1
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van Nieuwenhuijzen N, Cuenca M, Abbink L, Jak M, Peperzak V, Minnema MC. Identifying clinical response to daratumumab therapy in relapsed/refractory multiple myeloma using a patient-derived in vitro model. EJHAEM 2024; 5:141-146. [PMID: 38406516 PMCID: PMC10887349 DOI: 10.1002/jha2.824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 10/30/2023] [Accepted: 11/03/2023] [Indexed: 02/27/2024]
Abstract
Response to daratumumab in patients with relapsed/refractory multiple myeloma is heterogeneous, and a reliable biomarker of response is lacking. We aimed to develop a method that identifies response to daratumumab therapy. Patient-derived MM cells were collected before start of daratumumab treatment and were cultured in a hydrogel-based culture system. The extent of antibody-dependent cellular cytotoxicity and complement-dependent cytotoxicity in vitro was associated with both clinical response and progression-free survival in corresponding patients. Together, our results demonstrate that in vitro sensitivity to daratumumab therapy in a hydrogel culture with primary MM cells might be used to identify patients most likely to benefit from treatment.
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Affiliation(s)
- Niels van Nieuwenhuijzen
- Department of HematologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
- Center for Translational ImmunologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
| | - Marta Cuenca
- Center for Translational ImmunologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
| | - Leonie Abbink
- Department of HematologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
- Center for Translational ImmunologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
| | - Margot Jak
- Department of HematologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
| | - Victor Peperzak
- Center for Translational ImmunologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
| | - Monique C. Minnema
- Department of HematologyUniversity Medical Center Utrecht, Utrecht UniversityUtrechtThe Netherlands
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2
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Rojas-Zambrano PM, Meyer-Herrera JE, Ruiz-Aparicio PF, Vernot JP. Simultaneously Targeting Two Coupled Signalling Molecules in the Mesenchymal Stem Cell Support Efficiently Sensitises the Multiple Myeloma Cell Line H929 to Bortezomib. Int J Mol Sci 2023; 24:ijms24098157. [PMID: 37175864 PMCID: PMC10178910 DOI: 10.3390/ijms24098157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 04/22/2023] [Accepted: 04/27/2023] [Indexed: 05/15/2023] Open
Abstract
Several studies have shown that diverse components of the bone marrow (BM) microenvironment play a central role in the progression, pathophysiology, and drug resistance in multiple myeloma (MM). In particular, the dynamic interaction between BM mesenchymal stem cells (BM-MSC) and MM cells has shown great relevance. Here we showed that inhibiting both PKC and NF-κB signalling pathways in BM-MSC reduced cell survival in the MM cell line H929 and increased its susceptibility to the proteasome inhibitor bortezomib. PKC-mediated cell survival inhibition and bortezomib susceptibility induction were better performed by the chimeric peptide HKPS than by the classical enzastaurin inhibitor, probably due to its greatest ability to inhibit cell adhesion and its increased capability to counteract the NF-κB-related signalling molecules increased by the co-cultivation of BM-MSC with H929 cells. Thus, inhibiting two coupled signalling molecules in BM-MSC was more effective in blocking the supportive cues emerging from the mesenchymal stroma. Considering that H929 cells were also directly susceptible to PKC and NF-κB inhibition, we showed that treatment of co-cultures with the HKPS peptide and BAY11-7082, followed by bortezomib, increased H929 cell death. Therefore, targeting simultaneously connected signalling elements of BM-MSC responsible for MM cells support with compounds that also have anti-MM activity can be an improved treatment strategy.
