Proteomic and Metabolomic Analysis of Bone Marrow and Plasma from Patients with Extramedullary Multiple Myeloma Identifies Distinct Protein and Metabolite Signatures

Simple Summary Extramedullary multiple myeloma (EMM) is a rare and aggressive subtype of multiple myeloma which is associated with a poor prognosis. Here, we used mass spectrometry to illustrate that extramedullary multiple myeloma patients have a bone marrow and plasma protein signature that is distinct from multiple myeloma patients without extramedullary spread. We used bioinformatic tools to analyse differentially expressed proteins and verified the increased abundance of three proteins (VCAM1, HGFA, PEDF) in the plasma of patients with EMM. Considering the paucity of informative biomarkers and effective therapeutic approaches for the treatment of EMM, this study may provide direction for the discovery of novel diagnostic and therapeutic approaches and markers of extramedullary progression. Abstract Multiple myeloma (MM) is an incurable haematological malignancy of plasma cells in the bone marrow. In rare cases, an aggressive form of MM called extramedullary multiple myeloma (EMM) develops, where myeloma cells enter the bloodstream and colonise distal organs or soft tissues. This variant is associated with refractoriness to conventional therapies and a short overall survival. The molecular mechanisms associated with EMM are not yet fully understood. Here, we analysed the proteome of bone marrow mononuclear cells and blood plasma from eight patients (one serial sample) with EMM and eight patients without extramedullary spread. The patients with EMM had a significantly reduced overall survival with a median survival of 19 months. Label-free mass spectrometry revealed 225 proteins with a significant differential abundance between bone marrow mononuclear cells (BMNCs) isolated from patients with MM and EMM. This plasma proteomics analysis identified 22 proteins with a significant differential abundance. Three proteins, namely vascular cell adhesion molecule 1 (VCAM1), pigment epithelium derived factor (PEDF), and hepatocyte growth factor activator (HGFA), were verified as the promising markers of EMM, with the combined protein panel showing excellent accuracy in distinguishing EMM patients from MM patients. Metabolomic analysis revealed a distinct metabolite signature in EMM patient plasma compared to MM patient plasma. The results provide much needed insight into the phenotypic profile of EMM and in identifying promising plasma-derived markers of EMM that may inform novel drug development strategies.

[1]  J. Dragon,et al.  Targeting the fatty acid binding proteins disrupts multiple myeloma cell cycle progression and MYC signaling , 2023, eLife.

[2]  G. Rabinovich,et al.  Targeting galectin-driven regulatory circuits in cancer and fibrosis , 2023, Nature Reviews Drug Discovery.

[3]  H. Goldschmidt,et al.  A phase II clinical trial of combined BRAF/MEK inhibition for BRAFV600E-mutated multiple myeloma. , 2023, Blood.

[4]  G. Bianchi,et al.  Treating Multiple Myeloma in the Context of the Bone Marrow Microenvironment , 2022, Current oncology.

[5]  U. Ilyas,et al.  Multiple Myeloma With Retroperitoneal Extramedullary Plasmacytoma Causing Renal Failure and Obstructive Shock From Inferior Vena Cava Compression: A Case Report , 2022, Cureus.

[6]  Samip R. Master,et al.  Extramedullary Multiple Myeloma: A Patient-Focused Review of the Pathogenesis of Bone Marrow Escape , 2022, World journal of oncology.

[7]  Jun Zhang,et al.  Integrative analysis of plasma metabolomics and proteomics reveals the metabolic landscape of breast cancer , 2022, Cancer & metabolism.

[8]  Javier García‐Marín,et al.  Insight into the mechanism of molecular recognition between human Integrin-Linked Kinase and Cpd22 and its implication at atomic level , 2022, Journal of Computer-Aided Molecular Design.

[9]  R. Radpour,et al.  Molecular Impact of the Tumor Microenvironment on Multiple Myeloma Dissemination and Extramedullary Disease , 2022, Frontiers in Oncology.

[10]  S. Dedhar,et al.  New Perspectives on the Role of Integrin-Linked Kinase (ILK) Signaling in Cancer Metastasis , 2022, Cancers.

[11]  C. Chaulagain,et al.  Adhesion molecules in multiple myeloma oncogenesis and targeted therapy , 2022, International journal of hematologic oncology.

[12]  Chien-Feng Li,et al.  Editorial: Molecular Mechanisms of Multiple Myeloma , 2022, Frontiers in Oncology.

[13]  M. Beksac,et al.  Extramedullary disease in multiple myeloma: a systematic literature review , 2022, Blood Cancer Journal.

