Introduction
Minimal (Measurable) Residual Disease (MRD) in multiple myeloma (MM) refers to the disease burden that remains following therapeutic intervention that may be detectable by highly sensitive assays. It has emerged as one of the strongest prognostic metrics for MM in all disease settings [ 1 – 6 ]. In this modern age of therapy, MRD status has been seen to outperform and possibly invalidate uniform response criteria [ 1 , 7 – 11 ]. Though there has been debate as to its role as a surrogate for progression-free survival (PFS; itself a surrogate for overall survival) and its validity as an endpoint for the purposes of regulatory drug approval in clinical trials [ 12 – 20 ], there is little argument that those that achieve MRD-negativity and sustain deep responses have unparalleled long-term outcomes. Past prognostication, however, there is little consensus as to the clinical application of MRD as a tool to adapt therapy.
MRD assays, utilizing flow cytometry to directly count neoplastic cells, or next-generation sequencing (NGS) to quantify remaining clonal immunoglobulin gene sequences, have evolved as the most sensitive assays for detecting and quantifying residual myeloma cells. Considering the variety of assays, laboratory protocols, and technologies, some current assays focused on maximizing input material can achieve sensitivity as deep as 10 –7 or 1 tumor cell in 10,000,000 cells [ 12 , 21 ]. The detection of such small quantities of cells can be reflective of underlying disease biology and provide insights into disease-treatment kinetics.
MM is increasingly seen as an extremely heterogeneous disease [ 22 ], yet most patients are treated homogenously according to their fitness. Furthermore, diagnostic criteria are such that those with disease-causing end-organ damage are treated alongside those meeting only biochemical criteria for diagnosis. Overall, our current paradigms can be argued to result in overtreatment for some with relatively biologically indolent disease and undertreatment (or ineffective treatment) for some with the most aggressive presentations. Both groups will then generally undergo continuous [maintenance] therapy as a standard of care independent of response to therapy. Measurement of MRD at various landmarks may allow for the modulation of therapeutic approaches to better meet the individualized needs and disease characteristics of each patient. To this end, a growing body of evidence and clinical studies have sought to evaluate the role of MRD in adapting therapy. In this review, we will summarize the current body of clinical studies that have evaluated MRD-adapted therapy, and our current use of MRD to aid in therapeutic decision-making.
Readily Available and Actionable MRD Assays
A variety of assays designed to measure MRD are currently under investigation and development. Assays include flow cytometry, mass spectrometry, and next-generation sequencing (NGS) and analytes range from individual cells to [circulating] tumor DNA to clonotypic peptides [ 6 ]. While most clinically relevant testing is performed on bone marrow specimens, there is great excitement about the evolution of peripheral blood-based (i.e., minimally invasive) diagnostics. Further still, highly sensitive imaging techniques are in development as adjuncts for MRD assessment given that localized marrow-based assays may underrepresent the spatial heterogeneity of MM [ 6 , 23 ]. Though there is much to be excited about, the strongest evidence and most widely available combination of assessments include either marrow-based flow cytometry or next-generation sequencing [ 24 ]. These will be the focus of discussion here as assays with which we may act in the clinic.
Clinically available NGS approaches leverage the unique immunoglobulin gene sequences of each patient’s plasma cell clone. This requires a baseline sample to identify the dominant sequence which will be monitored in the post-treatment samples. Identifying tumor-specific sequences can pose challenges, as baseline sequencing might not identify a suitable clone for monitoring in initial samples, owing to the random occurrence of somatic hypermutation, even in cases with a high disease burden. Nevertheless, incorporating additional primer sets in the assay helps mitigate this issue. This method boasts an impressive sensitivity with an ability to identify one in one million (10 –6 ) cells, and, as of now, the Adaptive ClonoSEQ is the only FDA-approved assay. Principally, we favor the use of NGS when available, specifically because it is the only standardized assay that is generalizable across institutions and contextualized to many modern clinical trials [ 1 , 3 , 11 , 24 – 26 ].
Multiparametric Flow Cytometry (MFC) remains a mainstay of MRD assessment. The Euro Flow consortium developed a two-tube, eight-color flow assay to enable the analysis of 10 million cells with a significant limit of detection of 2 × 10 –6 (LOD). MFC offers several advantages, including wide applicability with in-house performing in several academic centers, feasibility without requiring a baseline diagnostic sample, and a rapid turnaround time of approximately 3 to 4 h, However, it relies on the quality of the sample and demands a high level of expertise[ 1 , 26 , 27 ]. There is significant value in this capability especially when a baseline sample cannot be obtained with which to identify a baseline clonotypic immunoglobulin sequence for NGS. When interpreting an assay, at the least, the surface (and cytoplasmic) markers tested, LOD, and the number of leukocytes counted must be reported. The LOD is dependent on the input and conventional flow-based approaches will require at least 3–10 million cell acquisitions, depending on the approach, to achieve between 6 and 2 cells in 1 million (6 × 10 –6 to 2 × 10 –6 ). Another comparable method is the MSKCC 10-color single-tube that integrates the surface and cytoplasmic marker, thereby reducing additional cost and labor burden. It requires at least 3 million cell acquisitions to attain a sensitivity level of 6 cells in 1 million (6 × 10 –6 ) [ 28 ].