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Affiliation(s)
- P M Rojas-Zambrano
- Grupo de Investigación Fisiología Celular y Molecular, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia
| | - J E Meyer-Herrera
- Grupo de Investigación Fisiología Celular y Molecular, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia
| | - P F Ruiz-Aparicio
- Grupo de Investigación Fisiología Celular y Molecular, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia
| | - J P Vernot
- Grupo de Investigación Fisiología Celular y Molecular, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia
- Instituto de Investigaciones Biomédicas, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá 111321, Colombia
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3
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Ehlers FAI, Mahaweni NM, van de Waterweg Berends A, Saya T, Bos GMJ, Wieten L. Exploring the potential of combining IL-2-activated NK cells with an anti-PDL1 monoclonal antibody to target multiple myeloma-associated macrophages. Cancer Immunol Immunother 2023; 72:1789-1801. [PMID: 36656341 DOI: 10.1007/s00262-022-03365-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 12/30/2022] [Indexed: 01/20/2023]
Abstract
Multiple myeloma (MM) is an incurable disease, characterized by malignant plasma cells in the bone marrow. MM growth is largely dependent on the tumor microenvironment (TME), consisting of complex cellular networks that shape a tumor-permissive environment. Within the TME, tumor-associated cells (TAC) comprise heterogeneous cell populations that collectively support immunosuppression. Reshaping the TME toward an immunostimulatory environment may enhance effectiveness of immunotherapies. Here, we investigated interactions between donor-derived natural killer (NK) cells and TAC, like tumor-associated macrophages (TAM) and M1 macrophages, and assessed whether anti-tumor effector functions of NK cells could be enhanced by an ADCC-triggering antibody targeting macrophages. Monocytes were polarized in vitro toward either M1 or TAM before co-culture with high-dose IL-2-activated NK cells. NK cell responses were assessed by measuring degranulation (CD107a) and IFN-γ production. We found that NK cells degranulated and produced IFN-γ upon interaction with both macrophage types. NK cell responses against PD-L1+ M1 macrophages could be further enhanced by Avelumab, an anti-PD-L1- and ADCC-inducing antibody. Additionally, NK cell responses were influenced by HLA class I, shown by stronger degranulation in NK cell subsets for which the corresponding HLA ligand was absent on the macrophage target cells (KIR-ligand mismatch) compared to degranulation in the presence of the HLA ligand (KIR-ligand match). Our results suggest that NK cells could, next to killing tumor cells, get activated upon interaction with TAC, like M1 macrophages and TAMs, and that NK cells combined with PD-L1 blocking antibodies with ADCC potential could, through IFN-γ secretion, promote a more immune-favorable TME.
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Affiliation(s)
- Femke A I Ehlers
- Department of Transplantation Immunology, Tissue Typing Laboratory, Maastricht University Medical Center+, Maastricht, The Netherlands.,Department of Internal Medicine, Division of Hematology, Maastricht University Medical Center+, Maastricht, The Netherlands.,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands
| | - Niken M Mahaweni
- Department of Transplantation Immunology, Tissue Typing Laboratory, Maastricht University Medical Center+, Maastricht, The Netherlands.,Department of Internal Medicine, Division of Hematology, Maastricht University Medical Center+, Maastricht, The Netherlands.,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands
| | - Annet van de Waterweg Berends
- Department of Transplantation Immunology, Tissue Typing Laboratory, Maastricht University Medical Center+, Maastricht, The Netherlands.,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands
| | - Thara Saya
- Department of Transplantation Immunology, Tissue Typing Laboratory, Maastricht University Medical Center+, Maastricht, The Netherlands.,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands
| | - Gerard M J Bos
- Department of Internal Medicine, Division of Hematology, Maastricht University Medical Center+, Maastricht, The Netherlands.,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands
| | - Lotte Wieten
- Department of Transplantation Immunology, Tissue Typing Laboratory, Maastricht University Medical Center+, Maastricht, The Netherlands. .,GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands.
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4
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Lourenço D, Lopes R, Pestana C, Queirós AC, João C, Carneiro EA. Patient-Derived Multiple Myeloma 3D Models for Personalized Medicine-Are We There Yet? Int J Mol Sci 2022; 23:12888. [PMID: 36361677 PMCID: PMC9657251 DOI: 10.3390/ijms232112888] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 10/19/2022] [Accepted: 10/22/2022] [Indexed: 12/03/2023] Open
Abstract
Despite the wide variety of existing therapies, multiple myeloma (MM) remains a disease with dismal prognosis. Choosing the right treatment for each patient remains one of the major challenges. A new approach being explored is the use of ex vivo models for personalized medicine. Two-dimensional culture or animal models often fail to predict clinical outcomes. Three-dimensional ex vivo models using patients' bone marrow (BM) cells may better reproduce the complexity and heterogeneity of the BM microenvironment. Here, we review the strengths and limitations of currently existing patient-derived ex vivo three-dimensional MM models. We analyze their biochemical and biophysical properties, molecular and cellular characteristics, as well as their potential for drug testing and identification of disease biomarkers. Furthermore, we discuss the remaining challenges and give some insight on how to achieve a more biomimetic and accurate MM BM model. Overall, there is still a need for standardized culture methods and refined readout techniques. Including both myeloma and other cells of the BM microenvironment in a simple and reproducible three-dimensional scaffold is the key to faithfully mapping and examining the relationship between these players in MM. This will allow a patient-personalized profile, providing a powerful tool for clinical and research applications.