[14]  Masamitsu Tanaka,et al.  Pigment Epithelium Derived Factor Is Involved in the Late Phase of Osteosarcoma Metastasis by Increasing Extravasation and Cell-Cell Adhesion , 2022, Frontiers in Oncology.

[15]  A. Mazur,et al.  Integrin-linked kinase (ILK): the known vs. the unknown and perspectives , 2022, Cellular and Molecular Life Sciences.

[16]  S. Ševčíková,et al.  Proteomic analysis of the bone marrow microenvironment in extramedullary multiple myeloma patients. , 2022, Neoplasma.

[17]  R. Vij,et al.  Ablation of VLA4 in multiple myeloma cells redirects tumor spread and prolongs survival , 2022, Scientific reports.

[18]  S. Ševčíková,et al.  Identification of patients at high risk of secondary extramedullary multiple myeloma development , 2021, British journal of haematology.

[19]  J. Lavezo,et al.  Aggressive Plasmablastic Myeloma With Extramedullary Cord Compression and Hyperammonemic Encephalopathy: Case Report and Literature Review , 2021, AntiCancer Research.

[20]  D. de Totero,et al.  The HGF/c-MET axis as a potential target to overcome survival signals and improve therapeutic efficacy in multiple myeloma , 2021, Cancer drug resistance.

[21]  R. Cui,et al.  Efficacy and follow‐up of humanized anti‐BCMA CAR‐T cell therapy in relapsed/refractory multiple myeloma patients with extramedullary‐extraosseous, extramedullary‐bone related, and without extramedullary disease , 2021, Hematological oncology.

[22]  A. Rosenwald,et al.  OAB-041: Epithelial-mesenchymal-transition regulated by Junctional Adhesion Molecule-A (JAM-A) associates with aggressive extramedullary multiple myeloma disease , 2021, Clinical Lymphoma Myeloma and Leukemia.

[23]  C. Dass,et al.  The increasing role of pigment epithelium-derived factor in metastasis:frombiological importance to a promising target. , 2021, Biochemical pharmacology.

[24]  F. Delhommeau,et al.  Circulating cytokines present in multiple myeloma patients inhibit the osteoblastic differentiation of adipose stem cells , 2021, Leukemia.

[25]  S. Lonial,et al.  Longer term outcomes with single‐agent belantamab mafodotin in patients with relapsed or refractory multiple myeloma: 13‐month follow‐up from the pivotal DREAMM‐2 study , 2021, Cancer.

[26]  R. Preissner,et al.  Real‐world evidence for preventive effects of statins on cancer incidence: A trans‐Atlantic analysis , 2021, medRxiv.

[27]  M. Behálek,et al.  Whole-genome optical mapping of bone-marrow myeloma cells reveals association of extramedullary multiple myeloma with chromosome 1 abnormalities , 2021, Scientific Reports.

[28]  A. Logan,et al.  Belumosudil for chronic graft-versus-host disease after 2 or more prior lines of therapy: the ROCKstar Study , 2021, Blood.

[29]  S. Ševčíková,et al.  Limited efficacy of daratumumab in multiple myeloma with extramedullary disease , 2021, Leukemia.

[30]  C. Heckman,et al.  Next generation proteomics with drug sensitivity screening identifies sub-clones informing therapeutic and drug development strategies for multiple myeloma patients , 2021, Scientific Reports.

[31]  A. Symeonidis,et al.  The Lipoprotein Transport System in the Pathogenesis of Multiple Myeloma: Advances and Challenges , 2021, Frontiers in Oncology.

[32]  Alexander Schepsky,et al.  Aminopeptidase Expression in Multiple Myeloma Associates with Disease Progression and Sensitivity to Melflufen , 2021, Cancers.

[33]  M. Beksac,et al.  Expert review on soft‐tissue plasmacytomas in multiple myeloma: definition, disease assessment and treatment considerations , 2021, British journal of haematology.

[34]  P. Jiang,et al.  Upregulation of PEDF Predicts a Poor Prognosis and Promotes Esophageal Squamous Cell Carcinoma Progression by Modulating the MAPK/ERK Signaling Pathway , 2021, Frontiers in Oncology.

[35]  K. Yong,et al.  Multiple myeloma , 2021, The Lancet.

[36]  J. Martínez-López,et al.  The Role of Tumor Microenvironment in Multiple Myeloma Development and Progression , 2021, Cancers.

