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1.
Eur J Cancer ; 207: 114153, 2024 Jun 06.
Article in English | MEDLINE | ID: mdl-38870747

ABSTRACT

BACKGROUND: Frailty in newly-diagnosed multiple myeloma (NDMM) patients is associated with treatment-related toxicity, which negatively affects health-related quality of life (HRQoL). Currently, data on changes in HRQoL of frail and intermediate-fit MM patients during active treatment and post-treatment follow-up are absent. METHODS: The HOVON123 study (NTR4244) was a phase II trial in which NDMM patients ≥ 75 years were treated with nine dose-adjusted cycles of Melphalan-Prednisone-Bortezomib (MPV). Two HRQoL instruments (EORTC QLQ-C30 and -MY20) were obtained before start of treatment, after 3 and 9 months of treatment and 6 and 12 months after treatment for patients who did not yet start second-line treatment. HRQoL changes and/or differences in frail and intermediate-fit patients (IMWG frailty score) were reported only when both statistically significant (p < 0.005) and clinically relevant (>MID). RESULTS: 137 frail and 71 intermediate-fit patients were included in the analysis. Compliance was high and comparable in both groups. At baseline, frail patients reported lower global health status, lower physical functioning scores and more fatigue and pain compared to intermediate-fit patients. Both groups improved in global health status and future perspective; polyneuropathy complaints worsened over time. Frail patients improved over time in physical functioning, fatigue and pain. Improvement in global health status occurred earlier than in intermediate-fit patients. CONCLUSION: HRQoL improved during anti-myeloma treatment in both intermediate-fit and frail MM patients. In frail patients, improvement occurred faster and, in more domains, which was retained during follow-up. This implies that physicians should not withhold safe and effective therapies from frail patients in fear of HRQoL deterioration.

3.
ESMO Open ; 7(2): 100403, 2022 04.
Article in English | MEDLINE | ID: mdl-35272130

ABSTRACT

BACKGROUND: The COVID-19 pandemic has created enormous challenges for the clinical management of patients with hematological malignancies (HMs), raising questions about the optimal care of this patient group. METHODS: This consensus manuscript aims at discussing clinical evidence and providing expert advice on statements related to the management of HMs in the COVID-19 pandemic. For this purpose, an international consortium was established including a steering committee, which prepared six working packages addressing significant clinical questions from the COVID-19 diagnosis, treatment, and mitigation strategies to specific HMs management in the pandemic. During a virtual consensus meeting, including global experts and lead by the European Society for Medical Oncology and the European Hematology Association, statements were discussed and voted upon. When a consensus could not be reached, the panel revised statements to develop consensual clinical guidance. RESULTS AND CONCLUSION: The expert panel agreed on 33 statements, reflecting a consensus, which will guide clinical decision making for patients with hematological neoplasms during the COVID-19 pandemic.


Subject(s)
COVID-19 , Hematologic Neoplasms , Humans , Consensus , COVID-19 Testing , Hematologic Neoplasms/epidemiology , Hematologic Neoplasms/therapy , Pandemics
6.
J Intern Med ; 286(1): 63-74, 2019 07.
Article in English | MEDLINE | ID: mdl-30725503

ABSTRACT

BACKGROUND: The novel proteasome inhibitor carfilzomib alone or in combination with other agents is already one of the standard therapies for relapsed and/or refractory multiple myeloma (MM) patients and produces impressive response rates in newly diagnosed MM as well. However, carfilzomib-related cardiovascular adverse events (CVAEs) - including hypertension (all grades: 12.2%; grade ≥3: 4.3%), heart failure (all grades: 4.1%; grade ≥3: 2.5%) and ischemic heart disease (all grades: 1.8%; grade ≥3: 0.8%) - may lead to treatment suspensions. At present, there are neither prospective studies nor expert consensus on the prevention, monitoring and treatment of CVAEs in myeloma patients treated with carfilzomib. METHODS: An expert panel of the European Myeloma Network in collaboration with the Italian Society of Arterial Hypertension and with the endorsement of the European Hematology Association aimed to provide recommendations to support health professionals in selecting the best management strategies for patients, considering the impact on outcome and the risk-benefit ratio of diagnostic and therapeutic tools, thereby achieving myeloma response with novel combination approaches whilst preventing CVAEs. RESULTS: Patients scheduled to receive carfilzomib need a careful cardiovascular evaluation before treatment and an accurate follow-up during treatment. CONCLUSIONS: A detailed clinical assessment before starting carfilzomib treatment is essential to identify patients at risk for CVAEs, and accurate monitoring of blood pressure and of early signs and symptoms suggestive of cardiac dysfunction remains pivotal to safely administer carfilzomib without treatment interruptions or dose reductions.