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Affiliation(s)
- Diana Lourenço
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
- Faculty of Medicine, University of Coimbra, 3000-548 Coimbra, Portugal
| | - Raquel Lopes
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
- Faculty of Medicine, University of Lisbon, 1649-028 Lisbon, Portugal
| | - Carolina Pestana
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
- Centre of Statistics and Its Applications, Faculty of Sciences, University of Lisbon, 1749-016 Lisbon, Portugal
| | - Ana C. Queirós
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
| | - Cristina João
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
- Faculty of Medical Sciences, NOVA Medical School, 1169-056 Lisbon, Portugal
- Hemato-Oncology Department of Champalimaud Foundation, 1400-038 Lisbon, Portugal
| | - Emilie Arnault Carneiro
- Myeloma Lymphoma Research Group—Champalimaud Experimental Clinical Research Programme of Champalimaud Foundation, 1400-038 Lisbon, Portugal
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5
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Goh J, De Mel S, Hoppe MM, Mohd Abdul Rashid MB, Zhang XY, Jaynes P, Ka Yan Ng E, Rahmat NDB, Jayalakshmi, Liu CX, Poon L, Chan E, Lee J, Chee YL, Koh LP, Tan LK, Soh TG, Yuen YC, Loi HY, Ng SB, Goh X, Eu D, Loh S, Ng S, Tan D, Cheah DMZ, Pang WL, Huang D, Ong SY, Nagarajan C, Chan JY, Ha JCH, Khoo LP, Somasundaram N, Tang T, Ong CK, Chng WJ, Lim ST, Chow EK, Jeyasekharan AD. An ex vivo platform to guide drug combination treatment in relapsed/refractory lymphoma. Sci Transl Med 2022; 14:eabn7824. [PMID: 36260690 DOI: 10.1126/scitranslmed.abn7824] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Although combination therapy is the standard of care for relapsed/refractory non-Hodgkin's lymphoma (RR-NHL), combination treatment chosen for an individual patient is empirical, and response rates remain poor in individuals with chemotherapy-resistant disease. Here, we evaluate an experimental-analytic method, quadratic phenotypic optimization platform (QPOP), for prediction of patient-specific drug combination efficacy from a limited quantity of biopsied tumor samples. In this prospective study, we enrolled 71 patients with RR-NHL (39 B cell NHL and 32 NK/T cell NHL) with a median of two prior lines of treatment, at two academic hospitals in Singapore from November 2017 to August 2021. Fresh biopsies underwent ex vivo testing using a panel of 12 drugs with known efficacy against NHL to identify effective single and combination treatments. Individualized QPOP reports were generated for 67 of 75 patient samples, with a median turnaround time of 6 days from sample collection to report generation. Doublet drug combinations containing copanlisib or romidepsin were most effective against B cell NHL and NK/T cell NHL samples, respectively. Off-label QPOP-guided therapy offered at physician discretion in the absence of standard options (n = 17) resulted in five complete responses. Among patients with more than two prior lines of therapy, the rates of progressive disease were lower with QPOP-guided treatments than with conventional chemotherapy. Overall, this study shows that the identification of patient-specific drug combinations through ex vivo analysis was achievable for RR-NHL in a clinically applicable time frame. These data provide the basis for a prospective clinical trial evaluating ex vivo-guided combination therapy in RR-NHL.
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Affiliation(s)
- Jasmine Goh
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | - Sanjay De Mel
- NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Michal M Hoppe
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | | | - Xi Yun Zhang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | - Patrick Jaynes
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | - Esther Ka Yan Ng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | | | - Jayalakshmi
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore
| | - Clementine Xin Liu
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Limei Poon
- NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Esther Chan
- NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Joanne Lee
- NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Yen Lin Chee
- NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Liang Piu Koh
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore
| | - Lip Kun Tan
- Department of Laboratory Medicine, National University Hospital, Singapore 119074, Singapore
| | - Teck Guan Soh
- Department of Laboratory Medicine, National University Hospital, Singapore 119074, Singapore
| | - Yi Ching Yuen
- Department of Pharmacy, National University Health System, Singapore 119074, Singapore
| | - Hoi-Yin Loi
- Department of Diagnostic Imaging, National University Hospital, Singapore 119074, Singapore
| | - Siok-Bian Ng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.,NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Xueying Goh
- Department of Otolaryngology, National University Hospital, Singapore 119074, Singapore
| | - Donovan Eu
- Department of Otolaryngology, National University Hospital, Singapore 119074, Singapore
| | - Stanley Loh
- Department of Diagnostic Imaging, National University Hospital, Singapore 119074, Singapore
| | - Sheldon Ng
- Department of Diagnostic Imaging, National University Hospital, Singapore 119074, Singapore
| | - Daryl Tan
- Mount Elizabeth Novena Hospital, Singapore 329563, Singapore.,Department of Haematology, Singapore General Hospital, Singapore 169608, Singapore
| | - Daryl Ming Zhe Cheah