Finally, both NGS and flow-based approaches generally have good concordance. The Forte clinical trial demonstrated 86% and 78% concordance for MFC and NGS at 10 −5 and 10 –6 respectively [ 29 ]. For both, if the goal of the assay is for clinical decision-making, it is imperative to obtain the highest quality sample. The “first pull” of an aspirate should be utilized, as subsequent pulls are subsequently more hemodilute and likely to be insufficiently cellular and/or interpreted as falsely negative. Many modern clinical trials with MRD endpoints use a protocol-specified first pull.
PET/CT continues to be a valuable imaging adjunct to the MRD assessment method for evaluating, para-medullary, and single focal lesions that may not be detected in bone marrow aspirate, nonetheless, false negatives can occur in ~ 10% of cases. This can be attributed to low hexokinase enzyme activity, which can reduce the uptake of FDG (fluorodeoxyglucose) in myeloma cells [ 1 , 11 ]. PET/CT may safeguard against false-negative MRD testing, though with adequate marrow sampling (input) and deeper MRD assessment, the value of PET/CT may be lower. In fact, in recent reports, there has been little discordance between PET and MRD at 10 –5 —10 –6 sensitivity suggesting there may be a more limited role to combined assessment [ 30 ]. While PET-CT generally remains the standard for imaging post-response, whole-body diffusion-weighted MRI (DW-MRI) has strong utility in capturing focal lesions that might have increased relevance in the MRD setting [ 26 ]. For example, Rasche et al. [ 31 ] compared flow cytometry, FDG-PET/CT, and DWI on 168 patients who achieved a complete response following first-line or salvage treatment. Their study revealed that DW-MRI identified a higher percentage of patients with residual focal lesions compared to FDG-PET/CT (21% vs. 6%, respectively). These remaining focal lesions have been linked to shorter PFS. Although further data is needed, DWI-MRI may yet supplant PET/CT with enhancement in detection of residual disease. Given the limitations of PET-CT in myeloma [ 32 ], further sensitive imaging assays are in development. In the future, ImmunoPET imaging with tracers such as 89 Zr-DFO-daratumumab and 68 Ga-pentixafor may provide better resolution for residual loci of disease [ 33 – 35 ]. For now, in current practice, we obtain concurrent PET/CT with MRD assessment when a therapeutic decision is being considered.
Depth Required for Decision-Making
Even with the variability in the depth of assays in various reports, MRD at any depth is prognostic. The current IMWG definition of MRD negativity is set at a threshold of 10 –5 . However, survival outcomes have seen the greatest improvement when utilizing a sensitivity of 10 –6 as opposed to 10 –4 and 10 –5 thresholds, reflecting the higher discriminatory effects of the deepest clinical responses [ 4 ]. In the final report of the MASTER trial [ 18 ], the investigators noted that using an MRD threshold of 10 –6 had more discriminatory power for PFS. Even venturing to extremely deep levels can reveal residual disease that otherwise would have been missed. Recently, the assessment of CD-138-enriched bone marrow using clonoSEQ to attain a sensitivity of 10 –7 is currently under prospective evaluation in conjunction with mass spectrometry, employing automated Matrix-assisted laser desorption ionization–time-of-flight mass spectrometry (MALDI-TOF) and liquid chromatography and the analysis of cell-free DNA (cfDNA) in peripheral blood [ 12 ]. Achievement of sustained MRD-negativity, across time, can mitigate the uncertainties of depth of assessment and affords increased prognostic resolution [ 15 , 36 ]. Given the requisite time course for measuring sustained MRD-negativity, we find its best potential in modulating continuous therapy.
MRD to Individualize Treatment Decisions
Increasingly, we are gaining the resolution to characterize the enormous heterogeneity and individual basis of multiple myeloma [ 22 ]. Even among disease classified by established canonical translocations and hyperdiploidy that are otherwise used to stratify risk, on an individual patient level, there is evidence of genomic and immune interplay that influences treatment response and outcomes [ 22 , 37 , 38 ]. While traditional FISH has well-established prognostic relevance at the trial level and in retrospective data, it lacks granularity in estimating each patient’s unique disease-treatment interactions. For example, one may not infrequently observe a patient with no high-risk FISH features who nevertheless experiences progression on induction therapy or conversely the patient on their fifth year of lenalidomide maintenance despite t(4;14) translocated disease. To these ends, MRD can assist the clinician in encapsulating disease-treatment interactions into a single assay relevant to an individual patient. This property is otherwise known as patient-level surrogacy; an established