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  • 1
    In: Leukemia, Springer Science and Business Media LLC, Vol. 36, No. 7 ( 2022-07), p. 1887-1897
    Abstract: We investigated genomic and transcriptomic changes in paired tumor samples of 29 in-house multiple myeloma (MM) patients and 28 patients from the MMRF CoMMpass study before and after treatment. A change in clonal composition was found in 46/57 (82%) of patients, and single-nucleotide variants (SNVs) increased from median 67 to 86. The highest increase in prevalence of genetic aberrations was found in RAS genes (60% to 72%), amp1q21 (18% to 35%), and TP53 (9% to 18%). The SBS-MM1 mutation signature was detected both in patients receiving high and low dose melphalan. A total of 2589 genes were differentially expressed between early and late samples (FDR  〈  0.05). Gene set enrichment analysis (GSEA) showed increased expression of E2F, MYC, and glycolysis pathways and a decreased expression in TNF-NFkB and TGFbeta pathways in late compared to early stage. Single sample GSEA (ssGSEA) scores of differentially expressed pathways revealed that these changes were most evident in end-stage disease. Increased expression of several potentially targetable genes was found at late disease stages, including cancer-testis antigens, XPO1 and ABC transporters. Our study demonstrates a transcriptomic convergence of pathways supporting increased proliferation and metabolism during disease progression in MM.
    Type of Medium: Online Resource
    ISSN: 0887-6924 , 1476-5551
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2022
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  • 2
    In: Frontiers in Oncology, Frontiers Media SA, Vol. 12 ( 2022-11-29)
    Abstract: Multiple myeloma (MM) is a heterogeneous disease where cancer-driver mutations and aberrant signaling may lead to disease progression and drug resistance. Drug responses vary greatly, and there is an unmet need for biomarkers that can guide precision cancer medicine in this disease. Methods To identify potential predictors of drug sensitivity, we applied integrated data from drug sensitivity screening, mutational analysis and functional signaling pathway profiling in 9 cell line models of MM. We studied the sensitivity to 33 targeted drugs and their association with the mutational status of cancer-driver genes and activity level of signaling proteins. Results We found that sensitivity to mitogen-activated protein kinase kinase 1 (MEK1) and phosphatidylinositol-3 kinase (PI3K) inhibitors correlated with mutations in NRAS/KRAS , and PI3K family genes, respectively. Phosphorylation status of MEK1 and protein kinase B (AKT) correlated with sensitivity to MEK and PI3K inhibition, respectively. In addition, we found that enhanced phosphorylation of proteins, including Tank-binding kinase 1 (TBK1), as well as high expression of B cell lymphoma 2 (Bcl-2), correlated with low sensitivity to MEK inhibitors. Discussion Taken together, this study shows that mutational status and signaling protein profiling might be used in further studies to predict drug sensitivities and identify resistance markers in MM.