- Lymphoma Genomic Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Wan Lu Pang
- Lymphoma Genomic Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Dachuan Huang
- Lymphoma Genomic Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Shin Yeu Ong
- Department of Haematology, Singapore General Hospital, Singapore 169608, Singapore
| | | | - Jason Yongsheng Chan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.,SingHealth Duke-NUS Blood Cancer Centre, Singapore 168582, Singapore
| | - Jeslin Chian Hung Ha
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Lay Poh Khoo
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Nagavalli Somasundaram
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Tiffany Tang
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Choon Kiat Ong
- Lymphoma Genomic Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore 169610, Singapore.,Programme in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore 169857, Singapore.,Genome Institute of Singapore, A*STAR, Singapore 138672, Singapore
| | - Wee-Joo Chng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.,NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore.,Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Soon Thye Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.,SingHealth Duke-NUS Blood Cancer Centre, Singapore 168582, Singapore.,Office of Education, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Edward K Chow
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.,NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore.,N.1 Institute for Health, National University of Singapore, Singapore 117456, Singapore.,Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Anand D Jeyasekharan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.,NUS Center for Cancer Research (N2CR), Yong Loo Lin School of Medicine, National University Singapore, Singapore 117599, Singapore.,Department of Haematology-Oncology, National University Cancer Institute, Singapore, National University Health System, Singapore 119074, Singapore.,Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
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6
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Araújo R, Martin V, Ferreira R, Fernandes MH, Gomes PS. A new ex vivo model of the bone tissue response to the hyperglycemic environment - The embryonic chicken femur organotypic culture in high glucose conditions. Bone 2022; 158:116355. [PMID: 35151894 DOI: 10.1016/j.bone.2022.116355] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/01/2022] [Accepted: 02/07/2022] [Indexed: 11/02/2022]
Abstract
Diabetes mellitus (DM) embrace a group of chronic metabolic conditions with a high morbidity, causing deleterious effects in different tissues and organs, including bone. Hyperglycemia seems to be one of the most contributing etiological factors of bone-related alterations, altering metabolic functionality and inducing morphological adaptations. Despite the established models for the assessment of bone functionality in hyperglycemic conditions, in vitro studies present a limited representativeness given the imperfect cell-cell and cell-matrix interactions, and restricted three-dimensional spatial arrangement; while in vivo studies raise ethical issues and offer limited mechanistic characterization, given the modulatory influence of many systemic factors and/or regulatory systems. Accordingly, the aim of this study is to establish and characterize an innovative ex vivo model of the bone tissue response to hyperglycemia, reaching hand of the organotypic culture of embryonic chicken femurs in high glucose conditions, showcasing the integrative responsiveness of the model regarding hyperglycemia-induced alterations. A thorough assessment of the cellular and tissue functionality was further conducted. Results show that, in high glucose conditions, femurs presented an increased cell proliferation and enhanced collagen production, despite the altered protein synthesis, substantiated by the increased carbonyl content. Gene expression analysis evidenced that high glucose levels induced the expression of pro-inflammatory and early osteogenic markers, further impairing the expression of late osteogenic markers. Furthermore, the tissue morphological organization and matrix mineralization were significantly altered by high glucose levels, as evidenced by histological, histochemical and microtomographic evaluations. Attained data is coherent with acknowledged hyperglycemia-induced bone tissue alterations, validating the models' effectiveness, and evidencing its integrative responsiveness regarding cell proliferation, gene and protein expression, and tissue morpho-functional organization. The assessed ex vivo model conjoins the capability to access both cellular and tissue outcomes in the absence of a systemic modulatory influence, outreaching the functionality of current experimental in vitro and in vivo models of the diabetic bone condition.
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Affiliation(s)
- Rita Araújo
- Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal; REQUIMTE/LAQV, University of Porto, Porto, Portugal
| | - Victor Martin
- Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal; REQUIMTE/LAQV, University of Porto, Porto, Portugal
| | - Rita Ferreira
- Department of Chemistry, University of Aveiro, Portugal; REQUIMTE/LAQV, University of Aveiro, Aveiro, Portugal
| | - Maria Helena Fernandes
- Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal; REQUIMTE/LAQV, University of Porto, Porto, Portugal
| | - Pedro Sousa Gomes
- Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal; REQUIMTE/LAQV, University of Porto, Porto, Portugal.