characteristic of MRD assessment in MM [ 39 ]. In the following sections, we summarize recent studies for which we base our current practical use of MRD assessment (Table 1 ) and discuss studies for which we eagerly await data (Table 2 ). Table 1 Existing data to guide MRD-guided decision-making Trial Study overview MRD usage Patient number MRD-adapted therapeutic strategy Technique and sensitivity of MRD detection Outcomes Induction/Consolidation: NCT01191060 (IFM-2009) (Randomized Phase III) VRd plus frontline vs salvage ASCT; NDMM Long-term follow-up analysis; MRD at start maintenance 700 Usage of frontline ASCT MFC (10 –4 ) NGS (10 –6 ) 80% relative risk reduction conferred by MRD-negativity, PFS similar in both treatment groups for MRD-negative patients NCT02969837 (Derman et al.) (Phase II single-arm) Elo-KRd without ASCT in NDMM MRD- at 8 and 12 cycles ➔ Elo-Rd MRD + at 8 and MRD- at 12➔ 6 × Elo-KRd and then Elo-RD MRD + at 8 and at 12➔ 12 × Elo-KRd and then Elo-RD; 46 De-escalation/Length of frontline combination therapy NGS (10 –6 ) 3-year PFS and OS rates of 92% and 100%, respectively, for those who de-escalated therapy after MRD-negativity at C8 NCT03224507 (MASTER) (Phase II single-arm) Up to 12 cycles of Dara-KRd with ASCT after 4 cycles MRD at 4 cycles Dara-KRd, post-ASCT, and each of 2 × dara-KRd consolidation. After 2 × consecutive MRD- ➔treatment-free surveillance 123 De-escalation/Length of Frontline Therapy NGS (10 –5 ) 71% reached two consecutive MRD negativity, entering treatment-free surveillance. The two-year progression-free survival was 87%. Less suitable for patients with 2 + HRCA Maintenance: Mohan et al (retrospective cohort) Post-ASCT (IMiD plus PI) maintenance Long-term follow-up analysis 568 Duration of Maintenance MFC (10 −5 ) NGS (10 –6 ) At 10-year follow-up, 39% of MRD- patients converted to MRD + , mostly in the first 5 years and 70% of them had a clinical relapse after a median 1 year Myeloma XI (Phase III) Multi-stage; post-ASCT lenalidomide vs observation Long-term follow-up analysis 1,248 Duration of lenalidomide maintenance MFC (4 × 10 −5 ) At 3-year landmark analysis, lack of statistically significant benefit of continued maintenance in MRD- patients NCT02538198 (Phase II single arm) MRD dynamics on continuous lenalidomide; no induction/ASCT criteria Pre-specified Prospective MRD analysis; Yearly MRD up to 5 years 108 Duration of lenalidomide maintenance MFC (10 –5 ) No progression events in those who maintained sustained MRD negativity at the 2-year landmark NCT02181413 / NCT02312258 (TOURMALINE MM3 & MM4) (Phase III) Ixazomib maintenance vs observation; Long-term follow-up analysis; MRD assessed at (0,14,24 months) 1280 Importance of MRD dynamics; intervention with MRD resurgence? MFC (4 × 10 −6 ) MRD- at enrollment had similar PFS with or without ixazomib. Half of MRD resurgence in first 2 years; associated with worse outcome GEM2014MAIN (Phase III) IRd vs RD post-ASCT in NDMM; MRD-negative at 2 years can cease therapy Maintenance cessation 332 Duration of maintenance MFC MRD-negativity at 2 years with therapy cessation had a better outcome than MRD + and an additional 3 years of extended len. Data is not mature Table 2 Future clinical trials Trial Design MRD Usage Target patient enrolment MRD-Adapted Question Addressed Technique and sensitivity of MRD detection Induction/Consolidation: MASTER-2 trial ( NCT05231629 ) Dara-VRd induction; randomization based on MRD- to Dara-VRd/Dara-R or ASCT/Dara-R; MRD + to ASCT/Dara-Tec or ASCT/Dara-R Response-Adapted Consolidation 300 Escalation or De-Escalation of Consolidation; Can alternative consolidation/class-switch (BCMA-T-cell-Redirection) improve MRD + outcomes? NGS (10 –5 ) NCT04934475 (MIDAS) Isa-KRd; randomization based on MRD- to Isa-KRd/R or ASCT/Isa-KRd/R; MRD + to ASCT/Isa-KRd/Isa-Iberdomide vs. ASCTx2/Isa-Iber Response-Adapted Consolidation 716 Escalation or De-Escalation of Consolidation; Can alternative CELMOD maintenance overcome resistance to IMiD induction (i.e., residual disease)? NGS (10– 5 ) Maintenance: NCT03901963 (AURIGA) Post ASCT maintenance with Dara-R vs R in MRD + MRD-adapted maintenance assignment 214 Can combination maintenance eliminate residual disease post-frontline? NGS (10 –5 ) GEM-TECTAL (HR NDMM) Dara-VRdx4/Tec-Darax6; MRD- to Tec-Dara and MRD + to Tal-Dara MRD-adapted maintenance assignment 30 Can alternative T-cell Redirection (GPRC5D) maintenance overcome resistance to BCMA T-cell redirection induction (i.e., residual disease)? MFC (10 –6 ) NCT03710603 (PERSEUS) VRd ± dara/ASCT and Dara-R or R maintenance; MRD- with 2 years of Dara-R maintenance stop Dara Maintenance De-escalation 709 Combination Maintenance De-escalation NGS (10 –5 ) NCT02659293 (ATLAS) Post-ASCT maintenance with KRD vs R; every 6 months MRD- continue with R in KRD arm Maintenance De-escalation 180 Combination Maintenance De-escalation NGS (10 –5 ) NCT04071457 (DRAMMATIC/ SWOG1803) Post-ASCT maintenance with Dara-R vs R; After 2 years MRD + continue therapy, MRD- randomized to continuation vs cessation Maintenance Cessation 1100 Cessation of maintenance NGS (10 –5 ) NCT04221178 MRD- × 3 years can enroll and cease maintenance Maintenance Cessation 50 Can maintenance be stopped with sustained MRD-negativity MFC/NGS (10 –5 ) NCT04108624 (MRD2STOP) 1 year of maintenance and MRD- cease maintenance Maintenance Cessation 56 Can maintenance be stopped with sustained MRD-negativity NGS (10 –6 ) ISCRTN4684186 (RADAR) RCyBorD × 4/ASCT and A) MRD- = Isa × 12 and cessation vs continuation; B) Std risk & MRD + = R vs VRd/R vs Isa-R vs Isa-VRd/Isa-R Maintenance Cessation/ Maintenance Escalation 1400 Cessation of maintenance with sustained MRD-negativity; Escalation of therapy for residual disease MFC (10 –5 ) NCT04513639 (REMNANT) VRdx4/ASCT/VRdx4; MRD- randomized to Dara-Kd early (at MRD resurgence) or late (at relapse) Early Intervention 391 Does early intervention at MRD resurgence improve outcome? MFC (10 –5 ) Clinical trials were chosen through a search on http://clinicaltrials.gov , as of February 2024
Table 1
Existing data to guide MRD-guided decision-making
| Trial | Study overview | MRD usage | Patient number | MRD-adapted therapeutic strategy | Technique and sensitivity of MRD detection | Outcomes |
| Induction/Consolidation: | ||||||
| NCT01191060 (IFM-2009) (Randomized Phase III) | VRd plus frontline vs salvage ASCT; NDMM | Long-term follow-up analysis; MRD at start maintenance | 700 | Usage of frontline ASCT | MFC (10 –4 ) NGS (10 –6 ) | 80% relative risk reduction conferred by MRD-negativity, PFS similar in both treatment groups for MRD-negative patients |
| NCT02969837 (Derman et al.) (Phase II single-arm) | Elo-KRd without ASCT in NDMM | MRD- at 8 and 12 cycles ➔ Elo-Rd MRD + at 8 and MRD- at 12➔ 6 × Elo-KRd and then Elo-RD MRD + at 8 and at 12➔ 12 × Elo-KRd and then Elo-RD; | 46 | De-escalation/Length of frontline combination therapy | NGS (10 –6 ) | 3-year PFS and OS rates of 92% and 100%, respectively, for those who de-escalated therapy after MRD-negativity at C8 |
| NCT03224507 (MASTER) (Phase II single-arm) | Up to 12 cycles of Dara-KRd with ASCT after 4 cycles | MRD at 4 cycles Dara-KRd, post-ASCT, and each of 2 × dara-KRd consolidation. After 2 × consecutive MRD- ➔treatment-free surveillance | 123 | De-escalation/Length of Frontline Therapy | NGS (10 –5 ) | 71% reached two consecutive MRD negativity, entering treatment-free surveillance. The two-year progression-free survival was 87%. Less suitable for patients with 2 + HRCA |
| Maintenance: | ||||||
| Mohan et al (retrospective cohort) | Post-ASCT (IMiD plus PI) maintenance | Long-term follow-up analysis | 568 | Duration of Maintenance | MFC (10 −5 ) NGS (10 –6 ) | At 10-year follow-up, 39% of MRD- patients converted to MRD + , mostly in the first 5 years and 70% of them had a clinical relapse after a median 1 year |
| Myeloma XI (Phase III) | Multi-stage; post-ASCT lenalidomide vs observation | Long-term follow-up analysis | 1,248 | Duration of lenalidomide maintenance | MFC (4 × 10 −5 ) | At 3-year landmark analysis, lack of statistically significant benefit of continued maintenance in MRD- patients |
| NCT02538198 (Phase II single arm) | MRD dynamics on continuous lenalidomide; no induction/ASCT criteria | Pre-specified Prospective MRD analysis; Yearly MRD up to 5 years | 108 | Duration of lenalidomide maintenance | MFC (10 –5 ) | No progression events in those who maintained sustained MRD negativity at the 2-year landmark |
| NCT02181413 / NCT02312258 (TOURMALINE MM3 & MM4) (Phase III) | Ixazomib maintenance vs observation; | Long-term follow-up analysis; MRD assessed at (0,14,24 months) | 1280 | Importance of MRD dynamics; intervention with MRD resurgence? | MFC (4 × 10 −6 ) | MRD- at enrollment had similar PFS with or without ixazomib. Half of MRD resurgence in first 2 years; associated with worse outcome |
| GEM2014MAIN (Phase III) | IRd vs RD post-ASCT in NDMM; MRD-negative at 2 years can cease therapy | Maintenance cessation | 332 | Duration of maintenance | MFC | MRD-negativity at 2 years with therapy cessation had a better outcome than MRD + and an additional 3 years of extended len. Data is not mature |
Table 2
Future clinical trials
Clinical trials were chosen through a search on http://clinicaltrials.gov , as of February 2024
| Trial | Design | MRD Usage | Target patient enrolment | MRD-Adapted Question Addressed | Technique and sensitivity of MRD detection |
| Induction/Consolidation: | |||||
| MASTER-2 trial ( NCT05231629 ) | Dara-VRd induction; randomization based on MRD- to Dara-VRd/Dara-R or ASCT/Dara-R; MRD + to ASCT/Dara-Tec or ASCT/Dara-R | Response-Adapted Consolidation | 300 | Escalation or De-Escalation of Consolidation; Can alternative consolidation/class-switch (BCMA-T-cell-Redirection) improve MRD + outcomes? | NGS (10 –5 ) |
