, Nicot N, Maximo C, Birembaut P, et al. RNA sequencing and transcriptome arrays analyses show opposing results for alternative splicing in patient derived samples. BMC Genomics. 2017;18:443.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  22. Cheung WKC, Nguyen DX. Lineage factors and differentiation states in lung cancer progression. Oncogene. 2015;34:5771–80.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. Moisés J, Navarro A, Santasusagna S, Viñolas N, Molins L, Ramirez J, et al. NKX2–1 expression as a prognostic marker in early-stage non-small-cell lung cancer. BMC Pulm Med. 2017;17:197.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  24. Tata PR, Chow RD, Saladi SV, Tata A, Konkimalla A, Bara A, et al. Developmental history provides a roadmap for the emergence of tumor plasticity. Developmental Cell. 2018;44:679–93.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  25. Fares J, Fares MY, Khachfe HH, Salhab HA, Fares Y. Molecular principles of metastasis: a hallmark of cancer revisited. Sig Transduct Target Ther. 2020;5:28.

    Article  Google Scholar 

  26. Sonzogni A, Bianchi F, Fabbri A, Cossa M, Rossi G, Cavazza A, et al. Pulmonary adenocarcinoma with mucin production modulates phenotype according to common genetic traits: a reappraisal of mucinous adenocarcinoma and colloid adenocarcinoma: Reappraising mucinous and colloid adenocarcinoma of the lung. J Path: Clin Res. 2017;3:139–51.

    CAS  Google Scholar 

  27. Tammela T, Sanchez-Rivera FJ, Cetinbas NM, Wu K, Joshi NS, Helenius K, et al. A Wnt-producing niche drives proliferative potential and progression in lung adenocarcinoma. Nature. 2017;545:355–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  28. Marjanovic ND, Hofree M, Chan JE, Canner D, Wu K, Trakala M, et al. Emergence of a high-plasticity cell state during lung cancer evolution. Cancer Cell. 2020;38:229–46.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. Ghandi M, Huang FW, Jané-Valbuena J, Kryukov GV, Lo CC, McDonald ER, et al. Next-generation characterization of the cancer cell line encyclopedia. Nature. 2019;569:503–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  30. Dontu G. In vitro propagation and transcriptional profiling of human mammary stem/progenitor cells. Genes Dev. 2003;17:1253–70.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  31. Lu H, Clauser KR, Tam WL, Frose J, Ye X, Eaton EN, et al. A breast cancer stem cell niche supported by juxtacrine signalling from monocytes and macrophages. Nat Cell Biol. 2014;16:1105–17.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. Yan X, Luo H, Zhou X, Zhu B, Wang Y, Bian X. Identification of CD90 as a marker for lung cancer stem cells in A549 and H446 cell lines. Oncol Rep. 2013;30:2733–40.

    Article  CAS  PubMed  Google Scholar 

  33. Tokheim C, Karchin R. CHASMplus reveals the scope of somatic missense mutations driving human cancers. Cell Syst. 2019;9:9–23.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  34. Tate JG, Bamford S, Jubb HC, Sondka Z, Beare DM, Bindal N, et al. COSMIC: the catalogue of somatic mutations in cancer. Nucleic Acids Res. 2019;47:D941–7.

    Article  CAS  PubMed  Google Scholar 

  35. Swanton C, McGranahan N, Starrett GJ, Harris RS. APOBEC enzymes: mutagenic fuel for cancer evolution and heterogeneity. Cancer Discov. 2015;5:704–12.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Bremnes RM, Busund L-T, Kilvær TL, Andersen S, Richardsen E, Paulsen EE, et al. The role of tumor-infiltrating lymphocytes in development, progression, and prognosis of non–small cell lung cancer. J Thorac Oncol. 2016;11:789–800.

    Article  PubMed  Google Scholar 

  37. Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Ou Yang T-H, et al. The immune landscape of cancer. Immunity. 2018;48:812–30.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. Alvisi G, Brummelman J, Puccio S, Mazza EMC, Tomada EP, Losurdo A, et al. IRF4 instructs effector Treg differentiation and immune suppression in human cancer. J Clin Investig. 2020;130:3137–50.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. Yu H, Boyle TA, Zhou C, Rimm DL, Hirsch FR. PD-L1 expression in lung cancer. J Thorac Oncol. 2016;11:964–75.