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7
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Wu D, Wang Z, Li J, Song Y, Perez MEM, Wang Z, Cao X, Cao C, Maharjan S, Anderson KC, Chauhan D, Zhang YS. A 3D-Bioprinted Multiple Myeloma Model. Adv Healthc Mater 2022; 11:e2100884. [PMID: 34558232 PMCID: PMC8940744 DOI: 10.1002/adhm.202100884] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 09/05/2021] [Indexed: 11/05/2022]
Abstract
Multiple myeloma (MM) is a malignancy of plasma cells accounting for ≈12% of hematological malignancies. In this study, the fabrication of a high-content in vitro MM model using a coaxial extrusion bioprinting method is reported, allowing formation of a human bone marrow-like microenvironment featuring an outer mineral-containing sheath and the inner soft hydrogel-based core. MM cells are mono-cultured or co-cultured with HS5 stromal cells that can release interleukin-6 (IL-6), where the cells show superior behaviors and responses to bortezomib in 3D models than in the planar cultures. Tocilizumab, a recombinant humanized anti-IL-6 receptor (IL-6R), is investigated for its efficacy to enhance the chemosensitivity of bortezomib on MM cells cultured in the 3D model by inhibiting IL-6R. More excitingly, in a proof-of-concept demonstration, it is revealed that patient-derived MM cells can be maintained in 3D-bioprinted microenvironment with decent viability for up to 7 days evaluated, whereas they completely die off in planar culture as soon as 5 days. In conclusion, a 3D-bioprinted MM model is fabricated to emulate some characteristics of the human bone marrow to promote growth and proliferation of the encapsulated MM cells, providing new insights for MM modeling, drug development, and personalized therapy in the future.
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Affiliation(s)
- Di Wu
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Zongyi Wang
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Jun Li
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Yan Song
- LeBow Institute for Myeloma Therapeutics and Jerome Lipper Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Manuel Everardo Mondragon Perez
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Zixuan Wang
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Xia Cao
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Changliang Cao
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Sushila Maharjan
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
| | - Kenneth C Anderson
- LeBow Institute for Myeloma Therapeutics and Jerome Lipper Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Dharminder Chauhan
- LeBow Institute for Myeloma Therapeutics and Jerome Lipper Myeloma Center, Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Yu Shrike Zhang
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, MA, 02139, USA
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8
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Alhallak K, Jeske A, de la Puente P, Sun J, Fiala M, Azab F, Muz B, Sahin I, Vij R, DiPersio JF, Azab AK. A pilot study of 3D tissue-engineered bone marrow culture as a tool to predict patient response to therapy in multiple myeloma. Sci Rep 2021; 11:19343. [PMID: 34588522 PMCID: PMC8481555 DOI: 10.1038/s41598-021-98760-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 09/07/2021] [Indexed: 12/28/2022] Open
Abstract
Cancer patients undergo detrimental toxicities and ineffective treatments especially in the relapsed setting, due to failed treatment attempts. The development of a tool that predicts the clinical response of individual patients to therapy is greatly desired. We have developed a novel patient-derived 3D tissue engineered bone marrow (3DTEBM) technology that closely recapitulate the pathophysiological conditions in the bone marrow and allows ex vivo proliferation of tumor cells of hematologic malignancies. In this study, we used the 3DTEBM to predict the clinical response of individual multiple myeloma (MM) patients to different therapeutic regimens. We found that while no correlation was observed between in vitro efficacy in classic 2D culture systems of drugs used for MM with their clinical efficacious concentration, the efficacious concentration in the 3DTEBM were directly correlated. Furthermore, the 3DTEBM model retrospectively predicted the clinical response to different treatment regimens in 89% of the MM patient cohort. These results demonstrated that the 3DTEBM is a feasible platform which can predict MM clinical responses with high accuracy and within a clinically actionable time frame. Utilization of this technology to predict drug efficacy and the likelihood of treatment failure could significantly improve patient care and treatment in many ways, particularly in the relapsed and refractory setting. Future studies are needed to validate the 3DTEBM model as a tool for predicting clinical efficacy.
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Affiliation(s)
- Kinan Alhallak
- Department of Radiation Oncology, Washington University School of Medicine, 4511 Forest Park Ave, St. Louis, MO, 63108, USA.,Department of Biomedical Engineering, Washington University, St. Louis, MO, USA
| | - Amanda Jeske
- Department of Radiation Oncology, Washington University School of Medicine, 4511 Forest Park Ave, St. Louis, MO, 63108, USA.,Department of Biomedical Engineering, Washington University, St. Louis, MO, USA.,Cellatrix LLC, St. Louis, MO, USA
| | - Pilar de la Puente
- Cellatrix LLC, St. Louis, MO, USA.,Cancer Biology and Immunotherapies Group, Sanford Research, Sioux Falls, SD, USA
| | - Jennifer Sun
- Department of Radiation Oncology, Washington University School of Medicine, 4511 Forest Park Ave, St. Louis, MO, 63108, USA.,Department of Biomedical Engineering, Washington University, St. Louis, MO, USA
| | - Mark Fiala
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | | | - Barbara Muz
- Department of Radiation Oncology, Washington University School of Medicine, 4511 Forest Park Ave, St. Louis, MO, 63108, USA
| | - Ilyas Sahin
- Division of Hematology/Oncology, The Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Ravi Vij
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - John F DiPersio
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Abdel Kareem Azab
- Department of Radiation Oncology, Washington University School of Medicine, 4511 Forest Park Ave, St. Louis, MO, 63108, USA. .,Department of Biomedical Engineering, Washington University, St. Louis, MO, USA. .,Cellatrix LLC, St. Louis, MO, USA.