    Type of Medium: Online Resource
    ISSN: 2234-943X
    Language: Unknown
    Publisher: Frontiers Media SA
    Publication Date: 2022
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  • 3
    In: Blood, American Society of Hematology, Vol. 132, No. Supplement 1 ( 2018-11-29), p. 3157-3157
    Abstract: Introduction Multiple myeloma (MM) is a malignant plasma cell disorder of which the prognosis has significantly improved since the introduction of proteasome inhibitors (PIs) and immune modulatory drugs (IMiDs) in standard-of-care treatment protocols. Despite this progress, many patients still suffer from progressive disease, of which the underlying biological mechanisms are mainly unknown. To elucidate these, we have studied the genomic evolution of MM tumor samples in 29 patients before and after receiving a PI-based and/or IMiD-based treatment, using whole exome sequencing (WES) and mRNA sequencing (RNA-Seq). Methods Patient samples were selected from the Norwegian Biobank for Multiple Myeloma and the HOVON-87/NMSG-18 MM and EMN-02/HOVON-95 MM studies. Tumor DNA was isolated from CD138-positive MM cells with control DNA from peripheral blood samples. WES libraries were prepared using the SureSelectXTsample prep kit and the SureSelectXT Human All Exon V5 target 50 Mb kit (Agilent), followed by paired-end sequencing on a HiSeq2500 instrument (Illumina). Somatic, non-synonymous variants (SNSVs) were called using MuTect and Strelka. Copy number aberrations (CNAs) were estimated using Sequenza. RNA-Seq libraries were generated using the TruSeq® Stranded mRNA kit (Illumina).DESeq2 paired analysis was performed in R Studio to find differentially expressed genes. RNA-Seq expression data from diagnosis/relapse pairs from patients treated with a PI and/or IMiD were selected from the CoMMpass IA10 release database and used as validation cohort. Results We obtained 21 diagnosis/relapse pairs, as well as 8 relapse/relapse pairs, with a median time between samples of 21 months, respectively 16 months. In addition, for 3 of the patients, we had a 3rd sample included. We found a median of 54 SNSVs in our cohort, with an increase in mutational load from the first to the second sample (median 44 to 61). Three different patterns of tumor evolution were observed, confirming previous reports:stable evolution (29% of patients), where the tumor had no or minor changes;linear evolution (29% of patients), where there were acquired mutations and/or CNAs at relapse;differential clonal response (42% of patients), where there was a disappearance of certain mutations/CNAs at relapse and appearance of new ones, suggesting a shift in dominance of different clones. Of interest, of the 7 relapse-relapse tumor pairs that were included in the analysis, 5 were defined to have a differential clonal response, while the remaining 2 had linear evolution, suggesting that the tumors are more prone to genomic change later in the disease course.Tumors shifting their clonal dominance tended to select for a clone with more high-risk features later in the disease course, as illustrated by the appearance of a deletion of chromosome 17p, TP53 mutations and a gain of chromosome 1q. There was a shorter average time interval between sample 1 and 2 for those having a stable evolution pattern (average 12 months, range [5-16]), than those having a differential clonal response (19 months [5-70] ), and the highest interval was in patients with linear evolution patters (29 months [15-50]). Tumors having a differential clonal response and linear evolution, showed more often a deeper treatment response (43% CR/nCR, 40% VGPR and 22% CR/nCR, 56% VGPR, respectively) compared to those with stable evolution patterns (14% VGPR), suggesting that tumors that respond well to treatment are more prone to evolve. RNA-Seq data showed a higher expression of genes involved in G2M checkpoint, E2F targets and mitotic spindle at relapse. In line with this, relapsed tumors were found to have an increased proliferation index (GEP; Zhan et al, Blood, 2006). This was confirmed in RNA-Seq data from 27 diagnosis-relapse samples from the CoMMpass dataset. Conclusion This study has performed a comprehensive genomic and transcriptomic analysis of the clonal evolution of MM tumors after treatment with PIs and IMIDs. Our data suggest that clones with high-risk factors and increased expression of genes involved in proliferation and cell cycle regulation are selected for under the pressure of these treatment regimens. The data also suggest that there is a relation between the pattern of genomic evolution and the obtained depth of response, which deserves further investigation. Disclosures Sonneveld: Janssen: Honoraria, Research Funding; Amgen: Honoraria, Research Funding; Celgene: Honoraria, Research Funding; Karyopharm: Honoraria, Research Funding; BMS: Honoraria, Research Funding.
