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Integrated analysis of microRNAs, transcription factors and target genes expression discloses a specific molecular architecture of hyperdiploid multiple myeloma
Di Martino, Maria Teresa; Guzzi, Pietro Hiram; Caracciolo, Daniele; Agnelli, Luca; Neri, Antonino; Walker, Brian A; Morgan, Gareth J; Cannataro, Mario; Tassone, Pierfrancesco; Tagliaferri, Pierosandro
Multiple Myeloma (MM) is a malignancy characterized by the hyperdiploid (HD-MM) and the non-hyperdiploid (nHD-MM) subtypes. To shed light within the molecular architecture of these subtypes, we used a novel integromics approach. By annotated MM patient mRNA/microRNA (miRNA) datasets, we investigated mRNAs and miRNAs profiles with relation to changes in transcriptional regulators expression. We found that HD-MM displays specific gene and miRNA expression profiles, involving the Signal Transducer and Activator of Transcription (STAT)3 pathway as well as the Transforming Growth Factor-beta (TGFβ) and the transcription regulator Nuclear Protein-1 (NUPR1). Our data define specific molecular features of HD-MM that may translate in the identification of novel relevant druggable targets.
PMCID:4662480
PMID: 26056083
ISSN: 1949-2553
CID: 3648612
Implementation of genome-wide complex trait analysis to quantify the heritability in multiple myeloma
Mitchell, Jonathan S; Johnson, David C; Litchfield, Kevin; Broderick, Peter; Weinhold, Niels; Davies, Faith E; Gregory, Walter A; Jackson, Graham H; Kaiser, Martin; Morgan, Gareth J; Houlston, Richard S
A sizeable fraction of multiple myeloma (MM) is expected to be explained by heritable factors. Genome-wide association studies (GWAS) have successfully identified a number of common single-nucleotide polymorphisms (SNPs) influencing MM risk. While these SNPs only explain a small proportion of the genetic risk it is unclear how much is left to be detected by other, yet to be identified, common SNPs. Therefore, we applied Genome-Wide Complex Trait Analysis (GCTA) to 2,282 cases and 5,197 controls individuals to estimate the heritability of MM. We estimated that the heritability explained by known common MM risk SNPs identified in GWAS was 2.9% (± 2.4%), whereas the heritability explained by all common SNPs was 15.2% (± 2.8%). Comparing the heritability explained by the common variants with that from family studies, a fraction of the heritability may be explained by other genetic variants, such as rare variants. In summary, our results suggest that known MM SNPs only explain a small proportion of the heritability and more common SNPs remain to be identified.
PMCID:4513545
PMID: 26208354
ISSN: 2045-2322
CID: 3648632
Mutational Spectrum, Copy Number Changes, and Outcome: Results of a Sequencing Study of Patients With Newly Diagnosed Myeloma
Walker, Brian A; Boyle, Eileen M; Wardell, Christopher P; Murison, Alex; Begum, Dil B; Dahir, Nasrin M; Proszek, Paula Z; Johnson, David C; Kaiser, Martin F; Melchor, Lorenzo; Aronson, Lauren I; Scales, Matthew; Pawlyn, Charlotte; Mirabella, Fabio; Jones, John R; Brioli, Annamaria; Mikulasova, Aneta; Cairns, David A; Gregory, Walter M; Quartilho, Ana; Drayson, Mark T; Russell, Nigel; Cook, Gordon; Jackson, Graham H; Leleu, Xavier; Davies, Faith E; Morgan, Gareth J
PURPOSE/OBJECTIVE:At the molecular level, myeloma is characterized by copy number abnormalities and recurrent translocations into the immunoglobulin heavy chain locus. Novel methods, such as massively parallel sequencing, have begun to describe the pattern of tumor-acquired mutations, but their clinical relevance has yet to be established. METHODS:We performed whole-exome sequencing for 463 patients who presented with myeloma and were enrolled onto the National Cancer Research Institute Myeloma XI trial, for whom complete molecular cytogenetic and clinical outcome data were available. RESULTS:We identified 15 significantly mutated genes: IRF4, KRAS, NRAS, MAX, HIST1H1E, RB1, EGR1, TP53, TRAF3, FAM46C, DIS3, BRAF, LTB, CYLD, and FGFR3. The mutational spectrum is dominated by mutations in the RAS (43%) and nuclear factor-κB (17%) pathways, but although they are prognostically neutral, they could be targeted therapeutically. Mutations in CCND1 and DNA repair pathway alterations (TP53, ATM, ATR, and ZNFHX4 mutations) are associated with a negative impact on survival. In contrast, those in IRF4 and EGR1 are associated with a favorable overall survival. We combined these novel mutation risk factors with the recurrent molecular adverse features and international staging system to generate an international staging system mutation score that can identify a high-risk population of patients who experience relapse and die prematurely. CONCLUSION/CONCLUSIONS:We have refined our understanding of genetic events in myeloma and identified clinically relevant mutations that may be used to better stratify patients at presentation.
