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Sakamoto M, Shiroshita K, Fujita S, Kudo H, Abe R, Kohashi S, Shiozawa Y, Nakanishi K, Toyama T. Daratumumab improved severe neutrophilia and paraneoplastic bone marrow fibrosis in granulocyte-colony stimulating factor-producing multiple myeloma. EJHAEM 2024; 5:638-641. [PMID: 38895077 PMCID: PMC11182393 DOI: 10.1002/jha2.901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 03/23/2024] [Accepted: 03/29/2024] [Indexed: 06/21/2024]
Affiliation(s)
- Miki Sakamoto
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
- Division of Hematology, Department of MedicineKeio University School of MedicineTokyoJapan
| | - Kohei Shiroshita
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
- Division of Hematology, Department of MedicineKeio University School of MedicineTokyoJapan
| | - Shinya Fujita
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
- Division of Hematology, Department of MedicineKeio University School of MedicineTokyoJapan
| | - Himari Kudo
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
| | - Ryohei Abe
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
| | - Sumiko Kohashi
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
| | - Yuka Shiozawa
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
- Division of Hematology, Department of MedicineKeio University School of MedicineTokyoJapan
| | - Kuniaki Nakanishi
- Department of PathologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
| | - Takaaki Toyama
- Department of HematologyFederation of National Public Service Personnel Mutual Aid Associations Tachikawa HospitalTokyoJapan
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2
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Leguit RJ, Broekhuizen R, de Witte M, Raymakers RAP, Goldschmeding R. CCN2/CTGF expression does not correlate with fibrosis in myeloproliferative neoplasms, consistent with noncanonical TGF-β signaling driving myelofibrosis. Virchows Arch 2024; 484:837-845. [PMID: 38602559 PMCID: PMC11106196 DOI: 10.1007/s00428-024-03799-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 02/20/2024] [Accepted: 04/02/2024] [Indexed: 04/12/2024]
Abstract
The classical BCR::ABL1-negative myeloproliferative neoplasms (MPN) form a group of bone marrow (BM) diseases with the potential to progress to acute myeloid leukemia or develop marrow fibrosis and subsequent BM failure. The mechanism by which BM fibrosis develops and the factors that drive stromal activation and fibrosis are not well understood. Cellular Communication Network 2 (CCN2), also known as CTGF (Connective Tissue Growth Factor), is a profibrotic matricellular protein functioning as an important driver and biomarker of fibrosis in a wide range of diseases outside the marrow. CCN2 can promote fibrosis directly or by acting as a factor downstream of TGF-β, the latter already known to contribute to myelofibrosis in MPN.To study the possible involvement of CCN2 in BM fibrosis in MPN, we assessed CCN2 protein expression by immunohistochemistry in 75 BM biopsies (55 × MPN and 20 × normal controls). We found variable expression of CCN2 in megakaryocytes with significant overexpression in a subgroup of 7 (13%) MPN cases; 4 of them (3 × essential thrombocytemia and 1 × prefibrotic primary myelofibrosis) showed no fibrosis (MF-0), 2 (1 × post-polycythemic myelofibrosis and 1 × primary myelofibrosis) showed moderate fibrosis (MF-2), and 1 (primary myelofibrosis) severe fibrosis (MF-3). Remarkably, CCN2 expression did not correlate with fibrosis or other disease parameters such as platelet count or thrombovascular events, neither in this subgroup nor in the whole study group. This suggests that in BM of MPN patients other, CCN2-independent pathways (such as noncanonical TGF-β signaling) may be more important for the development of fibrosis.
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Affiliation(s)
- Roos J Leguit
- Dept of Pathology, University Medical Centre Utrecht, H04-3123508 GA, POB 85500, Utrecht, The Netherlands.