    Type of Medium: Online Resource
    ISSN: 0006-4971 , 1528-0020
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    Language: English
    Publisher: American Society of Hematology
    Publication Date: 2018
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  • 4
    In: Blood, American Society of Hematology, Vol. 124, No. 21 ( 2014-12-06), p. 5685-5685
    Abstract: In a retrospective cohort, seven patients with multiple myeloma carrying the BRAF V600E mutation had significantly shorter overall survival and higher prevalence of extramedullary disease than 251 BRAF wild type (wt) controls (Andrulis et al Cancer Discov 2013). Three case reports are in concordance with this view (Bohn et al and Sharman et al, Clin Lymphoma Myeloma Leuk, 2014). We conducted this study to further investigate the clinical and biological implications of this mutation in multiple myeloma. We used mutation-specific quantitative real-time PCR (qPCR) to screen biopsies from 209 myeloma patients, of which 185 were taken prior to first relapse. The BRAF V600E mutation was detected in 13 (6.2 %) of the patients. 10 of them also expressed the corresponding protein as evaluated by immunohistochemistry (IHC) using the BRAF V600E specific VE1 antibody, and 2 patients had simultaneous mutations in BRAF and NRAS/KRAS. RAS mutations are of particular interest because in vitro studies indicate that their presence may imply a paradoxical effect of BRAF inhibitors (Lohr et al Cancer Cell 2014). Whole exome sequencing (WES) was carried out in three BRAF V600E positive patients from whom we had stored purified myeloma cells. Among the top 11 recurrently mutated genes listed in Lohr et al (Cancer Cell 2014), we found mutations only in BRAF, NRAS, and KRAS. Clonal fraction of BRAF V600E mutated plasma cells as evaluated by IHC and WES varied from 4 to 100 %. There was agreement between detection methods in the patient with a dominating V600E mutated clone, but less so in the patients with small clones. Estimates of BRAF V600E clone size and RAS mutation analysis in 13 patients positive for BRAF V600E by qPCR Table 1 IHC (clone size, %) WES (clone size, %) Sanger sequencing NRAS / KRAS mutation 75-100 86 + negative 75-100 negative negative 75-100 + negative 50-75 + negative 50-75 + negative 25-50 negative negative 25-50 negative negative 〈 25 0 negative KRAS p.G12A (ex2) and p.Q61H (ex3) 〈 25 + negative 〈 25 + negative negative negative negative negative 4 negative NRAS p.Q61K (ex3) negative negative negative BRAF V600E positive patients presented a variety of clinical phenotypes and no characteristic genotype-phenotype relation could be identified. Progression free and overall survival, and all clinical parameters including the presence of extramedullary disease, were similar in patients with BRAF V600E and BRAF wt. Three patients carried the mutation in 〉 75 % of tumour cells, and all had indolent disease. One of them died after seven years, whereas the remaining two responded with long lasting CR to broad acting therapy (MP, MPT) and are still in remission after five and seven years. The Regional Ethics Committee approved the study (REK 2165-2012). Figure 1 Overall Survival from symptomatic disease Figure 1. Overall Survival from symptomatic disease In conclusion, we found no evidence supporting a prognostic role or association with a particular clinical phenotype for the BRAF V600E mutation in early multiple myeloma, which is in contrast to earlier reports. Furthermore, the three patients with a high fraction of mutated cells had a relatively benign disease responsive to conventional treatment. This study demonstrates that the role of mutation V600E is more diverse than previously assumed. Presence, and particularly high fraction of BRAF V600E mutated cells as well as translation to protein, are prerequisites for specific inhibitory treatment. However, these characteristics are alone not sufficient to predict outcome or to choose the right treatment. Disclosures Hovig: PubGene Inc.: Equity Ownership; GeneSeque AS: Honoraria, Membership on an entity's Board of Directors or advisory committees. Vodák:PubGene AS: Research Funding.
