Improvements in multiple myeloma therapy have led to deeper responses that are beyond the limit of detection by historical immunohistochemistry and conventional flow cytometry in bone marrow samples. In parallel, more sensitive techniques for assessing minimal residual disease (MRD) through next-generation flow cytometry and sequencing have been developed and are now routinely available. Deep responses when measured by these assays correspond with improved outcomes and survival. We review the data supporting MRD testing as well as its limitations and how it may fit in with current and future clinical practice.

Learning Objectives

  • Understand the role of MRD status in prognosis in multiple myeloma

  • Explore how to apply MRD testing in clinical practice and its limitations

A 57-year-old woman with multiple myeloma (MM) has completed initial therapy with lenalidomide, bortezomib, and dexamethasone, followed by high-dose melphalan and autologous stem cell transplant (auto-SCT). She initially presented with anemia with hemoglobin of 6.1 g/dL, and the disease was staged as Revised International Staging System stage II. Fluorescence in situ hybridization (FISH) showed gain of 1q. She is on maintenance therapy with lenalidomide and ixazomib. Laboratory studies showed no monoclonal protein, and the serum free light chain ratio was normal. She mentions that she went to a patient education session and heard about “minimal residual disease (MRD) testing.” She is interested in having MRD testing performed.

Response assessment in MM has traditionally relied on measuring the monoclonal protein in the serum and urine and plasma cell involvement in the bone marrow and, more recently, serum free light chains. The past 2 decades have seen tremendous progress in the treatment of MM with the approval and adoption of effective agents such as proteasome inhibitors (bortezomib, carfilzomib, ixazomib), immunomodulatory drugs (lenalidomide, pomalidomide), and, more recently, anti-CD38 monoclonal antibodies (daratumumab and isatuximab). With the increasing use of these agents, especially in 3- and 4-drug combinations, responses have substantially deepened in newly diagnosed patients in whom complete responses (CRs) are routinely achieved, for example, from historically 10% with thalidomide and dexamethasone1  to 95% in a recently reported combination of daratumumab, carfilzomib, lenalidomide, and dexamethasone (dara-KRd) without the use of high-dose melphalan.2  Similar trends are also seen in relapsed disease, especially with the advent of anti-B-cell maturation antigen (BCMA) directed therapies. To better assess these improving responses, MRD testing using more sensitive tools has emerged. This review provides an overview of MRD assessment in MM and highlights the practical aspects of MRD testing.

Intuitively, the depth of response with myeloma therapy correlates with long-term outcomes. The relationship between CR and progression-free survival (PFS) and overall survival (OS) has been consistently demonstrated in a meta-analysis of trials using intensive therapy combined with older3  or contemporary therapies.4  Moreover, an analysis of 344 patients treated by the Grupo Español de Mieloma (GEM) and Programa Para el Estudio de la Terapéutica en Hemopatías Malignas (PETHEMA) groups noted differences in survival between CR, near CR, and very good partial response.5  Similar observations with CR hold true in older patients who are not eligible for high-dose therapy.6  This raises the question of whether further gains may be seen with even deeper responses such as MRD-negative disease. It should be noted that this relationship between response and outcomes generally holds true, provided that the method of achieving this depth of response is tolerated well. However, the Eastern Cooperative Oncology Group study of high-dose dexamethasone with lenalidomide7  and the BELLINI trial of venetoclax with bortezomib and dexamethasone8  are instructive for illustrating that deeper responses are not always associated with improvements in survival.

The term minimal residual disease conventionally refers to disease in the bone marrow space. Measurement of minimal disease in the bone marrow is relevant as it commonly serves as the reservoir of disease relapse. Methods currently used to detect MRD include multiparameter, next-generation flow cytometry (NGF) and next-generation sequencing (NGS) (Table 1). More than 10 years ago, flow cytometry was the first technique to evaluate MRD, in which sensitivity was 10−4 initially.10,11  The sensitivity has improved to 2 × 10−6, and the EuroFlow consortium has standardized the methodology.12  NGS has also emerged in parallel for measuring MRD, in which immunoglobulin gene segments are amplified using consensus primers and sequenced.13  Currently, the sensitivity of the Adaptive Clonoseq platform (previously known as LymphoSIGHT) is 6.77 × 10−7 with 20 µg DNA from 1 mL of bone marrow aspirate.14,15 

The concordance between NGF and NGS is high. It exceeded 80% when examined in the FORTE16  and CASSIOPEIA17  trials in newly diagnosed patients. There was similarly high concordance, 85.8%18  and 92.9%,19  when comparing NGF with NGS from a different platform, LymphoTrack. The choice of assay used for MRD is based on availability and institutional preference. NGS by the Clonoseq assay is commercially available through Adaptive, and in January 2019, Medicare announced coverage of this test. NGF is also commercially available, for example, through Mayo Clinic reference laboratory. A consideration with NGS is that it requires a baseline sample to provide a trackable sequence; NGF does not require a baseline sample. In 1 series, a trackable sequence for NGS could not be identified in 7.8% of samples.20  NGF also has the advantage of assessing for hemodilution by looking for mast cell, erythroblast, and B-cell precursor populations.12  Finally, from a research perspective, NGF may be able to evaluate the bone marrow microenvironment, which may have prognostic relevance.

Several meta-analyses have consistently shown that depth of response beyond CR correlates with improvement in OS.21-23  Although the initial meta-analyses focused on transplant-eligible patients managed with intensive therapy and where MRD was mostly assessed by older, less sensitive, flow cytometry (10−4), the recent meta-analysis extends on prior observations to include older, transplant-ineligible patients and patients with relapsed disease.23  Compared with MRD-positive disease, MRD-negative status showed improved PFS (hazard ratio, 0.33; 95% CI, 0.29-0.37) and OS (hazard ratio, 0.45; 95% CI, 0.39-0.51) across multiple patient populations, including in relapsed disease and high-risk disease.23  Importantly, MRD status can stratify patients in CR, where OS was 112 vs 82 months for MRD-negative vs MRD-positive patients, respectively.22 

