Skip to main content
Log in

Treatment of relapsed/refractory multiple myeloma in the bortezomib and lenalidomide era: a systematic review and network meta-analysis

  • Original Article
  • Published:
Annals of Hematology Aims and scope Submit manuscript

Abstract

Multiple myeloma (MM) is an incurable disease, and patients usually receive multiple lines of therapy. Due to the abundance of novel treatments for MM, we conducted a network meta-analysis to identify combinations that could fare better than others in relapsed/refractory MM, in the setting of novel drugs. We searched PubMed and Cochrane databases for phase III trials in previously treated MM that had lenalidomide or bortezomib in the control arm. The primary endpoint was progression-free survival (PFS), extracted as hazard-ratio. We used the P score to rank treatments. Thirteen studies were included. All but two studies compared one novel agent against two, with or without dexamethasone. Based on the P score, daratumumab and pegylated liposomal doxorubicin had a higher probability of achieving better PFS, followed by isatuximab, carfilzomib, pomalidomide, and panobinostat. Although most overall survival data were not mature enough, the addition of a second or third novel agent to either immunomodulatory (IMID) or proteasome inhibitor (PI) backbone seemed to improve survival (HR = 0.84, 95CI 0.77–0.92). Severe adverse events were more frequent with isatuximab, panobinostat, and pomalidomide. In summary, in the absence of trials directly comparing two novel agents-based therapies, we provide a tool that indirectly compares these newer therapies and that can help physicians to prioritize some regimens over others.

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Data availability

This study did not produce any new data

References

  1. Krishnan A, Vij R, Keller J, Dhakal B, Hari P (2016) Moving beyond autologous transplantation in multiple myeloma: consolidation, maintenance, allogeneic transplant, and immune therapy. Am Soc Clin Oncol Educ Book 35:210–221

    Article  Google Scholar 

  2. Nooka AK, Lonial S (2016) New targets and new agents in high-risk multiple myeloma. Am Soc Clin Oncol Educ Book 35:e431–e441

    Article  Google Scholar 

  3. Montefusco V, Corso A, Galli M, Ardoino I, Pezzatti S, Carniti C, Patriarca F, Gherlinzoni F, Zambello R, Sammassimo S, Marcatti M, Nozza A, Crippa C, Cafro AM, Baldini L, Corradini P (2020) Bortezomib, cyclophosphamide, dexamethasone versus lenalidomide, cyclophosphamide, dexamethasone in multiple myeloma patients at first relapse. Br J Haematol 188:907–917

    Article  CAS  Google Scholar 

  4. Bewick V, Cheek L, Ball J (2004) Statistics review 11: assessing risk. Crit Care 8:287–291

    Article  Google Scholar 

  5. Tierney JF, Stewart LA, Ghersi D, Burdett S, Sydes MR (2007) Practical methods for incorporating summary time-to-event data into meta-analysis. Trials 8

  6. Montefusco V et al (2017) Bortezomib/cyclophosphamide/dexamethasone versus lenalidomide/cyclophosphamide/dexamethasone in multiple myeloma patients at first relapse: final results of a Phase III Study. Blood 130

  7. Rücker G, Schwarzer G (2015) Ranking treatments in frequentist network meta-analysis works without resampling methods. BMC Med Res Methodol 15:58

    Article  Google Scholar 

  8. Dimopoulos M, Siegel DS, Lonial S, Qi J, Hajek R, Facon T, Rosinol L, Williams C, Blacklock H, Goldschmidt H, Hungria V, Spencer A, Palumbo A, Graef T, Eid JE, Houp J, Sun L, Vuocolo S, Anderson KC (2013) Vorinostat or placebo in combination with bortezomib in patients with multiple myeloma (VANTAGE 088): a multicentre, randomised, double-blind study. Lancet Oncol 14:1129–1140