PMID: 26282654
ISSN: 1527-7755
CID: 3648642
Profound impact of sample processing delay on gene expression of multiple myeloma plasma cells
Meißner, Tobias; Seckinger, Anja; Hemminki, Kari; Bertsch, Uta; Foersti, Asta; Haenel, Mathias; Duering, Jan; Salwender, Hans; Goldschmidt, Hartmut; Morgan, Gareth J; Hose, Dirk; Weinhold, Niels
BACKGROUND:Gene expression profiling (GEP) has significantly contributed to the elucidation of the molecular heterogeneity of multiple myeloma plasma cells (MMPC) and only recently it has been recommended for risk stratification. Prior to GEP MMPC need to be enriched resulting in an inability to immediately freeze bone marrow aspirates or use RNA stabilization reagents. As a result in multi-center MM trials sample processing delay due to shipping may be an important confounder of molecular analyses and risk stratification based on GEP data. RESULTS:We compared GEP data of 145 in-house and 246 shipped samples and detected 3301 down-regulated and 3501 up-regulated genes in shipped samples. For 3994 genes we confirmed differential expression in an independent set of 85 in-house and 97 shipped samples. Differentially expressed genes were enriched in processes like ribosome biogenesis, cell cycle, and apoptosis. Among GEP based risk predictors the IFM-15 seemed to underestimate high risk in shipped samples, whereas the GEP70 and the EMC-92 gene signatures were more robust. In order to provide a tool to assess the "shipping effect" in public repositories, we generated a 17-gene predictor for shipped samples with a 10-fold cross validation error rate of 0.06 for the training set and an error rate of 0.15 for the validation set. CONCLUSION/CONCLUSIONS:Sample processing delay significantly influences GEP of MMPC, implying it should be avoided if samples were used for risk stratification.
PMCID:4696100
PMID: 26714877
ISSN: 1755-8794
CID: 3648692
The clinical relevance and management of monoclonal gammopathy of undetermined significance and related disorders: recommendations from the European Myeloma Network
van de Donk, Niels W C J; Palumbo, Antonio; Johnsen, Hans Erik; Engelhardt, Monika; Gay, Francesca; Gregersen, Henrik; Hajek, Roman; Kleber, Martina; Ludwig, Heinz; Morgan, Gareth; Musto, Pellegrino; Plesner, Torben; Sezer, Orhan; Terpos, Evangelos; Waage, Anders; Zweegman, Sonja; Einsele, Hermann; Sonneveld, Pieter; Lokhorst, Henk M
Monoclonal gammopathy of undetermined significance is one of the most common pre-malignant disorders. IgG and IgA monoclonal gammopathy of undetermined significance are precursor conditions of multiple myeloma; light-chain monoclonal gammopathy of undetermined significance of light-chain multiple myeloma; and IgM monoclonal gammopathy of undetermined significance of Waldenström's macroglobulinemia and other lymphoproliferative disorders. Clonal burden, as determined by bone marrow plasma cell percentage or M-protein level, as well as biological characteristics, including heavy chain isotype and light chain production, are helpful in predicting risk of progression of monoclonal gammopathy of undetermined significance to symptomatic disease. Furthermore, alterations in the bone marrow microenvironment of monoclonal gammopathy of undetermined significance patients result in an increased risk of venous and arterial thrombosis, infections, osteoporosis, and bone fractures. In addition, the small clone may occasionally be responsible for severe organ damage through the production of a monoclonal protein that has autoantibody activity or deposits in tissues. These disorders are rare and often require therapy directed at eradication of the underlying plasma cell or lymphoplasmacytic clone. In this review, we provide an overview of the clinical relevance of monoclonal gammopathy of undetermined significance. We also give general recommendations of how to diagnose and manage patients with monoclonal gammopathy of undetermined significance.