[37]  J. Laubach,et al.  Melflufen and Dexamethasone in Heavily Pretreated Relapsed and Refractory Multiple Myeloma , 2020, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[38]  S. Achilefu,et al.  Tumor microenvironment-targeted nanoparticles loaded with bortezomib and ROCK inhibitor improve efficacy in multiple myeloma , 2020, Nature Communications.

[39]  Qiaoyan Liang,et al.  VCAM1 Promotes Tumor Cell Invasion and Metastasis by Inducing EMT and Transendothelial Migration in Colorectal Cancer , 2020, Frontiers in Oncology.

[40]  H. Papadaki,et al.  Integrin-linked kinase (ILK) regulates KRAS, IPP complex and Ras suppressor-1 (RSU1) promoting lung adenocarcinoma progression and poor survival , 2020, Journal of Molecular Histology.

[41]  Rongfu Wang,et al.  Expression and pathogenesis of VCAM-1 and VLA-4 cytokines in multiple myeloma , 2020, Saudi journal of biological sciences.

[42]  N. Carragher,et al.  Combined targeting of MEK and the glucocorticoid receptor for the treatment of RAS-mutant multiple myeloma , 2020, BMC Cancer.

[43]  B. Birmann,et al.  Statin use is associated with improved survival in multiple myeloma: A Swedish population‐based study of 4315 patients , 2020, American journal of hematology.

[44]  Y. Liu,et al.  Genetic Basis of Extramedullary Plasmablastic Transformation of Multiple Myeloma , 2020, The American journal of surgical pathology.

[45]  T. Rittiphairoj,et al.  Receipt of Statins Is Associated With Lower Risk of Multiple Myeloma: Systematic Review and Meta-analysis. , 2020, Clinical lymphoma, myeloma & leukemia.

[46]  Yan Fu,et al.  Secreted Pyruvate Kinase M2 Promotes Lung Cancer Metastasis through Activating the Integrin Beta1/FAK Signaling Pathway. , 2020, Cell reports.

[47]  M. Vasconcelos,et al.  Multiple Myeloma: Available Therapies and Causes of Drug Resistance , 2020, Cancers.

[48]  R. Sanderson,et al.  Heparanase promotes myeloma stemness and in vivo tumorigenesis. , 2019, Matrix biology : journal of the International Society for Matrix Biology.

[49]  P. Voorhees,et al.  Extramedullary multiple myeloma , 2019, Leukemia.

[50]  J. Shah,et al.  Response to Therapy and the Effectiveness of Treatment with Selinexor and Dexamethasone in Patients with Penta-Exposed Triple-Class Refractory Myeloma Who Had Plasmacytomas , 2019, Blood.

[51]  Hee-Jin Kim,et al.  Alterations in the Transcriptional Programs of Myeloma Cells and the Microenvironment during Extramedullary Progression Affect Proliferation and Immune Evasion , 2019, Clinical Cancer Research.

[52]  E. Rizzatti,et al.  Whole-Body Imaging of Multiple Myeloma: Diagnostic Criteria. , 2019, Radiographics : a review publication of the Radiological Society of North America, Inc.

[53]  M. Dimopoulos,et al.  A real world multicenter retrospective study on extramedullary disease from Balkan Myeloma Study Group and Barcelona University: analysis of parameters that improve outcome , 2019, Haematologica.

[54]  S. Ševčíková,et al.  Extramedullary disease in multiple myeloma - controversies and future directions. , 2019, Blood reviews.

[55]  D. Dingli,et al.  Venetoclax for the treatment of multiple myeloma: Outcomes outside of clinical trials , 2019, American journal of hematology.

[56]  J. Vilo,et al.  g:Profiler: a web server for functional enrichment analysis and conversions of gene lists (2019 update) , 2019, Nucleic Acids Res..

[57]  J. Shah,et al.  Selinexor plus low-dose bortezomib and dexamethasone for patients with relapsed or refractory multiple myeloma. , 2018, Blood.

[58]  J. LaBelle,et al.  Flow Cytometry-Based Detection and Analysis of BCL-2 Family Proteins and Mitochondrial Outer Membrane Permeabilization (MOMP). , 2018, Methods in molecular biology.

[59]  T. Chu,et al.  CXCR4 Accelerates Osteoclastogenesis Induced by Non-Small Cell Lung Carcinoma Cells Through Self-Potentiation and VCAM1 Secretion , 2018, Cellular Physiology and Biochemistry.

[60]  S. Basak,et al.  The NF-κB Activating Pathways in Multiple Myeloma , 2018, Biomedicines.

[61]  H. Einsele,et al.  Phase I study of the heparanase inhibitor roneparstat: an innovative approach for ultiple myeloma therapy , 2018, Haematologica.

