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1.
Leukemia ; 33(7): 1713-1722, 2019 07.
Article in English | MEDLINE | ID: mdl-30573775

ABSTRACT

The iliac crest is the sampling site for minimal residual disease (MRD) monitoring in multiple myeloma (MM). However, the disease distribution is often heterogeneous, and imaging can be used to complement MRD detection at a single site. We have investigated patients in complete remission (CR) during first-line or salvage therapy for whom MRD flow cytometry and the two imaging modalities positron emission tomography (PET) and diffusion-weighted magnetic resonance imaging (DW-MRI) were performed at the onset of CR. Residual focal lesions (FLs), detectable in 24% of first-line patients, were associated with short progression-free survival (PFS), with DW-MRI detecting disease in more patients. In some patients, FLs were only PET positive, indicating that the two approaches are complementary. Combining MRD and imaging improved prediction of outcome, with double-negative and double-positive features defining groups with excellent and dismal PFS, respectively. FLs were a rare event (12%) in first-line MRD-negative CR patients. In contrast, patients achieving an MRD-negative CR during salvage therapy frequently had FLs (50%). Multi-region sequencing and imaging in an MRD-negative patient showed persistence of spatially separated clones. In conclusion, we show that DW-MRI is a promising tool for monitoring residual disease that complements PET and should be combined with MRD.


Subject(s)
Diffusion Magnetic Resonance Imaging/methods , Flow Cytometry/methods , Hematopoietic Stem Cell Transplantation/adverse effects , Multiple Myeloma/therapy , Neoplasm, Residual/diagnosis , Positron-Emission Tomography/methods , Biomarkers, Tumor/genetics , Follow-Up Studies , Humans , Multiple Myeloma/pathology , Neoplasm, Residual/diagnostic imaging , Neoplasm, Residual/etiology , Prognosis , Remission Induction , Survival Rate , Transplantation, Autologous , Exome Sequencing
2.
Leukemia ; 32(1): 120-130, 2018 01.
Article in English | MEDLINE | ID: mdl-28642592

ABSTRACT

Multiple myeloma (MM) is an incurable malignancy of bone marrow plasma cells characterized by wide clinical and molecular heterogeneity. In this study we applied an integrative network biology approach to molecular and clinical data measured from 450 patients with newly diagnosed MM from the MMRF (Multiple Myeloma Research Foundation) CoMMpass study. A novel network model of myeloma (MMNet) was constructed, revealing complex molecular disease patterns and novel associations between clinical traits and genomic markers. Genomic alterations and groups of coexpressed genes correlate with disease stage, tumor clonality and early progression. We validated CDC42BPA and CLEC11A as novel regulators and candidate therapeutic targets of MMSET-related myeloma. We then used MMNet to discover novel genes associated with high-risk myeloma and identified a novel four-gene prognostic signature. We identified new patient classes defined by network features and enriched for clinically relevant genetic events, pathways and deregulated genes. Finally, we demonstrated the ability of deep sequencing techniques to detect relevant structural rearrangements, providing evidence that encourages wider use of such technologies in clinical practice. An integrative network analysis of CoMMpass data identified new insights into multiple myeloma disease biology and provided improved molecular features for diagnosing and stratifying patients, as well as additional molecular targets for therapeutic alternatives.


Subject(s)
Multiple Myeloma/genetics , Multiple Myeloma/pathology , Bone Marrow/pathology , Cell Line, Tumor , Disease Progression , Gene Expression Regulation, Neoplastic/physiology , Genome/genetics , Genomics/methods , High-Throughput Nucleotide Sequencing/methods , Humans , Prognosis
3.
Gene ; 644: 80-86, 2018 Feb 20.
Article in English | MEDLINE | ID: mdl-29122646

