Skip to main content
Log in

Late divergence of survival curves in cancer immunotherapy trials: interpretation and implications

  • Opinion Paper
  • Published:
Cancer Immunology, Immunotherapy Aims and scope Submit manuscript

Abstract

Late divergence of survival curves of treated patients and controls is commonly seen in successful cancer immunotherapy trials. Although late survival curve divergence may be caused by a delayed action of therapy, it may also be related to early effects of the treatment. We suggest that late survival divergence most often reflects a specific benefit of therapy for patients who suffer from a comparatively slow progression of disease. The occurrence of delayed survival curve divergence has important implications for the statistical analysis of immunotherapy trials. Thus, it leads to non-proportional hazard ratios that make commonly used statistical tests, e.g., the logrank test, suboptimal. It is therefore suggested that the statistical analysis of immunotherapy trials primarily should be based on a test that compares the survival curves at or after a prespecified, fixed, late time point.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Hodi FS, O’Day SJ, McDermott DF, Weber RW, Sosman JA, Haanen JB, Gonzalez R, Robert C, Schadendorf D, Hassel JC, Akerley W, van den Eertwegh AJ, Lutzky J, Lorigan P, Vaubel JM, Linette GP, Hogg D, Ottensmeier CH, Lebbe C, Peschel C, Quirt I, Clark JI, Wolchok JD, Weber JS, Tian J, Yellin MJ, Nichol GM, Hoos A, Urba WJ (2010) Improved survival with ipilimumab in patients with metastatic melanoma. N Engl J Med 363(8):711–723. doi:10.1056/NEJMoa1003466

    Article  PubMed  CAS  Google Scholar 

  2. Kantoff PW, Schuetz TJ, Blumenstein BA, Glode LM, Bilhartz DL, Wyand M, Manson K, Panicali DL, Laus R, Schlom J, Dahut WL, Arlen PM, Gulley JL, Godfrey WR (2010) Overall survival analysis of a phase II randomized controlled trial of a Poxviral-based PSA-targeted immunotherapy in metastatic castration-resistant prostate cancer. J Clin Oncol 28(7):1099–1105. doi:10.1200/jco.2009.25.0597

    Article  PubMed  CAS  Google Scholar 

  3. Small EJ, Schellhammer PF, Higano CS, Redfern CH, Nemunaitis JJ, Valone FH, Verjee SS, Jones LA, Hershberg RM (2006) Placebo-controlled phase III trial of immunologic therapy with sipuleucel-T (APC8015) in patients with metastatic, asymptomatic hormone refractory prostate cancer. J Clin Oncol 24(19):3089–3094. doi:10.1200/jco.2005.04.5252

    Article  PubMed  CAS  Google Scholar 

  4. Sosman JA, Unger JM, Liu PY, Flaherty LE, Park MS, Kempf RA, Thompson JA, Terasaki PI, Sondak VK (2002) Adjuvant immunotherapy of resected, intermediate-thickness, node-negative melanoma with an allogeneic tumor vaccine: impact of HLA class I antigen expression on outcome. J Clin Oncol 20(8):2067–2075

    Article  PubMed  CAS  Google Scholar 

  5. Testori A, Richards J, Whitman E, Mann GB, Lutzky J, Camacho L, Parmiani G, Tosti G, Kirkwood JM, Hoos A, Yuh L, Gupta R, Srivastava PK (2008) Phase III comparison of vitespen, an autologous tumor-derived heat shock protein gp96 peptide complex vaccine, with physician’s choice of treatment for stage IV melanoma: the C-100-21 Study Group. J Clin Oncol 26(6):955–962. doi:10.1200/jco.2007.11.9941

    Article  PubMed  CAS  Google Scholar 

  6. Wolchok JD, Neyns B, Linette G, Negrier S, Lutzky J, Thomas L, Waterfield W, Schadendorf D, Smylie M, Guthrie T Jr, Grob JJ, Chesney J, Chin K, Chen K, Hoos A, O’Day SJ, Lebbe C (2010) Ipilimumab monotherapy in patients with pretreated advanced melanoma: a randomised, double-blind, multicentre, phase 2, dose-ranging study. Lancet Oncol 11(2):155–164. doi:10.1016/s1470-2045(09)70334-1