Given these findings, MRD status is increasingly used as an end point when comparing different regimens, especially now that regimens are increasingly achieving deeper responses. The International Myeloma Working Group9  and Bone Marrow Transplant Clinical Trials Network (BMT CTN)24  have provided guidance around definitions of MRD and performance (Table 2), with the IMWG recommending a sensitivity of 10−5. The use of MRD as a surrogate end point for regulatory purposes is an area of active discussion25  and is being addressed by a consortium of academic groups and pharmaceutical partners, the International Independent Team for Endpoint Approval of Myeloma MRD.26-28 

The depth of MRD negative status is also important. This was initially shown with flow cytometry with sensitivity down to 10−4 and where each log reduction in MRD translated into improvement in median OS.29  In the Francophone du Myélome 2009 study of upfront vs deferred auto-SCT after initial therapy with lenalidomide, bortezomib, and dexamethasone, MRD status was assessed by flow cytometry in all patients, and a subset of these patients was evaluated by more sensitive NGS.30,31  Patients who were able to achieve MRD negative status at 10−6 by NGS, which is deeper than the recommended IMWG threshold of 10−5, had superior outcomes in PFS and OS compared with MRD-positive status (Figure 1).31  Moreover, the study showed differences in outcomes between 10−6, 10−5, and 10−4. Prior to starting maintenance therapy, patients who were MRD negative had similar PFS whether they received transplant upfront or not, although patients in the transplant arm were more likely to be MRD negative (29.8% vs 20.5%). Of note is that in the IFM 2009 study, MRD assessments were after completion of initial therapy, prior to maintenance therapy; the effect of high-dose therapy in patients who were already MRD negative prior to high-dose therapy was not addressed. Nevertheless, as long as a deep, MRD-negative response is achieved, the method of achieving the response may not be as important. For example, the CASSIOPEIA study evaluated daratumumab, bortezomib, thalidomide, and dexamethasone (dara-VTd) vs VTd in newly diagnosed patients undergoing high-dose melphalan and auto-SCT. Patients who achieved both CR and MRD-negative status had similar PFS, irrespective of treatment arm (although higher-quality responses were more common in the dara-VTd arm).32  Similar findings were observed in the FORTE study, in which outcomes of patients with MRD-negative disease sustained for 1 year were similar, irrespective of the initial treatment KRd vs 12 cycles of KRd without auto-SCT vs carfilzomib, cyclophosphamide, and dexamethasone with auto-SCT.33 

Figure 1.

Progression-free survival according to MRD level at the start of maintenance in IFM 2009. Progression-free survival improves with each log reduction in MRD in IFM 2009 in patients who achieved at least a very good partial response. Figure adapted from Perrot et al.31 

Figure 1.

Progression-free survival according to MRD level at the start of maintenance in IFM 2009. Progression-free survival improves with each log reduction in MRD in IFM 2009 in patients who achieved at least a very good partial response. Figure adapted from Perrot et al.31 

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In patients with high-risk disease, achieving an MRD-negative response may be even more important. An analysis of the PETHEMA/GEM2012MENOS65 trial showed that MRD-negative responses were able to overcome poor prognostic features at diagnosis, including Revised International Staging System stage III.34,35  Similar observations were seen for patients with high-risk cytogenetics in IFM 2009 and earlier PETHEMA/GEM trials.31,36  The findings with MRD extend on previous observations where achieving CR was especially important in high-risk disease defined by gene expression profiling.37 

It is well established with traditional response criteria that durability of response is a powerful prognostic factor38,39  and that loss of CR is associated with inferior survival.40  Durability of MRD-negative status is similarly important. This was demonstrated recently in the POLLUX and CASTOR studies, which evaluated daratumumab with lenalidomide and dexamethasone (dara-Rd) or daratumumab with bortezomib and dexamethasone, respectively, using NGS at 10−5 sensitivity.41  Patients with sustained MRD negativity over 12 months had the best outcomes, irrespective of the treatment arm, although this was more likely to be achieved in the daratumumab-containing combination. Similar findings of improved outcomes were seen with sustained MRD negativity over 6 or 12 months in newly diagnosed, transplant-ineligible patients in the ALCYONE (daratumumab, bortezomib, melphalan, and prednisone [dara-VMP] vs VMP) and MAIA (dara-Rd vs Rd) trials.42  Reflecting these observations, the IMWG defines a separate response category of “sustained MRD negative,” in which assessments by marrow and by imaging are confirmed at least 1 year apart.9  If 1 year is better, 2 years may be even better: this was demonstrated in patients with sustained MRD negativity (by NGF at 10−5) for 2 years in a trial of patients on lenalidomide maintenance.43  Moreover, in this study, loss of MRD negativity was actually worse than sustained MRD positivity.

There have been several studies examining the patterns of loss of MRD negativity and its clinical relevance.44-46  For example, MRD progression by flow cytometry with sensitivity at 10−4 or by allele-specific oligonucleotide polymerase chain reaction with sensitivity of 10−5 in a series of patients on lenalidomide maintenance anticipated biochemical relapse by 4 months and clinical relapse by 9 to 10 months.45  Similarly, in a retrospective study using NGS (10−6), molecular relapse by MRD evaluation was able to predict clinical relapse.46  Serial MRD testing was able to predict clinical relapse in 9 of 10 cases, and relapse by IMWG criteria occurred at a median of 13 months (range, 1-28 months) following molecular relapse. These findings raise the question of whether initiating treatment at the time of molecular relapse rather than waiting for biochemical or clinical relapse could alter the natural history of the disease (see Relapse from MRD Negativity as Indication for Treatment study below).