| | - Roel Broekhuizen
- Dept of Pathology, University Medical Centre Utrecht, H04-3123508 GA, POB 85500, Utrecht, The Netherlands
| | - Moniek de Witte
- Dept of Hematology, University Medical Centre Utrecht, Cancer Center, Utrecht, The Netherlands
| | - Reinier A P Raymakers
- Dept of Hematology, University Medical Centre Utrecht, Cancer Center, Utrecht, The Netherlands
| | - Roel Goldschmeding
- Dept of Pathology, University Medical Centre Utrecht, H04-3123508 GA, POB 85500, Utrecht, The Netherlands
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3
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Oh ST, Verstovsek S, Gupta V, Platzbecker U, Devos T, Kiladjian J, McLornan DP, Perkins A, Fox ML, McMullin MF, Mead AJ, Egyed M, Mayer J, Sacha T, Kawashima J, Huang M, Strouse B, Mesa R. Changes in bone marrow fibrosis during momelotinib or ruxolitinib therapy do not correlate with efficacy outcomes in patients with myelofibrosis. EJHAEM 2024; 5:105-116. [PMID: 38406514 PMCID: PMC10887367 DOI: 10.1002/jha2.854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 02/27/2024]
Abstract
Bone marrow fibrosis (BMF) is a pathological feature of myelofibrosis, with higher grades associated with poor prognosis. Limited data exist on the association between outcomes and BMF changes. We present BMF data from Janus kinase (JAK) inhibitor-naive patients from SIMPLIFY-1 (NCT01969838), a double-blind, randomized, phase 3 study of momelotinib vs ruxolitinib. Baseline and week 24 bone marrow biopsies were graded from 0 to 3 as per World Health Organization criteria. Other assessments included Total Symptom Score, spleen volume, transfusion independence status, and hemoglobin levels. Paired samples were available from 144 and 160 patients randomized to momelotinib and ruxolitinib. With momelotinib and ruxolitinib, transfusion independence was achieved by 87% and 44% of patients with BMF improvement of ≥1 grade and 76% and 56% of those with stable/worsening BMF; there was no association between BMF changes and transfusion independence for either arm (momelotinib, p = .350; ruxolitinib, p = .096). Regardless of BMF changes, hemoglobin levels also generally increased on momelotinib but decreased on ruxolitinib. In addition, no associations between BMF changes and spleen (momelotinib, p = .126; ruxolitinib, p = .407)/symptom (momelotinib, p = .617; ruxolitinib, p = .833) outcomes were noted, and no improvement in overall survival was observed with ≥1-grade BMF improvement (momelotinib, p = .395; ruxolitinib, p = .407). These data suggest that the anemia benefit of momelotinib is not linked to BMF changes, and question the use of BMF assessment as a surrogate marker for clinical benefit with JAK inhibitors.
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Affiliation(s)
- Stephen T. Oh
- Division of HematologyWashington University School of MedicineSt. LouisMissouriUSA
| | - Srdan Verstovsek
- Department of LeukemiaThe University of Texas MD Anderson Cancer CenterHoustonTexasUSA
| | - Vikas Gupta
- Department of Medicine, Princess Margaret Cancer CentreUniversity of TorontoTorontoCanada
| | - Uwe Platzbecker
- Clinic of Hematology, Cellular Therapy, and HemostaseologyUniversity of Leipzig Medical CenterLeipzigGermany
| | - Timothy Devos
- Microbiology, and Immunology, Laboratory of Molecular Immunology (Rega Institute)Department of Hematology, University Hospitals Leuven and Department of Microbiology and Immunology, Laboratory of Molecular Immunology (Rega Institute), KU LeuvenLeuvenBelgium
| | - Jean‐Jacques Kiladjian
- Université Paris Cité, AP‐HP, Hôpital Saint‐Louis, Centre d’Investigations CliniquesParisFrance
| | - Donal P. McLornan
- Department of HaematologyGuy's and St Thomas’ NHS Foundation Trust and University College HospitalLondonUK
| | - Andrew Perkins
- Australian Centre for Blood DiseasesMonash UniversityMelbourneAustralia
| | - Maria Laura Fox
- Department of HaematologyVall d'Hebron University HospitalBarcelonaSpain
| | | | - Adam J. Mead
- MRC Molecular Haematology UnitMRC Weatherall Institute of Molecular MedicineNIHR Biomedical Research CentreUniversity of OxfordOxfordUK
| | - Miklos Egyed
- Department of HematologySomogy County Kaposi Mór General HospitalKaposvárHungary
| | - Jiri Mayer
- Department of Internal Medicine, Hematology and OncologyMasaryk University and University Hospital BrnoBrnoCzech Republic