| NCT04934475 (MIDAS) | Isa-KRd; randomization based on MRD- to Isa-KRd/R or ASCT/Isa-KRd/R; MRD + to ASCT/Isa-KRd/Isa-Iberdomide vs. ASCTx2/Isa-Iber | Response-Adapted Consolidation | 716 | Escalation or De-Escalation of Consolidation; Can alternative CELMOD maintenance overcome resistance to IMiD induction (i.e., residual disease)? | NGS (10– 5 ) |
| Maintenance: | |||||
| NCT03901963 (AURIGA) | Post ASCT maintenance with Dara-R vs R in MRD + | MRD-adapted maintenance assignment | 214 | Can combination maintenance eliminate residual disease post-frontline? | NGS (10 –5 ) |
| GEM-TECTAL (HR NDMM) | Dara-VRdx4/Tec-Darax6; MRD- to Tec-Dara and MRD + to Tal-Dara | MRD-adapted maintenance assignment | 30 | Can alternative T-cell Redirection (GPRC5D) maintenance overcome resistance to BCMA T-cell redirection induction (i.e., residual disease)? | MFC (10 –6 ) |
| NCT03710603 (PERSEUS) | VRd ± dara/ASCT and Dara-R or R maintenance; MRD- with 2 years of Dara-R maintenance stop Dara | Maintenance De-escalation | 709 | Combination Maintenance De-escalation | NGS (10 –5 ) |
| NCT02659293 (ATLAS) | Post-ASCT maintenance with KRD vs R; every 6 months MRD- continue with R in KRD arm | Maintenance De-escalation | 180 | Combination Maintenance De-escalation | NGS (10 –5 ) |
| NCT04071457 (DRAMMATIC/ SWOG1803) | Post-ASCT maintenance with Dara-R vs R; After 2 years MRD + continue therapy, MRD- randomized to continuation vs cessation | Maintenance Cessation | 1100 | Cessation of maintenance | NGS (10 –5 ) |
| NCT04221178 | MRD- × 3 years can enroll and cease maintenance | Maintenance Cessation | 50 | Can maintenance be stopped with sustained MRD-negativity | MFC/NGS (10 –5 ) |
| NCT04108624 (MRD2STOP) | 1 year of maintenance and MRD- cease maintenance | Maintenance Cessation | 56 | Can maintenance be stopped with sustained MRD-negativity | NGS (10 –6 ) |
| ISCRTN4684186 (RADAR) | RCyBorD × 4/ASCT and A) MRD- = Isa × 12 and cessation vs continuation; B) Std risk & MRD + = R vs VRd/R vs Isa-R vs Isa-VRd/Isa-R | Maintenance Cessation/ Maintenance Escalation | 1400 | Cessation of maintenance with sustained MRD-negativity; Escalation of therapy for residual disease | MFC (10 –5 ) |
| NCT04513639 (REMNANT) | VRdx4/ASCT/VRdx4; MRD- randomized to Dara-Kd early (at MRD resurgence) or late (at relapse) | Early Intervention | 391 | Does early intervention at MRD resurgence improve outcome? | MFC (10 –5 ) |
MRD-Guided Treatment Modulation
The Induction/Consolidation Setting
While many studies have used MRD as a primary endpoint, few have incorporated MRD as part of the study design to investigate treatment efficacy, duration, and/or the transition to maintenance therapy.
One of the most influential recent studies, the MASTER trial ( NCT03224507 ) [ 18 ] was a multicenter single-arm phase II study in the US. Here, a response-adapted platform was utilized to modulate frontline therapy. In 123 NDMM patients treated with Daratumumab, Carfilzomib, Lenalidomide, and Dexamethasone (Dara-KRD), MRD was tested post-induction (4 cycles), post autologous hematopoietic stem-cell transplantation (post-ASCT) and every 4 cycles of consolidation (maximum 8 cycles). Participants who reached 2 consecutive MRD-negative tests stopped treatment and began observation with MRD surveillance (MRD-SURE). 71% reached 2 consecutive MRD negativity, entering treatment-free surveillance. The two-year progression-free survival was 87%. Among those who achieved MRD-SURE, the 24-month cumulative incidence of progression after stopping therapy was 9% for individuals with no high-risk chromosomal abnormalities (HRCAs) such as t(4;14), t(14;16), or del(17p), 9% for those with one high-risk (HRCA), and notably, 47% for those with two or more HRCAs. Notably, there was no strong association between achieving MRD negativity after induction therapy or post-ASCT and progression-free survival, even with using a threshold of 10 –6 .
With longer follow-up, MASTER also showed that MRD resurgence precedes disease progression, highlighting the necessity to study early intervention. Some issues with the study include that with MRD-SURE, the time interval between negative MRD tests may have been too short to capture MRD dynamics and may have led to premature de-escalation of therapy. This played the largest role for those with the highest risk of disease in the study (2 + HRCA) who were not well-served by cessation. The suggestion here is that at least for standard-risk disease, MRD-adapted induction and consolidation is feasible and efficacious. However, we would also argue that in those with ultra-high risk disease, even lengthening the duration of the same therapies may not be the answer to overcoming intrinsically biologically resistant and aggressive disease features. With this in mind, these patients likely would still have poor outcomes with more extended therapy and, in the future, will likely benefit from more aggressive or multimodal (e.g., immunotherapeutic) combinatorial approaches [ 40 ].