An inherent limitation in MRD assessment is its reliance on measuring disease in the bone marrow. This assessment focuses on plasma cells and does not take into account the bone marrow microenvironment,47  which may play a role in shaping prognosis. From a practical perspective, bone marrow involvement may not be uniform, such as in the case of macrofocal disease,48  and perhaps most important, extramedullary disease may also be present. For example, in the IMAgerie du JEune Myélome study of the Intergroupe Francophone du Myélome 2009 trial, 26% of patients with MRD-negative disease by flow cytometry (sensitivity 10−4) had positive positron emission tomography (PET) computed tomography (CT) findings.49  Similar findings were seen in the CASSIOPET substudy of CASSIOPEIA, in which 10.5% of patients who were negative by NGF at 10−5 had positive PET CT.50  This discrepancy is relevant, as patients who were MRD negative but PET CT positive had similar outcomes to patients who were MRD positive. The discrepancy between MRD negativity and imaging is higher in patients with relapsed disease, 50% vs 12% in newly diagnosed patients in 1 series.51  Overall, as was seen in CASSIOPET, patients who are “double negative” on MRD and imaging tended to have the best outcomes, suggesting that these 2 modalities complement each other. The Deauville scale used in lymphoma has been applied to MM to standardize “metabolic response” criteria by PET and was an independent predictor for improved PFS and OS outcomes.52 

Moreover, inherent to this discussion is the heterogeneity of MM, in which the depth of response may not be as important in all patients. This was previously recognized with CR, in which patients with a history of monoclonal gammopathy of undetermined significance53  or with a MGUS-like gene expression profile54  had lower CR rates with a tandem transplant regimen in Total Therapy 2 but superior outcomes. The cyclin D2 molecular subtype, which characteristically includes patients with t(11;14), has the lowest and slowest cumulative incidence of response, yet has comparable outcomes with MRD-positive disease compared with other patients with MRD-negative disease.55,56  The challenge at this time is how to prospectively identify these patients in whom an MRD-negative response is not as critical.

Perhaps the most obvious limitation for MRD assessment is the requirement for a bone marrow aspiration procedure. This has motivated investigating “liquid biopsies,” using the same tools on the peripheral blood. Indeed, analysis of peripheral blood provides a systemic assessment and avoids the pitfalls of heterogeneity in bone marrow sampling. Methods involving the peripheral blood may allow for detecting and monitoring extramedullary disease that is missed by focusing on the bone marrow. Using the same NGF methodology optimized in bone marrow on peripheral blood, the sensitivity is less.57  Forty percent of patients with bone marrow that was MRD positive were negative in the peripheral blood; all patients with circulating plasma cells were MRD positive in the bone marrow. Similarly, NGS has been explored on peripheral blood.58  Of patients with positive bone marrow MRD tests, the test was negative in plasma 69% of the time. This may reflect the lower circulating DNA burden in peripheral blood. Other approaches under development include analysis of circulating free tumor DNA using targeted mutation detection59  or whole-genome low-pass sequencing.60 

Mass spectrometry is now being used to measure monoclonal gammopathy in the peripheral blood. There are 2 forms of mass spectrometry: matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF-MS) and liquid chromatography quadrupole time-of-flight mass spectrometry (LC-MS).61  MALDI-TOF-MS has a sensitivity of less than 0.01 g/dL62  and has replaced conventional serum protein electrophoresis at some institutions. LC-MS has even more sensitivity than MALDI-TOF-MS, down to 0.005 g/dL, but has lower throughput.63  Moreover, mass spectrometry can distinguish between “false-positive” bands on protein electrophoresis from therapeutic monoclonal antibodies such as daratumumab vs the underlying disease.64  Given the increased sensitivity of mass spectrometry of the peripheral blood, studies are comparing the performance of mass spectrometry with MRD performed on bone marrow by NGS or NGF, for example, in the Stem Cell Transplant in Myeloma Incorporating Novel Agents65  and in GEM2012MENOS65 trials.66  In one study, LC-MS was estimated to be even more sensitive than NGS at 10−5 and could be used as a screen for MRD.67 

The data establishing depth of response by MRD testing and outcomes are robust, and clinical trials now routinely incorporate MRD testing to benchmark performance. MRD testing is also being used to stratify patients in clinical trials. For example, the ECOG Effective Quadruplet Utilization after Treatment Evaluation trial (NCT04566328) randomizes patients after initial therapy with dara-Rd to either consolidation with additional dara-Rd or adding bortezomib to dara-Rd, and the study stratifies by MRD status. However, applying MRD testing to patient care is evolving. Indeed, the questions raised when this topic was initially covered in this education program 4 years ago continue to be relevant now.68  There are ongoing trials to help answer this question (Figure 2). We acknowledge that there is significant variability in MRD use in clinical practice. At this time, there are no prospective, randomized data in which the information from MRD testing can guide treatment decisions. Nevertheless, if a bone marrow biopsy is being performed to confirm a CR, sending the aspirate for MRD testing is appropriate, as it may provide prognostic information as well as establish a reference point for subsequent MRD testing that may confirm sustainability of response. To increase the sensitivity, the operator should prioritize the first pull for MRD testing, given hemodilution with subsequent pulls.69  Finally, if MRD assessment is being performed, for completeness, it may be important to also assess for extramedullary disease with imaging such as PET CT.

Figure 2.

Examples of trials evaluating MRD to guide treatment. Treatment decisions with MRD may be broadly divided into 2 categories: (A) following initial therapy to guide treatment intensification or consolidation in patients with MRD positive disease or (B) in patients on maintenance therapy, to guide discontinuation of treatment. Some trials are also examining “early” initiation of therapy with the appearance of MRD-positive disease. D, dexamethasone; isa, isatuximab; K, carfilzomib; maint, maintenance; PD, progressive disease; PREDATOR, Pre-emptive Daratumumab Therapy of Minimal Residual Disease Reappearance or Biochemical Relapse in Multiple Myeloma; R, lenalidomide; RADAR, Risk-Adapted Therapy Directed According to Response; REMNANT, Relapse from MRD Negativity as Indication for Treatment; V, bortezomib.

Figure 2.

Examples of trials evaluating MRD to guide treatment. Treatment decisions with MRD may be broadly divided into 2 categories: (A) following initial therapy to guide treatment intensification or consolidation in patients with MRD positive disease or (B) in patients on maintenance therapy, to guide discontinuation of treatment. Some trials are also examining “early” initiation of therapy with the appearance of MRD-positive disease. D, dexamethasone; isa, isatuximab; K, carfilzomib; maint, maintenance; PD, progressive disease; PREDATOR, Pre-emptive Daratumumab Therapy of Minimal Residual Disease Reappearance or Biochemical Relapse in Multiple Myeloma; R, lenalidomide; RADAR, Risk-Adapted Therapy Directed According to Response; REMNANT, Relapse from MRD Negativity as Indication for Treatment; V, bortezomib.