| | - Tomasz Sacha
- Department of HematologyJagiellonian University HospitalKrakówPoland
| | - Jun Kawashima
- Sierra Oncology, a GSK companySan MateoCaliforniaUSA
| | - Mei Huang
- Sierra Oncology, a GSK companySan MateoCaliforniaUSA
| | - Bryan Strouse
- Sierra Oncology, a GSK companySan MateoCaliforniaUSA
| | - Ruben Mesa
- Atrium Health Wake Forest Baptist Comprehensive Cancer CenterWake Forest University School of MedicineWinston‐SalemNorth CarolinaUSA
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4
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Mahmud M, Vasireddy S, Gowin K, Amaraneni A. Myeloproliferative Neoplasms: Contemporary Review and Molecular Landscape. Int J Mol Sci 2023; 24:17383. [PMID: 38139212 PMCID: PMC10744078 DOI: 10.3390/ijms242417383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 11/29/2023] [Accepted: 12/02/2023] [Indexed: 12/24/2023] Open
Abstract
Myelofibrosis (MF), Myeloproliferative neoplasms (MPNs), and MDS/MPN overlap syndromes have a broad range of clinical presentations and molecular abnormalities, making their diagnosis and classification complex. This paper reviews molecular aberration, epigenetic modifications, chromosomal anomalies, and their interactions with cellular and other immune mechanisms in the manifestations of these disease spectra, clinical features, classification, and treatment modalities. The advent of new-generation sequencing has broadened the understanding of the genetic factors involved. However, while great strides have been made in the pharmacological treatment of these diseases, treatment of advanced disease remains hematopoietic stem cell transplant.
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Affiliation(s)
- Muftah Mahmud
- Department of Medicine, Midwestern University Internal Medicine Residency Consortium, Cottonwood, AZ 86326, USA
| | - Swati Vasireddy
- Department of Medicine, University of Arizona Health Sciences, Tucson, AZ 85701, USA
| | - Krisstina Gowin
- Division of Hematology and Oncology, Department of Medicine, University of Arizona Cancer Center, Tucson, AZ 85701, USA
| | - Akshay Amaraneni
- Division of Hematology and Oncology, Department of Medicine, University of Arizona Cancer Center, Tucson, AZ 85701, USA
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5
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Ghosh K, Shome DK, Kulkarni B, Ghosh MK, Ghosh K. Fibrosis and bone marrow: understanding causation and pathobiology. J Transl Med 2023; 21:703. [PMID: 37814319 PMCID: PMC10561412 DOI: 10.1186/s12967-023-04393-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 07/28/2023] [Indexed: 10/11/2023] Open
Abstract
Bone marrow fibrosis represents an important structural change in the marrow that interferes with some of its normal functions. The aetiopathogenesis of fibrosis is not well established except in its primary form. The present review consolidates current understanding of marrow fibrosis. We searched PubMed without time restriction using key words: bone marrow and fibrosis as the main stem against the terms: growth factors, cytokines and chemokines, morphology, megakaryocytes and platelets, myeloproliferative disorders, myelodysplastic syndrome, collagen biosynthesis, mesenchymal stem cells, vitamins and minerals and hormones, and mechanism of tissue fibrosis. Tissue marrow fibrosis-related papers were short listed and analysed for the review. It emerged that bone marrow fibrosis is the outcome of complex interactions between growth factors, cytokines, chemokines and hormones together with their facilitators and inhibitors. Fibrogenesis is initiated by mobilisation of special immunophenotypic subsets of mesenchymal stem cells in the marrow that transform into fibroblasts. Fibrogenic stimuli may arise from neoplastic haemopoietic or non-hematopoietic cells, as well as immune cells involved in infections and inflammatory conditions. Autoimmunity is involved in a small subset of patients with marrow fibrosis. Megakaryocytes and platelets are either directly involved or are important intermediaries in stimulating mesenchymal stem cells. MMPs, TIMPs, TGF-β, PDGRF, and basic FGF and CRCXL4 chemokines are involved in these processes. Genetic and epigenetic changes underlie many of these conditions.