Subject(s)
Cardiovascular Diseases/diagnosis , Cardiovascular Diseases/therapy , Multiple Myeloma/drug therapy , Oligopeptides/adverse effects , Cardiovascular Diseases/chemically induced , Cardiovascular Diseases/prevention & control , Decision Trees , Humans , Monitoring, Physiologic , Oligopeptides/therapeutic use
7.
Leukemia ; 32(2): 383-390, 2018 02.
Article in English | MEDLINE | ID: mdl-28761118

ABSTRACT

The Dutch-Belgian Cooperative Trial Group for Hematology Oncology Group-65/German-speaking Myeloma Multicenter Group-HD4 (HOVON-65/GMMG-HD4) phase III trial compared bortezomib (BTZ) before and after high-dose melphalan and autologous stem cell transplantation (HDM, PAD arm) compared with classical cytotoxic agents prior and thalidomide after HDM (VAD arm) in multiple myeloma (MM) patients aged 18-65 years. Here, the long-term follow-up and data on second primary malignancies (SPM) are presented. After a median follow-up of 96 months, progression-free survival (censored at allogeneic transplantation, PFS) remained significantly prolonged in the PAD versus VAD arm (hazard ratio (HR)=0.76, 95% confidence interval (95% CI) of 0.65-0.89, P=0.001). Overall survival (OS) was similar in the PAD versus VAD arm (HR=0.89, 95% CI: 0.74-1.08, P=0.24). The incidence of SPM were similar between the two arms (7% each, P=0.73). The negative prognostic effects of the cytogenetic aberration deletion 17p13 (clone size ⩾10%) and renal impairment at baseline (serum creatinine >2 mg dl-1) on PFS and OS remained abrogated in the PAD but not VAD arm. OS from first relapse/progression was similar between the study arms (HR=1.02, P=0.85). In conclusion, the survival benefit with BTZ induction/maintenance compared with classical cytotoxic agents and thalidomide maintenance is maintained without an increased risk of SPM.


Subject(s)
Bortezomib/administration & dosage , Multiple Myeloma/drug therapy , Adolescent , Adult , Aged , Chromosome Aberrations/drug effects , Female , Follow-Up Studies , Hematopoietic Stem Cell Transplantation/methods , Humans , Male , Melphalan/therapeutic use , Middle Aged , Multiple Myeloma/mortality , Multiple Myeloma/pathology , Prognosis , Progression-Free Survival , Thalidomide/therapeutic use , Transplantation, Autologous/methods , Young Adult
8.
Leukemia ; 32(4): 979-985, 2018 04.
Article in English | MEDLINE | ID: mdl-29263440

ABSTRACT

This multicentre, open-label phase 1/2 trial determined safety and efficacy of weekly carfilzomib plus cyclophosphamide-dexamethasone (wKCyd) in newly diagnosed multiple myeloma (NDMM) patients aged ⩾65 years or transplant ineligible. Patients received wKCyd for up to nine 28-day cycles, followed by maintenance with carfilzomib until progression/intolerance. The phase 1 portion used a 3+3 dose-escalation scheme to determine the maximum tolerated dose of weekly carfilzomib: 12 patients received wKCyd with carfilzomib doses of 45, 56 and 70 mg/m2. The recommended phase 2 dose was established at 70 mg/m2 and 54 patients (phase 1 and 2) received weekly carfilzomib 70 mg/m2: 85% of them achieved ⩾partial response (PR), 66% ⩾very good PR, 30%⩾near-complete response (CR) and 15% CR. Responses improved in 40 patients who started maintenance: 98% achieved ⩾PR, including 29% CR and 10% stringent CR. After a median follow-up of 18 months, the 2-year progression-free survival and overall survival rates were 53.2% and 81%, respectively. The most frequent grade 3-5 toxicities were neutropenia (22%) and cardiopulmonary adverse events (9%). This is the first study of weekly carfilzomib plus an alkylating agent in elderly patients with NDMM. wKCyd was effective, with an acceptable risk/benefit ratio, and thus can be a valid option in this setting.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Multiple Myeloma/drug therapy , Aged , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Cyclophosphamide/administration & dosage , Cyclophosphamide/adverse effects , Dexamethasone/administration & dosage , Dexamethasone/adverse effects , Disease-Free Survival , Drug Administration Schedule , Female , Follow-Up Studies , Humans , Male , Multiple Myeloma/mortality , Oligopeptides/administration & dosage , Oligopeptides/adverse effects , Survival Rate , Treatment Outcome
9.
Leukemia ; 2017 Dec 18.
Article in English | MEDLINE | ID: mdl-29251284

