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1.
Leukemia ; 36(7): 1887-1897, 2022 07.
Article in English | MEDLINE | ID: mdl-35643867

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.


Subject(s)
Multiple Myeloma , Clonal Evolution/genetics , Genome , Genomics , Humans , Male , Multiple Myeloma/drug therapy , Multiple Myeloma/genetics , Multiple Myeloma/pathology , Transcriptome
2.
J Clin Oncol ; 40(27): 3132-3150, 2022 09 20.
Article in English | MEDLINE | ID: mdl-35357885

ABSTRACT

PURPOSE: Primary plasma cell leukemia (pPCL) is an aggressive subtype of multiple myeloma, which is distinguished from newly diagnosed multiple myeloma (NDMM) on the basis of the presence of ≥ 20% circulating tumor cells (CTCs). A molecular marker for pPCL is currently lacking, which could help identify NDMM patients with high-risk PCL-like disease, despite not having been recognized as such clinically. METHODS: A transcriptomic classifier for PCL-like disease was bioinformatically constructed and validated by leveraging information on baseline CTC levels, tumor burden, and tumor transcriptomics from 154 patients with NDMM included in the Cassiopeia or HO143 trials and 29 patients with pPCL from the EMN12/HO129 trial. Its prognostic value was assessed in an independent cohort of 2,139 patients with NDMM from the HOVON-65/GMMG-HD4, HOVON-87/NMSG-18, EMN02/HO95, MRC-IX, Total Therapy 2, Total Therapy 3, and MMRF CoMMpass studies. RESULTS: High CTC levels were associated with the expression of 1,700 genes, independent of tumor burden (false discovery rate < 0.05). Of these, 54 genes were selected by leave-one-out cross-validation to construct a transcriptomic classifier representing PCL-like disease. This not only demonstrated a sensitivity of 93% to identify pPCL in the validation cohort but also classified 10% of NDMM tumors as PCL-like. PCL-like MM transcriptionally and cytogenetically resembled pPCL, but presented with significantly lower CTC levels and tumor burden. Multivariate analyses in NDMM confirmed the significant prognostic value of PCL-like status in the context of Revised International Staging System stage, age, and treatment, regarding both progression-free (hazard ratio, 1.64; 95% CI, 1.30 to 2.07) and overall survival (hazard ratio, 1.89; 95% CI, 1.42 to 2.50). CONCLUSION: pPCL was identified on the basis of a specific tumor transcriptome, which was also present in patients with high-risk NDMM, despite not being clinically leukemic. Incorporating PCL-like status into current risk models in NDMM may improve prognostic accuracy.


Subject(s)
Leukemia, Plasma Cell , Multiple Myeloma , Humans , Leukemia, Plasma Cell/genetics , Multiple Myeloma/drug therapy , Prognosis , Transcriptome , Treatment Outcome
3.
Nat Immunol ; 22(6): 769-780, 2021 06.
Article in English | MEDLINE | ID: mdl-34017122

ABSTRACT

Progression and persistence of malignancies are influenced by the local tumor microenvironment, and future eradication of currently incurable tumors will, in part, hinge on our understanding of malignant cell biology in the context of their nourishing surroundings. Here, we generated paired single-cell transcriptomic datasets of tumor cells and the bone marrow immune and stromal microenvironment in multiple myeloma. These analyses identified myeloma-specific inflammatory mesenchymal stromal cells, which spatially colocalized with tumor cells and immune cells and transcribed genes involved in tumor survival and immune modulation. Inflammatory stromal cell signatures were driven by stimulation with proinflammatory cytokines, and analyses of immune cell subsets suggested interferon-responsive effector T cell and CD8+ stem cell memory T cell populations as potential sources of stromal cell-activating cytokines. Tracking stromal inflammation in individuals over time revealed that successful antitumor induction therapy is unable to revert bone marrow inflammation, predicting a role for mesenchymal stromal cells in disease persistence.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Mesenchymal Stem Cells/immunology , Multiple Myeloma/immunology , Neoplasm Recurrence, Local/immunology , Tumor Microenvironment/immunology , Adult , Aged , Antineoplastic Combined Chemotherapy Protocols/pharmacology , Bone Marrow/drug effects , Bone Marrow/immunology , Bone Marrow/pathology , Cell Line, Tumor , Disease Progression , Female , Gene Expression Regulation, Neoplastic/immunology , Humans , Male , Mesenchymal Stem Cells/pathology , Middle Aged , Multiple Myeloma/drug therapy , Multiple Myeloma/pathology , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/prevention & control , Primary Cell Culture , Prospective Studies , RNA-Seq , Single-Cell Analysis , Tumor Microenvironment/drug effects , Tumor Microenvironment/genetics
5.
Endocrine ; 64(3): 673-684, 2019 06.
Article in English | MEDLINE | ID: mdl-30838516

ABSTRACT

PURPOSE: The IGF and mTOR-pathways are considered as potential targets for therapy in patients with adrenocortical carcinoma (ACC). This study aims to describe the IGF pathway in ACC and to explore the response to the combined treatment with the IGF1R/IR inhibitor linsitinib, and mTOR inhibitors (sirolimus and everolimus) in in vitro models of ACC. METHODS: The protein expression level of IGF2, IGF1R and IGF2R was evaluated by immunohistochemistry in 17 human ACCs and the mRNA expression level of IGF1, IGF2, IGF1R, IR isoforms A and B, IGF2R, IGF-Binding-Proteins[IGFBP]-1, 2, 3 and 6 was evaluated by RT-qPCR in 12 samples. In H295R and HAC15 ACC cell lines the combined effects of linsitinib and sirolimus or everolimus on cell survival were evaluated. RESULTS: A high protein expression of IGF2, IGF1R and IGF2R was observed in 82, 65 and 100% of samples, respectively. A high relative expression of IGF2 mRNA was found in the majority of samples. The mRNA levels of the IRA were higher than that of IRB and IGF1R in the majority of samples (75%). Linsitinib inhibits cell growth in the H295R and HAC15 cell lines and, combined with sirolimus or everolimus, linsitinib showed a significant additive effect. CONCLUSIONS: In addition to IGF2 and IGF1R, ACC express IGF2R, IRA and several IGFBPs, suggesting that the interplay between the different components of the IGF pathway in ACC could be more complex than previously considered. The addition of mTOR inhibitors to linsitinib may have stronger antiproliferative effects than linsitinib alone.


Subject(s)
Adrenal Cortex Neoplasms/drug therapy , Adrenocortical Carcinoma/drug therapy , Imidazoles/therapeutic use , Insulin-Like Growth Factor I/metabolism , Pyrazines/therapeutic use , Receptor, IGF Type 1/metabolism , TOR Serine-Threonine Kinases/metabolism , Adrenal Cortex/drug effects , Adrenal Cortex/metabolism , Adrenal Cortex/pathology , Adrenal Cortex Neoplasms/metabolism , Adrenal Cortex Neoplasms/pathology , Adrenocortical Carcinoma/metabolism , Adrenocortical Carcinoma/pathology , Antineoplastic Agents/administration & dosage , Antineoplastic Agents/therapeutic use , Apoptosis/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Child , Child, Preschool , Female , Humans , Imidazoles/administration & dosage , Male , Protein Kinase Inhibitors/administration & dosage , Protein Kinase Inhibitors/therapeutic use , Pyrazines/administration & dosage , Signal Transduction/drug effects , Signal Transduction/physiology
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