    Article  PubMed  CAS  Google Scholar 

  7. Wood C, Srivastava P, Bukowski R, Lacombe L, Gorelov AI, Gorelov S, Mulders P, Zielinski H, Hoos A, Teofilovici F, Isakov L, Flanigan R, Figlin R, Gupta R, Escudier B (2008) An adjuvant autologous therapeutic vaccine (HSPPC-96; vitespen) versus observation alone for patients at high risk of recurrence after nephrectomy for renal cell carcinoma: a multicentre, open-label, randomised phase III trial. Lancet 372(9633):145–154. doi:10.1016/s0140-6736(08)60697-2

    Article  PubMed  CAS  Google Scholar 

  8. Stadler R, Luger T, Bieber T, Kohler U, Linse R, Technau K, Schubert R, Schroth K, Vakilzadeh F, Volkenandt M, Gollnick H, Von Eick H, Thoren F, Strannegard O (2006) Long-term survival benefit after adjuvant treatment of cutaneous melanoma with dacarbazine and low dose natural interferon alpha: A controlled, randomised multicentre trial. Acta Oncol 45(4):389–399

    Article  PubMed  CAS  Google Scholar 

  9. Finke LH, Wentworth K, Blumenstein B, Rudolph NS, Levitsky H, Hoos A (2007) Lessons from randomized phase III studies with active cancer immunotherapies—outcomes from the 2006 meeting of the Cancer Vaccine Consortium (CVC). Vaccine 25(Suppl 2):B97–B109. doi:10.1016/j.vaccine.2007.06.067

    Article  PubMed  CAS  Google Scholar 

  10. Hoos A, Eggermont AM, Janetzki S, Hodi FS, Ibrahim R, Anderson A, Humphrey R, Blumenstein B, Old L, Wolchok J (2010) Improved endpoints for cancer immunotherapy trials. J Natl Cancer Inst 102(18):1388–1397. doi:10.1093/jnci/djq310

    Article  PubMed  CAS  Google Scholar 

  11. Hansson J (2006) Adjuvant therapy of cutaneous melanoma—current status. Acta Oncol 45(4):369–372. doi:10.1080/02841860600768895

    Article  PubMed  Google Scholar 

  12. Hoos A, Britten CM, Huber C, O’Donnell-Tormey J (2011) A methodological framework to enhance the clinical success of cancer immunotherapy. Nat Biotechnol 29(10):867–870. doi:10.1038/nbt.2000

    Article  PubMed  CAS  Google Scholar 

  13. Chapman PB, Hauschild A, Robert C, Haanen JB, Ascierto P, Larkin J, Dummer R, Garbe C, Testori A, Maio M, Hogg D, Lorigan P, Lebbe C, Jouary T, Schadendorf D, Ribas A, O’Day SJ, Sosman JA, Kirkwood JM, Eggermont AM, Dreno B, Nolop K, Li J, Nelson B, Hou J, Lee RJ, Flaherty KT, McArthur GA (2011) Improved survival with vemurafenib in melanoma with BRAF V600E mutation. The New England journal of medicine 364(26):2507–2516. doi:10.1056/NEJMoa1103782

    Article  PubMed  CAS  Google Scholar 

  14. Thoren FB, Strannegard O (2011) Adjuvant interferon: extended follow-up times needed? Lancet Oncol 12(5):419

    Article  PubMed  Google Scholar 

  15. Berd D, Sato T, Cohn H, Maguire HC Jr, Mastrangelo MJ (2001) Treatment of metastatic melanoma with autologous, hapten-modified melanoma vaccine: regression of pulmonary metastases. Int J Cancer [Journal international du cancer] 94(4):531–539

    Article  CAS  Google Scholar 

  16. Hodi FS, Butler M, Oble DA, Seiden MV, Haluska FG, Kruse A, Macrae S, Nelson M, Canning C, Lowy I, Korman A, Lautz D, Russell S, Jaklitsch MT, Ramaiya N, Chen TC, Neuberg D, Allison JP, Mihm MC, Dranoff G (2008) Immunologic and clinical effects of antibody blockade of cytotoxic T lymphocyte-associated antigen 4 in previously vaccinated cancer patients. Proc Natl Acad Sci USA 105(8):3005–3010. doi:10.1073/pnas.0712237105