ABSTRACT

A Drug Response Prediction (DRP) score was developed based on gene expression profiling (GEP) from cell lines and tumor samples. Twenty percent of high-risk patients by GEP70 treated in Total Therapy 2 and 3A have a progression-free survival (PFS) of more than 10years. We used available GEP data from high-risk patients by GEP70 at diagnosis from Total Therapy 2 and 3A to predict the response by the DRP score of drugs used in the treatment of myeloma patients. The DRP score stratified patients further. High-risk myeloma with a predicted sensitivity to melphalan by the DRP score had a prolonged PFS, HR=2.4 (1.2-4.9, P=0.014) and those with predicted sensitivity to bortezomib had a HR 5.7 (1.2-27, P=0.027). In case of predicted sensitivity to bortezomib, a better response to treatment was found (P=0.022). This method may provide us with a tool for identifying candidates for effective personalized medicine and spare potential non-responders from suffering toxicity.


Subject(s)
Antineoplastic Agents/therapeutic use , Bortezomib/therapeutic use , Multiple Myeloma/drug therapy , Disease-Free Survival , Gene Expression Profiling/methods , Humans , Multiple Myeloma/genetics , Multiple Myeloma/mortality , Transcriptome/drug effects , Transcriptome/genetics
4.
Nat Commun ; 8(1): 268, 2017 08 16.
Article in English | MEDLINE | ID: mdl-28814763

ABSTRACT

In multiple myeloma malignant plasma cells expand within the bone marrow. Since this site is well-perfused, a rapid dissemination of "fitter" clones may be anticipated. However, an imbalanced distribution of multiple myeloma is frequently observed in medical imaging. Here, we perform multi-region sequencing, including iliac crest and radiology-guided focal lesion specimens from 51 patients to gain insight into the spatial clonal architecture. We demonstrate spatial genomic heterogeneity in more than 75% of patients, including inactivation of CDKN2C and TP53, and mutations affecting mitogen-activated protein kinase genes. We show that the extent of spatial heterogeneity is positively associated with the size of biopsied focal lesions consistent with regional outgrowth of advanced clones. The results support a model for multiple myeloma progression with clonal sweeps in the early phase and regional evolution in advanced disease. We suggest that multi-region investigations are critical to understanding intra-patient heterogeneity and the evolutionary processes in multiple myeloma.In multiple myeloma, malignant cells expand within bone marrow. Here, the authors use multi-region sequencing in patient samples to analyse spatial clonal architecture and heterogeneity, providing novel insight into multiple myeloma progression and evolution.


Subject(s)
Bone Marrow/pathology , Multiple Myeloma/genetics , Plasma Cells/metabolism , 25-Hydroxyvitamin D3 1-alpha-Hydroxylase/genetics , Aged , Aged, 80 and over , Cyclin-Dependent Kinase Inhibitor p18/genetics , Disease Progression , Female , Fibroblast Growth Factors/genetics , Humans , Male , Middle Aged , Mitogen-Activated Protein Kinases/genetics , Multiple Myeloma/pathology , Mutation , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins p21(ras)/genetics , STAT3 Transcription Factor/genetics , Sequence Analysis, DNA , Tumor Suppressor Protein p53/genetics
6.
Blood Cancer J ; 7(2): e535, 2017 02 24.
Article in English | MEDLINE | ID: mdl-28234347

ABSTRACT

The purpose of this study is to identify prognostic markers and treatment targets using a clinically certified sequencing panel in multiple myeloma. We performed targeted sequencing of 578 individuals with plasma cell neoplasms using the FoundationOne Heme panel and identified clinically relevant abnormalities and novel prognostic markers. Mutational burden was associated with maf and proliferation gene expression groups, and a high-mutational burden was associated with a poor prognosis. We identified homozygous deletions that were present in multiple myeloma within key genes, including CDKN2C, RB1, TRAF3, BIRC3 and TP53, and that bi-allelic inactivation was significantly enriched at relapse. Alterations in CDKN2C, TP53, RB1 and the t(4;14) were associated with poor prognosis. Alterations in RB1 were predominantly homozygous deletions and were associated with relapse and a poor prognosis which was independent of other genetic markers, including t(4;14), after multivariate analysis. Bi-allelic inactivation of key tumor suppressor genes in myeloma was enriched at relapse, especially in RB1, CDKN2C and TP53 where they have prognostic significance.