    Article  CAS  Google Scholar 

  9. Dimopoulos MA, Oriol A, Nahi H, San-Miguel J, Bahlis NJ, Usmani SZ, Rabin N, Orlowski RZ, Komarnicki M, Suzuki K, Plesner T, Yoon SS, Ben Yehuda D, Richardson PG, Goldschmidt H, Reece D, Lisby S, Khokhar NZ, O’Rourke L, Chiu C, Qin X, Guckert M, Ahmadi T, Moreau P (2016) Daratumumab, lenalidomide, and dexamethasone for multiple myeloma. N Engl J Med 375:1319–1331

    Article  CAS  Google Scholar 

  10. Dimopoulos MA, Moreau P, Palumbo A, Joshua D, Pour L, Hájek R, Facon T, Ludwig H, Oriol A, Goldschmidt H, Rosiñol L, Straub J, Suvorov A, Araujo C, Rimashevskaya E, Pika T, Gaidano G, Weisel K, Goranova-Marinova V, Schwarer A, Minuk L, Masszi T, Karamanesht I, Offidani M, Hungria V, Spencer A, Orlowski RZ, Gillenwater HH, Mohamed N, Feng S, Chng WJ, ENDEAVOR Investigators (2016) Carfilzomib and dexamethasone versus bortezomib and dexamethasone for patients with relapsed or refractory multiple myeloma (ENDEAVOR): a randomised, phase 3, open-label, multicentre study. Lancet Oncol 17:27–38

    Article  CAS  Google Scholar 

  11. Hou J, Jin J, Xu Y, Wu D, Ke X, Zhou D, Lu J, du X, Chen X, Li J, Liu J, Gupta N, Hanley MJ, Li H, Hua Z, Wang B, Zhang X, Wang H, van de Velde H, Richardson PG, Moreau P (2017) Randomized, double-blind, placebo-controlled phase III study of ixazomib plus lenalidomide-dexamethasone in patients with relapsed/refractory multiple myeloma: China Continuation study. J Hematol Oncol 10:137

    Article  Google Scholar 

  12. Kropff M, Vogel M, Bisping G, Schlag R, Weide R, Knauf W, Fiechtner H, Kojouharoff G, Kremers S, Berdel WE (2017) Bortezomib and low-dose dexamethasone with or without continuous low-dose oral cyclophosphamide for primary refractory or relapsed multiple myeloma: a randomized phase III study. Ann Hematol 96:1857–1866

    Article  CAS  Google Scholar 

  13. Lonial S, Dimopoulos M, Palumbo A, White D, Grosicki S, Spicka I, Walter-Croneck A, Moreau P, Mateos MV, Magen H, Belch A, Reece D, Beksac M, Spencer A, Oakervee H, Orlowski RZ, Taniwaki M, Röllig C, Einsele H, Wu KL, Singhal A, San-Miguel J, Matsumoto M, Katz J, Bleickardt E, Poulart V, Anderson KC, Richardson P (2015) Elotuzumab therapy for relapsed or refractory multiple myeloma. N Engl J Med 373:621–631