    Type of Medium: Online Resource
    ISSN: 0006-4971 , 1528-0020
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    Language: English
    Publisher: American Society of Hematology
    Publication Date: 2014
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  • 5
    In: Computers & Chemistry, Elsevier BV, Vol. 24, No. 1 ( 2000-01), p. 57-70
    Type of Medium: Online Resource
    ISSN: 0097-8485
    Language: English
    Publisher: Elsevier BV
    Publication Date: 2000
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    SSG: 12
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  • 6
    In: American Journal of Hematology, Wiley, Vol. 94, No. 12 ( 2019-12), p. 1364-1373
    Abstract: Minimal residual disease (MRD) tracking, by next generation sequencing of immunoglobulin sequences, is moving towards clinical implementation in multiple myeloma. However, there is only sparse information available to address whether clonal sequences remain stable for tracking over time, and to what extent light chain sequences are sufficiently unique for tracking. Here, we analyzed immunoglobulin repertoires from 905 plasma cell myeloma and healthy control samples, focusing on the third complementarity determining region (CDR3). Clonal heavy and/or light chain expression was identified in all patients at baseline, with one or more subclones related to the main clone in 3.2%. In 45 patients with 101 sequential samples, the dominant clonal CDR3 sequences remained identical over time, despite differential clonal evolution by whole exome sequencing in 49% of patients. The low frequency of subclonal CDR3 variants, and absence of evolution over time in active multiple myeloma, indicates that tumor cells at this stage are not under selective pressure to undergo antibody affinity maturation. Next, we establish somatic hypermutation and non‐templated insertions as the most important determinants of light chain clonal uniqueness, identifying a potentially trackable sequence in the majority of patients. Taken together, we show that dominant clonal sequences identified at baseline are reliable biomarkers for long‐term tracking of the malignant clone, including both IGH and the majority of light chain clones.
    Type of Medium: Online Resource
    ISSN: 0361-8609 , 1096-8652
    URL: Issue
    Language: English
    Publisher: Wiley
    Publication Date: 2019
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  • 7
    Online Resource
    Online Resource
    American Society of Hematology ; 2015
    In:  Blood Vol. 126, No. 23 ( 2015-12-03), p. 4196-4196
    In: Blood, American Society of Hematology, Vol. 126, No. 23 ( 2015-12-03), p. 4196-4196
    Abstract: Introduction Targeted mutation specific therapy is a promising approach in cancer therapy. However, an obstacle for this approach is the vast heterogeneity of the clonal composition and development. Tumor biopsies represent only a snapshot of the situation. Furthermore, monitoring of the clonal development is difficult because biopsies may not be representative for the whole tumor and availability of repeat biopsies is limited. To meet these difficulties we have established and optimized a method based on Digital PCR (dPCR) for analyses of circulating cell free (cf)DNA from sequential samples of serum and plasma from patients with multiple myeloma. Methods We investigated 19 patients for the BRAF V600E mutation. Nine were previously confirmed as mutation positive in bone marrow biopsies/purfied plasma cells by two independent methods (PCR/immunohistochemistry/whole exome sequencing) whereas 10 were mutation negative (Rustad et al Blood Cancer J 2015). Two patients with NRAS Q61K mutation detected in serial bone marrow samples were also included. In total, 67 serum and 21 EDTA-plasma samples were analyzed. Blood samples were taken, processed and frozen at -800 C within 1,5 hour. The samples were stored for a median of 5 years (range 0-23) before DNA isolation and analysis. Mutation detection by dPCR was performed using a droplet-based system and validated primer/probe-sets (BioRad). In-house validation and optimization of the assay was carried out using cancer cell lines OH2 and HT29 with NRAS Q61 and BRAF V600E mutations respectively. The limit of detection was 1-3 copies of mutated DNA per reaction and no false positives were detected. The threshold of positivity was set to 1 droplet per sample. Experiments were performed in accordance with the Minimum Information for Publication of Digital PCR Experiments (dMIQE) guidelines (Huggett et al Clin Chem 2013). Results BRAF or NRAS mutated cfDNA was detected in all patients with a confirmed mutation in tumor tissue, and in none of the mutation-negative controls (p = 0.000003, Fisher's exact test). When looking only at tumor tissue and blood samples obtained at