Subject(s)
Multiple Myeloma/genetics , Retinoblastoma Binding Proteins/genetics , Ubiquitin-Protein Ligases/genetics , Humans , Multiple Myeloma/pathology , Neoplasm Recurrence, Local , Prognosis , Retinoblastoma Protein/genetics
7.
Leukemia ; 31(2): 382-392, 2017 02.
Article in English | MEDLINE | ID: mdl-27479184

ABSTRACT

The notion that plasma cells (PCs) are terminally differentiated has prevented intensive research in multiple myeloma (MM) about their phenotypic plasticity and differentiation. Here, we demonstrated in healthy individuals (n=20) that the CD19-CD81 expression axis identifies three bone marrow (BM)PC subsets with distinct age-prevalence, proliferation, replication-history, immunoglobulin-production, and phenotype, consistent with progressively increased differentiation from CD19+CD81+ into CD19-CD81+ and CD19-CD81- BMPCs. Afterwards, we demonstrated in 225 newly diagnosed MM patients that, comparing to normal BMPC counterparts, 59% had fully differentiated (CD19-CD81-) clones, 38% intermediate-differentiated (CD19-CD81+) and 3% less-differentiated (CD19+CD81+) clones. The latter patients had dismal outcome, and PC differentiation emerged as an independent prognostic marker for progression-free (HR: 1.7; P=0.005) and overall survival (HR: 2.1; P=0.006). Longitudinal comparison of diagnostic vs minimal-residual-disease samples (n=40) unraveled that in 20% of patients, less-differentiated PCs subclones become enriched after therapy-induced pressure. We also revealed that CD81 expression is epigenetically regulated, that less-differentiated clonal PCs retain high expression of genes related to preceding B-cell stages (for example: PAX5), and show distinct mutation profile vs fully differentiated PC clones within individual patients. Together, we shed new light into PC plasticity and demonstrated that MM patients harbouring less-differentiated PCs have dismal survival, which might be related to higher chemoresistant potential plus different molecular and genomic profiles.


Subject(s)
Multiple Myeloma/diagnosis , Multiple Myeloma/metabolism , Plasma Cells/metabolism , Plasma Cells/pathology , Adult , Antigens, CD/metabolism , Biomarkers , Bone Marrow/metabolism , Bone Marrow/pathology , Bone Marrow Cells/metabolism , Bone Marrow Cells/pathology , Case-Control Studies , Cell Cycle , DNA Methylation , Female , Gene Expression Profiling , Genetic Heterogeneity , High-Throughput Nucleotide Sequencing , Humans , Immunophenotyping , In Situ Hybridization, Fluorescence , Male , Middle Aged , Multiple Myeloma/genetics , Multiple Myeloma/mortality , Mutation , Neoplasm Grading , Phenotype , Prognosis , Single-Cell Analysis , Young Adult
8.
Leukemia ; 31(3): 637-644, 2017 03.
Article in English | MEDLINE | ID: mdl-27694925