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Timing of high-dose melphalan and SCT

This has been a core question over the years for transplant-eligible patients and continues to be an ongoing area of debate. Despite the IFM 2009 trial showing significant improvement in PFS, the lack of improvement in OS30  spurs this ongoing debate, including with the FORTE trial.33  If outcomes of patients with MRD-negative and especially sustained MRD-negative disease are comparable, does it matter if this is achieved without high-dose melphalan? Although the IFM and FORTE studies incorporated MRD testing, this was after completion of initial therapy. These studies did not evaluate MRD findings before high-dose melphalan to inform decision making.

Should therapy change to deepen response?

This is another open question in the myeloma field. Attempts at answering this question, before the availability of MRD assessments, include the Myeloma XI study of risk-adapted intensification,70  which showed that the addition of cyclophosphamide, bortezomib, and dexamethasone in patients with suboptimal responses improved PFS. However, current practice does not intensify therapy above what was previously planned in patients who have not achieved an optimal response. Because myeloma therapy is continuous, responses may improve over time. In a retrospective study of a real-world practice of patients on lenalidomide maintenance, 34.3% of patients who were MRD positive (with MRD assessment according to local practice) after induction treatment achieved MRD-negative status during maintenance therapy,71  suggesting that a change in therapy may not be obligatory. The AURIGA study (NCT NCT03901963) is examining the role of adding daratumumab to lenalidomide maintenance to evaluate the benefit of adding additional therapy to deepen a response.

Can we de-escalate treatment?

Current practice is to treat until progression with a combination of induction and maintenance therapy. But can patients step off this “treadmill” of continuous therapy to avoid the adverse events and burden of chronic therapy? There are several trials examining de-escalation of therapy. There is an ongoing phase 2 study in newly diagnosed, transplant eligible patients, the Monoclonal Antibody-Based Sequential Therapy for Deep Remission in Multiple Myeloma study (NCT03224507).72  Patients undergo induction therapy with dara-KRd, followed by auto-SCT. Patients who are MRD negative by NGS (10−5) after auto-SCT discontinue treatment, whereas patients who are MRD positive continue to undergo consolidation with dara-KRd for up to 2 cycles until MRD negative. In the PERSEUS trial (NCT03710603), patients on maintenance with daratumumab and lenalidomide who are MRD negative can discontinue daratumumab and continue on lenalidomide. In the DRAMMATIC trial (SWOG 1803), patients who are MRD negative after initial therapy are randomized to continue the assigned maintenance vs stopping assigned maintenance therapy.

Should therapy change if a patient becomes MRD positive?

An ongoing question is the optimal timing of treating relapsed disease. Patients who are treated at the time of biochemical rather than clinical relapse have better outcomes, as seen in a subgroup analysis of the ENDEAVOR trial (with the caveat that this study was not designed to answer this specific question).73  Could the outcomes of patients be better when treated at relapse, with an even lower burden of disease, by MRD? As noted previously, the appearance of MRD-positive disease may herald biochemical or clinical relapse several months later. The REMNANT study (NCT04513639) will help answer this question.74  Patients who are MRD negative after induction therapy are randomized to start treatment at the time of MRD relapse vs at the time of progressive disease according to IMWG criteria. However, a limitation in treating patients for relapse by MRD criteria is that current clinical trials generally require measurable disease, and MRD positivity is not considered measurable to be eligible for the trial. Consequently, this may limit treatment to standard-of-care options instead of the potentially more innovative therapies under investigation.

CLINICAL CASE (continued)

Our patient underwent MRD testing using Adaptive NGS and was MRD negative. She had MRD testing serially for 2 years and was negative on both occasions. However, even with the sustained MRD negativity, she preferred to continue with lenalidomide and ixazomib maintenance. Testing for MRD at 5 years after auto-SCT resulted in a positive test, albeit at a low level of 0 to 1 × 10−6. With this new finding, she had further workup including whole-body low-dose CT, which did not show any new findings. She has opted to continue the current regimen, with a tentative plan of repeating MRD testing in 6 months. This case illustrates some of the challenges with MRD testing, as neither the repeated negative results nor the new low positive result prompted a change in treatment.

Overall, the field is fortunate that newer treatments are leading to unprecedented depths of response that require newer methods such as NGS or NGF to measure their effect. What was once a test restricted to specialized research settings or clinical trials is now readily available for any patient. Although there are maturing data on how it adds new prognostic power, there is a lag in the data for how to effectively use the test to make treatment decisions. Ongoing trials will provide data and guidance on how to incorporate MRD testing into clinical practice to tailor therapy. Moreover, the incorporation of functional imaging and liquid biopsies will provide less invasive ways of evaluating disease burden.

Andrew J. Yee has consulted for Adaptive, Amgen, BMS, GSK, Janssen, Karyopharm, Oncopeptides, Sanofi, and Takeda and has received clinical trial support from Adaptive, Amgen, BMS, Janssen, and Takeda.

Noopur Raje has consulted for Amgen, BMS, Bluebird, GSK, Janssen, and Karyopharm; served on scientific advisory board for Caribou and Immuneel; and received research funding from Bluebird.

Andrew J. Yee: no off-label drug use discussed.

Noopur Raje: no off-label drug use discussed.

