Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Comment
  • Published:

CHRONIC LYMPHOCYTIC LEUKEMIA

Is unmeasurable residual disease (uMRD) the best surrogate endpoint for clinical trials, regulatory approvals and therapy decisions in chronic lymphocytic leukaemia (CLL)?

Subjects

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

References

  1. Hess LM, Brnabic A, Mason O, Lee P, Barker S. Relationship between progression-free survival and overall survival in randomized clinical trials of targeted and biologic agents in oncology. J Cancer. 2019;10:3717–27.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  2. Wilson MK, Karakasis K, Oza AM. Outcomes and endpoints in trials of cancer treatment: the past, present, and future. Lancet Oncol. 2015;16:e32–42.

    Article  PubMed  Google Scholar 

  3. Gotay CC, Kawamoto CT, Bottomley A, Efficace F. The prognostic significance of patient-reported outcomes in cancer clinical trials. J Clin Oncol. 2008;26:1355–63. Mar 10

    Article  PubMed  Google Scholar 

  4. Ediebah DE, Quinten C, Coens C, Ringash J, Dancey J, Zikos E, et al. Quality of life as a prognostic indicator of survival: a pooled analysis of individual patient data from canadian cancer trials group clinical trials. Cancer. 2018;124:3409–16.

    Article  PubMed  Google Scholar 

  5. Keating NL, Cleveland JLF, Wright AA, Brooks GA, Meneades L, Riedel L, et al. Evaluation of reliability and correlations of quality measures in cancer care. JAMA Netw Open. 2021;4:e212474.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Pinheiro LC, Reeve BB. Investigating the prognostic ability of health-related quality of life on survival: a prospective cohort study of adults with lung cancer. Support Care Cancer. 2018;26:3925–32.

    Article  PubMed  Google Scholar 

  7. Quinten C, Coens C, Mauer M, Comte S, Sprangers MA, Cleeland C, et al. Baseline quality of life as a prognostic indicator of survival: a meta-analysis of individual patient data from EORTC clinical trials. Lancet Oncol. 2009;10:865–71.

    Article  PubMed  Google Scholar 

  8. Quinten C, Maringwa J, Gotay CC, Martinelli F, Coens C, Reeve BB, et al. Patient self-reports of symptoms and clinician ratings as predictors of overall cancer survival. J Natl Cancer Inst. 2011;103:1851–8.

    Article  PubMed  PubMed Central  Google Scholar 

  9. Sternby Eilard M, Hagstrom H, Mortensen KE, Wilsgaard T, Vagnildhaug OM, Dajani O, et al. Quality of life as a prognostic factor for survival in hepatocellular carcinoma. Liver Int. 2018;38:885–94.

    Article  PubMed  Google Scholar 

  10. Abou Dalle I, Jabbour E, Short NJ. Evaluation and management of measurable residual disease in acute lymphoblastic leukemia. Ther Adv Hematol. 2020;11:2040620720910023.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Othus M, Gale RP, Hourigan CS, Walter RB. Statistics and measurable residual disease (MRD) testing: uses and abuses in hematopoietic cell transplantation. Bone Marrow Transpl. 2020;55:843–50.

    Article  Google Scholar 

  12. Hourigan CS, Gale RP, Gormley NJ, Ossenkoppele GJ, Walter RB. Measurable residual disease testing in acute myeloid leukaemia. Leukemia. 2017;31:1482–90.

    Article  CAS  PubMed  Google Scholar 

  13. Bottcher S, Ritgen M, Fischer K, Stilgenbauer S, Busch RM, Fingerle-Rowson G, et al. Minimal residual disease quantification is an independent predictor of progression-free and overall survival in chronic lymphocytic leukemia: a multivariate analysis from the randomized GCLLSG CLL8 trial. J Clin Oncol. 2012;30:980–8.

    Article  PubMed  Google Scholar 

  14. Dimier N, Delmar P, Ward C, Morariu-Zamfir R, Fingerle-Rowson G, Bahlo J, et al. A model for predicting effect of treatment on progression-free survival using MRD as a surrogate end point in CLL. Blood. 2018;131:955–62.

    Article  CAS  PubMed  Google Scholar 

  15. Kwok M, Rawstron AC, Varghese A, Evans PA, O’Connor SJ, Doughty C, et al. Minimal residual disease is an independent predictor for 10-year survival in CLL. Blood. 2016;128:2770–3.