    Article  PubMed  PubMed Central  Google Scholar 

  40. Monterisi S, Lo Riso P, Russo K, Bertalot G, Vecchi M, Testa G, et al. HOXB7 overexpression in lung cancer is a hallmark of acquired stem-like phenotype. Oncogene. 2018;37:3575–88.

    Article  CAS  PubMed  Google Scholar 

  41. Care A, Valtieri M, Mattia G, Meccia E, Masella B, Luchetti L, et al. Enforced expression of HOXB7 promotes hematopoietic stem cell proliferation and myeloid-restricted progenitor differentiation. Oncogene. 1999;18:1993–2001.

    Article  CAS  PubMed  Google Scholar 

  42. Dolatshad H, Pellagatti A, Fernandez-Mercado M, Yip BH, Malcovati L, Attwood M, et al. Disruption of SF3B1 results in deregulated expression and splicing of key genes and pathways in myelodysplastic syndrome hematopoietic stem and progenitor cells. Leukemia. 2015;29:1092–103.

    Article  CAS  PubMed  Google Scholar 

  43. Tian C, Öhlund D, Rickelt S, Lidström T, Huang Y, Hao L, et al. Cancer cell–derived matrisome proteins promote metastasis in pancreatic ductal adenocarcinoma. Cancer Res. 2020;80:1461–74.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  44. Han B, Zhang Y-Y, Xu K, Bai Y, Wan L-H, Miao S-K, et al. NUDCD1 promotes metastasis through inducing EMT and inhibiting apoptosis in colorectal cancer. Am J Cancer Res. 2018;8:810–23.

    CAS  PubMed  PubMed Central  Google Scholar 

  45. Grindel BJ, Martinez JR, Tellman TV, Harrington DA, Zafar H, Nakhleh L, et al. Matrilysin/MMP-7 cleavage of perlecan/HSPG2 complexed with semaphorin 3A supports FAK-mediated stromal invasion by prostate cancer cells. Sci Rep. 2018;8:7262.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  46. McCauley KB, Alysandratos K-D, Jacob A, Hawkins F, Caballero IS, Vedaie M, et al. Single-cell transcriptomic profiling of pluripotent stem cell-derived SCGB3A2+ airway epithelium. Stem Cell Rep. 2018;10:1579–95.

    Article  CAS  Google Scholar 

  47. Naizhen X, Kido T, Yokoyama S, Linnoila RI, Kimura S. Spatiotemporal expression of three secretoglobin proteins, SCGB1A1, SCGB3A1, and SCGB3A2, in mouse airway epithelia. J Histochem Cytochem. 2019;67:453–63.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  48. Reynolds SD, Reynolds PR, Pryhuber GS, Finder JD, Stripp BR. Secretoglobins SCGB3A1 and SCGB3A2 define secretory cell subsets in mouse and human airways. Am J Respir Crit Care Med. 2002;166:1498–509.

    Article  PubMed  Google Scholar 

  49. Kumar PA, Hu Y, Yamamoto Y, Hoe NB, Wei TS, Mu D, et al. Distal airway stem cells yield alveoli in vitro and during lung regeneration following H1N1 influenza infection. Cell. 2011;147:525–38.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  50. Zuo W, Zhang T, Wu DZ, Guan SP, Liew A-A, Yamamoto Y, et al. p63+Krt5+ distal airway stem cells are essential for lung regeneration. Nature. 2015;517:616–20.

    Article  CAS  PubMed  Google Scholar 

  51. Jamal-Hanjani M, Wilson GA, McGranahan N, Birkbak NJ, Watkins TBK, Veeriah S, et al. Tracking the evolution of non–small-cell lung cancer. N Engl J Med. 2017;376:2109–21.

    Article  CAS  PubMed  Google Scholar 

  52. Wolf J, Seto T, Han J-Y, Reguart N, Garon EB, Groen HJM, et al. Capmatinib in MET Exon 14–mutated or MET-amplified non-small-cell lung cancer. N Engl J Med. 2020;383:944–57.