1.
Cavo
M
,
Zamagni
E
,
Tosi
P
, et al
;
Bologna 2002 study
.
Superiority of thalidomide and dexamethasone over vincristine-doxorubicindexamethasone (VAD) as primary therapy in preparation for autologous transplantation for multiple myeloma
.
Blood
.
2005
;
106
(
1
):
35
-
39
.
doi:10.1182/blood-2005-02-0522
.
2.
Landgren
O
,
Hultcrantz
M
,
Diamond
B
, et al.
Safety and effectiveness of weekly carfilzomib, lenalidomide, dexamethasone, and daratumumab combination therapy for patients with newly diagnosed multiple myeloma: the MANHATTAN nonrandomized clinical trial
.
JAMA Oncol
.
2021
;
7
(
6
):
862
-
868
.
doi:10.1001/jamaoncol.2021.0611
.
3.
van de Velde
HJ
,
Liu
X
,
Chen
G
,
Cakana
A
,
Deraedt
W
,
Bayssas
M
.
Complete response correlates with long-term survival and progression-free survival in high-dose therapy in multiple myeloma
.
Haematologica
.
2007
;
92
(
10
):
1399
-
1406
.
doi:10.3324/haematol.11534
.
4.
van de Velde
H
,
Londhe
A
,
Ataman
O
, et al.
Association between complete response and outcomes in transplant-eligible myeloma patients in the era of novel agents
.
Eur J Haematol
.
2017
;
98
(
3
):
269
-
279
.
doi:10.1111/ejh.12829
.
5.
Martinez-Lopez
J
,
Blade
J
,
Mateos
M-V
, et al
;
Grupo Español de MM; Programa para el Estudio de la Terapé utica en Hemopatía Maligna
.
Long-term prognostic significance of response in multiple myeloma after stem cell transplantation
.
Blood
.
2011
;
118
(
3
):
529
-
534
.
doi:10.1182/blood-2011-01-332320
.
6.
Gay
F
,
Larocca
A
,
Wijermans
P
, et al.
Complete response correlates with long-term progression-free and overall survival in elderly myeloma treated with novel agents: analysis of 1175 patients
.
Blood
.
2011
;
117
(
11
):
3025
-
3031
.
doi:10.1182/blood-2010-09-307645
.
7.
Rajkumar
SV
,
Jacobus
S
,
Callander
NS
, et al
;
Eastern Cooperative Oncology Group
.
Lenalidomide plus high-dose dexamethasone versus lenalidomide plus low-dose dexamethasone as initial therapy for newly diagnosed multiple myeloma: an open-label randomised controlled trial
.
Lancet Oncol
.
2010
;
11
(
1
):
29
-
37
.
doi:10.1016/S1470-2045(09)70284-0
.
8.
Kumar
SK
,
Harrison
SJ
,
Cavo
M
, et al.
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
.
2020
;
21
(
12
):
1630
-
1642
.
doi:10.1016/S1470-2045(20)30525-8
.
9.
Kumar
S
,
Paiva
B
,
Anderson
KC
, et al.
International Myeloma Working Group consensus criteria for response and minimal residual disease assessment in multiple myeloma
.
Lancet Oncol
.
2016
;
17
(
8
):
e328
-
e346
.
doi:10.1016/S1470-2045(16)30206-6
.
10.
Rawstron
AC
,
Orfao
A
,
Beksac
M
, et al
;
European Myeloma Network
.
Report of the European Myeloma Network on multiparametric flow cytometry in multiple myeloma and related disorders
.
Haematologica
.
2008
;
93
(
3
):
431
-
438
.
doi:10.3324/haematol.11080
.
11.
Paiva
B
,
Vidriales
M-B
,
Cerveró
J
, et al
;
GEM (Grupo Español de MM)/PETHEMA (Programa para el Estudio de la Terapéutica en Hemopatías Malignas) Cooperative Study Groups
.
Multiparameter flow cytometric remission is the most relevant prognostic factor for multiple myeloma patients who undergo autologous stem cell transplantation
.
Blood
.
2008
;
112
(
10
):
4017
-
4023
.
doi:10.1182/blood-2008-05-159624
.
12.
Flores-Montero
J
,
Sanoja-Flores
L
,
Paiva
B
, et al.
Next generation flow for highly sensitive and standardized detection of minimal residual disease in multiple myeloma
.
Leukemia
.
2017
;
31
(
10
):
2094
-
2103
.
doi:10.1038/leu.2017.29
.
13.
Martinez-Lopez
J
,
Lahuerta
JJ
,
Pepin
F
, et al.
Prognostic value of deep sequencing method for minimal residual disease detection in multiple myeloma
.
Blood
.
2014
;
123
(
20
):
3073
-
3079
.
doi:10.1182/blood-2014-01-550020
.
14.
Ching
T
,
Duncan
ME
,
Newman-Eerkes
T
, et al.
Analytical evaluation of the clonoSEQ assay for establishing measurable (minimal) residual disease in acute lymphoblastic leukemia, chronic lymphocytic leukemia, and multiple myeloma
.
BMC Cancer
.
2020
;
20
(
1
):
612
.
doi:10.1186/s12885-020-07077-9
.
15.
Clonoseq
.
Clonoseq assay [technical information]
.
Clonoseq
;
2021
.
16.
Oliva
S
,
Genuardi
E
,
Belotti
A
, et al.
Minimal residual disease evaluation by multiparameter flow cytometry and next generation sequencing in the Forte trial for newly diagnosed multiple myeloma patients
.
Blood
.
2019
;
134
(
suppl 1
):
4322
.
doi:10.1182/blood-2019-124645
.
17.
Avet-Loiseau
H
,
Bene
MC
,
Wuilleme
S
, et al.
Concordance of post- consolidation minimal residual disease rates by multiparametric flow cytometry and next-generation sequencing in CASSIOPEIA
.
Clin Lymphoma Myeloma Leuk
.
2019
;
19
(
10
):
e3
-
e4
.
doi:10.1016/j.clml.2019.09.005
.
18.
Medina
A
,
Puig
N
,
Flores-Montero
J
, et al.
Comparison of next-generation sequencing (NGS) and next-generation flow (NGF) for minimal residual disease (MRD) assessment in multiple myeloma
.
Blood Cancer J
.
2020
;
10
(
10
):
108
.
doi:10.1038/s41408-020-00377-0
.
19.
Ho
C
,
Syed
M
,
Roshal
M
, et al.