    Article  CAS  PubMed  Google Scholar 

  16. Herling CD, Cymbalista F, Gross-Ophoff-Muller C, Bahlo J, Robrecht S, Langerbeins P, et al. Early treatment with FCR versus watch and wait in patients with stage Binet A high-risk chronic lymphocytic leukemia (CLL): a randomized phase 3 trial. Leukemia. 2020;34:2038–50.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Gribben JG, Jurczak W, Jacobs RW, Grosicki S, Giannopoulos K, Wrobel T, et al. Umbralisib plus ublituximab (U2) is superior to obinutuzumab plus chlorambucil (O+Chl) in patients with treatment naïve (TN) and relapsed/refractory (R/R) chronic lymphocytic leukemia (CLL): results from the phase 3 unity-CLL study. Blood. 2020;136:37–9.

    Article  Google Scholar 

  18. NCT02612311, TG Therapeutics announces voluntary withdrawal of the BLA/sNDA for U2 to treat patients with CLL and SLL. News release. TG Therapeutics. 2022. https://bit.ly/3Oj4GOW Accessed 18 April 2022.

  19. Othus M, Zhang MJ, Gale RP. Clinical trials: design, endpoints and interpretation of outcomes. Bone Marrow Transpl. 2022;57:338–42.

    Article  Google Scholar 

  20. Munir T, Brown JR, O’Brien S, Barrientos JC, Barr PM, Reddy NM, et al. Final analysis from RESONATE: up to six years of follow-up on ibrutinib in patients with previously treated chronic lymphocytic leukemia or small lymphocytic lymphoma. Am J Hematol. 2019;94:1353–63.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Hallek M, Cheson BD, Catovsky D, Caligaris-Cappio F, Dighiero G, Dohner H, et al. iwCLL guidelines for diagnosis, indications for treatment, response assessment, and supportive management of CLL. Blood. 2018;131:2745–60.

    Article  CAS  PubMed  Google Scholar 

  22. Del Giudice I, Raponi S, Della Starza I, De Propris MS, Cavalli M, De Novi LA, et al. Minimal residual disease in chronic lymphocytic leukemia: a new goal? Front Oncol. 2019;9:689.

    Article  PubMed  PubMed Central  Google Scholar 

  23. Yang S, Kay NE, Shi M, Ossenkoppele G, Walter RB, Gale RP. Measurable residual disease testing in chronic lymphocytic leukaemia: hype, hope neither or both? Leukemia. 2021;35:3364–70.

    Article  PubMed  Google Scholar 

  24. Wierda WG, Rawstron A, Cymbalista F, Badoux X, Rossi D, Brown JR, et al. Measurable residual disease in chronic lymphocytic leukemia: expert review and consensus recommendations. Leukemia. 2021;35:3059–72.

    Article  PubMed  PubMed Central  Google Scholar 

  25. Kovacs G, Robrecht S, Fink AM, Bahlo J, Cramer P, von Tresckow J, et al. Minimal Residual disease assessment improves prediction of outcome in patients with chronic lymphocytic leukemia (CLL) who achieve partial response: comprehensive analysis of two phase III studies of the German CLL study group. J Clin Oncol. 2016;34:3758–65.

    Article  CAS  PubMed  Google Scholar 

  26. Wierda WG, Allan JN, Siddiqi T, Kipps TJ, Opat S, Tedeschi A, et al. Ibrutinib plus venetoclax for first-line treatment of chronic lymphocytic leukemia: primary analysis results from the minimal residual disease cohort of the randomized phase II CAPTIVATE study. J Clin Oncol. 2021;39:3853–65.

    Article  CAS  PubMed  Google Scholar 

  27. Tam CS, Allan JN, Siddiqi T, Kipps TJ, Jacobs R, Opat S, et al. Fixed-duration ibrutinib plus venetoclax for first-line treatment of CLL: primary analysis of the CAPTIVATE FD cohort. Blood. 2022;139:3278–89.

    Article  CAS  PubMed  Google Scholar 

  28. Hallek M, Fischer K, Fingerle-Rowson G, Fink AM, Busch R, Mayer J, et al. Addition of rituximab to fludarabine and cyclophosphamide in patients with chronic lymphocytic leukaemia: a randomised, open-label, phase 3 trial. Lancet. 2010;376:1164–74.

    Article  CAS  PubMed  Google Scholar 

  29. Fischer K, Bahlo J, Fink AM, Goede V, Herling CD, Cramer P, et al. Long-term remissions after FCR chemoimmunotherapy in previously untreated patients with CLL: updated results of the CLL8 trial. Blood. 2016;127:208–15.

    Article  CAS  PubMed  Google Scholar 

  30. Eichhorst B, Fink AM, Bahlo J, Busch R, Kovacs G, Maurer C, et al. First-line chemoimmunotherapy with bendamustine and rituximab versus fludarabine, cyclophosphamide, and rituximab in patients with advanced chronic lymphocytic leukaemia (CLL10): an international, open-label, randomised, phase 3, non-inferiority trial. Lancet Oncol. 2016;17:928–42.