ABSTRACT

During the last few years, several new drugs have been introduced for treatment of patients with multiple myeloma, which have significantly improved treatment outcome. All of these novel substances differ at least in part in their mode of action from similar drugs of the same drug class, or are representatives of new drugs classes, and as such present with very specific side effect profiles. In this review, we summarize these adverse events, provide information on their prevention, and give practical guidance for monitoring of patients and for management of adverse events.Leukemia accepted article preview online, 18 December 2017. doi:10.1038/leu.2017.353.

10.
Blood Cancer J ; 7(6): e581, 2017 06 30.
Article in English | MEDLINE | ID: mdl-28665416

ABSTRACT

Extensive interindividual variation in response to chemotherapy is a major stumbling block in achieving desirable efficacy in the treatment of cancers, including multiple myeloma (MM). In this study, our goal was to develop a gene expression signature that predicts response specific to proteasome inhibitor (PI) treatment in MM. Using a well-characterized panel of human myeloma cell lines (HMCLs) representing the biological and genetic heterogeneity of MM, we created an in vitro chemosensitivity profile in response to treatment with the four PIs bortezomib, carfilzomib, ixazomib and oprozomib as single agents. Gene expression profiling was performed using next-generation high-throughput RNA-sequencing. Applying machine learning-based computational approaches including the supervised ensemble learning methods Random forest and Random survival forest, we identified a 42-gene expression signature that could not only distinguish good and poor PI response in the HMCL panel, but could also be successfully applied to four different clinical data sets on MM patients undergoing PI-based chemotherapy to distinguish between extraordinary (good and poor) outcomes. Our results demonstrate the use of in vitro modeling and machine learning-based approaches to establish predictive biomarkers of response and resistance to drugs that may serve to better direct myeloma patient treatment options.


Subject(s)
Gene Expression Profiling/methods , Gene Expression/genetics , Multiple Myeloma/drug therapy , Proteasome Inhibitors/therapeutic use , Humans , Multiple Myeloma/pathology
13.
Leukemia ; 31(8): 1706-1714, 2017 08.
Article in English | MEDLINE | ID: mdl-27909306

ABSTRACT

Chromosomal region 1p22 is deleted in ⩾20% of multiple myeloma (MM) patients, suggesting the presence of an unidentified tumor suppressor. Using high-resolution genomic profiling, we delimit a 58 kb minimal deleted region (MDR) on 1p22.1 encompassing two genes: ectopic viral integration site 5 (EVI5) and ribosomal protein L5 (RPL5). Low mRNA expression of EVI5 and RPL5 was associated with worse survival in diagnostic cases. Patients with 1p22 deletion had lower mRNA expression of EVI5 and RPL5, however, 1p22 deletion status is a bad predictor of RPL5 expression in some cases, suggesting that other mechanisms downregulate RPL5 expression. Interestingly, RPL5 but not EVI5 mRNA levels were significantly lower in relapsed patients responding to bortezomib and; both in newly diagnosed and relapsed patients, bortezomib treatment could overcome their bad prognosis by raising their progression-free survival to equal that of patients with high RPL5 expression. In conclusion, our genetic data restrict the MDR on 1p22 to EVI5 and RPL5 and although the role of these genes in promoting MM progression remains to be determined, we identify RPL5 mRNA expression as a biomarker for initial response to bortezomib in relapsed patients and subsequent survival benefit after long-term treatment in newly diagnosed and relapsed patients.