PMCID:4040895
PMID: 24658815
ISSN: 1592-8721
CID: 3695002
Inherited genetic susceptibility to multiple myeloma
Morgan, G J; Johnson, D C; Weinhold, N; Goldschmidt, H; Landgren, O; Lynch, H T; Hemminki, K; Houlston, R S
Although the familial clustering of multiple myeloma (MM) supports the role of inherited susceptibility, only recently has direct evidence for genetic predisposition been demonstrated. A meta-analysis of two genome-wide association (GWA) studies has identified single-nucleotide polymorphisms (SNPs) localising to a number of genomic regions that are robustly associated with MM risk. In this review, we provide an overview of the evidence supporting a genetic contribution to the predisposition to MM and MGUS (monoclonal gammopathy of unknown significance), and the insight this gives into the biological basis of disease aetiology. We also highlight the promise of future approaches to identify further specific risk factors and their potential clinical utility.
PMID: 24247655
ISSN: 1476-5551
CID: 3694932
Single-cell genetic analysis reveals the composition of initiating clones and phylogenetic patterns of branching and parallel evolution in myeloma
Melchor, L; Brioli, A; Wardell, C P; Murison, A; Potter, N E; Kaiser, M F; Fryer, R A; Johnson, D C; Begum, D B; Hulkki Wilson, S; Vijayaraghavan, G; Titley, I; Cavo, M; Davies, F E; Walker, B A; Morgan, G J
Although intratumor heterogeneity has been inferred in multiple myeloma (MM), little is known about its subclonal phylogeny. To describe such phylogenetic trees in a series of patients with MM, we perform whole-exome sequencing and single-cell genetic analysis. Our results demonstrate that at presentation myeloma is composed of two to six different major clones, which are related by linear and branching phylogenies. Remarkably, the earliest myeloma-initiating clones, some of which only had the initiating t(11;14), were still present at low frequencies at the time of diagnosis. For the first time in myeloma, we demonstrate parallel evolution whereby two independent clones activate the RAS/MAPK pathway through RAS mutations and give rise subsequently to distinct subclonal lineages. We also report the co-occurrence of RAS and interferon regulatory factor 4 (IRF4) p.K123R mutations in 4% of myeloma patients. Lastly, we describe the fluctuations of myeloma subclonal architecture in a patient analyzed at presentation and relapse and in NOD/SCID-IL2Rγ(null) xenografts, revealing clonal extinction and the emergence of new clones that acquire additional mutations. This study confirms that myeloma subclones exhibit different survival properties during treatment or mouse engraftment. We conclude that clonal diversity combined with varying selective pressures is the essential foundation for tumor progression and treatment resistance in myeloma.
PMID: 24480973
ISSN: 1476-5551
CID: 3694962
European Myeloma Network recommendations on the evaluation and treatment of newly diagnosed patients with multiple myeloma
Engelhardt, Monika; Terpos, Evangelos; Kleber, Martina; Gay, Francesca; Wäsch, Ralph; Morgan, Gareth; Cavo, Michele; van de Donk, Niels; Beilhack, Andreas; Bruno, Benedetto; Johnsen, Hans Erik; Hajek, Roman; Driessen, Christoph; Ludwig, Heinz; Beksac, Meral; Boccadoro, Mario; Straka, Christian; Brighen, Sara; Gramatzki, Martin; Larocca, Alessandra; Lokhorst, Henk; Magarotto, Valeria; Morabito, Fortunato; Dimopoulos, Meletios A; Einsele, Hermann; Sonneveld, Pieter; Palumbo, Antonio
Multiple myeloma management has undergone profound changes in the past thanks to advances in our understanding of the disease biology and improvements in treatment and supportive care approaches. This article presents recommendations of the European Myeloma Network for newly diagnosed patients based on the GRADE system for level of evidence. All patients with symptomatic disease should undergo risk stratification to classify patients for International Staging System stage (level of evidence: 1A) and for cytogenetically defined high- versus standard-risk groups (2B). Novel-agent-based induction and up-front autologous stem cell transplantation in medically fit patients remains the standard of care (1A). Induction therapy should include a triple combination of bortezomib, with either adriamycin or thalidomide and dexamethasone (1A), or with cyclophosphamide and dexamethasone (2B). Currently, allogeneic stem cell transplantation may be considered for young patients with high-risk disease and preferably in the context of a clinical trial (2B). Thalidomide (1B) or lenalidomide (1A) maintenance increases progression-free survival and possibly overall survival (2B). Bortezomib-based regimens are a valuable consolidation option, especially for patients who failed excellent response after autologous stem cell transplantation (2A). Bortezomib-melphalan-prednisone or melphalan-prednisone-thalidomide are the standards of care for transplant-ineligible patients (1A). Melphalan-prednisone-lenalidomide with lenalidomide maintenance increases progression-free survival, but overall survival data are needed. New data from the phase III study (MM-020/IFM 07-01) of lenalidomide-low-dose dexamethasone reached its primary end point of a statistically significant improvement in progression-free survival as compared to melphalan-prednisone-thalidomide and provides further evidence for the efficacy of lenalidomide-low-dose dexamethasone in transplant-ineligible patients (2B).