    Article  CAS  PubMed  Google Scholar 

  31. Kutsch N, Bahlo J, Robrecht S, Franklin J, Zhang C, Maurer C, et al. Long term follow-up data and health-related quality of life in frontline therapy of fit patients treated with FCR versus BR (CLL10 Trial of the GCLLSG). Hemasphere. 2020;4:e336.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Shanafelt TD, Wang XV, Kay NE, Hanson CA, O’Brien S, Barrientos J, et al. Ibrutinib-rituximab or chemoimmunotherapy for chronic lymphocytic leukemia. N Engl J Med. 2019;381:432–43.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Shanafelt TD, Wang XV, Hanson CA, Paietta EM, O’Brien S, Barrientos JC, et al. Long-term outcomes for ibrutinib-rituximab and chemoimmunotherapy in CLL: updated results of the E1912 trial. Blood. 2022.

  34. Woyach JA, Ruppert AS, Heerema NA, Zhao W, Booth AM, Ding W, et al. Ibrutinib regimens versus chemoimmunotherapy in older patients with untreated CLL. N Engl J Med. 2018;379:2517–28.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. Moreno C, Greil R, Demirkan F, Tedeschi A, Anz B, Larratt L, et al. Ibrutinib plus obinutuzumab versus chlorambucil plus obinutuzumab in first-line treatment of chronic lymphocytic leukaemia (iLLUMINATE): a multicentre, randomised, open-label, phase 3 trial. Lancet Oncol. 2019;20:43–56.

    Article  CAS  PubMed  Google Scholar 

  36. Moreno C, Greil R, Demirkan F, Tedeschi A, Anz B, Larratt L, et al. First-line treatment of chronic lymphocytic leukemia with ibrutinib plus obinutuzumab versus chlorambucil plus obinutuzumab: final analysis of the randomized, phase 3 iLLUMINATE trial. Haematologica. 2022;107:2108–20.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  37. Kater AP, Seymour JF, Hillmen P, Eichhorst B, Langerak AW, Owen C, et al. Fixed Duration of Venetoclax-Rituximab in Relapsed/Refractory Chronic Lymphocytic Leukemia Eradicates Minimal Residual Disease and Prolongs Survival: Post-Treatment Follow-Up of the MURANO Phase III Study. J Clin Oncol. 2019;37:269–77. Feb 1

    Article  CAS  PubMed  Google Scholar 

  38. Kater AP, Wu JQ, Kipps T, Eichhorst B, Hillmen P, D’Rozario J, et al. Venetoclax Plus Rituximab in Relapsed Chronic Lymphocytic Leukemia: 4-Year Results and Evaluation of Impact of Genomic Complexity and Gene Mutations From the MURANO Phase III Study. J Clin Oncol. 2020;38:4042–54. Dec 1

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. Fischer K, Al-Sawaf O, Bahlo J, Fink AM, Tandon M, Dixon M, et al. Venetoclax and Obinutuzumab in Patients with CLL and Coexisting Conditions. N. Engl J Med. 2019;380:2225–36. Jun 6

    Article  CAS  PubMed  Google Scholar 

  40. Al-Sawaf O, Zhang C, Tandon M, Sinha A, Fink AM, Robrecht S, et al. Venetoclax plus obinutuzumab versus chlorambucil plus obinutuzumab for previously untreated chronic lymphocytic leukaemia (CLL14): follow-up results from a multicentre, open-label, randomised, phase 3 trial. Lancet Oncol. 2020;21:1188–200. Sep

    Article  CAS  PubMed  Google Scholar 

  41. Kater AP, Owen C, Moreno C, Follows G, Munir T, Levin M-D, et al. Fixed-Duration Ibrutinib-Venetoclax in Patients with Chronic Lymphocytic Leukemia and Comorbidities. 0(0):EVIDoa2200006.

  42. Wang XV, Hanson CA, Tschumper RC, Lesnick CE, Braggio E, Paietta EM, et al. Measurable residual disease does not preclude prolonged progression-free survival in CLL treated with ibrutinib. Blood. 2021;138:2810–27.

    Article  CAS  PubMed  Google Scholar 

  43. Munir T, Moreno C, Owen C, Follows GA, Benjamini O, Janssens A, et al. First prospective data on minimal residual disease (MRD) outcomes after fixed-duration ibrutinib plus venetoclax (Ibr+Ven) versus chlorambucil plus obinutuzumab (Clb+O) for first-line treatment of CLL in elderly or unfit patients: the GLOW study. Blood. 2021;138:70.