    Article  CAS  Google Scholar 

  14. Mateos M-V, Blacklock H, Schjesvold F, Oriol A, Simpson D, George A, Goldschmidt H, Larocca A, Chanan-Khan A, Sherbenou D, Avivi I, Benyamini N, Iida S, Matsumoto M, Suzuki K, Ribrag V, Usmani SZ, Jagannath S, Ocio EM, Rodriguez-Otero P, San Miguel J, Kher U, Farooqui M, Liao J, Marinello P, Lonial S, Nicol A, Grigoriadis G, Catalano J, LeBlanc R, Elemary M, Bahlis N, Facon T, Karlin L, Ribrag V, Attal M, Goldschmidt H, Engelhardt M, Weisel K, Mackensen A, Nagler A, Ben Yehuda D, Avivi I, Benyamini N, Magen-Nativ H, Palumbo A, Cavo M, Tobinai K, Iida S, Chou T, Suzuki K, Kosugi H, Taniwaki M, Sunami K, Matsumoto M, Ando K, Ganly P, Blacklock H, Simpson D, George A, Schjesvold F, Gjertsen B, Lahuerta J, Blade J, Oriol Rocafiguera A, Mateos M, Rodriguez-Otero P, Larson S, Atanackovic D, Devarakonda S, Bitran J, Zonder J, Morganstein N, Hay M, Chanan-Khan A, Saylors G, Kio E, Oliff I, Kirkel D, Shtivelband M, Yuen C, Yee A, Shah J, Htut M, Raza S, Chhabra S, Stiff P, Hari P, Bank B, Malek E, Gasparetto C, Faroun Y, Sherbenou D, Kreisle W, Singhal S, Rosenblatt J, Usmani S, Lee W, Safah H, Lutzky J, Suh J, Pan D, Baron A, Manges R, Steis R, Oliveira M, Moreb J, Callander N, Anz B, Raptis A, Stampleman L, Melear J, Boyd T, Garbo L, Klein L, Shao S, Lyons R, McIntyre K, Tarantolo S, Yasenchak C, Yimer H (2019) Pembrolizumab plus pomalidomide and dexamethasone for patients with relapsed or refractory multiple myeloma (KEYNOTE-183): a randomised, open-label, phase 3 trial. Lancet Haematol 6:e459–e469

    Article  Google Scholar 

  15. Moreau P, Masszi T, Grzasko N, Bahlis NJ, Hansson M, Pour L, Sandhu I, Ganly P, Baker BW, Jackson SR, Stoppa AM, Simpson DR, Gimsing P, Palumbo A, Garderet L, Cavo M, Kumar S, Touzeau C, Buadi FK, Laubach JP, Berg DT, Lin J, di Bacco A, Hui AM, van de Velde H, Richardson PG (2016) Oral ixazomib, lenalidomide, and dexamethasone for multiple myeloma. N Engl J Med 374:1621–1634

    Article  CAS  Google Scholar 

  16. Orlowski RZ, Nagler A, Sonneveld P, Bladé J, Hajek R, Spencer A, San Miguel J, Robak T, Dmoszynska A, Horvath N, Spicka I, Sutherland HJ, Suvorov AN, Zhuang SH, Parekh T, Xiu L, Yuan Z, Rackoff W, Harousseau JL (2007) Randomized phase III study of pegylated liposomal doxorubicin plus bortezomib compared with bortezomib alone in relapsed or refractory multiple myeloma: combination therapy improves time to progression. J Clin Oncol 25:3892–3901

    Article  CAS  Google Scholar 

  17. Palumbo A, Chanan-Khan A, Weisel K, Nooka AK, Masszi T, Beksac M, Spicka I, Hungria V, Munder M, Mateos MV, Mark TM, Qi M, Schecter J, Amin H, Qin X, Deraedt W, Ahmadi T, Spencer A, Sonneveld P (2016) Daratumumab, bortezomib, and dexamethasone for multiple myeloma. N Engl J Med 375:754–766