the same time, mutation positivity was confirmed in the blood of 9/10 patients (p = 0.00012). Furthermore, there was a positive correlation between the percentage of mutated plasma cells in bone marrow biopsies and the concentration of mutated cfDNA (Spearman correlation R = 0.63, p = 0.025). Serial samples were analyzed from 5 patients and provided information about 3 different aspects: 1. Patients 1 (figure), 2 and 3, had large clones (50-100 %) of BRAF or NRAS mutated cells in diagnostic and relapse bone marrow samples. Mutated cfDNA correlated closely to M-protein levels in these patients as demonstrated in the figure. A corollary of the figure is that the BRAF mutated clone produces M protein and is sensitive to MP. 2. Patient 4 developed a pelvic extra medullary plasmacytoma with 75-100% BRAF mutation positive cells (immunohistochemistry), however, time-matched serum samples showed only a modest peak with 23 mutated copies/ml. 3. Patient 5 had a moderately sized BRAF V600E mutated clone of 50-75 % at diagnosis, which, according to serum levels, persisted through the disease course. However, two months prior to death, the patient rapidly deteriorated and became refractory to treatment. BM aspirate showed 95 % plasma cells with plasmablastic morphology. A serum sample contained 〉 600 ng/ml of cfDNA, 10-100 fold more than any other sample in our study, and was highly positive for BRAF V600E mutation (59 000 copies/ml). The patient clearly had expansion of an aggressive BRAF mutated clone that could easily be detected by serum analysis. Conclusions This study demonstrates that mutations such as BRAF V600E and NRAS Q61K can be reliably detected and monitored in sequential serum or plasma samples from myeloma patients. Quantitative mutation analysis compared to M protein in sequential samples provided significant information with clinical relevance. The great advantage of this approach is the easy access to blood samples compared to bone marrow aspirate/biopsy. This will facilitate studies of clonal development during treatment and detection of druggable mutations. Figure 1. Co-variation of M-protein and circulating BRAF V600E mutated DNA in patient 1. Figure 1. Co-variation of M-protein and circulating BRAF V600E mutated DNA in patient 1. Disclosures Waage: Celgene: Research Funding; Amgen: Research Funding; Janssen: Research Funding.
    Type of Medium: Online Resource
    ISSN: 0006-4971 , 1528-0020
    RVK:
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    Language: English
    Publisher: American Society of Hematology
    Publication Date: 2015
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  • 8
    In: Molecular Biology and Evolution, Oxford University Press (OUP), Vol. 18, No. 7 ( 2001-07-01), p. 1231-1245
    Type of Medium: Online Resource
    ISSN: 1537-1719 , 0737-4038
    Language: English
    Publisher: Oxford University Press (OUP)
    Publication Date: 2001
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    SSG: 12
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  • 9
    In: Bone Reports, Elsevier BV, Vol. 16 ( 2022-05), p. 101202-
    Type of Medium: Online Resource
    ISSN: 2352-1872
    Language: English
    Publisher: Elsevier BV
    Publication Date: 2022
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  • 10
    Online Resource
    Online Resource
    Oxford University Press (OUP) ; 2006
    In:  Bioinformatics Vol. 22, No. 18 ( 2006-09-15), p. 2232-2236
    In: Bioinformatics, Oxford University Press (OUP), Vol. 22, No. 18 ( 2006-09-15), p. 2232-2236
    Abstract: Motivation: Repeat sequences in ESTs are a source of problems, in particular for clustering. ESTs are therefore commonly masked against a library of known repeats. High quality repeat libraries are available for the widely studied organisms, but for most other organisms the lack of such libraries is likely to compromise the quality of EST analysis. Results: We present a fast, flexible and library-less method for masking repeats in EST sequences, based on match statistics within the EST collection. The method is not linked to a particular clustering algorithm. Extensive testing on datasets using different clustering methods and a genomic mapping as reference shows that this method gives results that are better than or as good as those obtained using RepeatMasker with a repeat library. Availability: The implementation of RBR is available under the terms of the GPL from Contact:  ketil.malde@bccs.uib.no Supplementary Information: Supplementary data are available at Bioinformatics online.
    Type of Medium: Online Resource
    ISSN: 1367-4811 , 1367-4803
    Language: English
    Publisher: Oxford University Press (OUP)
    Publication Date: 2006
    detail.hit.zdb_id: 1468345-3
    SSG: 12
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