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Multiple Myeloma, Gammopathies

Clinical value of molecular subtyping multiple myeloma using gene expression profiling

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Abstract

Using a data set of 1217 patients with multiple myeloma enrolled in Total Therapies, we have examined the impact of novel therapies on molecular and risk subgroups and the clinical value of molecular classification. Bortezomib significantly improved the progression-free survival (PFS) and overall survival (OS) of the MMSET (MS) subgroup. Thalidomide and bortezomib positively impacted the PFS of low-risk (LoR) cases defined by the GEP70 signature, whereas high-risk (HiR) cases showed no significant changes in outcome. We show that molecular classification is important if response rates are to be used to predict outcomes. The t(11;14)-containing CD-1 and CD-2 subgroups showed clear differences in time to response and cumulative response rates but similar PFS and OS. Furthermore, complete remission was not significantly associated with the outcome of the MAF/MAFB (MF) subgroup or HiR cases. HiR cases were enriched in the MF, MS and proliferation subgroups, but the poor outcome of these groups was not linked to subgroup-specific characteristics such as MAF overexpression per se. It is especially important to define risk status if HiR cases are to be managed appropriately because of their aggressive clinical course, high rates of early relapse and the need to maintain therapeutic pressure on the clone.

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References

  1. Kyle RA, Rajkumar SV . Multiple myeloma. N Engl J Med 2004; 351: 1860–1873.

    Article  CAS  PubMed  Google Scholar 

  2. Barlogie B, Tricot GJ, van Rhee F, Angtuaco E, Walker R, Epstein J et al. Long-term outcome results of the first tandem autotransplant trial for multiple myeloma. Br J Haematol 2006; 135: 158–164.

    Article  PubMed  Google Scholar 

  3. Barlogie B, Tricot G, Anaissie E, Shaughnessy J, Rasmussen E, van Rhee F et al. Thalidomide and hematopoietic-cell transplantation for multiple myeloma. N Engl J Med 2006; 354: 1021–1030.

    Article  CAS  PubMed  Google Scholar 

  4. Pineda-Roman M, Zangari M, Haessler J, Anaissie E, Tricot G, van Rhee F et al. Sustained complete remissions in multiple myeloma linked to bortezomib in total therapy 3: comparison with total therapy 2. Br J Haematol 2008; 140: 625–634.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Chesi M, Bergsagel PL . Advances in the pathogenesis and diagnosis of multiple myeloma. Int J Lab Hematol 2015; 37: 108–114.

    Article  PubMed  Google Scholar 

  6. Bergsagel PL, Mateos M-V, Gutierrez NC, Rajkumar SV, San Miguel JF . Improving overall survival and overcoming adverse prognosis in the treatment of cytogenetically high-risk multiple myeloma. Blood 2013; 121: 884–892.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Sawyer JR . The prognostic significance of cytogenetics and molecular profiling in multiple myeloma. Cancer Genet 2011; 204: 3–12.

    Article  PubMed  Google Scholar 

  8. Bergsagel PL, Kuehl WM . Chromosome translocations in multiple myeloma. Oncogene 2001; 20: 5611–5622.

    Article  CAS  PubMed  Google Scholar 

  9. Walker BA, Boyle EM, Wardell CP, Murison A, Begum BD, Dahir NB et al. Mutational spectrum, copy number changes and outcome: result of the sequencing study of 463 newly diagnosed myeloma trial patients. J Clin Oncol 2015; e-pub ahead of print 17 August 2015.

  10. Morgan GJ, Walker BA, Davies FE . The genetic architecture of multiple myeloma. Nat Rev Cancer 2012; 12: 335–348.

    Article  CAS  PubMed  Google Scholar 

  11. Bergsagel PL, Kuehl WM, Zhan F, Sawyer J, Barlogie B, Shaughnessy J . Cyclin D dysregulation: an early and unifying pathogenic event in multiple myeloma. Blood 2005; 106: 296–303.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Zhan F, Huang Y, Colla S, Stewart JP, Hanamura I, Gupta S et al. The molecular classification of multiple myeloma. Blood 2006; 108: 2020–2028.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  13. Shaughnessy JD, Zhan F, Burington BE, Huang Y, Colla S, Hanamura I et al. A validated gene expression model of high-risk multiple myeloma is defined by deregulated expression of genes mapping to chromosome 1. Blood 2007; 109: 2276–2284.

    Article  CAS  PubMed  Google Scholar 

  14. Kuiper R, Broyl A, de Knegt Y, van Vliet MH, van Beers EH, van der Holt B et al. A gene expression signature for high-risk multiple myeloma. Leukemia 2012; 26: 2406–2413.