    Article  CAS  Google Scholar 

  18. Richardson PG, Oriol A, Beksac M, Liberati AM, Galli M, Schjesvold F, Lindsay J, Weisel K, White D, Facon T, San Miguel J, Sunami K, O'Gorman P, Sonneveld P, Robak P, Semochkin S, Schey S, Yu X, Doerr T, Bensmaine A, Biyukov T, Peluso T, Zaki M, Anderson K, Dimopoulos M, Abildgaard N, Adler H, Altuntas F, Akay OM, Amin B, Anagnostopoulos A, Anderson L, Anttila P, Araujo C, Arce-Lara C, Aydin Y, Basu S, Battini R, Beeker T, Benboubker L, Ben-Yehuda D, Bladé J, Blau IW, Boccia R, Burke L, Byeff P, Cascavilla N, Cavo M, Chantry A, Charles Y, Chaudhry A, Corso A, Coyne M, de Arriba F, Delimpasi S, Desjardins P, Dhakal B, di Bartolomeo P, di Raimondo F, Dürig J, Engelhardt M, Escoffre-Barbe M, Esteves G, Flogegard M, Gabrail N, Gamberi B, Garrison M, Gay J, Gisslinger H, Goldschmidt H, Goncalves C, Gressot L, Grosicki S, Hanna W, Hayden P, Henriques Bernardo MM, Hermann R, Holden V, Honkalehto K, Huben M, Huffman J, Hunter H, Hus M, Jagasia M, Jagganath S, Janakiram M, Jaiyesimi I, Jenner M, João C, Johnson P, Jurcyszyn A, Kalayoğlu Beşişik S, Kambhampati S, Kanate A, Karadoğan I, Khojasteh A, Kirkel D, Komarnicki M, Krauth MT, Kuriakose P, Larocca A, Lauri B, Leleu X, Lucio P, Luppi M, Mangiacavalli S, Mariette C, Matsue K, Mellqvist UH, Mendeleeva L, Meshad M, Miller C, Mohrbacher A, Moreau P, Morelli AM, Müldür E, Naassan A, Nahi H, Nair R, O'Dwyer M, Öngören Aydin S, Openshaw T, O'Rourke T, Osswald M, Overton L, Pati A, Pavic M, Pegourie B, Pehlivan M, Pierola AA, Plesner T, Pluta A, Rabin N, Ramasamy K, Rambaldi A, Rodriguez P, Röllig C, Rosenblatt J, Rosenbluth J, Salomo M, Samoylova O, Sastre Moral J, Sati H, Selleri C, Shafeek S, Shinagawa A, Sleckman B, Smith C, Sonmez M, Stone C, Streetly M, Suzuki K, Taetle R, Tafuri A, Takezako N, Teke HÜ, Vapaatalo M, Vassilopoulos G, Verma A, Vidito S, Viterbo L, Vural F, Wang XS, Yağci M, Yee A (2019) Pomalidomide, bortezomib, and dexamethasone for patients with relapsed or refractory multiple myeloma previously treated with lenalidomide (OPTIMISMM): a randomised, open-label, phase 3 trial. Lancet Oncol 20:781–794

    Article  CAS  Google Scholar 

  19. San-Miguel JF, Hungria VTM, Yoon SS, Beksac M, Dimopoulos MA, Elghandour A, Jedrzejczak WW, Günther A, Nakorn TN, Siritanaratkul N, Corradini P, Chuncharunee S, Lee JJ, Schlossman RL, Shelekhova T, Yong K, Tan D, Numbenjapon T, Cavenagh JD, Hou J, LeBlanc R, Nahi H, Qiu L, Salwender H, Pulini S, Moreau P, Warzocha K, White D, Bladé J, Chen WM, de la Rubia J, Gimsing P, Lonial S, Kaufman JL, Ocio EM, Veskovski L, Sohn SK, Wang MC, Lee JH, Einsele H, Sopala M, Corrado C, Bengoudifa BR, Binlich F, Richardson PG (2014) Panobinostat plus bortezomib and dexamethasone versus placebo plus bortezomib and dexamethasone in patients with relapsed or relapsed and refractory multiple myeloma: a multicentre, randomised, double-blind phase 3 trial. Lancet Oncol 15:1195–1206

    Article  CAS  Google Scholar 

  20. Stewart A et al (2015) Carfilzomib, lenalidomide, and dexamethasone for relapsed multiple myeloma. N Engl J Med 372:142–152

    Article  Google Scholar 

  21. Kumar SK, Harrison SJ, Cavo M, de la Rubia J, Popat R, Gasparetto C, Hungria V, Salwender H, Suzuki K, Kim I, Punnoose EA, Hong WJ, Freise KJ, Yang X, Sood A, Jalaluddin M, Ross JA, Ward JE, Maciag PC, Moreau P (2020) Venetoclax or placebo in combination with bortezomib and dexamethasone in patients with relapsed or refractory multiple myeloma (BELLINI): a randomised, double-blind, multicentre, phase 3 trial. Lancet Oncol 21:1630–1642