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Affiliation(s)
- Kanjaksha Ghosh
- National Institute of Immunohaematology, 13 Th Fl KEM Hospital, Parel, Mumbai, 400012, India.
| | - Durjoy K Shome
- Department of Pathophysiology, American University of Antigua College of Medicine, Coolidge, Antigua and Barbuda
| | - Bipin Kulkarni
- Department of Molecular Biology and Haemostasis, National Institute of Immunohaematology, 13Th Fl KEM Hospital, Parel, Mumbai, 400012, India
| | - Malay K Ghosh
- Department of Haematology, Nilratan Sarkar Medical College, Kolkata, 700014, West Bengal, India
| | - Kinjalka Ghosh
- Department of Clinical Biochemistry, Tata Medical Centre and Homi Bhaba National Institute, Parel, Mumbai, 400012, India
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6
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Chapman SP, Duprez E, Remy E. Logical modelling of myelofibrotic microenvironment predicts dysregulated progenitor stem cell crosstalk. Biosystems 2023; 231:104961. [PMID: 37392989 DOI: 10.1016/j.biosystems.2023.104961] [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: 03/17/2023] [Revised: 06/16/2023] [Accepted: 06/17/2023] [Indexed: 07/03/2023]
Abstract
Primary myelofibrosis is an untreatable age-related disorder of haematopoiesis in which a break in the crosstalk between progenitor Haematopoietic Stem Cells (HSCs) and neighbouring mesenchymal stem cells causes HSCs to rapidly proliferate and migrate out of the bone marrow. Around 90% of patients harbour mutations in driver genes that all converge to overactivate haematopoietic JAK-STAT signalling, which is thought to be critical for disease progression, as well as microenvironment modification induced by chronic inflammation. The trigger to the initial event is unknown but dysregulated thrombopoietin (TPO) and Toll-Like Receptor (TLR) signalling are hypothesised to initiate chronic inflammation which then disrupts stem cell crosstalk. Using a systems biology approach, we have constructed an intercellular logical model that captures JAK-STAT signalling and key crosstalk channels between haematopoietic and mesenchymal stem cells. The aim of the model is to decipher how TPO and TLR stimulation can perturb the bone marrow microenvironment and dysregulate stem cell crosstalk. The model predicted conditions in which the disease was averted and established for both wildtype and ectopically JAK mutated simulations. The presence of TPO and TLR are both required to disturb stem cell crosstalk and result in the disease for wildtype. TLR signalling alone was sufficient to perturb the crosstalk and drive disease progression for JAK mutated simulations. Furthermore, the model predicts probabilities of disease onset for wildtype simulations that match clinical data. These predictions might explain why patients who test negative for the JAK mutation can still be diagnosed with PMF, in which continual exposure to TPO and TLR receptor activation may trigger the initial inflammatory event that perturbs the bone marrow microenvironment and induce disease onset.
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Affiliation(s)
- S P Chapman
- I2M, Aix-Marseille University, CNRS, Marseille, France
| | - E Duprez
- Epigenetic Factors in Normal and Malignant Haematopoiesis Lab., CRCM, CNRS, INSERM, Institut Paoli Calmettes, Aix Marseille University, 13009 Marseille, France
| | - E Remy
- I2M, Aix-Marseille University, CNRS, Marseille, France.
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7
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IL-13/IL-4 signaling contributes to fibrotic progression of the myeloproliferative neoplasms. Blood 2022; 140:2805-2817. [PMID: 36283106 DOI: 10.1182/blood.2022017326] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 10/05/2022] [Accepted: 10/21/2022] [Indexed: 01/17/2023] Open
Abstract
Myelofibrosis (MF) is a disease associated with high unmet medical needs because allogeneic stem cell transplantation is not an option for most patients, and JAK inhibitors are generally effective for only 2 to 3 years and do not delay disease progression. MF is characterized by dysplastic megakaryocytic hyperplasia and progression to fulminant disease, which is associated with progressively increasing marrow fibrosis. Despite evidence that the inflammatory milieu in MF contributes to disease progression, the specific factors that promote megakaryocyte growth are poorly understood. Here, we analyzed changes in the cytokine profiles of MF mouse models before and after the development of fibrosis, coupled with the analysis of bone marrow populations using single-cell RNA sequencing. We found high interleukin 13 (IL-13) levels in the bone marrow of MF mice. IL-13 promoted the growth of mutant megakaryocytes and induced surface expression of transforming growth factor β and collagen biosynthesis. Similarly, analysis of samples from patients with MF revealed elevated levels of IL-13 in the plasma and increased IL-13 receptor expression in marrow megakaryocytes. In vivo, IL-13 overexpression promoted disease progression, whereas reducing IL-13/IL-4 signaling reduced several features of the disease, including fibrosis. Finally, we observed an increase in the number of marrow T cells and mast cells, which are known sources of IL-13. Together, our data demonstrate that IL-13 is involved in disease progression in MF and that inhibition of the IL-13/IL-4 signaling pathway might serve as a novel therapeutic target to treat MF.