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9
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Abstract
ABSTRACT Multiple myeloma is a hematological malignancy of differentiated B cells that resides primarily in bone marrow niches. Its interaction with the microenvironment is known to provide a survival advantage and plays an important role in drug resistance. Despite the increased efficacy of new treatment drugs, clinical results oftentimes fall short of in vitro observations, and this disease remains incurable. Conventional 2-dimensional cultures used to perform chemosensitivity assays and the established multiple myeloma cells lines commonly used do not replicate the conditions seen in vivo. This review presents various 3-dimensional culture platforms for myeloma that attempt to overcome this obstacle by incorporating aspects of the tumor microenvironment. The unique features of each model and contributions they have provided in personalized medicine, tumor physiology, and chemosensitivity assays will be summarized.
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10
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Firer MA, Shapira MY, Luboshits G. The Impact of Induction Regimes on Immune Responses in Patients with Multiple Myeloma. Cancers (Basel) 2021; 13:4090. [PMID: 34439244 PMCID: PMC8393868 DOI: 10.3390/cancers13164090] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 08/10/2021] [Accepted: 08/11/2021] [Indexed: 12/16/2022] Open
Abstract
Current standard frontline therapy for newly diagnosed patients with multiple myeloma (NDMM) involves induction therapy, autologous stem cell transplantation (ASCT), and maintenance therapy. Major efforts are underway to understand the biological and the clinical impacts of each stage of the treatment protocols on overall survival statistics. The most routinely used drugs in the pre-ASCT "induction" regime have different mechanisms of action and are employed either as monotherapies or in various combinations. Aside from their direct effects on cancer cell mortality, these drugs are also known to have varying effects on immune cell functionality. The question remains as to how induction therapy impacts post-ASCT immune reconstitution and anti-tumor immune responses. This review provides an update on the known immune effects of melphalan, dexamethasone, lenalidomide, and bortezomib commonly used in the induction phase of MM therapy. By analyzing the actions of each individual drug on the immune system, we suggest it might be possible to leverage their effects to rationally devise more effective induction regimes. Given the genetic heterogeneity between myeloma patients, it may also be possible to identify subgroups of patients for whom particular induction drug combinations would be more appropriate.
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Affiliation(s)
- Michael A. Firer
- Department Chemical Engineering, Ariel University, Ariel 40700, Israel;
- Adelson School of Medicine, Ariel University, Ariel 40700, Israel
- Ariel Center for Applied Cancer Research, Ariel University, Ariel 40700, Israel
| | - Michael Y. Shapira
- The Hematology Institute, Assuta Medical Center, Tel Aviv 6971028, Israel;
| | - Galia Luboshits
- Department Chemical Engineering, Ariel University, Ariel 40700, Israel;
- Ariel Center for Applied Cancer Research, Ariel University, Ariel 40700, Israel
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11
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Pisano M, Cheng Y, Sun F, Dhakal B, D’Souza A, Chhabra S, Knight JM, Rao S, Zhan F, Hari P, Janz S. Laboratory Mice - A Driving Force in Immunopathology and Immunotherapy Studies of Human Multiple Myeloma. Front Immunol 2021; 12:667054. [PMID: 34149703 PMCID: PMC8206561 DOI: 10.3389/fimmu.2021.667054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 04/28/2021] [Indexed: 11/13/2022] Open
Abstract
Mouse models of human cancer provide an important research tool for elucidating the natural history of neoplastic growth and developing new treatment and prevention approaches. This is particularly true for multiple myeloma (MM), a common and largely incurable neoplasm of post-germinal center, immunoglobulin-producing B lymphocytes, called plasma cells, that reside in the hematopoietic bone marrow (BM) and cause osteolytic lesions and kidney failure among other forms of end-organ damage. The most widely used mouse models used to aid drug and immunotherapy development rely on in vivo propagation of human myeloma cells in immunodeficient hosts (xenografting) or myeloma-like mouse plasma cells in immunocompetent hosts (autografting). Both strategies have made and continue to make valuable contributions to preclinical myeloma, including immune research, yet are ill-suited for studies on tumor development (oncogenesis). Genetically engineered mouse models (GEMMs), such as the widely known Vκ*MYC, may overcome this shortcoming because plasma cell tumors (PCTs) develop de novo (spontaneously) in a highly predictable fashion and accurately recapitulate many hallmarks of human myeloma. Moreover, PCTs arise in an intact organism able to mount a complete innate and adaptive immune response and tumor development reproduces the natural course of human myelomagenesis, beginning with monoclonal gammopathy of undetermined significance (MGUS), progressing to smoldering myeloma (SMM), and eventually transitioning to frank neoplasia. Here we review the utility of transplantation-based and transgenic mouse models of human MM for research on immunopathology and -therapy of plasma cell malignancies, discuss strengths and weaknesses of different experimental approaches, and outline opportunities for closing knowledge gaps, improving the outcome of patients with myeloma, and working towards a cure.