    Article  CAS  Google Scholar 

  22. Goldschmidt H et al (2020) Salvage autologous transplant and lenalidomide maintenance vs. lenalidomide/dexamethasone for relapsed multiple myeloma: the randomized GMMG phase III trial ReLApsE. Leukemia. https://doi.org/10.1038/s41375-020-0948-0

  23. Grosicki S, Simonova M, Spicka I, Pour L, Kriachok I, Gavriatopoulou M, Pylypenko H, Auner HW, Leleu X, Doronin V, Usenko G, Bahlis NJ, Hajek R, Benjamin R, Dolai TK, Sinha DK, Venner CP, Garg M, Gironella M, Jurczyszyn A, Robak P, Galli M, Wallington-Beddoe C, Radinoff A, Salogub G, Stevens DA, Basu S, Liberati AM, Quach H, Goranova-Marinova VS, Bila J, Katodritou E, Oliynyk H, Korenkova S, Kumar J, Jagannath S, Moreau P, Levy M, White D, Gatt ME, Facon T, Mateos MV, Cavo M, Reece D, Anderson LD Jr, Saint-Martin JR, Jeha J, Joshi AA, Chai Y, Li L, Peddagali V, Arazy M, Shah J, Shacham S, Kauffman MG, Dimopoulos MA, Richardson PG, Delimpasi S (2020) Once-per-week selinexor, bortezomib, and dexamethasone versus twice-per-week bortezomib and dexamethasone in patients with multiple myeloma (BOSTON): a randomised, open-label, phase 3 trial. Lancet 396:1563–1573

    Article  CAS  Google Scholar 

  24. Dimopoulos M, Quach H, Mateos MV, Landgren O, Leleu X, Siegel D, Weisel K, Yang H, Klippel Z, Zahlten-Kumeli A, Usmani SZ (2020) Carfilzomib, dexamethasone, and daratumumab versus carfilzomib and dexamethasone for patients with relapsed or refractory multiple myeloma (CANDOR): results from a randomised, multicentre, open-label, phase 3 study. Lancet 396:186–197

    Article  CAS  Google Scholar 

  25. Attal M, Richardson PG, Rajkumar SV, San-Miguel J, Beksac M, Spicka I, Leleu X, Schjesvold F, Moreau P, Dimopoulos MA, Huang JSY, Minarik J, Cavo M, Prince HM, Macé S, Corzo KP, Campana F, le-Guennec S, Dubin F, Anderson KC, Attal M, Richardson PG, Rajkumar V, San-Miguel J, Beksac M, Spicka I, Leleu X, Schjesvold F, Moreau P, Dimopoulos MA, Huang JSY, Minarik J, Cavo M, Prince HM, Macé S, Corzo KP, Campana F, le-Guennec S, Dubin F, Anderson KC, Harrison S, Janowski W, Kerridge I, Spencer A, Delforge M, Fostier K, Vlummens P, Wu KL, Leblanc R, Pavic M, Sebag M, Hajek R, Maisnar V, Pour L, Gregersen H, Benbouker L, Caillot D, Escoffre-Barbe M, Facon T, Frenzel L, Hulin C, Karlin L, Kolb B, Pegourie B, Perrot A, Tiab M, Vincent L, Niederwieser D, Anagnostopoulos A, Delimpasi S, Kyrtsonis MC, Symeonidis A, Illes A, Mikala G, Nagy Z, Bringen S, Corradini P, Fabio C, Lemoli R, Liberati A, Nozzoli C, Zambello R, Iida S, Ikeda T, Iyama S, Matsumoto M, Shimazaki C, Sunami K, Suzuki K, Uchiyama M, Koh Y, Kim K, Lee JH, Min CK, Blacklock H, Goodman H, Neylon A, Simpson D, Grosicki S, Jurczyszyn A, Walter-Croneck A, Warzocha K, Araujo L, Moreira C, Doronin V, Mendeleeva L, Vorobyev V, Vranovsky A, Alegre A, Gironella M, Gonzalez Perez MS, Montes C, Ocio E, Rodriguez P, Hardling M, Lauri B, Wang MC, Yeh SP, Arat M, Demirkan F, Gulbas Z, Besisik SK, Karadogan I, Tuglular T, Unal A, Vural F, Sive J, Streetly M, Yong K, Tache J (2019) Isatuximab plus pomalidomide and low-dose dexamethasone versus pomalidomide and low-dose dexamethasone in patients with relapsed and refractory multiple myeloma (ICARIA-MM): a randomised, multicentre, open-label, phase 3 study. Lancet 394:2096–2107