[62]  H. Kalofonos,et al.  ILK Expression in Colorectal Cancer Is Associated with EMT, Cancer Stem Cell Markers and Chemoresistance. , 2018, Cancer genomics & proteomics.

[63]  N. Kröger,et al.  Impact of extramedullary disease in patients with newly diagnosed multiple myeloma undergoing autologous stem cell transplantation: a study from the Chronic Malignancies Working Party of the EBMT , 2018, Haematologica.

[64]  C. Renner,et al.  Vemurafenib in combination with cobimetinib in relapsed and refractory extramedullary multiple myeloma harboring the BRAF V600E mutation , 2017, Hematological oncology.

[65]  N. Giuliani,et al.  Role of Galectins in Multiple Myeloma , 2017, International journal of molecular sciences.

[66]  M. Yao,et al.  Extramedullary plasmacytoma of the testis: A case report , 2017, Urology case reports.

[67]  Jinjun Li,et al.  Pigment epithelium-derived factor promotes tumor metastasis through an interaction with laminin receptor in hepatocellular carcinomas , 2017, Cell Death & Disease.

[68]  Jean-Michel Nguyen,et al.  Prospective Evaluation of Magnetic Resonance Imaging and [18F]Fluorodeoxyglucose Positron Emission Tomography-Computed Tomography at Diagnosis and Before Maintenance Therapy in Symptomatic Patients With Multiple Myeloma Included in the IFM/DFCI 2009 Trial: Results of the IMAJEM Study. , 2017, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[69]  R. Preissner,et al.  Statin and rottlerin small-molecule inhibitors restrict colon cancer progression and metastasis via MACC1 , 2017, PLoS biology.

[70]  David Tamborero,et al.  Identification of precision treatment strategies for relapsed/refractory multiple myeloma by functional drug sensitivity testing , 2017, Oncotarget.

[71]  R. Orlowski,et al.  Predictors of inferior clinical outcome in patients with standard‐risk multiple myeloma , 2017, European journal of haematology.

[72]  C. Mancini,et al.  Galectin-1 suppression delineates a new strategy to inhibit myeloma-induced angiogenesis and tumoral growth in vivo , 2016, Leukemia.

[73]  S. Rajkumar,et al.  Updated Diagnostic Criteria and Staging System for Multiple Myeloma. , 2016, American Society of Clinical Oncology educational book. American Society of Clinical Oncology. Annual Meeting.

[74]  M. Dimopoulos,et al.  Increased circulating VCAM-1 correlates with advanced disease and poor survival in patients with multiple myeloma: reduction by post-bortezomib and lenalidomide treatment , 2016, Blood Cancer Journal.

[75]  P. Moreau,et al.  How I treat extramedullary myeloma. , 2016, Blood.

[76]  A. Purushothaman,et al.  Heparanase-induced shedding of syndecan-1/CD138 in myeloma and endothelial cells activates VEGFR2 and an invasive phenotype: prevention by novel synstatins , 2016, Oncogenesis.

[77]  Xiaohong Xu,et al.  Pyruvate kinase isoform M2 (PKM2) participates in multiple myeloma cell proliferation, adhesion and chemoresistance. , 2015, Leukemia research.

[78]  M. Chiarini,et al.  CXCR4 Regulates Extra-Medullary Myeloma through Epithelial-Mesenchymal-Transition-like Transcriptional Activation. , 2015, Cell reports.

[79]  A. Azab,et al.  Hypoxia promotes stem cell-like phenotype in multiple myeloma cells , 2014, Blood Cancer Journal.

[80]  Coral Barbas,et al.  From numbers to a biological sense: How the strategy chosen for metabolomics data treatment may affect final results. A practical example based on urine fingerprints obtained by LC‐MS , 2013, Electrophoresis.

[81]  I. Ghobrial,et al.  Extramedullary multiple myeloma , 2013, Leukemia & lymphoma.

[82]  M. Tiemann,et al.  Cytogenetics of extramedullary manifestations in multiple myeloma , 2013, British journal of haematology.

[83]  V. Notario,et al.  The effects of PEDF on cancer biology: mechanisms of action and therapeutic potential , 2013, Nature Reviews Cancer.

[84]  B. Han,et al.  Overexpression of integrin-linked kinase correlates with malignant phenotype in non-small cell lung cancer and promotes lung cancer cell invasion and migration via regulating epithelial-mesenchymal transition (EMT)-related genes. , 2013, Acta histochemica.