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Affiliation(s)
- Michael Pisano
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
- Interdisciplinary Graduate Program in Immunology, University of Iowa, Iowa City, IA, United States
| | - Yan Cheng
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Fumou Sun
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Binod Dhakal
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Anita D’Souza
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Saurabh Chhabra
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Jennifer M. Knight
- Departments of Psychiatry, Medicine, and Microbiology & Immunology, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Sridhar Rao
- Division of Hematology, Oncology and Marrow Transplant, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, United States
- Blood Research Institute, Versiti Wisconsin, Milwaukee, WI, United States
| | - Fenghuang Zhan
- Myeloma Center, Department of Internal Medicine and Winthrop P. Rockefeller Cancer Institute, University of Arkansas for Medical Sciences, Little Rock, AR, United States
| | - Parameswaran Hari
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
| | - Siegfried Janz
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
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12
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Giannakoulas N, Ntanasis-Stathopoulos I, Terpos E. The Role of Marrow Microenvironment in the Growth and Development of Malignant Plasma Cells in Multiple Myeloma. Int J Mol Sci 2021; 22:ijms22094462. [PMID: 33923357 PMCID: PMC8123209 DOI: 10.3390/ijms22094462] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Revised: 04/20/2021] [Accepted: 04/22/2021] [Indexed: 12/16/2022] Open
Abstract
The development and effectiveness of novel therapies in multiple myeloma have been established in large clinical trials. However, multiple myeloma remains an incurable malignancy despite significant therapeutic advances. Accumulating data have elucidated our understanding of the genetic background of the malignant plasma cells along with the role of the bone marrow microenvironment. Currently, the interaction among myeloma cells and the components of the microenvironment are considered crucial in multiple myeloma pathogenesis. Adhesion molecules, cytokines and the extracellular matrix play a critical role in the interplay among genetically transformed clonal plasma cells and stromal cells, leading to the proliferation, progression and survival of myeloma cells. In this review, we provide an overview of the multifaceted role of the bone marrow microenvironment in the growth and development of malignant plasma cells in multiple myeloma.
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Affiliation(s)
- Nikolaos Giannakoulas
- Department of Hematology of University Hospital of Larisa, Faculty of Medicine, University of Thessaly, 41110 Larisa, Greece;
| | - Ioannis Ntanasis-Stathopoulos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, 11528 Athens, Greece;
| | - Evangelos Terpos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, 11528 Athens, Greece;
- Correspondence:
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13
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Fan F, Malvestiti S, Vallet S, Lind J, Garcia-Manteiga JM, Morelli E, Jiang Q, Seckinger A, Hose D, Goldschmidt H, Stadlbauer A, Sun C, Mei H, Pecherstorfer M, Bakiri L, Wagner EF, Tonon G, Sattler M, Hu Y, Tassone P, Jaeger D, Podar K. JunB is a key regulator of multiple myeloma bone marrow angiogenesis. Leukemia 2021; 35:3509-3525. [PMID: 34007044 PMCID: PMC8632680 DOI: 10.1038/s41375-021-01271-9] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 04/14/2021] [Accepted: 04/28/2021] [Indexed: 02/04/2023]
Abstract
Bone marrow (BM) angiogenesis significantly influences disease progression in multiple myeloma (MM) patients and correlates with adverse prognosis. The present study shows a statistically significant correlation of the AP-1 family member JunB with VEGF, VEGFB, and IGF1 expression levels in MM. In contrast to the angiogenic master regulator Hif-1α, JunB protein levels were independent of hypoxia. Results in tumor-cell models that allow the induction of JunB knockdown or JunB activation, respectively, corroborated the functional role of JunB in the production and secretion of these angiogenic factors (AFs). Consequently, conditioned media derived from MM cells after JunB knockdown or JunB activation either inhibited or stimulated in vitro angiogenesis. The impact of JunB on MM BM angiogenesis was finally confirmed in a dynamic 3D model of the BM microenvironment, a xenograft mouse model as well as in patient-derived BM sections. In summary, in continuation of our previous study (Fan et al., 2017), the present report reveals for the first time that JunB is not only a mediator of MM cell survival, proliferation, and drug resistance, but also a promoter of AF transcription and consequently of MM BM angiogenesis. Our results thereby underscore worldwide efforts to target AP-1 transcription factors such as JunB as a promising strategy in MM therapy.