    Article  CAS  PubMed  Google Scholar 

  53. Orkin SH, Hochedlinger K. Chromatin connections to pluripotency and cellular reprogramming. Cell. 2011;145:835–50.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  54. Schoenfeld AJ, Bandlamudi C, Lavery JA, Montecalvo J, Namakydoust A, Rizvi H, et al. The genomic landscape of SMARCA4 alterations and associations with outcomes in patients with lung cancer. Clin Cancer Res. 2020;26:5701–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  55. Prasetyanti PR, Medema JP. Intra-tumor heterogeneity from a cancer stem cell perspective. Mol Cancer. 2017;16:41.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  56. Miranda A, Hamilton PT, Zhang AW, Pattnaik S, Becht E, Mezheyeuski A, et al. Cancer stemness, intratumoral heterogeneity, and immune response across cancers. Proc Natl Acad Sci USA. 2019;116:9020–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  57. Burkholder B, Huang R-Y, Burgess R, Luo S, Jones VS, Zhang W, et al. Tumor-induced perturbations of cytokines and immune cell networks. Biochim Biophys Acta. 2014;1845:182–201.

    CAS  PubMed  Google Scholar 

  58. Richards CH, Mohammed Z, Qayyum T, Horgan PG, McMillan DC. The prognostic value of histological tumor necrosis in solid organ malignant disease: a systematic review. Future Oncol. 2011;7:1223–35.

    Article  CAS  PubMed  Google Scholar 

  59. Jaillon S, Ponzetta A, Di Mitri D, Santoni A, Bonecchi R, Mantovani A. Neutrophil diversity and plasticity in tumour progression and therapy. Nat Rev Cancer. 2020;20:485–503.

    Article  CAS  PubMed  Google Scholar 

  60. Stämpfli MR, Anderson GP. How cigarette smoke skews immune responses to promote infection, lung disease and cancer. Nat Rev Immunol. 2009;9:377–84.

    Article  PubMed  CAS  Google Scholar 

  61. Schabath MB, Welsh EA, Fulp WJ, Chen L, Teer JK, Thompson ZJ, et al. Differential association of STK11 and TP53 with KRAS mutation-associated gene expression, proliferation and immune surveillance in lung adenocarcinoma. Oncogene. 2016;35:3209–16.

    Article  CAS  PubMed  Google Scholar 

  62. Okayama H, Kohno T, Ishii Y, Shimada Y, Shiraishi K, Iwakawa R, et al. Identification of genes upregulated in ALK-positive and EGFR/KRAS/ALK-negative lung adenocarcinomas. Cancer Res. 2012;72:100–11.

    Article  CAS  PubMed  Google Scholar 

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Acknowledgements

We are grateful to Teresa Nittoli for technical assistance and Chiara Di Giorgio for critically editing the manuscript. This study was performed in accordance with the Declaration of Helsinki and was approved by the Ethics Committee of the Fondazione IRCCS Casa Sollievo della Sofferenza (ref. number: BIO-POLMONE – V1.0_08 Giu 16). All authors gave their consent to publication. The gene expression data used in this study are publicly available as indicated in the “Methods” and Supplementary Information sections. This work was supported by the Associazione Italiana Ricerca sul Cancro [MFAG-17568 and IG-22827 to FB; IG-20676 to EL], the Italian Ministry of Health [GR-2016-02363975 and CLEARLY to FB]. RC was supported by a fellowship from the Umberto Veronesi Foundation and the Pezcoller Foundation. TC was supported by a fellowship from the Associazione Italiana Ricerca sul Cancro (#19548) and the Umberto Veronesi Foundation.

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Conception and design: ED, VM, and FB; Development of methodology: ED, VM, FM, RC, TC, PG, and FB; Acquisition of data: ED, VM, FM, RC, TC, LC, PG, GMF, MT, and FB; Analysis and interpretation of data: ED, VM, FM, and FB; Writing, review, and/or revision of the manuscript: ED, VM, and FB; Administrative, technical, or material support: EL, MT, and PG; Study supervision: FB.

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Correspondence to Fabrizio Bianchi.

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Competing interests

FB has a patent US8747867B2 issued, and a patent WO2008125791A1 issued which is related to the use of the 10-gene signature described in this paper. The study funders had no role in the design of the study, the collection, analysis, and interpretation of the data, the writing of the manuscript, and the decision to submit the manuscript for publication. Other authors declare no conflict of interest.

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Melocchi, V., Dama, E., Mazzarelli, F. et al. Aggressive early-stage lung adenocarcinoma is characterized by epithelial cell plasticity with acquirement of stem-like traits and immune evasion phenotype. Oncogene 40, 4980–4991 (2021). https://doi.org/10.1038/s41388-021-01909-z

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