    Article  CAS  PubMed  Google Scholar 

  15. Hose D, Rème T, Hielscher T, Moreaux J, Messner T, Seckinger A et al. Proliferation is a central independent prognostic factor and target for personalized and risk-adapted treatment in multiple myeloma. Haematologica 2011; 96: 87–95.

    Article  PubMed  Google Scholar 

  16. Decaux O, Lodé L, Magrangeas F, Charbonnel C, Gouraud W, Jézéquel P et al. Prediction of survival in multiple myeloma based on gene expression profiles reveals cell cycle and chromosomal instability signatures in high-risk patients and hyperdiploid signatures in low-risk patients: a study of the Intergroupe Francophone du Myélom. J Clin Oncol 2008; 26: 4798–4805.

    Article  CAS  PubMed  Google Scholar 

  17. Shaughnessy J, Tian E, Sawyer J, Bumm K, Landes R, Badros A et al. High incidence of chromosome 13 deletion in multiple myeloma detected by multiprobe interphase FISH. Blood 2000; 96: 1505–1511.

    CAS  PubMed  Google Scholar 

  18. Mateos MV, Richardson PG, Dimopoulos MA, Palumbo A, Anderson KC, Shi H et al. Effect of cumulative bortezomib dose on survival in multiple myeloma patients receiving bortezomib-melphalan-prednisone in the phase III VISTA study. Am J Hematol 2015; 90: 314–319.

    Article  CAS  PubMed  Google Scholar 

  19. Sawyer JR, Tian E, Heuck CJ, Epstein J, Johann DJ, Swanson CM et al. Jumping translocations of 1q12 in multiple myeloma: a novel mechanism for deletion of 17p in cytogenetically defined high-risk disease. Blood 2014; 123: 2504–2512.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Walker BA, Wardell CP, Murison A, Boyle EM, Begum DB, Dahir NM et al. APOBEC family mutational signatures are associated with poor prognosis translocations in multiple myeloma. Nat Commun 2015; 6: 6997.

    Article  CAS  PubMed  Google Scholar 

  21. Boyd KD, Ross FM, Chiecchio L, Dagrada GP, Konn ZJ, Tapper WJ et al. A novel prognostic model in myeloma based on co-segregating adverse FISH lesions and the ISS: analysis of patients treated in the MRC Myeloma IX trial. Leukemia 2012; 26: 349–355.

    Article  CAS  PubMed  Google Scholar 

  22. Nair B, Shaughnessy JD, Zhou Y, Astrid-Cartron M, Qu P, van Rhee F et al. Gene expression profiling of plasma cells at myeloma relapse from tandem transplantation trial Total Therapy 2 predicts subsequent survival. Blood 2009; 113: 6572–6575.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. McCarthy PL, Owzar K, Hofmeister CC, Hurd DD, Hassoun H, Richardson PG et al. Lenalidomide after stem-cell transplantation for multiple myeloma. N Engl J Med 2012; 366: 1770–1781.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. Attal M, Lauwers-Cances V, Marit G, Caillot D, Moreau P, Facon T et al. Lenalidomide maintenance after stem-cell transplantation for multiple myeloma. N Engl J Med 2012; 366: 1782–1791.

    CAS  PubMed  Google Scholar 

  25. Palumbo A, Cavallo F, Gay F, Di Raimondo F, Ben Yehuda D, Petrucci MT et al. Autologous transplantation and maintenance therapy in multiple myeloma. N Engl J Med 2014; 371: 895–905.

    Article  PubMed  Google Scholar 

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Acknowledgements

This manuscript was supported by a grant from the National Institutes of Health (P01CA055819).

Author contributions

GJM and NW conceived and planned the project; AR, CS, AH and NW conducted statistical analyses; CH, ST and NW interpreted results; ET performed FISH analyses; patients were accrued by BB, CH, FD, FVVR, GJM, ST and MZ; all authors wrote and approved the manuscript.

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Correspondence to G J Morgan.

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Competing interests

BB and CJH have received research funding from Celgene and Millennium. BB is a consultant to Celgene and Millennium and is a co-inventor on patents and patent applications related to the use of GEP in cancer medicine that have been licensed to Signal Genetics Inc. GJM has participated in advisory boards for, received payment for lectures and development of educational presentations from and has received travel support from Celgene, Novartis, Merck and Johnson & Johnson. FED has participated in advisory boards and spoken at meetings for Celgene, Ortho Biotech and Novartis and has received travel support to attend meetings from Celgene and Ortho Biotech. The remaining authors declare no conflict of interest.

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Supplementary Information accompanies this paper on the Leukemia website

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Weinhold, N., Heuck, C., Rosenthal, A. et al. Clinical value of molecular subtyping multiple myeloma using gene expression profiling. Leukemia 30, 423–430 (2016). https://doi.org/10.1038/leu.2015.309

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