    Article  Google Scholar 

  44. Harrup RA, Owen C, D’Rozario J, Robak T, Kater AP, Montillo M, et al. Efficacy of subsequent novel targeted therapies, including repeated venetoclax-rituximab (VenR), in patients (Pts) with relapsed/refractory chronic lymphocytic leukemia (R/R CLL) previously treated with fixed-duration VenR in the Murano Study. Blood. 2020;136:44–5.

    Article  Google Scholar 

  45. Tannock IF, Pond GR, Booth CM. Biased evaluation in cancer drug trials-how use of progression-free survival as the primary end point can mislead. JAMA Oncol. 2022;8:679–80.

    Article  PubMed  Google Scholar 

  46. Al-Sawaf O, Zhang C, Tandon M, Robrecht S, Sinha A, Fink A-M, et al. Characteristics and outcome of patients with chronic lymphocytic leukaemia and partial response to venetoclax-obinutuzumab. Blood. 2020;136:1.

    Google Scholar 

  47. Al-Sawaf O, Zhang C, Lu T, Liao MZ, Panchal A, Robrecht S, et al. Minimal residual disease dynamics after venetoclax-obinutuzumab treatment: extended off-treatment follow-up from the randomized CLL14 study. J Clin Oncol. 2021;39:4049–60.

    Article  CAS  PubMed  Google Scholar 

  48. Seymour JF, Kipps TJ, Eichhorst B, D’Rozario J, Owen C, Assouline S, et al. Enduring undetectable MRD and updated outcomes in relapsed/refractory CLL after fixed-duration venetoclax-rituximab. Blood. 2022;140:839–50.

  49. Uchiyama T, Yokoyama A, Aoki S. Measurable residual disease in the treatment of chronic lymphocytic leukemia. J Clin Exp Hematop. 2020;60:138–45.

    Article  PubMed  PubMed Central  Google Scholar 

  50. Rawstron AC, Villamor N, Ritgen M, Bottcher S, Ghia P, Zehnder JL, et al. International standardized approach for flow cytometric residual disease monitoring in chronic lymphocytic leukaemia. Leukemia. 2007;21:956–64.

    Article  CAS  PubMed  Google Scholar 

  51. Tomuleasa C, Selicean C, Cismas S, Jurj A, Marian M, Dima D, et al. Minimal residual disease in chronic lymphocytic leukemia: A consensus paper that presents the clinical impact of the presently available laboratory approaches. Crit Rev Clin Lab Sci. 2018;55:329–45.

    Article  CAS  PubMed  Google Scholar 

  52. Eichhorst B, Niemann C, Kater AP, Fürstenau M, Von Tresckow J, Zhang C, et al. A randomized phase III study of venetoclax-based time-limited combination treatments (RVe, GVe, GIVe) vs standard chemoimmunotherapy (CIT: FCR/BR) in frontline chronic lymphocytic leukemia (CLL) of fit patients: first co-primary endpoint analysis of the International Intergroup GAIA (CLL13) trial. Blood. 2021;138:71.

    Article  Google Scholar 

  53. Rogers KA, Huang Y, Ruppert AS, Abruzzo LV, Bhat SA, Hoffman C, et al. Three-year follow-up from a phase 2 study of combination obinutuzumab, ibrutinib, and venetoclax in chronic lymphocytic leukemia. Blood. 2020;136:9–10.

    Article  Google Scholar 

  54. Soumerai JD, Mato AR, Dogan A, Seshan VE, Joffe E, Flaherty K, et al. Zanubrutinib, obinutuzumab, and venetoclax with minimal residual disease-driven discontinuation in previously untreated patients with chronic lymphocytic leukaemia or small lymphocytic lymphoma: a multicentre, single-arm, phase 2 trial. Lancet Haematol. 2021;8:e879–e90.

    Article  PubMed  Google Scholar 

  55. Davids MS, Lampson BL, Tyekucheva S, Wang Z, Lowney JC, Pazienza S, et al. Acalabrutinib, venetoclax, and obinutuzumab as frontline treatment for chronic lymphocytic leukaemia: a single-arm, open-label, phase 2 study. Lancet Oncol. 2021;22:1391–402.

    Article  CAS  PubMed  Google Scholar 

  56. Yi S, Li Z, Zou D, An G, Cui R, Zhong S, et al. Intratumoral genetic heterogeneity and number of cytogenetic aberrations provide additional prognostic significance in chronic lymphocytic leukemia. Genet Med. 2017;19:182–91.