Routine evaluation of minimal residual disease in myeloma using next-generation sequencing clonality testing: feasibility, challenges, and direct comparison with high-sensitivity flow cytometry
.
J Mol Diagn
.
2021
;
23
(
2
):
181
-
199
.
doi:10.1016/j.jmoldx.2020.10.015
.
20.
Hussaini
MO
,
Srivastava
J
,
Lee
LW
, et al.
Moffitt cancer center 2-year single-institution experience with next-generation sequencing minimal residual disease detection: clinical utility, application, and correlation with outcomes in plasma cell and lymphoid malignancies
.
Blood
.
2019
;
134
(
suppl 1
):
4654
.
doi:10.1182/blood-2019-129846
.
21.
Landgren
O
,
Devlin
S
,
Boulad
M
,
Mailankody
S
.
Role of MRD status in relation to clinical outcomes in newly diagnosed multiple myeloma patients: a meta-analysis
.
Bone Marrow Transplant
.
2016
;
51
(
12
):
1565
-
1568
.
doi:10.1038/bmt.2016.222
.
22.
Munshi
NC
,
Avet-Loiseau
H
,
Rawstron
AC
, et al.
Association of minimal residual disease with superior survival outcomes in patients with multiple myeloma: a meta-analysis
.
JAMA Oncol
.
2017
;
3
(
1
):
28
-
35
.
doi:10.1001/jamaoncol.2016.3160
.
23.
Munshi
NC
,
Avet-Loiseau
H
,
Anderson
KC
, et al.
A large meta-analysis establishes the role of MRD negativity in long-term survival outcomes in patients with multiple myeloma
.
Blood Adv
.
2020
;
4
(
23
):
5988
-
5999
.
doi:10.1182/bloodadvances.2020002827
.
24.
Costa
LJ
,
Derman
BA
,
Bal
S
, et al.
International harmonization in performing and reporting minimal residual disease assessment in multiple myeloma trials
.
Leukemia
.
2021
;
35
(
1
):
18
-
30
.
doi:10.1038/s41375-020-01012-4
.
25.
Anderson
KC
,
Auclair
D
,
Adam
SJ
, et al.
Minimal residual disease in myeloma: application for clinical care and new drug registration [published online 28 July 2021]
.
Clin Cancer Res
.
26.
Gormley
NJ
,
Farrell
AT
,
Pazdur
R
.
Minimal residual disease as a potential surrogate end point-lingering questions
.
JAMA Oncol
.
2017
;
3
(
1
):
18
-
20
.
doi:10.1001/jamaoncol.2016.3112
.
27.
Anderson
KC
,
Auclair
D
,
Kelloff
GJ
, et al.
The role of minimal residual disease testing in myeloma treatment selection and drug development: current value and future applications
.
Clin Cancer Res
.
2017
;
23
(
15
):
3980
-
3993
.
doi:10.1158/1078-0432.CCR-16-2895
.
28.
Holstein
SA
,
Al-Kadhimi
Z
,
Costa
LJ
, et al.
Summary of the third annual blood and marrow transplant clinical trials network myeloma intergroup workshop on minimal residual disease and immune profiling
.
Biol Blood Marrow Transplant
.
2020
;
26
(
1
):
e7
-
e15
.
doi:10.1016/j.bbmt.2019.09.015
.
29.
Rawstron
AC
,
Gregory
WM
,
de Tute
RM
, et al.
Minimal residual disease in myeloma by flow cytometry: independent prediction of survival benefit per log reduction
.
Blood
.
2015
;
125
(
12
):
1932
-
1935
.
doi:10.1182/blood-2014-07-590166
.
30.
Attal
M
,
Lauwers-Cances
V
,
Hulin
C
, et al
;
IFM 2009 Study
.
Lenalidomide, bortezomib, and dexamethasone with transplantation for myeloma
.
N Engl J Med
.
2017
;
376
(
14
):
1311
-
1320
.
doi:10.1056/NEJMoa1611750
.
31.
Perrot
A
,
Lauwers-Cances
V
,
Corre
J
, et al.
Minimal residual disease negativity using deep sequencing is a major prognostic factor in multiple myeloma
.
Blood
.
2018
;
132
(
23
):
2456
-
2464
.
doi:10.1182/blood-2018-06-858613
.
32.
Avet-Loiseau
H
,
Moreau
P
,
Attal
M
, et al.
Efficacy of daratumumab (DARA)+ bortezomib/thalidomide/dexamethasone (D-VTd) in transplant-eligible newly diagnosed multiple myeloma (TE NDMM) based on minimal residual disease (MRD) status: analysis of the CASSIOPEIA trial
.
J Clin Oncol
.
2019
;
37
(
suppl_15
):
8017
-
8017
.
doi:10.1200/JCO.2019.37.15_suppl.8017
.
33.
Oliva
S
,
Genuardi
E
,
Petrucci
MT
, et al.
Impact of minimal residual disease (MRD) by multiparameter flow cytometry (MFC) and next-generation sequencing (NGS) on outcome: results of newly diagnosed transplant-eligible multiple myeloma (MM) patients enrolled in the forte trial
.
Blood
.
2020
;
136
(
suppl 1
):
44
-
45
.
doi:10.1182/blood-2020-137351
.
34.
Paiva
B
,
Puig
N
,
Cedena
M-T
, et al
;
GEM (Grupo Español de Mieloma)/PETHEMA (Programa Para el Estudio de la Terapéutica en Hemopatías Malignas) Cooperative Study Group
.
Measurable residual disease by next- generation flow cytometry in multiple myeloma
.
J Clin Oncol
.
2020
;
38
(
8
):
784
-
792
.
doi:10.1200/JCO.19.01231
.
35.
Goicoechea
I
,
Puig
N
,
Cedena
M-T
, et al.
Deep MRD profiling defines outcome and unveils different modes of treatment resistance in standard- and high-risk myeloma
.
Blood
.
2021
;
137
(
1
):
49
-
60
.
doi:10.1182/blood.2020006731
.
36.
Lahuerta
J-J
,
Paiva
B
,
Vidriales
M-B
, et al
;
GEM (Grupo Español de Mieloma)/PETHEMA (Programa para el Estudio de la Terapéutica en Hemopatías Malignas) Cooperative Study Group
.
Depth of response in multiple myeloma: a pooled analysis of three PETHEMA/GEM clinical trials
.
J Clin Oncol
.
2017
;
35
(
25
):
2900
-
2910
.
doi:10.1200/JCO.2016.69.2517
.
37.
Haessler
J
,
Shaughnessy
JD
Jr
,
Zhan
F
, et al.
Benefit of complete response in multiple myeloma limited to high-risk subgroup identified by gene expression profiling
.
Clin Cancer Res