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8
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[Establishment of a platelet production model by bone marrow cavity transplantation of mouse primary megakaryocytes]. ZHONGHUA XUE YE XUE ZA ZHI = ZHONGHUA XUEYEXUE ZAZHI 2022; 43:272-278. [PMID: 35680624 PMCID: PMC9189482 DOI: 10.3760/cma.j.issn.0253-2727.2022.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Objective: To establish an intramedullary transplantation model of primary megakaryocytes to evaluate the platelet-producing capacity of megakaryocytes and explore the underlying regulatory mechanisms. Methods: Donor megakaryocytes from GFP-transgenic mice bone marrow were enriched by magnetic beads. The platelet-producing model was established by intramedullary injection to recipient mice that underwent half-lethal dose irradiation 1 week in advance. Donor-derived megakaryocytes and platelets were detected by immunofluorescence staining and flow cytometry. Results: The proportion of megakaryocytes in the enriched sample for transplantation was 40 to 50 times higher than that in conventional bone marrow. After intramedullary transplantation, donor-derived megakaryocytes successfully implanted in the medullary cavity of the recipient and produce platelets, which showed similar expression of surface markers and morphology to recipient-derived platelets. Conclusion: We successfully established an in vivo platelet-producing model of primary megakaryocytes using magnetic-bead enrichment and intramedullary injection, which objectively reflects the platelet-producing capacity of megakaryocytes in the bone marrow.
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G6b-B regulates an essential step in megakaryocyte maturation. Blood Adv 2022; 6:3155-3161. [PMID: 35134123 PMCID: PMC9131916 DOI: 10.1182/bloodadvances.2021006151] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 01/20/2022] [Indexed: 12/05/2022] Open
Abstract
Loss of G6b-B leads to an unexpected megakaryocyte development defect resulting in severe macrothrombocytopenia. G6b-B–deficient mice display reduced levels of MK-specific transcripts, surface receptors, GATA-1, and thrombopoietin signaling.
G6b-B is a megakaryocyte lineage-specific immunoreceptor tyrosine-based inhibition motif–containing receptor, essential for platelet homeostasis. Mice with a genomic deletion of the entire Mpig6b locus develop severe macrothrombocytopenia and myelofibrosis, which is reflected in humans with null mutations in MPIG6B. The current model proposes that megakaryocytes lacking G6b-B develop normally, whereas proplatelet release is hampered, but the underlying molecular mechanism remains unclear. We report on a spontaneous recessive single nucleotide mutation in C57BL/6 mice, localized within the intronic region of the Mpig6b locus that abolishes G6b-B expression and reproduces macrothrombocytopenia, myelofibrosis, and osteosclerosis. As the mutation is based on a single-nucleotide exchange, Mpig6bmut mice represent an ideal model to study the role of G6b-B. Megakaryocytes from these mice were smaller, displayed a less-developed demarcation membrane system, and had a reduced expression of receptors. RNA sequencing revealed a striking global reduction in the level of megakaryocyte-specific transcripts, in conjunction with decreased protein levels of the transcription factor GATA-1 and impaired thrombopoietin signaling. The reduced number of mature MKs in the bone marrow was corroborated on a newly developed Mpig6b-null mouse strain. Our findings highlight an unexpected essential role of G6b-B in the early differentiation within the megakaryocytic lineage.
