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Clinical Studies

Use of Sequential Multiple Assignment Randomized Trials (SMARTs) in oncology: systematic review of published studies

Abstract

Sequential multiple assignments randomized trials (SMARTs) are a type of experimental design where patients may be randomised multiple times according to pre-specified decision rules. The present work investigates the state-of-the-art of SMART designs in oncology, focusing on the discrepancy between the available methodological approaches in the statistical literature and the procedures applied within cancer clinical trials. A systematic review was conducted, searching PubMed, Embase and CENTRAL for protocols or reports of results of SMART designs and registrations of SMART designs in clinical trial registries applied to solid tumour research. After title/abstract and full-text screening, 33 records were included. Fifteen were reports of trials’ results, four were trials’ protocols and fourteen were trials’ registrations. The study design was defined as SMART by only one out of fifteen trial reports. Conversely, 13 of 18 study protocols and trial registrations defined the study design SMART. Furthermore, most of the records considered each stage separately in the analysis, without considering treatment regimens embedded in the trial. SMART designs in oncology are still limited. Study powering and analysis is mainly based on statistical approaches traditionally used in single-stage parallel trial designs. Formal reporting guidelines for SMART designs are needed.

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References

  1. Chakraborty B, Murphy SA. Dynamic treatment regimes. Annu Rev Stat Appl. 2014;1:447–64.

    Article  PubMed  PubMed Central  Google Scholar 

  2. Lavori PW, Dawson R. Adaptive treatment strategies in chronic disease. Annu Rev Med. 2008;59:443–53.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Kidwell KM. SMART designs in cancer research: past, present, and future. Clin Trials. 2014;11:445–56.

    Article  PubMed  PubMed Central  Google Scholar 

  4. Laber EB, Davidian M. Dynamic treatment regimes, past, present, and future: a conversation with experts. Stat Methods Med Res. 2017;26:1605–10.

    Article  PubMed  PubMed Central  Google Scholar 

  5. Wahed AS, Thall PF. Evaluating joint effects of induction–salvage treatment regimes on overall survival in acute leukaemia. J R Stat Soc Ser C (Appl Stat). 2013;62:67–83.

    Article  PubMed  Google Scholar 

  6. Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Syst Rev. 2021;10:1–11.

    Article  Google Scholar 

  7. Kidwell KM. Chapter 2: Dtrs and smarts: Definitions, designs, and applications. In: Adaptive treatment strategies in practice: Planning trials and analyzing data for personalized medicine. SIAM; 2015. p. 7–23.

  8. Veritas Health Innovation. Covidence Systematic Review Software. 2021. https://www.covidence.org/.

  9. Higgins JP, Savović J, Page MJ, Elbers RG, Sterne JA. Assessing risk of bias in a randomized trial. In: Cochrane handbook for systematic reviews of interventions. The Cochrane Collaboration and John Wiley & Sons Ltd.; 2019, p. 205–28.

  10. Matthay KK, Villablanca JG, Seeger RC, Stram DO, Harris RE, Ramsay NK, et al. Treatment of high-risk neuroblastoma with intensive chemotherapy, radiotherapy, autologous bone marrow transplantation, and 13-cis-retinoic acid. N Engl J Med. 1999;341:1165–73.

    Article  CAS  PubMed  Google Scholar 

  11. Matthay KK, Reynolds CP, Seeger RC, Shimada H, Adkins ES, Haas-Kogan D, et al. Long-term results for children with high-risk neuroblastoma treated on a randomized trial of myeloablative therapy followed by 13-cis-retinoic acid: a children’s oncology group study. J Clin Oncol. 2009;27:1007–13.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Thall PF, Logothetis C, Pagliaro LC, Wen S, Brown MA, Williams D, et al. Adaptive therapy for androgen-independent prostate cancer: a randomized selection trial of four regimens. J Natl Cancer Inst. 2007;99:1613–22.