A multicenter phase II clinical trial ( NCT02969837 ) [ 41 ] conducted by Derman and colleagues in the US enrolled 46 NDMM patients treated with elotuzumab and weekly carfilzomib, lenalidomide, and dexamethasone (Elo-KRD) without ASCT. MRD (10 –6 ) by NGS was used to guide the duration of Elo-KRD and the transition to Elo-RD (no carfilzomib) until disease progression. 19 out of 43 (44%) patients achieved two consecutive MRD-negative assay after cycles 8 and 12 and were transitioned to maintenance. Patients who achieved MRD-negativity at 12 cycles received 6 additional Elo-KRD cycles and patients who remained positive after 12 cycles received an additional 12 Elo-KRD cycles before transitioning to maintenance. Patients who achieved MRD negativity (10 –6 ) by cycle 8 (C8) displayed remarkable 3-year progression-free survival (PFS) and overall survival (OS) rates, with estimates of 92% and 100%, respectively. For those with standard-risk disease, the 3-year PFS rates were 86%, while those with high-risk disease experienced a 3-year PFS rate of 61%. Similarly, the 3-year OS rates for standard-risk patients were 91%, whereas patients with high-risk disease had a 3-year OS rate of 64%. These data demonstrate the feasibility of response-adapted therapy and recapitulate the data seen in MASTER regarding the standard-risk patient population such de-escalation is best suited to assisting. The question remains as to whether those with high-risk disease and residual disease after a course of combination therapy should be subjected to repeated cycles of the same therapy or explore an alternate approach.
Based on these data, as well as robust prospective and retrospective analyses, our main adaptive use of MRD in the frontline setting is to inform the decision to pursue ASCT as a consolidation strategy. We first draw on the data from IFM-2009 and DETERMINATION [ 42 ] to indicate that frontline, as opposed to salvage, transplantation affords no additional survival benefit. A retrospective analysis of patients in the IFM-2009 study [ 43 , 44 ] showed that for patients who had achieved MRD-negativity (10 –4 sensitivity) before commencing maintenance, PFS outcomes in the transplant vs delayed-transplant arms were similar. Given the results of the IFM-2009 and DETERMINATION studies, we feel that the decision to pursue consolidative ASCT is a discussion between patient and physician considering treatment goals and patient values. The addition of MRD data allows for a more nuanced discussion that indicates that for a patient who has already achieved MRD-negativity, there is little added benefit to consolidative ASCT, and proceeding to maintenance can be elected. To this end, in the MANHATTAN trial, 24 out of 29 (82.7%) patients who achieved MRD-negativity by the end of Dara-KRD induction chose to forego upfront ASCT [ 45 ]. The trial also reported 1-year PFS and OS of 98% and 100% respectively.
There are several ongoing clinical trials to adapt treatment toward MRD status in the induction/consolidation setting (Table 2 ). The MASTER-2 trial ( NCT05231629 ) uses a response-adapted approach to consolidative therapy and helps to answer whether the addition of a novel immune therapy can alter outcomes for those with residual disease after efficacious combination induction. All eligible patients receive Dara-VRD induction for 6 cycles followed by MRD testing. The MRD-negative cohort is randomized to consolidation with either of 3 cycles of Dara-VRd followed by 13 cycles of Dara-R maintenance or ASCT followed by 13 cycles of Dara-R maintenance. The MRD-positive cohort is randomized to ASCT intensification, 3 cycles of Dara-Teclistamab consolidation, and 13 cycles of Dara-Teclistamab maintenance or ASCT intensification, 3 cycles of Dara-R consolidation, and 13 cycles of Dara-R maintenance. The MIDAS trial ( NCT04934475 ) is a phase 3 clinical trial that aims to enroll 761 patients for induction with Isatuxamab-KRD followed by randomization to 4 arms based on MRD status measured by NGS (10 –6 ). Subsequent 3-year maintenance includes Revlimid (arm A, B) or Isa-Iberdomide (arm C, D).
The Maintenance Setting
In current clinical practice, a paradigm of maintenance therapy until progression has become dominant, at least in the US. The rationale for the benefit of lenalidomide maintenance was established in a time of less efficacious frontline therapy. In fact, three main studies leading to our current practice were predicated on induction with therapies not reflective of current practice patterns [ 46 – 48 ]. Given advances in induction regimens, the benefit of continuous maintenance for all patients may be less clear. In the absence of updated randomized data with modern frontline combination therapies, and with the advent of more tolerable and less frequently administered therapies (i.e., antibody-based therapies), MRD-adapted maintenance therapy may better individualize maintenance strategies. MRD is being used as a tool to determine the intensity of maintenance as well as provide insights into de-escalation or even cessation. While we do not yet have strong prospective data to determine whether MRD can be used to adapt the strength or duration of maintenance, it is important to consider the existing evidence for using MRD and MRD dynamics to guide our approach to maintenance de-escalation, especially given the financial and medical toxicities of indefinite maintenance [ 49 – 53 ].
Myeloma XI [ 16 ] is a multicenter phase 3 trial in the UK that showed that MRD is a predictor of survival outcomes at 3 and 9 months post-ASCT (ASCT + 3 and ASCT + 9, respectively). 1,248 post-ASCT patients were randomly assigned to lenalidomide maintenance or observation at ASCT + 3. MRD was assessed by flow cytometry (median sensitivity 4 × 10 −5 ) before maintenance at ASCT + 3 and ASCT + 9. At ASCT + 3, those who achieved MRD negativity had longer PFS compared to those who did not (44 vs 24 months). Furthermore, those who had MRD negativity at ASCT + 9 had prolonged PFS when compared to those who were MRD positive (50 vs 13 months). OS at 3 years increased from 69.5% of MRD-positive patients to 86.9% of MRD-negative patients. Patients who had a deepening response from MRD positive to MRD negative at ASCT + 9 had similar PFS outcomes as patients who were negative at both points. Valuable information has been gained from a recent analysis [ 54 ] with an updated follow-up: Landmark analyses revealed a consistent PFS advantage for all-comers at various time points. However, PFS benefits were no longer statistically significant for those patients with MRD-negativity at 3 years. These data suggest that the magnitude of the benefit of extended maintenance for those patients with the deepest long-term responses may not offset medical and financial toxicities.