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10
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Pandey G, Kuykendall AT, Reuther GW. JAK2 inhibitor persistence in MPN: uncovering a central role of ERK activation. Blood Cancer J 2022; 12:13. [PMID: 35082276 PMCID: PMC8792018 DOI: 10.1038/s41408-022-00609-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 01/04/2022] [Accepted: 01/06/2022] [Indexed: 11/22/2022] Open
Abstract
The Philadelphia chromosome negative myeloproliferative neoplasms, including polycythemia vera, essential thrombocytosis, and myelofibrosis, are driven by hyper activation of the JAK2 tyrosine kinase, the result of mutations in three MPN driving genes: JAK2, MPL, and CALR. While the anti-inflammatory effects of JAK2 inhibitors can provide improved quality of life for many MPN patients, the upfront and persistent survival of disease-driving cells in MPN patients undergoing JAK2 inhibitor therapy thwarts potential for remission. Early studies indicated JAK2 inhibitor therapy induces heterodimeric complex formation of JAK2 with other JAK family members leading to sustained JAK2-dependent signaling. Recent work has described novel cell intrinsic details as well as cell extrinsic mechanisms that may contribute to why JAK2 inhibition may be ineffective at targeting MPN driving cells. Diverse experimental strategies aimed at uncovering mechanistic details that contribute to JAK2 inhibitor persistence have each highlighted the role of MEK/ERK activation. These approaches include, among others, phosphoproteomic analyses of JAK2 signaling as well as detailed assessment of JAK2 inhibition in mouse models of MPN. In this focused review, we highlight these and other studies that collectively suggest targeting MEK/ERK in combination with JAK2 inhibition has the potential to improve the efficacy of JAK2 inhibitors in MPN patients. As MPN patients patiently wait for improved therapies, such studies should further strengthen optimism that pre-clinical research is continuing to uncover mechanistic insights regarding the ineffectiveness of JAK2 inhibitors, which may lead to development of improved therapeutic strategies.
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Affiliation(s)
- Garima Pandey
- Department of Molecular Oncology, Moffitt Cancer Center, Tampa, FL, USA
| | | | - Gary W Reuther
- Department of Molecular Oncology, Moffitt Cancer Center, Tampa, FL, USA.
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11
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Abedi M, Marateb HR, Mohebian MR, Aghaee-Bakhtiari SH, Nassiri SM, Gheisari Y. Systems biology and machine learning approaches identify drug targets in diabetic nephropathy. Sci Rep 2021; 11:23452. [PMID: 34873190 PMCID: PMC8648918 DOI: 10.1038/s41598-021-02282-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 11/12/2021] [Indexed: 11/15/2022] Open
Abstract
Diabetic nephropathy (DN), the leading cause of end-stage renal disease, has become a massive global health burden. Despite considerable efforts, the underlying mechanisms have not yet been comprehensively understood. In this study, a systematic approach was utilized to identify the microRNA signature in DN and to introduce novel drug targets (DTs) in DN. Using microarray profiling followed by qPCR confirmation, 13 and 6 differentially expressed (DE) microRNAs were identified in the kidney cortex and medulla, respectively. The microRNA-target interaction networks for each anatomical compartment were constructed and central nodes were identified. Moreover, enrichment analysis was performed to identify key signaling pathways. To develop a strategy for DT prediction, the human proteome was annotated with 65 biochemical characteristics and 23 network topology parameters. Furthermore, all proteins targeted by at least one FDA-approved drug were identified. Next, mGMDH-AFS, a high-performance machine learning algorithm capable of tolerating massive imbalanced size of the classes, was developed to classify DT and non-DT proteins. The sensitivity, specificity, accuracy, and precision of the proposed method were 90%, 86%, 88%, and 89%, respectively. Moreover, it significantly outperformed the state-of-the-art (P-value ≤ 0.05) and showed very good diagnostic accuracy and high agreement between predicted and observed class labels. The cortex and medulla networks were then analyzed with this validated machine to identify potential DTs. Among the high-rank DT candidates are Egfr, Prkce, clic5, Kit, and Agtr1a which is a current well-known target in DN. In conclusion, a combination of experimental and computational approaches was exploited to provide a holistic insight into the disorder for introducing novel therapeutic targets.