    Article  CAS  PubMed  Google Scholar 

  13. Wang L, Rotnitzky A, Lin X, Millikan RE, Thall PF. Evaluation of viable dynamic treatment regimes in a sequentially randomized trial of advanced prostate cancer. J Am Stat Assoc. 2012;107:493–508.

    Article  PubMed  PubMed Central  Google Scholar 

  14. Bianchi S, Mosca A, Dalla Volta A, Prati V, Ortega C, Buttigliero C, et al. Maintenance versus discontinuation of androgen deprivation therapy during continuous or intermittent docetaxel administration in castration-resistant prostate cancer patients: a multicentre, randomised Phase III study by the Piemonte Oncology Network. Eur J Cancer. 2021;155:127–35.

    Article  CAS  PubMed  Google Scholar 

  15. Fisher B, Dignam J, Bryant J, Wolmark N. Five versus more than five years of tamoxifen for lymph node-negative breast cancer: updated findings from the National Surgical Adjuvant Breast and Bowel Project B-14 randomized trial. J Natl Cancer Inst. 2001;93:684–90.

    Article  CAS  PubMed  Google Scholar 

  16. Hammel P, Huguet F, van Laethem JL, Goldstein D, Glimelius B, Artru P, et al. Effect of chemoradiotherapy vs chemotherapy on survival in patients with locally advanced pancreatic cancer controlled after 4 months of gemcitabine with or without erlotinib: The LAP07 Randomized Clinical Trial. JAMA. 2016;315:1844–53.

    Article  CAS  PubMed  Google Scholar 

  17. Hovey EJ, Field KM, Rosenthal MA, Barnes EH, Cher L, Nowak AK, et al. Continuing or ceasing bevacizumab beyond progression in recurrent glioblastoma: an exploratory randomized phase II trial. Neuro Oncol Pract. 2017;4:171–81.

    Article  Google Scholar 

  18. Joss RA, Alberto P, Bleher EA, Ludwig C, Siegenthaler P, Martinelli G, et al. Combined-modality treatment of small-cell lung cancer: randomized comparison of three induction chemotherapies followed by maintenance chemotherapy with or without radiotherapy to the chest. Ann Oncol. 1994;5:921–8.

    Article  CAS  PubMed  Google Scholar 

  19. Kubota K, Furuse K, Kawahara M, Kodama N, Yamamoto M, Ogawara M, et al. Role of radiotherapy in combined modality treatment of locally advanced non-small-cell lung cancer. J Clin Oncol. 1994;12:1547–52.

    Article  CAS  PubMed  Google Scholar 

  20. Lebeau B, Chastang C, Allard P, Migueres J, Boita F, Fichet D. Six vs twelve cycles for complete responders to chemotherapy in small cell lung cancer: definitive results of a randomized clinical trial. The “Petites Cellules” Group. Eur Respir J. 1992;5:286–90.

    Article  CAS  PubMed  Google Scholar 

  21. Marshall A, Levine M, Hill C, Hale D, Thirlwall J, Wilkie V, et al. Treatment of cancer-associated venous thromboembolism: 12-month outcomes of the placebo versus rivaroxaban randomization of the SELECT-D Trial (SELECT-D: 12m). J Thromb Haemost. 2020;18:905–15.

    Article  CAS  PubMed  Google Scholar 

  22. Petracci E, Scarpi E, Passardi A, Biggeri A, Milandri C, Vecchia S, et al. Effectiveness of bevacizumab in first- and second-line treatment for metastatic colorectal cancer: ITACa randomized trial. Ther Adv Med Oncol. 2020;12:1758835920937427.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. Sculier JP, Paesmans M, Bureau G, Giner V, Lecomte J, Michel J, et al. Randomized trial comparing induction chemotherapy versus induction chemotherapy followed by maintenance chemotherapy in small-cell lung cancer. European Lung Cancer Working Party. J Clin Oncol. 1996;14:2337–44.