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Affiliation(s)
- Fengjuan Fan
- grid.412839.50000 0004 1771 3250Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China ,grid.7700.00000 0001 2190 4373Department of Medical Oncology, National Center for Tumor Diseases (NCT), University of Heidelberg, Heidelberg, Germany
| | - Stefano Malvestiti
- grid.7700.00000 0001 2190 4373Department of Medical Oncology, National Center for Tumor Diseases (NCT), University of Heidelberg, Heidelberg, Germany
| | - Sonia Vallet
- grid.488547.2Department of Internal Medicine II, University Hospital Krems, Krems an der Donau, Austria ,grid.459693.4Molecular Oncology and Hematology Unit, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
| | - Judith Lind
- grid.459693.4Molecular Oncology and Hematology Unit, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
| | - Jose Manuel Garcia-Manteiga
- grid.18887.3e0000000417581884Center for Translational Genomics and Bioinformatics, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Eugenio Morelli
- grid.411489.10000 0001 2168 2547Department of Experimental and Clinical Medicine, University “Magna Græcia” of Catanzaro, Catanzaro, Italy ,grid.38142.3c000000041936754XDepartment of Medicine, Harvard Medical School, Boston, MA USA
| | - Qinyue Jiang
- grid.412839.50000 0004 1771 3250Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Anja Seckinger
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Heidelberg, Germany ,grid.8767.e0000 0001 2290 8069Laboratory of Hematology and Immunology & Laboratory for Myeloma Research, Vrije Universiteit Brussel (VUB) Belgium, Brussels, Belgium
| | - Dirk Hose
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Heidelberg, Germany ,grid.8767.e0000 0001 2290 8069Laboratory of Hematology and Immunology & Laboratory for Myeloma Research, Vrije Universiteit Brussel (VUB) Belgium, Brussels, Belgium
| | - Hartmut Goldschmidt
- grid.7700.00000 0001 2190 4373Department of Medical Oncology, National Center for Tumor Diseases (NCT), University of Heidelberg, Heidelberg, Germany ,grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Heidelberg, Germany
| | - Andreas Stadlbauer
- grid.5330.50000 0001 2107 3311Department of Neurosurgery, Friedrich-Alexander University (FAU) Erlangen-Nürnberg, Erlangen, Germany ,grid.459693.4Institute of Medical Radiology, University Hospital St. Pölten, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
| | - Chunyan Sun
- grid.412839.50000 0004 1771 3250Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Heng Mei
- grid.412839.50000 0004 1771 3250Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Martin Pecherstorfer
- grid.488547.2Department of Internal Medicine II, University Hospital Krems, Krems an der Donau, Austria
| | - Latifa Bakiri
- grid.22937.3d0000 0000 9259 8492Genes & Disease Group, Department of Dermatology, Medical University of Vienna (MUW), Vienna, Austria
| | - Erwin F. Wagner
- grid.22937.3d0000 0000 9259 8492Genes & Disease Group, Department of Dermatology, Medical University of Vienna (MUW), Vienna, Austria ,grid.22937.3d0000 0000 9259 8492Genes & Disease Group, Department of Laboratory Medicine, Medical University of Vienna (MUW), Vienna, Austria
| | - Giovanni Tonon
- grid.18887.3e0000000417581884Center for Translational Genomics and Bioinformatics, IRCCS San Raffaele Scientific Institute, Milan, Italy ,grid.18887.3e0000000417581884Functional Genomics of Cancer Unit, Experimental Oncology Division, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Martin Sattler
- grid.38142.3c000000041936754XDepartment of Medicine, Harvard Medical School, Boston, MA USA ,grid.62560.370000 0004 0378 8294Department of Surgery, Brigham and Women’s Hospital, Boston, MA USA
| | - Yu Hu
- grid.412839.50000 0004 1771 3250Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Pierfrancesco Tassone
- grid.411489.10000 0001 2168 2547Department of Experimental and Clinical Medicine, University “Magna Græcia” of Catanzaro, Catanzaro, Italy
| | - Dirk Jaeger
- grid.7700.00000 0001 2190 4373Department of Medical Oncology, National Center for Tumor Diseases (NCT), University of Heidelberg, Heidelberg, Germany
| | - Klaus Podar
- grid.7700.00000 0001 2190 4373Department of Medical Oncology, National Center for Tumor Diseases (NCT), University of Heidelberg, Heidelberg, Germany ,grid.488547.2Department of Internal Medicine II, University Hospital Krems, Krems an der Donau, Austria ,grid.459693.4Molecular Oncology and Hematology Unit, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
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