[85]  Takafumi Yoshida,et al.  Pigment epithelium-derived factor (PEDF) inhibits survival and proliferation of VEGF-exposed multiple myeloma cells through its anti-oxidative properties. , 2013, Biochemical and biophysical research communications.

[86]  H. Einsele,et al.  Integrin-linked kinase is dispensable for multiple myeloma cell survival. , 2012, Leukemia research.

[87]  Daisuke Hoshino,et al.  Turnover of Focal Adhesions and Cancer Cell Migration , 2012, International journal of cell biology.

[88]  C. Yao,et al.  Targeting integrin-linked kinase increases apoptosis and decreases invasion of myeloma cell lines and inhibits IL-6 and VEGF secretion from BMSCs , 2011, Medical oncology.

[89]  R. Sanderson,et al.  Heparanase Plays a Dual Role in Driving Hepatocyte Growth Factor (HGF) Signaling by Enhancing HGF Expression and Activity*♦ , 2010, The Journal of Biological Chemistry.

[90]  B. Misselwitz,et al.  Hyperlipidemic myeloma: review of 53 cases , 2010, Annals of Hematology.

[91]  Y. Toiyama,et al.  Soluble VCAM-1 and its relation to disease progression in colorectal carcinoma , 2010 .

[92]  J. Keats,et al.  Classical and/or alternative NF-kappaB pathway activation in multiple myeloma. , 2010, Blood.

[93]  Saul H. Rosenberg,et al.  The Bcl-2 inhibitor ABT-263 enhances the response of multiple chemotherapeutic regimens in hematologic tumors in vivo , 2010, Cancer Chemotherapy and Pharmacology.

[94]  M. Mann,et al.  Universal sample preparation method for proteome analysis , 2009, Nature Methods.

[95]  K. Gelmon,et al.  QLT0267, a small molecule inhibitor targeting integrin-linked kinase (ILK), and docetaxel can combine to produce synergistic interactions linked to enhanced cytotoxicity, reductions in P-AKT levels, altered F-actin architecture and improved treatment outcomes in an orthotopic breast cancer model , 2009, Breast Cancer Research.

[96]  U. Fagerli,et al.  Elevated serum concentrations of activated hepatocyte growth factor activator in patients with multiple myeloma , 2008, European journal of haematology.

[97]  Takafumi Yoshida,et al.  Pigment Epithelium-Derived Factor (PEDF) Inhibits Multiple Myeloma through Suppressing NADPH Oxidase ROS Generation. , 2005 .

[98]  M. Spaargaren,et al.  Multiple myeloma cells catalyze hepatocyte growth factor (HGF) activation by secreting the serine protease HGF-activator. , 2004, Blood.

[99]  A. Olshen,et al.  Insights into extramedullary tumour cell growth revealed by expression profiling of human plasmacytomas and multiple myeloma , 2003, British journal of haematology.

[100]  Hong-yu Yang,et al.  Association of VCAM-1 overexpression with oncogenesis, tumor angiogenesis and metastasis of gastric carcinoma. , 2003, World journal of gastroenterology.

[101]  T. Rasmussen,et al.  Differential expression of CD56 and CD44 in the evolution 
of extramedullary myeloma , 2002, British journal of haematology.

[102]  K. Syrigos,et al.  Serum levels of E-selectin, ICAM-1 and VCAM-1 in colorectal cancer patients: correlations with clinicopathological features, patient survival and tumour surgery. , 2001, European journal of cancer.

[103]  M. Inagaki,et al.  Soluble VCAM-1 induces chemotaxis of Jurkat and synovial fluid T cells bearing high affinity very late antigen-4. , 1998, Journal of immunology.

[104]  B. Klein,et al.  Plasmablastic morphology--an independent prognostic factor with clinical and laboratory correlates: Eastern Cooperative Oncology Group (ECOG) myeloma trial E9486 report by the ECOG Myeloma Laboratory Group. , 1998, Blood.

[105]  P. Sonneveld,et al.  Multiple myeloma , 2017, Nature Reviews Disease Primers.

[106]  S. Rajkumar Updated Diagnostic Criteria and Staging System for Multiple Myeloma. , 2016, American Society of Clinical Oncology educational book. American Society of Clinical Oncology. Annual Meeting.

[107]  J. Keats,et al.  Classical and/or Alternative NFkB pathway activation in multiple myeloma , 2009 .

[108]  C. Eyers Universal sample preparation method for proteome analysis , 2009 .

[109]  O. Cope,et al.  Multiple myeloma. , 1948, The New England journal of medicine.