    Article  CAS  PubMed  Google Scholar 

  57. Guieze R, Wu CJ. Genomic and epigenomic heterogeneity in chronic lymphocytic leukemia. Blood. 2015;126:445–53.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  58. Gutierrez C, Wu CJ. Clonal dynamics in chronic lymphocytic leukemia. Blood Adv. 2019;3:3759–69.

    Article  PubMed  PubMed Central  Google Scholar 

  59. Zapatka M, Tausch E, Ozturk S, Yosifov DY, Seiffert M, Zenz T, et al. Clonal evolution in chronic lymphocytic leukemia is scant in relapsed but accelerated in refractory cases after chemo(immune) therapy. Haematologica. 2022;107:604–14.

    Article  CAS  PubMed  Google Scholar 

  60. Baumann T, Moia R, Gaidano G, Delgado J, Condoluci A, Villamor N, et al. Lymphocyte doubling time in chronic lymphocytic leukemia modern era: a real-life study in 848 unselected patients. Leukemia. 2021;35:2325–31.

    Article  CAS  PubMed  Google Scholar 

  61. Herndon TM, Chen SS, Saba NS, Valdez J, Emson C, Gatmaitan M, et al. Direct in vivo evidence for increased proliferation of CLL cells in lymph nodes compared to bone marrow and peripheral blood. Leukemia. 2017;31:1340–7.

    Article  PubMed  PubMed Central  Google Scholar 

  62. Michallet A-S, Quinquenel A, Letestu R, Le Garff-Tavernier M, Subtil F, Elsensohn M-H, et al. Preliminary results of the filo phase 2 trial for untreated fit patients with intermediate risk chronic lymphocytic leukemia comparing ibrutinib plus venetoclax (IV) versus FCR. Blood. 2021;138:641.

    Article  Google Scholar 

  63. Kater AP, Owen C, Moreno C, Follows G, Munir T, Levin M-D, et al. Fixed-duration ibrutinib-venetoclax in patients with chronic lymphocytic leukemia and comorbidities. 2022;1:EVIDoa2200006.

  64. Gale RP, Butturini A. Maintenance chemotherapy and cure of childhood acute lymphoblastic leukaemia. Lancet. 1991;338:1315–8. Nov 23

    Article  CAS  PubMed  Google Scholar 

  65. Gale RP, Saglio G. Point: Is there a best duration of deep molecular response to achieve therapy-free remission in chronic myeloid leukaemia? Br J Haematol. 2021;192:22–3.

    Article  PubMed  Google Scholar 

  66. Mazzarello AN, Fitch M, Hellerstein MK, Chiorazzi N. Measurement of leukemic B-cell growth kinetics in patients with chronic lymphocytic leukemia. Methods Mol Biol. 2019;1881:129–51.

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

RPG acknowledges support from the National Institute of Health Research (NIHR) Biomedical Research Centre funding scheme and the Ministry of Science and Technology of China (84000-51200002).

Author information

Authors and Affiliations

Authors

Contributions

SY and RPG conceived the typescript. All authors contributed to developing the typescript, approved the final iteration and agreed to submit for publication.

Corresponding author

Correspondence to Robert Peter Gale.

Ethics declarations

Conflict of interest

NEK, Advisory Board for: AbbVie, Astra Zeneca, Beigene, Behring, Cytomx Therapy, Dava Oncology, Janssen, Juno Therapeutics, Oncotracker, Pharmacyclics and Targeted Oncology. DSMC (Data Safety Monitoring Committee) for: Agios Pharm, AstraZeneca, BMS –Celgene, Cytomx Therapeutics, Dren Bio Janssen, Morpho-sys, Rigel. Research funding from: AbbVie, Acerta Pharma, Bristol Meyer Squib, Celgene, Genentech, MEI Pharma, Pharmacyclics, Sunesis, TG Therapeutics, Tolero Pharmaceuticals. RPG, consultant to NexImmune Inc, Nanexa Pharma, Ascentage Pharma Group, Antengene Biotech LLC, Medical Director, FFF Enterprises Inc.; Partner, AZAC Inc.; Board of Directors, Russian Foundation for Cancer Research Support; and Scientific Advisory Board: StemRad Ltd.

Additional information

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

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yang, S., Kay, N.E., Shi, M. et al. Is unmeasurable residual disease (uMRD) the best surrogate endpoint for clinical trials, regulatory approvals and therapy decisions in chronic lymphocytic leukaemia (CLL)?. Leukemia 36, 2743–2747 (2022). https://doi.org/10.1038/s41375-022-01699-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41375-022-01699-7

This article is cited by

Search

Quick links