    Article  CAS  Google Scholar 

  26. Botta C, Ciliberto D, Rossi M, Staropoli N, Cucè M, Galeano T, Tagliaferri P, Tassone P (2017) Network meta-analysis of randomized trials in multiple myeloma: efficacy and safety in relapsed/refractory patients. Blood Adv 1:455–466

    Article  CAS  Google Scholar 

  27. Luo X-W, Du X-Q, Li J-L, Liu X-P, Meng X-Y (2018) Treatment options for refractory/relapsed multiple myeloma: an updated evidence synthesis by network meta-analysis. Cancer Manag Res 10:2817–2823

    Article  CAS  Google Scholar 

  28. San-Miguel J et al (2015) Impact of treatment duration and dosing on efficacy and safety in a phase 3 study of panobinostat plus bortezomib and dexamethasone in patients with relapsed or relapsed and refractory multiple myeloma. Clin Lymphoma Myeloma Leukemia 15:e270–e271

    Article  Google Scholar 

  29. Palumbo A, Gay F, Cavallo F, di Raimondo F, Larocca A, Hardan I, Nagler A, Petrucci MT, Hajek R, Pezzatti S, Delforge M, Patriarca F, Donato F, Cerrato C, Nozzoli C, Yu Z, Boccadifuoco L, Caravita T, Benevolo G, Guglielmelli T, Vincelli D, Jacques C, Dimopoulos MA, Ciccone G, Musto P, Corradini P, Cavo M, Boccadoro M (2015) Continuous therapy versus fixed duration of therapy in patients with newly diagnosed multiple myeloma. J Clin Oncol 33:3459–3466

    Article  CAS  Google Scholar 

  30. Yellapragada S, Ifeorah C, Fletcher L, Rivero G, Yasin Z, Krieger J, Mulchandani A, Catic A, Mims MP (2017) Differential response to carfilzomib based on initial therapy with bortezomib in multiple myeloma. J Clin Oncol 35:e19515

    Article  Google Scholar 

  31. Brünnert D, Kraus M, Stühmer T, Kirner S, Heiden R, Goyal P, Driessen C, Bargou RC, Chatterjee M (2019) Novel cell line models to study mechanisms and overcoming strategies of proteasome inhibitor resistance in multiple myeloma. Biochim Biophys Acta (BBA) - Mol Basis Dis 1865:1666–1676

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

L.J.A. was responsible for protocol writing. Both L.J.A. and A.D.A. were responsible for data extraction, data analysis, and manuscript writing.

Corresponding author

Correspondence to Leonardo Javier Arcuri.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Ethics approval

This meta-analysis does not require the approval of the ethics committee

Code availability

Upon request, we will provide the R code used

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

ESM 1

(DOCX 1508 kb)

ESM 2

(DOC 63 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Arcuri, L.J., Americo, A.D. Treatment of relapsed/refractory multiple myeloma in the bortezomib and lenalidomide era: a systematic review and network meta-analysis. Ann Hematol 100, 725–734 (2021). https://doi.org/10.1007/s00277-021-04404-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00277-021-04404-3

Keywords

Navigation