    Article  PubMed  CAS  Google Scholar 

  17. Wolchok JD, Weber JS, Maio M, Neyns B, Harmankaya K, Chin K, Cykowski L, de Pril V, Humphrey R, Lebbe C (2013) Four-year survival rates for patients with metastatic melanoma who received ipilimumab in phase II clinical trials. Ann Oncol. doi:10.1093/annonc/mdt161

    PubMed  Google Scholar 

  18. Kantoff PW, Higano CS, Shore ND, Berger ER, Small EJ, Penson DF, Redfern CH, Ferrari AC, Dreicer R, Sims RB, Xu Y, Frohlich MW, Schellhammer PF, Investigators IS (2010) Sipuleucel-T immunotherapy for castration-resistant prostate cancer. N Engl J Med 363(5):411–422. doi:10.1056/NEJMoa1001294

    Article  PubMed  CAS  Google Scholar 

  19. Dunn GP, Bruce AT, Ikeda H, Old LJ, Schreiber RD (2002) Cancer immunoediting: from immunosurveillance to tumor escape. Nat Immunol 3(11):991–998

    Article  PubMed  CAS  Google Scholar 

  20. Vesely MD, Kershaw MH, Schreiber RD, Smyth MJ (2011) Natural innate and adaptive immunity to cancer. Annu Rev Immunol 29:235–271. doi:10.1146/annurev-immunol-031210-101324

    Article  PubMed  CAS  Google Scholar 

  21. Prieto PA, Yang JC, Sherry RM, Hughes MS, Kammula US, White DE, Levy CL, Rosenberg SA, Phan GQ (2012) CTLA-4 blockade with ipilimumab: long-term follow-up of 177 patients with metastatic melanoma. Clin Cancer Res 18(7):2039–2047. doi:10.1158/1078-0432.CCR-11-1823

    Article  PubMed  CAS  Google Scholar 

  22. Bilusic M, Gulley JL (2012) Endpoints, patient selection, and biomarkers in the design of clinical trials for cancer vaccines. Cancer Immunol Immunother 61(1):109–117. doi:10.1007/s00262-011-1141-0

    Article  PubMed  Google Scholar 

  23. (2011) Guidance for industry: clinical considerations for therapeutic cancer vaccines. Department of Health and Human Services, Food and Drug Administration 76:68768–68769. https://federalregister.gov/a/2011-28726

  24. Bland JM, Altman DG (2004) The logrank test. BMJ 328(7447):1073. doi:10.1136/bmj.328.7447.1073

    Article  PubMed  Google Scholar 

  25. Sposto R, Stablein D, Carter-Campbell S (1997) A partially grouped logrank test. Stat Med 16(6):695–704

    Article  PubMed  CAS  Google Scholar 

  26. Klein JP, Logan B, Harhoff M, Andersen PK (2007) Analyzing survival curves at a fixed point in time. Stat Med 26(24):4505–4519. doi:10.1002/sim.2864

    Article  PubMed  Google Scholar 

  27. Kalbfleisch J, Prentice R (2002) The statistical analysis of failure time data, 2nd edn. Wiley, New York

    Book  Google Scholar 

  28. Logan BR, Klein JP, Zhang MJ (2008) Comparing treatments in the presence of crossing survival curves: an application to bone marrow transplantation. Biometrics 64(3):733–740. doi:10.1111/j.1541-0420.2007.00975.x

    Article  PubMed  Google Scholar 

Download references

Conflict of interest

The authors declare no conflict of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fredrik B. Thorén.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Thorén, F.B., Anderson, H. & Strannegård, Ö. Late divergence of survival curves in cancer immunotherapy trials: interpretation and implications. Cancer Immunol Immunother 62, 1547–1551 (2013). https://doi.org/10.1007/s00262-013-1458-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00262-013-1458-y

Keywords

Navigation