Subject(s)
Antineoplastic Agents/therapeutic use , Bortezomib/therapeutic use , Chromosome Deletion , Chromosomes, Human, Pair 1 , Multiple Myeloma/genetics , Ribosomal Proteins/genetics , DNA-Binding Proteins/genetics , Genes, Tumor Suppressor , Humans , MDS1 and EVI1 Complex Locus Protein , Multiple Myeloma/drug therapy , Multiple Myeloma/mortality , Mutation , Proto-Oncogenes/genetics , RNA, Messenger/analysis , Transcription Factors/genetics
14.
Leukemia ; 31(3): 645-653, 2017 03.
Article in English | MEDLINE | ID: mdl-27677741

ABSTRACT

While clinical benefit of the proteasome inhibitor (PI) bortezomib (BTZ) for multiple myeloma (MM) patients remains unchallenged, dose-limiting toxicities and drug resistance limit the long-term utility. The E3 ubiquitin ligase Skp1-Cullin-1-Skp2 (SCFSkp2) promotes proteasomal degradation of the cell cycle inhibitor p27 to enhance tumor growth. Increased SKP2 expression and reduced p27 levels are frequent in human cancers and are associated with therapeutic resistance. SCFSkp2 activity is increased by the Cullin-1-binding protein Commd1 and the Skp2-binding protein Cks1B. Here we observed higher CUL1, COMMD1 and SKP2 mRNA levels in CD138+ cells isolated from BTZ-resistant MM patients. Higher CUL1, COMMD1, SKP2 and CKS1B mRNA levels in patient CD138+ cells correlated with decreased progression-free and overall survival. Genetic knockdown of CUL1, COMMD1 or SKP2 disrupted the SCFSkp2 complex, stabilized p27 and increased the number of annexin-V-positive cells after BTZ treatment. Chemical library screens identified a novel compound, designated DT204, that reduced Skp2 binding to Cullin-1 and Commd1, and synergistically enhanced BTZ-induced apoptosis. DT204 co-treatment with BTZ overcame drug resistance and reduced the in vivo growth of myeloma tumors in murine models with survival benefit. Taken together, the results provide proof of concept for rationally designed drug combinations that incorporate SCFSkp2 inhibitors to treat BTZ resistant disease.


Subject(s)
Antineoplastic Agents/pharmacology , Drug Resistance, Neoplasm/genetics , Multiple Myeloma/genetics , Multiple Myeloma/metabolism , Pharmacogenetics , S-Phase Kinase-Associated Proteins/metabolism , Small Molecule Libraries , Adaptor Proteins, Signal Transducing/genetics , Animals , Cell Line, Tumor , Cell Survival/drug effects , Cullin Proteins/genetics , Disease Models, Animal , Drug Discovery , Drug Synergism , Female , Gene Expression , Gene Knockdown Techniques , Humans , Mice , Multiple Myeloma/drug therapy , Multiple Myeloma/mortality , Pharmacogenetics/methods , Prognosis , Proteasome Inhibitors/pharmacology , S-Phase Kinase-Associated Proteins/antagonists & inhibitors , S-Phase Kinase-Associated Proteins/genetics , Xenograft Model Antitumor Assays
15.
Oncogene ; 36(15): 2105-2115, 2017 04.
Article in English | MEDLINE | ID: mdl-27775078

ABSTRACT

Deletion or mutation of the gene encoding the deubiquitinating enzyme CYLD is a common genomic aberration in multiple myeloma (MM). However, the functional consequence of CYLD loss and the mechanism underlying its putative role as a tumor suppressor gene in the pathogenesis of MM has not been established. Here, we show that CYLD expression is highly variable in myeloma cell lines and primary MMs and that low CYLD expression is associated with disease progression from monoclonal gammopathy of undetermined significance to MM, and with poor overall and progression free-survival of MM patients. Functional assays revealed that CYLD represses MM cell proliferation and survival. Furthermore, CYLD acts as a negative regulator of NF-κB and Wnt/ß-catenin signaling and loss of CYLD sensitizes MM cells to NF-κB-stimuli and Wnt ligands. Interestingly, in primary MMs, low CYLD expression strongly correlated with a proliferative and Wnt signaling-gene expression signature, but not with an NFκB target gene signature. Altogether, our findings identify CYLD as a negative regulator of NF-κB and Wnt/ß-catenin signaling in MM and indicate that loss of CYLD enhances MM aggressiveness through Wnt pathway activation. Thus, targeting the Wnt pathway could be a promising therapeutic strategy in MM with loss of CYLD activity.