ABSTRACT

Hyperhaploid clones (24-34 chromosomes) were identified in 33 patients with multiple myeloma (MM), demonstrating a novel numerical cytogenetic subgroup. Strikingly, all hyperhaploid karyotypes were found to harbor monosomy 17p, the single most important risk stratification lesion in MM. A catastrophic loss of nearly a haploid set of chromosomes results in disomies of chromosomes 3, 5, 7, 9, 11, 15, 18, 19 and 21, the same basic set of odd-numbered chromosomes found in trisomy in hyperdiploid myeloma. All other autosomes are found in monosomy, resulting in additional clinically relevant monosomies of 1p, 6q, 13q and 16q. Hypotriploid subclones (58-68 chromosomes) were also identified in 11 of the 33 patients and represent a duplication of the hyperhaploid clone. Analysis of clones utilizing interphase fluorescence in situ hybridization (iFISH), metaphase FISH and spectral karyotyping identified either monosomy 17 or del17p in all patients. Amplification of 1q21 was identified in eight patients, demonstrating an additional high-risk marker. Importantly, our findings indicate that current iFISH strategies may be uninformative or ambiguous in the detection of these clones, suggesting this patient subgroup maybe underreported. Overall survival for patients with hyperhaploid clones was poor, with a 5-year survival rate of 23.1%. These findings identify a distinct numerical subgroup with cytogenetically defined high-risk disease.


Subject(s)
Chromosome Aberrations , Haploidy , Multiple Myeloma/diagnosis , Multiple Myeloma/genetics , Polyploidy , Aged , Aged, 80 and over , Biomarkers , Chromosome Banding , Cytogenetics , Female , Humans , In Situ Hybridization, Fluorescence , Karyotyping , Male , Multiple Myeloma/mortality , Neoplasm Staging , Prognosis , Proportional Hazards Models
10.
Blood Cancer J ; 6(7): e453, 2016 07 29.
Article in English | MEDLINE | ID: mdl-27471869

ABSTRACT

Multiple myeloma (MM) is a heterogeneous disease with high-risk patients progressing rapidly despite treatment. Various definitions of high-risk MM are used and we reported that gene expression profile (GEP)-defined high risk was a major predictor of relapse. In spite of our best efforts, the majority of GEP70 high-risk patients relapse and we have noted higher relapse rates during drug-free intervals. This prompted us to explore the concept of less intense drug dosing with shorter intervals between courses with the aim of preventing inter-course relapse. Here we report the outcome of the Total Therapy 5 trial, where this concept was tested. This regimen effectively reduced early mortality and relapse but failed to improve progression-free survival and overall survival due to relapse early during maintenance.


Subject(s)
Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic/drug effects , Multiple Myeloma/drug therapy , Neoplasm Proteins/biosynthesis , Adult , Aged , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Bortezomib/administration & dosage , Disease-Free Survival , Dose-Response Relationship, Drug , Female , Humans , Lenalidomide , Male , Melphalan/administration & dosage , Middle Aged , Multiple Myeloma/genetics , Multiple Myeloma/pathology , Neoplasm Proteins/genetics , Thalidomide/administration & dosage , Thalidomide/analogs & derivatives
13.
Leukemia ; 30(2): 423-30, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26526987

ABSTRACT

Using a data set of 1217 patients with multiple myeloma enrolled in Total Therapies, we have examined the impact of novel therapies on molecular and risk subgroups and the clinical value of molecular classification. Bortezomib significantly improved the progression-free survival (PFS) and overall survival (OS) of the MMSET (MS) subgroup. Thalidomide and bortezomib positively impacted the PFS of low-risk (LoR) cases defined by the GEP70 signature, whereas high-risk (HiR) cases showed no significant changes in outcome. We show that molecular classification is important if response rates are to be used to predict outcomes. The t(11;14)-containing CD-1 and CD-2 subgroups showed clear differences in time to response and cumulative response rates but similar PFS and OS. Furthermore, complete remission was not significantly associated with the outcome of the MAF/MAFB (MF) subgroup or HiR cases. HiR cases were enriched in the MF, MS and proliferation subgroups, but the poor outcome of these groups was not linked to subgroup-specific characteristics such as MAF overexpression per se. It is especially important to define risk status if HiR cases are to be managed appropriately because of their aggressive clinical course, high rates of early relapse and the need to maintain therapeutic pressure on the clone.