PMCID:3912952
PMID: 24497560
ISSN: 1592-8721
CID: 3694982
Cancer-selective targeting of the NF-κB survival pathway with GADD45β/MKK7 inhibitors
Tornatore, Laura; Sandomenico, Annamaria; Raimondo, Domenico; Low, Caroline; Rocci, Alberto; Tralau-Stewart, Cathy; Capece, Daria; D'Andrea, Daniel; Bua, Marco; Boyle, Eileen; van Duin, Mark; Zoppoli, Pietro; Jaxa-Chamiec, Albert; Thotakura, Anil K; Dyson, Julian; Walker, Brian A; Leonardi, Antonio; Chambery, Angela; Driessen, Christoph; Sonneveld, Pieter; Morgan, Gareth; Palumbo, Antonio; Tramontano, Anna; Rahemtulla, Amin; Ruvo, Menotti; Franzoso, Guido
Constitutive NF-κB signaling promotes survival in multiple myeloma (MM) and other cancers; however, current NF-κB-targeting strategies lack cancer cell specificity. Here, we identify the interaction between the NF-κB-regulated antiapoptotic factor GADD45β and the JNK kinase MKK7 as a therapeutic target in MM. Using a drug-discovery strategy, we developed DTP3, a D-tripeptide, which disrupts the GADD45β/MKK7 complex, kills MM cells effectively, and, importantly, lacks toxicity to normal cells. DTP3 has similar anticancer potency to the clinical standard, bortezomib, but more than 100-fold higher cancer cell specificity in vitro. Notably, DTP3 ablates myeloma xenografts in mice with no apparent side effects at the effective doses. Hence, cancer-selective targeting of the NF-κB pathway is possible and, at least for myeloma patients, promises a profound benefit.
PMID: 25314077
ISSN: 1878-3686
CID: 3695052
Phase II study of vincristine sulfate liposome injection (Marqibo) and rituximab for patients with relapsed and refractory diffuse large B-Cell lymphoma or mantle cell lymphoma in need of palliative therapy
Kaplan, Lawrence D; Deitcher, Steven R; Silverman, Jeffrey A; Morgan, Gareth
BACKGROUND:VSLI (Marqibo) is active in advanced non-Hodgkin lymphoma (NHL) and untreated aggressive NHL. Because of its favorable hematologic toxicity profile, VSLI might be useful in patients unable to tolerate myelosuppressive therapies. PATIENTS AND METHODS/METHODS:Twenty-two patients with heavily pretreated, advanced CD20(+) DLBCL or MCL were treated with VSLI 2.0 mg/m(2), without a dose cap, every 2 weeks plus 4 weekly doses of rituximab 375 mg/m(2). ORR, complete response (CR), or partial response (PR), was the primary end point. Secondary end points included response duration, time to progression (TTP), and OS. Safety variables included adverse events and neurologic assessments. RESULTS:The ORR was 13 of 22 (59%); 6 patients achieved a CR (27%), and 7 patients achieved a PR (32%). Median response duration, TTP, and OS were 147 days, 121 days, and 322 days, respectively. The median number of VSLI doses was 5, the median individual VSLI dose was 3.5 mg, and the maximum cumulative VSLI dose was 43 mg. Grade 3 peripheral neuropathy, febrile neutropenia, and constipation were reported in 4, 2, and 1 patients, respectively. CONCLUSION/CONCLUSIONS:VSLI plus rituximab resulted in durable responses in patients with heavily pretreated advanced stage DLBCL and MCL. The toxicity profile was predictable and manageable with limited hematologic toxicity. Despite near-universal previous VCR exposure (96%) and doses of VSLI unachievable with standard VCR treatment, peripheral neuropathy and constipation were modest. This study supports further evaluation of VSLI as a component of DLBCL management.
PMID: 24252360
ISSN: 2152-2669
CID: 3694942