Subject(s)
Multiple Myeloma/metabolism , Multiple Myeloma/pathology , Tumor Suppressor Proteins/deficiency , Wnt Signaling Pathway , Case-Control Studies , Deubiquitinating Enzyme CYLD , Humans , Multiple Myeloma/genetics , NF-kappa B/metabolism , Transfection , Tumor Suppressor Proteins/genetics , Tumor Suppressor Proteins/metabolism
16.
EJNMMI Res ; 6(1): 46, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27246327

ABSTRACT

BACKGROUND: Bone disease in multiple myeloma is characterized by reduced bone formation. The gold standard of bone formation is the mineral apposition rate (MAR), an invasive technique reflecting bone formation at a single site. We compared (18)F-fluoride-PET with the MAR in myeloma patients. METHODS: Bone formation was measured before and after bortezomib treatment by determination of the MAR in iliac bone marrow biopsies and the measurement of (18)F-uptake. RESULTS: The inter- and intra-individual variations in (18)F-uptake (SUVA50%) were pronounced as 33.50 (range 4.42 to 37.92) and 27.18 (range 4.00 to 31.18), respectively. A significant correlation between the MAR and (18)F-uptake was found (r = 0.80, p = 0.017). There was a heterogeneous response after treatment varying from -2.20 to 4.53. CONCLUSIONS: Iliac (18)F-uptake was associated with the local MAR in myeloma patients. Furthermore, (18)F-fluoride-PET demonstrated the heterogeneity of in vivo bone formation, enabling monitoring during treatment.

17.
Thromb Res ; 140 Suppl 1: S172, 2016 Apr.
Article in English | MEDLINE | ID: mdl-27161682

ABSTRACT

INTRODUCTION: Acute myeloid leukemia (AML) is associated with a slightly increased risk of VTE with an incidence of 1.7-8.9%, but only limited data are available. The mechanism of the occurrence of thrombosis in hematological disorders is still unresolved. Disseminated intravascular coagulation (DIC) is associated with VTE and bleeding in acute promyelocytic leukemia and acute lymphoblastic leukemia. Although DIC has also been reported in AML, no data exist on the relationship between DIC and VTE in AML patients. AIM: We hypothesized that the presence of DIC at diagnosis of AML may contribute to the risk of both venous and arterial thrombosis in AML. Therefore we studied a large cohort of adult patients with newly diagnosed AML aged <65 years by measuring DIC parameters at diagnosis prior to treatment and assessing the occurrence of both venous and arterial thrombosis during follow up. The findings of this study were validated in a second large cohort of patient with newly diagnosed AML aged >60 years. MATERIALS AND METHODS: In a prospective study we analysed markers of DIC and their association with the occurrence of thrombosis during follow up in a cohort of 272 young AML patients (aged 18-65) and a validation cohort of 132 elderly AML patients (aged >60) patients that were all treated with intensive chemotherapy. DIC parameters (fibrinogen, D-dimer, alpha-2-antiplasmin, antitrombin, prothrombin time and platelets) were measured at presentation with AML before start of induction chemotherapy. The DIC score according to the International Society of Thrombosis and Haemostasis DIC scoring systemwas calculated of all patients. RESULTS: The prevalence of thrombosis was 8.7% (4.7% venous, 4.0% arterial) in young patients over a median follow up of 478 days and 10.4% (4.4% venous, 5.9% arterial) in elderly patients. Most thrombotic events (66%) occurred before start of the second course of chemotherapy. The calculated DIC score significantly predicted venous and arterial thrombosis with a Hazard Ratio (HR) for a high DIC score (=>5) of 4.79 (1.71-13.45) in the cohort of young AML patients. These results were confirmed in our validation cohort of elderly AML patients. (HR 11.08 (3.23-38.06)). Of all DIC parameters D-dimer levels are most predictive for thrombosis with a HR of 12.3 (3.39-42.64) in the cohort of young AML patients and a HR of 7.82 (1.95-31.38) in the elderly cohort for a D-dimer >4.0 mg/L. CONCLUSIONS: It is concluded that both venous and arterial thrombosis occurs in around 10% of AML patients treated with intensive chemotherapy, which can be predicted by the presence of DIC, or individual DIC parameters at time of AML diagnosis.