    Article  CAS  PubMed  Google Scholar 

  24. Tummarello D, Mari D, Graziano F, Isidori P, Cetto G, Pasini F, Santo A, Cellerino R. A randomized, controlled phase III study of cyclophosphamide, doxorubicin, and vincristine with etoposide (CAV-E) or teniposide (CAV-T), followed by recombinant interferon-alpha maintenance therapy or observation, in small cell lung carcinoma patients with complete responses. Cancer. 1997;80:2222–9.

    Article  CAS  PubMed  Google Scholar 

  25. Auyeung SF, Long Q, Royster EB, Murthy S, McNutt MD, Lawson D, et al. Sequential multiple-assignment randomized trial design of neurobehavioral treatment for patients with metastatic malignant melanoma undergoing high-dose interferon-alpha therapy. Clin Trials. 2009;6:480–90.

    Article  PubMed  PubMed Central  Google Scholar 

  26. Fu SS, Rothman AJ, Vock DM, Lindgren B, Almirall D, Begnaud A, et al. Program for lung cancer screening and tobacco cessation: Study protocol of a sequential, multiple assignment, randomized trial. Contemp Clin Trials. 2017;60:86–95.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Kelleher SA, Dorfman CS, Plumb Vilardaga JC, Majestic C, Winger J, Gandhi V, et al. Optimizing delivery of a behavioral pain intervention in cancer patients using a sequential multiple assignment randomized trial SMART. Contemp Clin Trials. 2017;57:51–7.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Sikorskii A, Wyatt G, Lehto R, Victorson D, Badger T, Pace T. Using SMART design to improve symptom management among cancer patients: a study protocol. Res Nurs Health. 2017;40:501–11.

    Article  PubMed  PubMed Central  Google Scholar 

  29. Artman WJ, Nahum-Shani I, Wu T, Mckay JR, Ertefaie A. Power analysis in a SMART design: sample size estimation for determining the best embedded dynamic treatment regime. Biostatistics. 2020;21:432–48.

    Article  PubMed  Google Scholar 

  30. Almirall D, Lizotte DJ, Murphy SA. SMART Design Issues and the Consideration of Opposing Outcomes: Discussion of “Evaluation of Viable Dynamic Treatment Regimes in a Sequentially Randomized Trial of Advanced Prostate Cancer” by by Wang, Rotnitzky, Lin, Millikan, and Thall. J Am Stat Assoc. 2012;107:509–12.

    Article  PubMed  PubMed Central  Google Scholar 

  31. Kim H, Ionides E, Almirall D. A sample size calculator for smart pilot studies. SIAM Undergrad Res Online. 2016;9:229.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Bigirumurame T, Uwimpuhwe G, Wason J. Sequential multiple assignment randomized trial studies should report all key components: a systematic review. J Clin Epidemiol. 2022;142:152–60.

    Article  PubMed  Google Scholar 

  33. Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA. Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research. Transl Behav Med. 2014;4:260–74.

    Article  PubMed  PubMed Central  Google Scholar 

  34. Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, et al. Experimental design and primary data analysis methods for comparing adaptive interventions. Psychol Methods. 2012;17:457.

    Article  PubMed  Google Scholar 

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Acknowledgements

The work was part of a research project developed in the context of the Master’s Programme in Epidemiology of the University of Turin.

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GL designed the work, acquired the data, interpreted the results, drafted the work; EP acquired the data, interpreted the results, drafted the work; ES acquired the data and revised the manuscript; IB designed the work, revised the manuscript; DG conceived the work, revised the manuscript; ON conceived the work, revised the manuscript. All authors approved the final version and agreed to be accountable for all aspects of the work.

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Correspondence to Dario Gregori.

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Lorenzoni, G., Petracci, E., Scarpi, E. et al. Use of Sequential Multiple Assignment Randomized Trials (SMARTs) in oncology: systematic review of published studies. Br J Cancer 128, 1177–1188 (2023). https://doi.org/10.1038/s41416-022-02110-z

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