In a similar vein, NCT02538198 [ 15 ] was a single-arm phase 2 clinical trial in the USA that studied the dynamics of MRD in patients on continuous lenalidomide maintenance. 108 patients underwent annual MRD tests by flow cytometry for up to 5 years (1 × 10 –5 ). Most MRD-negative-to-positive resurgences happened within the first 2 years and no progression events were recorded for those who maintained sustained MRD negativity at a 2-year landmark analysis. Additionally, patients who experienced an MRD resurgence exhibited inferior outcomes compared to those who maintained a stable MRD-positive response, signifying imminent disease progression. Importantly, other studies on MRD dynamics below have conversely reported similarly poor outcomes for those with both persistent MRD-positivity and conversion from -negative to -positive state. In a separate study by Mohan et al., [ 55 ] a retrospective cohort of 568 patients who were in deep remission [achieved sustained MRD-negativity post-ASCT at least 3 months apart, had negative PET-CT or whole-body MRI and sustained a very good partial response of higher] and were receiving immunomodulator plus proteasome inhibitor for maintenance (IMiD plus PI). The findings revealed that, during a median follow-up of 9.9 years from diagnosis, 61% of patients maintained MRD negativity, while 39% had MRD resurgence at a median of 6.3 years subsequently leading to a clinical relapse within a median of 1.0 years. The study identified that the highest risk of MRD resurgence occurred within the initial 5 years post-treatment and extended up to 15 years from the time of diagnosis. Notably, only 27% of those with MRD resurgence had not experienced clinical relapse at a median follow-up of 9.3 years. These studies highlight both the potential of MRD assessment to detect imminent progression (~ 1 year at 10 –5 ) and also call into question the utility of continuous maintenance for those with durable and prolonged sustained MRD-negative responses.
Two simultaneously published analyses examined MRD resurgence [ 56 – 58 ]. In an analysis from the FORTE study, some important findings included that of 118 patients who lost MRD-negativity: 1) 1-year sustained MRD-negativity had been previously achieved by 36%; 2) 16 patients with a recent MRD-negative assay had skeletal/extramedullary relapse without biochemical progression; 3) median time from MRD resurgence to biochemical progression (at 10 –5 ) was 22.3 months. Features associated with unsustained MRD-negativity included HRCA, baseline high circulating tumor cell burden, late timing (i.e., post-consolidation) of MRD-negativity, and monotherapy (R) maintenance (vs. KR). The second report was a combined analysis of GEM2012MENOS65 and GEM2014MAIN. GEM2014MAIN 51 de-escalated maintenance therapy based on MRD status at 2 years. Patients were randomized following GEM2012menos65 (VRD induction with busalfan/melphalan vs melphalan ASCT) onto maintenance with either of Ixazomib Plus Lenalidomide/Dexamethasone (IRd) vs Rd maintenance. At 2 years, those with MRD-negativity by MFC (sensitivity 3 × 10 –6 ) would stop maintenance and those with residual disease would continue Rd. Parallel findings to the aforementioned FORTE analysis included: 1) Median PFS from MRD resurgence to progression or death was 39 months; 2) 47% who had MRD resurgence had previously sustained MRD-negativity; and 3) Late achievement of MRD- and 4) high baseline circulating tumor cells were similarly seen to be associated with MRD resurgence. Furthermore, a higher level of MRD at the time of resurgence (i.e.; < 10 –5 , in between ≥ 10 –5 and < 10 –3 , and ≥ 10 –3 ) was associated with worse PFS. Contrary to the FORTE analysis, however, high ISS was associated with MRD resurgence while HRCA (aside from 1q +) was not. Additionally, an interim report of 332 patients on GEME2014MAIN revealed that while there was no PFS benefit to the addition of ixazomib in the maintenance setting, those with MRD-negativity at 2 years that had discontinued therapy had lower rates of relapse than those with positive MRD, despite the fact that the latter group received an additional 3 years of extended therapy [ 59 ]. Altogether, these studies emphasize that the duration and the depth of sustained MRD-negativity will need to be revisited depending on baseline risk factors and the nature of any planned intervention (i.e., de-escalation/cessation).
A recent combined analysis of TOURMALINE-MM3 and -MM4 [ 13 ], in which transplant-eligible and ineligible patients (total n = 1280), were randomized to 2 years of ixazomib maintenance vs placebo provides more granularity into MRD dynamics on maintenance. Patients with CR (and/or VGPR in MM3) had MRD testing by flow cytometry (estimated sensitivity 4 × 10 −6 with 5 million cell acquisitions) at randomization, 14 months, and end of treatment (∼24 months). The pooled analysis revealed several important findings. First, patients who were MRD-negative at enrollment had similar outcomes whether they received maintenance or placebo with 2-year PFS rates of 67.2% and 61.7% (p = 0.288). Second, about half of MRD resurgence happened within 2 years of starting maintenance, and resurgence was associated with an increased risk of progression in a 14-month landmark analysis compared to those with sustained MRD-negativity (34.2 vs 75%). Third, those with persistent MRD-positivity at 14 months had the worst outcomes with a PFS rate of 27.6%. This data pertains to upcoming trials investigating early intervention with treatment intensification when minimal residual disease (MRD) reappears. While ixazomib maintenance is no longer a relevant treatment modality, the combined analysis further emphasizes the importance of MRD dynamics, rather than MRD status assessed at a single time point, in the maintenance setting.