18.
Leukemia ; 30(6): 1320-6, 2016 06.
Article in English | MEDLINE | ID: mdl-26898189

ABSTRACT

This phase 2 trial evaluated three low-dose intensity subcutaneous bortezomib-based treatments in patients ⩾75 years with newly diagnosed multiple myeloma (MM). Patients received subcutaneous bortezomib plus oral prednisone (VP, N=51) or VP plus cyclophosphamide (VCP, N=51) or VP plus melphalan (VMP, N=50), followed by bortezomib maintenance, and half of the patients were frail. Response rate was 64% with VP, 67% with VCP and 86% with VMP, and very good partial response rate or better was 26%, 28.5% and 49%, respectively. Median progression-free survival was 14.0, 15.2 and 17.1 months, and 2-year OS was 60%, 70% and 76% in VP, VCP, VMP, respectively. At least one drug-related grade ⩾3 non-hematologic adverse event (AE) occurred in 22% of VP, 37% of VCP and 33% of VMP patients; the discontinuation rate for AEs was 12%, 14% and 20%, and the 6-month rate of toxicity-related deaths was 4%, 4% and 8%, respectively. The most common grade ⩾3 AEs included infections (8-20%), and constitutional (10-14%) and cardiovascular events (4-12%); peripheral neuropathy was limited (4-6%). Bortezomib maintenance was effective and feasible. VP, VCP and VMP regimens demonstrated no substantial difference. Yet, toxicity was higher with VMP, suggesting that a two-drug combination followed by maintenance should be preferred in frail patients.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Bortezomib/administration & dosage , Multiple Myeloma/drug therapy , Aged , Aged, 80 and over , Cyclophosphamide , Disease-Free Survival , Female , Humans , Male , Melphalan/administration & dosage , Multiple Myeloma/mortality , Prednisone/administration & dosage , Survival Rate
19.
Leukemia ; 30(2): 310-7, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26286115

ABSTRACT

This nationwide population-based study assessed trends in treatment, trial participation and survival among 1833 adult patients diagnosed with acute lymphoblastic leukemia (ALL) in the Netherlands between 1989 and 2012 reported to the Netherlands Cancer Registry. Patients were categorized into four periods and five age groups (18-24, 25-39, 40-59, 60-69 and ⩾70 years). The application of allogeneic stem cell transplantation (alloSCT), particularly reduced-intensity conditioning (RIC) alloSCT, increased over time up to age 70 years. The inclusion rate in the trials was 67, 66, 55, 58 and 0% for the five age groups. Survival improved over time for patients below 70 years. Five-year relative survival in the period 2007-2012 was 75, 57, 37, 22 and 5% for the five age groups. In that same period, 5-year overall survival among patients aged 18-39 years was 68% for the chemotherapy-alone group and 66% for the alloSCT group. For patients aged 40-69 years, the corresponding estimates were 24 and 41%. Pronounced survival improvement observed among patients aged 18-39 years might mainly be explained by implementation of pediatric-based regimens since 2005, whereas among patients aged 40-69 years, increased application of RIC-alloSCT has contributed significantly to the observed improvement. Outcome of patients aged ⩾70 remains unsatisfactory, indicating a need for specific trials for the elderly.


Subject(s)
Precursor Cell Lymphoblastic Leukemia-Lymphoma/therapy , Adolescent , Adult , Aged , Female , Hematopoietic Stem Cell Transplantation , Humans , Male , Middle Aged , Patient Participation , Precursor Cell Lymphoblastic Leukemia-Lymphoma/mortality
20.
Leukemia ; 30(5): 1071-8, 2016 05.
Article in English | MEDLINE | ID: mdl-26669975

ABSTRACT

Multiple myeloma (MM) is a plasma cell neoplasm with significant molecular heterogeneity. Gene expression profiling (GEP) has contributed significantly to our understanding of the underlying biology and has led to several prognostic gene signatures. However, the best way to apply these GEP signatures in clinical practice is unclear. In this study, we investigated the integration of proven prognostic signatures for improved patient risk stratification. Three publicly available MM GEP data sets that encompass newly diagnosed as well as relapsed patients were analyzed using standardized estimation of nine prognostic MM signature indices and simulations of signature index combinations. Cox regression analysis was used to assess the performance of simulated combination indices. Taking the average of multiple GEP signature indices was a simple but highly effective way of integrating multiple GEP signatures. Furthermore, although adding more signatures in general improved performance substantially, we identified a core signature combination, EMC92+HZDCD, as the top-performing prognostic signature combination across all data sets. In this study, we provided a rationale for gene signature integration and a practical strategy to choose an optimal risk score estimation in the presence of multiple prognostic signatures.


Subject(s)
Gene Expression Regulation, Neoplastic , Multiple Myeloma/genetics , Transcriptome , Female , Humans , Male , Prognosis , Proteins/genetics , Recurrence , Regression Analysis , Risk Assessment
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