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Affiliation(s)
- Maryam Abedi
- grid.411036.10000 0001 1498 685XRegenerative Medicine Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hamid Reza Marateb
- grid.411750.60000 0001 0454 365XBiomedical Engineering Department, Engineering Faculty, University of Isfahan, Isfahan, Iran ,grid.6835.80000 0004 1937 028XDepartment of Automatic Control, Biomedical Engineering Research Center, Universitat Politècnica de Catalunya, BarcelonaTech (UPC), Barcelona, Spain
| | - Mohammad Reza Mohebian
- grid.25152.310000 0001 2154 235XDepartment of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, Canada
| | - Seyed Hamid Aghaee-Bakhtiari
- grid.411583.a0000 0001 2198 6209Bioinformatics Research Group, Mashhad University of Medical Sciences, Mashhad, Iran ,grid.411583.a0000 0001 2198 6209Department of Medical Biotechnology and Nanotechnology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Seyed Mahdi Nassiri
- grid.46072.370000 0004 0612 7950Department of Clinical Pathology, Faculty of Veterinary Medicine, University of Tehran, Tehran, Iran
| | - Yousof Gheisari
- Regenerative Medicine Research Center, Isfahan University of Medical Sciences, Isfahan, Iran. .,Department of Genetics and Molecular Biology, Isfahan University of Medical Sciences, Isfahan, Iran.
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12
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Abstract
Thrombocytopoiesis is a complex process beginning at the level of hematopoietic stem cells, which ultimately generate megakaryocytes, large marrow cells with a distinctive morphology, and then, through a process of terminal maturation, megakaryocytes shed thousands of platelets into the circulation. This process is controlled by intrinsic and extrinsic factors. Emerging data indicate that an important intrinsic control on the late stages of thrombopoiesis is exerted by integrins, a family of transmembrane receptors composed of one α and one β subunit. One β subunit expressed by megakaryocytes is the β1 integrin, the role of which in the regulation of platelet formation is beginning to be clarified. Here, we review recent data indicating that activation of β1 integrin by outside-in and inside-out signaling regulates the interaction of megakaryocytes with the endosteal niche, which triggers their maturation, while its inactivation by galactosylation determines the migration of these cells to the perivascular niche, where they complete their terminal maturation and release platelets in the bloodstream. Furthermore, β1 integrin mediates the activation of transforming growth factor β (TGF-β), a protein produced by megakaryocytes that may act in an autocrine fashion to halt their maturation and affect the composition of their surrounding extracellular matrix. These findings suggest that β1 integrin could be a therapeutic target for inherited and acquired disorders of platelet production.
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Affiliation(s)
- Maria Mazzarini
- Biomedical and Neuromotor Sciences, Alma Mater University Bologna, Italy
| | - Paola Verachi
- Biomedical and Neuromotor Sciences, Alma Mater University Bologna, Italy
| | - Fabrizio Martelli
- National Center for Preclinical and Clinical Research and Evaluation of Pharmaceutical Drugs, Rome, Italy
| | - Anna Rita Migliaccio
- University Campus Biomedico, Rome, Italy
- Myeloproliferative Neoplasm-Research Consortium, New York, NY, USA
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13
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The Power of Extracellular Vesicles in Myeloproliferative Neoplasms: "Crafting" a Microenvironment That Matters. Cells 2021; 10:cells10092316. [PMID: 34571965 PMCID: PMC8464728 DOI: 10.3390/cells10092316] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/30/2021] [Accepted: 09/01/2021] [Indexed: 12/14/2022] Open
Abstract
Myeloproliferative Neoplasms (MPN) are acquired clonal disorders of the hematopoietic stem cells and include Essential Thrombocythemia, Polycythemia Vera and Myelofibrosis. MPN are characterized by mutations in three driver genes (JAK2, CALR and MPL) and by a state of chronic inflammation. Notably, MPN patients experience increased risk of thrombosis, disease progression, second neoplasia and evolution to acute leukemia. Extracellular vesicles (EVs) are a heterogeneous population of microparticles with a role in cell-cell communication. The EV-mediated cross-talk occurs via the trafficking of bioactive molecules such as nucleic acids, proteins, metabolites and lipids. Growing interest is focused on EVs and their potential impact on the regulation of blood cancers. Overall, EVs have been suggested to orchestrate the complex interplay between tumor cells and the microenvironment with a pivotal role in "education" and "crafting" of the microenvironment by regulating angiogenesis, coagulation, immune escape and drug resistance of tumors. This review is focused on the role of EVs in MPN. Specifically, we will provide an overview of recent findings on the involvement of EVs in MPN pathogenesis and discuss opportunities for their potential application as diagnostic and prognostic biomarkers.
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