.
2007
;
13
(
23
):
7073
-
7079
.
doi:10.1158/1078-0432.CCR-07-0527
.
38.
Barlogie
B
,
Anaissie
E
,
Haessler
J
, et al.
Complete remission sustained 3 years from treatment initiation is a powerful surrogate for extended survival in multiple myeloma
.
Cancer
.
2008
;
113
(
2
):
355
-
359
.
doi:10.1002/cncr.23546
.
39.
Sidana
S
,
Tandon
N
,
Dispenzieri
A
, et al.
Relapse after complete response in newly diagnosed multiple myeloma: implications of duration of response and patterns of relapse
.
Leukemia
.
2019
;
33
(
3
):
730
-
738
.
doi:10.1038/s41375-018-0271-1
.
40.
Hoering
A
,
Crowley
J
,
Shaughnessy
JD
Jr
, et al.
Complete remission in multiple myeloma examined as time-dependent variable in terms of both onset and duration in total therapy protocols
.
Blood
.
2009
;
114
(
7
):
1299
-
1305
.
doi:10.1182/blood-2009-03-211953
.
41.
Avet-Loiseau
H
,
San-Miguel
J
,
Casneuf
T
, et al.
Evaluation of sustained minimal residual disease negativity with daratumumab-combination regimens in relapsed and/or refractory multiple myeloma: analysis of POLLUX and CASTOR
.
J Clin Oncol
.
2021
;
39
(
10
):
1139
-
1149
.
doi:10.1200/JCO.20.01814
.
42.
San-Miguel
JF
,
Avet-Loiseau
H
,
Paiva
B
, et al.
Sustained minimal residual disease negativity with daratumumab in newly diagnosed multiple myeloma: MAIA and ALCYONE [published online 16 July 2021]
.
Blood
.
doi:10.1182/blood.2020010439
.
43.
Diamond
B
,
Korde
N
,
Lesokhin
AM
, et al.
Dynamics of minimal residual disease in patients with multiple myeloma on continuous lenalidomide maintenance: a single-arm, single-centre, phase 2 trial
.
Lancet Haematol
.
2021
;
8
(
6
):
e422
-
e432
.
doi:10.1016/S2352-3026(21)00130-7
.
44.
Ferrero
S
,
Ladetto
M
,
Drandi
D
, et al.
Long-term results of the GIMEMA VEL-03-096 trial in MM patients receiving VTD consolidation after ASCT: MRD kinetics' impact on survival
.
Leukemia
.
2015
;
29
(
3
):
689
-
695
.
doi:10.1038/leu.2014.219
.
45.
Oliva
S
,
Gambella
M
,
Gilestro
M
, et al.
Minimal residual disease after transplantation or lenalidomide-based consolidation in myeloma patients: a prospective analysis
.
Oncotarget
.
2017
;
8
(
4
):
5924
-
5935
.
doi:10.18632/oncotarget.12641
.
46.
Martinez-Lopez
J
,
Wong
SW
,
Shah
N
, et al.
Clinical value of measurable residual disease testing for assessing depth, duration, and direction of response in multiple myeloma
.
Blood Adv
.
2020
;
4
(
14
):
3295
-
3301
.
doi:10.1182/bloodadvances.2020002037
.
47.
Görgün
GT
,
Whitehill
G
,
Anderson
JL
, et al.
Tumor-promoting immune-suppressive myeloid-derived suppressor cells in the multiple myeloma microenvironment in humans
.
Blood
.
2013
;
121
(
15
):
2975
-
2987
.
doi:10.1182/blood-2012-08-448548
.
48.
Rasche
L
,
Buros
A
,
Weinhold
N
, et al.
The clinical impact of macrofocal disease in multiple myeloma differs between presentation and relapse
.
Blood
.
2016
;
128
(
22
):
4431
.
doi:10.1182/blood.V128.22.4431.4431
.
49.
Moreau
P
,
Attal
M
,
Caillot
D
, et al.
Prospective evaluation of magnetic resonance imaging and [(18)F]fluorodeoxyglucose positron emission tomography-computed tomography at diagnosis and before maintenance therapy in symptomatic patients with multiple myeloma included in the IFM/DFCI 2009 trial: results of the IMAJEM study
.
J Clin Oncol
.
2017
;
35
(
25
):
2911
-
2918
.
doi:10.1200/JCO.2017.72.2975
.
50.
Moreau
P
,
Zweegman
S
,
Perrot
A
, et al.
Evaluation of the prognostic value of positron emission tomography-computed tomography (PET-CT) at diagnosis and follow-up in transplant-eligible newly diagnosed multiple myeloma (TE NDMM) patients treated in the phase 3 Cassiopeia Study: results of the Cassiopet Companion Study
.
Blood
.
2019
;
134
(
suppl 1
):
692
.
doi:10.1182/blood-2019-123143
.
51.
Rasche
L
,
Alapat
D
,
Kumar
M
, et al.
Combination of flow cytometry and functional imaging for monitoring of residual disease in myeloma
.
Leukemia
.
2019
;
33
(
7
):
1713
-
1722
.
doi:10.1038/s41375-018-0329-0
.
52.
Zamagni
E
,
Nanni
C
,
Dozza
L
, et al.
Standardization of 18F-FDG-PET/CT according to Deauville criteria for metabolic complete response definition in newly diagnosed multiple myeloma
.
J Clin Oncol
.
2021
;
39
(
2
):
116
-
125
.
doi:10.1200/JCO.20.00386
.
53.
Pineda-Roman
M
,
Bolejack
V
,
Arzoumanian
V
, et al.
Complete response in myeloma extends survival without, but not with history of prior monoclonal gammopathy of undetermined significance or smouldering disease
.
Br J Haematol
.
2007
;
136
(
3
):
393
-
399
.
doi:10.1111/j.1365-2141.2006.06441.x
.
54.
Zhan
F
,
Barlogie
B
,
Arzoumanian
V
, et al.
Gene-expression signature of benign monoclonal gammopathy evident in multiple myeloma is linked to good prognosis
.
Blood
.
2007
;
109
(
4
):
1692
-
1700
.
doi:10.1182/blood-2006-07-037077
.
55.
Weinhold
N
,
Heuck
CJ
,
Rosenthal
A
, et al.
Clinical value of molecular subtyping multiple myeloma using gene expression profiling
.
Leukemia
.
2016
;
30
(
2
):
423
-
430
.
doi:10.1038/leu.2015.309
.
56.
Schinke
C
,
Hoering
A
,
Wang
H
, et al.