Subject(s)
Gene Expression Profiling , Multiple Myeloma/genetics , Disease-Free Survival , Humans , Multiple Myeloma/classification , Multiple Myeloma/drug therapy , Multiple Myeloma/mortality , Recurrence
14.
Leukemia ; 30(4): 883-8, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26669972

ABSTRACT

A major complication of multiple myeloma (MM) is the development of osteolytic lesions, fractures and bone pain. To identify genetic variants influencing the development of MM bone disease (MBD), we analyzed MM patients of European ancestry (totaling 3774), which had been radiologically surveyed for MBD. Each patient had been genotyped for ~6 00 000 single-nucleotide polymorphisms with genotypes for six million common variants imputed using 1000 Genomes Project and UK10K as reference. We identified a locus at 8q24.12 for MBD (rs4407910, OPG/TNFRSF11B, odds ratio=1.38, P=4.09 × 10(-9)) and a promising association at 19q13.43 (rs74676832, odds ratio=1.97, P=9.33 × 10(-7)). Our findings demonstrate that germline variation influences MBD and highlights the importance of RANK/RANKL/OPG pathway in MBD development. These findings will contribute to the development of future strategies for prevention of MBD in the early precancerous phases of MM.


Subject(s)
Biomarkers, Tumor/genetics , Bone Diseases/etiology , Multiple Myeloma/genetics , Osteoprotegerin/genetics , Polymorphism, Single Nucleotide/genetics , Aged , Bone Diseases/pathology , Female , Genotype , High-Throughput Nucleotide Sequencing , Humans , Male , Middle Aged , Multiple Myeloma/complications , Neoplasm Staging , Prognosis , Risk Factors
16.
Leukemia ; 29(8): 1713-20, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25753926

ABSTRACT

As part of Total Therapy (TT) 3b, baseline marrow aspirates were subjected to two-color flow cytometry of nuclear DNA content and cytoplasmic immunoglobulin (DNA/CIG) as well as plasma cell gene expression profiling (GEP). DNA/CIG-derived parameters, GEP and standard clinical variables were examined for their effects on overall survival (OS) and progression-free survival (PFS). Among DNA/CIG parameters, the percentage of the light chain-restricted (LCR) cells and their cytoplasmic immunoglobulin index (CIg) were linked to poor outcome. In the absence of GEP data, low CIg <2.8, albumin <3.5 g/dl and age ⩾65 years were significantly associated with inferior OS and PFS. When GEP information was included, low CIg survived the model along with GEP70-defined high risk and low albumin. Low CIg was linked to beta-2-microglobulin >5.5 mg/l, a percentage of LCR cells exceeding 50%, C-reactive protein ⩾8 mg/l and GEP-derived high centrosome index. Further analysis revealed an association of low CIg with 12 gene probes implicated in cell cycle regulation, differentiation and drug transportation from which a risk score was developed in TT3b that held prognostic significance also in TT3a, TT2 and HOVON trials, thus validating its general applicability. Low CIg is a powerful new prognostic variable and has identified potentially drug-able targets.


Subject(s)
Biomarkers, Tumor/genetics , Flow Cytometry/methods , Gene Expression Profiling , Immunoglobulin Light Chains/metabolism , Multiple Myeloma/genetics , Multiple Myeloma/metabolism , Aged , Biomarkers, Tumor/metabolism , Female , Humans , Male , Multiple Myeloma/immunology , Multiple Myeloma/mortality , Neoplasm Staging , Oligonucleotide Array Sequence Analysis , Prognosis , RNA, Messenger/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction , Survival Rate
17.
Leukemia ; 29(5): 1195-201, 2015 May.
Article in English | MEDLINE | ID: mdl-25640885