An important interim analysis comes from the ATLAS trial [ 60 ] in which NDMM patients were randomized following ASCT to maintenance with either up to 36 cycles of KRD or Revlimid alone. The risk and response-adapted study design allowed patients in the KRD arm to de-escalate to lenalidomide monotherapy after cycle 6 provided they had standard-risk cytogenetics and MRD-negativity was reached (IMWG 10 –5 ). In the interim analysis of 180 patients, 35 patients met de-escalation criteria and compared to 20 patients in the lenalidomide monotherapy arm, there was a PFS benefit to combination maintenance/de-escalation (HR 0.25) providing evidence that MRD-adapted therapy can be efficacious while reducing excess toxicity of combination regimens.
Looking forward with these de-escalation data in mind, two prospective trials aim to determine the safety and efficacy of maintenance cessation. MRD2STOP [ 12 ] allows patients who have received at least 1 year of maintenance and are negative for residual disease by PET-CT, flow (10 –5 ), and NGS (10 –6 ) to discontinue maintenance under careful observation. Of note, one innovation is the prospective assessment of CD138 enriched bone marrow aspirate with NGS to achieve MRD sensitivity of 10 –7 . Preliminarily, 84% of enrolled patients sustained MRD-negativity at 10 –6 1 year after enrollment and discontinuation. In preliminary data from a study being conducted by Korde et al., [ 14 ] patients who sustained MRD negativity by MFC for 3 years transitioned to close surveillance with BM MRD testing every 6 months and an annual PET-CT. The rates of sustained MRD negativity at 6 months and 12 months are reported as 94% and 88%, respectively. Here, the protocol recommends that for patients who convert to MRD positivity, [lenalidomide] maintenance should be re-initiated.
Based on the data presented here, we may develop individualized plans for the duration of therapy. Generally, our strategy in both fit and frail patients is to provide continuous [maintenance] therapy until progression. For those patients who feel their quality of life would be improved by ceasing therapy, we use MRD to guide cessation. The strongest evidence as indicated by the above studies, is for modulating the length of lenalidomide maintenance in fit patients. Our first recommendation for those seeking a treatment holiday is to do so on a clinical trial. In the absence of trial availability, for patients with sustained MRD-negativity for at least 2 years (and imaging is negative for active disease) we may stop lenalidomide maintenance under careful observation. Monitoring plans are individualized but at the least consist of serum paraprotein surveillance to monitor for biochemical relapse but ideally include serial marrow MRD assessment.
Further ongoing clinical trials are in place to adapt treatment towards MRD status [ 17 , 55 ] (Table 2 ).
Conclusions
The use of MRD to guide clinical decisions remains a controversial topic, but the current available data and the direction of the field as indicated by studies in progress point towards a future of response-adapted therapy in multiple myeloma. Our current treatment paradigms encourage the relatively uniform treatment of a very heterogeneous disease with a net effect of overtreatment of those with more biologically indolent and treatment-responsive disease states. Conversely, those with aggressive and treatment-resistant disease may be best served by alternative consolidation and maintenance strategies of measurable residual disease. As seen here, the strongest evidence exists for the response-adapted duration of maintenance. With upcoming studies, we may see the adoption of MRD into multiple facets of MM treatment including in de-escalation or cessation of maintenance, omission, or deferral of consolidation (i.e., ASCT), intensification or alternative consolidation for residual disease, and in early intervention for those with early biochemical relapse (i.e., MRD resurgence; Fig. 1 ). As a patient-level surrogate that encapsulates longitudinal disease-treatment interaction at highly sensitive levels, we look forward to MRD facilitating our move toward individualized treatment. Fig. 1 Opportunities and ongoing studies for MRD-adapted therapy

Publisher's Note
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Author Contributions
M.M. and B.D. gathered the data and wrote the main manuscript text. J.H., D.K., and O.L. gathered the data. All authors reviewed the manuscript.
Data Availability
No datasets were generated or analyzed during the current study.
Declarations
Conflict of Interest
Benjamin Diamond Honoraria: Sanofi, Janssen Research & Development Consulting or Advisory Role: Sanofi, Janssen Oncology Dickran Kazandjian Employment: University of Miami Hospitals and Clinics Honoraria: Arcellx, BMS, Sanofi, MJH Life Sciences, Curio Science, Aptitude Health, Multiple Myeloma Research Foundation, Florida Society of Clinical Oncology, Plexus Consulting or Advisory Role: Alphasights, Bridger Consulting Group, Aperture Medical Technology, LLC, Arcellx Speakers' Bureau: Karyopharm Therapeutics Ola Landgren Honoraria: Celgene, Bristol Myers Squibb, Medscape, Amgen, Janssen, Karyopharm Therapeutics, GlaxoSmithKline Consulting or Advisory Role: Bristol Myers Squibb, Celgene, Janssen, GlaxoSmithKline Research Funding: Amgen (Inst), Janssen (Inst), Pfizer (Inst) Mina Meseha and James Hoffman have nothing to disclose.
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