The prognostic value of the depth of response in multiple myeloma depends on the time of assessment, risk status and molecular subtype
.
Haematologica
.
2017
;
102
(
8
):
e313
-
e316
.
doi:10.3324/haematol.2017.165217
.
57.
Sanoja-Flores
L
,
Flores-Montero
J
,
Puig
N
, et al.
Blood monitoring of circulating tumor plasma cells by next generation flow in multiple myeloma after therapy
.
Blood
.
2019
;
134
(
24
):
2218
-
2222
.
doi:10.1182/blood.2019002610
.
58.
Mazzotti
C
,
Buisson
L
,
Maheo
S
, et al.
Myeloma MRD by deep sequencing from circulating tumor DNA does not correlate with results obtained in the bone marrow
.
Blood Adv
.
2018
;
2
(
21
):
2811
-
2813
.
doi:10.1182/bloodadvances.2018025197
.
59.
Mithraprabhu
S
,
Morley
R
,
Khong
T
, et al.
Monitoring tumour burden and therapeutic response through analysis of circulating tumour DNA and extracellular RNA in multiple myeloma patients
.
Leukemia
.
2019
;
33
(
8
):
2022
-
2033
.
doi:10.1038/s41375-019-0469-x
.
60.
Guo
G
,
Raje
NS
,
Seifer
C
, et al.
Genomic discovery and clonal tracking in multiple myeloma by cell-free DNA sequencing
.
Leukemia
.
2018
;
32
(
8
):
1838
-
1841
.
doi:10.1038/s41375-018-0115-z
.
61.
Murray
DL
,
Puig
N
,
Kristinsson
S
, et al.
Mass spectrometry for the evaluation of monoclonal proteins in multiple myeloma and related disorders: an International Myeloma Working Group Mass Spectrometry Committee Report
.
Blood Cancer J
.
2021
;
11
(
2
):
24
.
doi:10.1038/s41408-021-00408-4
.
62.
Mills
JR
,
Kohlhagen
MC
,
Dasari
S
, et al.
Comprehensive assessment of M-proteins using nanobody enrichment coupled to MALDI-TOF mass spectrometry
.
Clin Chem
.
2016
;
62
(
10
):
1334
-
1344
.
doi:10.1373/clinchem.2015.253740
.
63.
Barnidge
DR
,
Dasari
S
,
Botz
CM
, et al.
Using mass spectrometry to monitor monoclonal immunoglobulins in patients with a monoclonal gammopathy
.
J Proteome Res
.
2014
;
13
(
3
):
1419
-
1427
.
doi:10.1021/pr400985k
.
64.
Mills
JR
,
Kohlhagen
MC
,
Willrich
MAV
,
Kourelis
T
,
Dispenzieri
A
,
Murray
DL
.
A universal solution for eliminating false positives in myeloma due to therapeutic monoclonal antibody interference
.
Blood
.
2018
;
132
(
6
):
670
-
672
.
doi:10.1182/blood-2018-05-848986
.
65.
Dispenzieri
A
,
Krishnan
AY
,
Arendt
B
, et al.
MASS-FIX versus standard methods to predict for PFS and OS among multiple myeloma patients participating on the STAMINA trial
.
J Clin Oncol
.
2021
;
39
(
15, suppl
):
8009
.
doi:10.1200/JCO.2021.39.15_suppl.8009
.
66.
Puig
N
,
Paiva
B
,
Contreras
T
, et al.
Analysis of minimal residual disease in bone marrow by NGF and in peripheral blood by mass spectrometry in newly diagnosed multiple myeloma patients enrolled in the GEM2012MENOS65 clinical trial
.
J Clin Oncol
.
2021
;
39
(
15, suppl
):
8010
.
doi:10.1200/jco.2021.39.15_suppl.8010
.
67.
Derman
BA
,
Stefka
AT
,
Jiang
K
, et al.
Measurable residual disease assessed by mass spectrometry in peripheral blood in multiple myeloma in a phase II trial of carfilzomib, lenalidomide, dexamethasone and autologous stem cell transplantation
.
Blood Cancer J
.
2021
;
11
(
2
):
19
.
doi:10.1038/s41408-021-00418-2
.
68.
Davies
FE
.
Is molecular remission the goal of multiple myeloma therapy?
Hematology Am Soc Hematol Educ Program
.
2017
;
2017
(
1
):
205
-
211
.
doi:10.1182/asheducation-2017.1.205
.
69.
Manasanch
EE
,
Salem
DA
,
Yuan
CM
, et al.
Flow cytometric sensitivity and characteristics of plasma cells in patients with multiple myeloma or its precursor disease: influence of biopsy site and anticoagulation method
.
Leuk Lymphoma
.
2015
;
56
(
5
):
1416
-
1424
.
doi:10.3109/10428194.2014.955020
.
70.
Jackson
GH
,
Davies
FE
,
Pawlyn
C
, et al
;
UK NCRI Haematological Oncology Clinical Studies Group
.
Response-adapted intensification with cyclophosphamide, bortezomib, and dexamethasone versus no intensification in patients with newly diagnosed multiple myeloma (Myeloma XI): a multicentre, open-label, randomised, phase 3 trial
.
Lancet Haematol
.
2019
;
6
(
12
):
e616
-
e629
.
doi:10.1016/S2352-3026(19)30167-X
.
71.
Alonso
R
,
Cedena
M-T
,
Wong
S
, et al.
Prolonged lenalidomide maintenance therapy improves the depth of response in multiple myeloma
.
Blood Adv
.
2020
;
4
(
10
):
2163
-
2171
.
doi:10.1182/bloodadvances.2020001508
.
72.
Costa
LJ
,
Chhabra
S
,
Godby
KN
, et al.
Daratumumab, carfilzomib, lenalidomide and dexamethasone (dara-KRd) induction, autologous transplantation and post-transplant, response-adapted, measurable residual disease (MRD)-based dara-Krd consolidation in patients with newly diagnosed multiple myeloma (NDMM)
.
Blood
.
2019
;
134
(
suppl 1
):
860
.
doi:10.1182/blood-2019-123170
.
73.
Moreau
P
,
Siegel
DS
,
Goldschmidt
H
, et al.
Subgroup analysis of patients with biochemical or symptomatic relapse at the time of enrollment in the endeavor study
.
Blood
.
2018
;
132
(
suppl 1
):
3243
.
doi:10.1182/blood-2018-99-112571
.
74.
Rasmussen
A-M
,
Askeland
FB
,
Schjesvold
F
.
The next step for MRD in myeloma? treating MRD relapse after first line treatment in the REMNANT study
.
Hemato
.
2020
;
1
(
2
):
36
-
48
.
doi:10.3390/hemato1020008
.