ABSTRACT

Renal insufficiency (RI) is a frequent complication of multiple myeloma (MM) with negative consequences for patient survival. The improved clinical outcome with successive Total Therapy (TT) protocols was limited to patients without RI. We therefore performed a retrospective analysis of overall survival, progression-free survival and time to progression (TTP) of patients enrolled in TT2 and TT3 in relationship to RI present at baseline and pre-transplant. Glomerular filtration rate was graded in four renal classes (RCs), RC1-RC4 (RC1 ⩾90 ml/min/1.73 m(2), RC2 60-89 ml/min/1.73 m(2), RC3 30-59 ml/min/1.73 m(2) and RC4 <30 ml/min/1.73 m(2)). RC1-3 had comparable clinical outcomes while RC4 was deleterious, even after improvement to better RC after transplant. Among the 85% of patients with gene expression profiling defined low-risk MM, Cox regression modeling of baseline and pre-transplant features, which also took into consideration RC improvement and MM complete response (CR), identified the presence of metaphase cytogenetic abnormalities and baseline RC4 as independent variables linked to inferior TTP post-transplant, while MM CR reduced the risk of progression and TTP by more than 60%. Failure to improve clinical outcomes despite RI improvement suggested MM-related causes. Although distinguishing RC4 from RC<4, 46 gene probes bore no apparent relationship to MM biology or survival.


Subject(s)
Kidney/physiopathology , Multiple Myeloma/therapy , Renal Insufficiency/therapy , Aged , Bone Marrow Cells/metabolism , Boronic Acids/administration & dosage , Bortezomib , C-Reactive Protein/metabolism , Creatinine/blood , Disease Progression , Disease-Free Survival , Female , Glomerular Filtration Rate , Humans , Male , Metaphase , Middle Aged , Multivariate Analysis , Plasma Cells/cytology , Prognosis , Proportional Hazards Models , Pyrazines/administration & dosage , Renal Insufficiency/complications , Renal Insufficiency/physiopathology , Retrospective Studies , Treatment Outcome
20.
Blood Cancer J ; 4: e234, 2014 Aug 01.
Article in English | MEDLINE | ID: mdl-25083818

ABSTRACT

Bruton's tyrosine kinase (BTK) and the chemokine receptor CXCR4 are linked in various hematologic malignancies. The aim of the study was to understand the role of BTK in myeloma cell growth and metastasis using the stably BTK knockdown luciferase-expressing INA6 myeloma line. BTK knockdown had reduced adhesion to stroma and migration of myeloma cells toward stromal cell-derived factor-1. BTK knockdown had no effect on short-term in vitro growth of myeloma cells, although clonogenicity was inhibited and myeloma cell growth was promoted in coculture with osteoclasts. In severe combined immunodeficient-rab mice with contralaterally implanted pieces of bones, BTK knockdown in myeloma cells promoted their proliferation and growth in the primary bone but suppressed metastasis to the contralateral bone. BTK knockdown myeloma cells had altered the expression of genes associated with adhesion and proliferation and increased mammalian target of rapamycin signaling. In 176 paired clinical samples, BTK and CXCR4 expression was lower in myeloma cells purified from a focal lesion than from a random site. BTK expression in random-site samples was correlated with proportions of myeloma cells expressing cell surface CXCR4. Our findings highlight intratumoral heterogeneity of myeloma cells in the bone marrow microenvironment and suggest that BTK is involved in determining proliferative, quiescent or metastatic phenotypes of myeloma cells.


Subject(s)
Bone Neoplasms/enzymology , Gene Expression Regulation, Enzymologic , Gene Expression Regulation, Neoplastic , Multiple Myeloma/enzymology , Protein-Tyrosine Kinases/biosynthesis , Agammaglobulinaemia Tyrosine Kinase , Animals , Bone Neoplasms/genetics , Bone Neoplasms/pathology , Bone Neoplasms/secondary , Cell Adhesion/genetics , Cell Line, Tumor , Cell Movement/genetics , Gene Knockdown Techniques , Heterografts , Humans , Mice , Mice, SCID , Multiple Myeloma/genetics , Multiple Myeloma/pathology , Neoplasm Metastasis , Neoplasm Transplantation , Protein-Tyrosine Kinases/genetics , Receptors, CXCR4/biosynthesis , Receptors, CXCR4/genetics
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