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Choi Y, Lee H, Beck BR, Lee B, Lee JH, Kim S, Chun SH, Won HS, Ko YH. Repurposing of the Syk inhibitor fostamatinib using a machine learning algorithm. Exp Ther Med 2025; 29:110. [PMID: 40242601 PMCID: PMC12001310 DOI: 10.3892/etm.2025.12860] [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: 11/07/2024] [Accepted: 02/14/2025] [Indexed: 04/18/2025] Open
Abstract
TAM (TYRO3, AXL, MERTK) receptor tyrosine kinases (RTKs) have intrinsic roles in tumor cell proliferation, migration, chemoresistance, and suppression of antitumor immunity. The overexpression of TAM RTKs is associated with poor prognosis in various types of cancer. Single-target agents of TAM RTKs have limited efficacy because of an adaptive feedback mechanism resulting from the cooperation of TAM family members. This suggests that multiple targeting of members has the potential for a more potent anticancer effect. The present study used a deep-learning based drug-target interaction (DTI) prediction model called molecule transformer-DTI (MT-DTI) to identify commercially available drugs that may inhibit the three members of TAM RTKs. The results showed that fostamatinib, a spleen tyrosine kinase (Syk) inhibitor, could inhibit the three receptor kinases of the TAM family with an IC50 <1 µM. Notably, no other Syk inhibitors were predicted by the MT-DTI model. To verify this result, this study performed in vitro studies with various types of cancer cell lines. Consistent with the DTI results, this study observed that fostamatinib suppressed cell proliferation by inhibiting TAM RTKs, while other Syk inhibitors showed no inhibitory activity. These results suggest that fostamatinib could exhibit anticancer activity as a pan-TAM inhibitor. Taken together, these findings demonstrated that this artificial intelligence model could be effectively used for drug repurposing and repositioning. Furthermore, by identifying its novel mechanism of action, this study confirmed the potential for fostamatinib to expand its indications as a TAM inhibitor.
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Affiliation(s)
| | - Heejin Lee
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Bo Ram Beck
- Deargen Inc., Daejeon 35220, Republic of Korea
| | - Bora Lee
- Deargen Inc., Daejeon 35220, Republic of Korea
| | - Ji Hyun Lee
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Seoree Kim
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Sang Hoon Chun
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Hye Sung Won
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Yoon Ho Ko
- Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
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2
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Zhu J, Guérineau H, Lefebvre‐Fortané A, Largeaud L, Lambert J, Rousselot P, Boudouin M, Calvo J, Prost S, Clauser S, Bardet V. The AXL inhibitor bemcentinib overcomes microenvironment-mediated resistance to pioglitazone in acute myeloid leukemia. FEBS J 2025; 292:115-128. [PMID: 39325663 PMCID: PMC11705203 DOI: 10.1111/febs.17263] [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: 10/20/2023] [Revised: 04/30/2024] [Accepted: 08/21/2024] [Indexed: 09/28/2024]
Abstract
Prognosis of acute myeloid leukemia (AML) remains poor especially in older patients who are ineligible for standard chemotherapy or have refractory disease. Here, we study the potential of Peroxisome Proliferator-Activated Receptor (PPAR)-γ agonist pioglitazone to improve the treatment of AML. We show that pioglitazone exerts an anti-proliferative and anti-clonogenic effect on AML cell lines KG-1a, MOLM-14 and OCI-AML3 and on primary cultures from AML patients. However, co-culture of AML cells with stromal cells mimicking the bone marrow microenvironment counteracts this effect, suggesting the existence of a stroma-mediated resistance mechanism to pioglitazone. We show that pioglitazone treatment upregulates the receptor AXL in AML cells at the mRNA and protein level, allowing AXL to be phosphorylated by its ligand Gas6, which is secreted by the stroma. Addition of exogenous Gas6 or stromal cell conditioned medium also abolishes the anti-proliferative effect of pioglitazone, with an increase in AXL phosphorylation observed in both conditions. Co-incubation with the AXL inhibitor bemcentinib restored the anti-leukemic activity of pioglitazone in the presence of stromal cells by reducing AXL phosphorylation to its baseline level. We also confirm that this resistance mechanism is PPAR-γ-dependent as stromal cells invalidated for PPAR-γ are unable to inhibit the antileukemic effect of pioglitazone. Altogether, we suggest that pioglitazone treatment exerts an anti-leukemic effect but concomitantly triggers a stroma-mediated resistance mechanism involving the Gas6/AXL axis. We demonstrate that a combination of pioglitazone with an AXL inhibitor overcomes this mechanism in primary cultures and AML cell lines and exerts potent anti-leukemic activity requiring further evaluation in vivo through murine xenograft pre-clinical models.
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MESH Headings
- Humans
- Axl Receptor Tyrosine Kinase
- Pioglitazone/pharmacology
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/pathology
- Leukemia, Myeloid, Acute/metabolism
- Leukemia, Myeloid, Acute/genetics
- Receptor Protein-Tyrosine Kinases/antagonists & inhibitors
- Receptor Protein-Tyrosine Kinases/metabolism
- Drug Resistance, Neoplasm/drug effects
- Proto-Oncogene Proteins/metabolism
- Proto-Oncogene Proteins/antagonists & inhibitors
- Proto-Oncogene Proteins/genetics
- Tumor Microenvironment/drug effects
- Benzocycloheptenes/pharmacology
- PPAR gamma/metabolism
- PPAR gamma/antagonists & inhibitors
- Cell Proliferation/drug effects
- Intercellular Signaling Peptides and Proteins/metabolism
- Intercellular Signaling Peptides and Proteins/genetics
- Phosphorylation/drug effects
- Cell Line, Tumor
- Coculture Techniques
- Stromal Cells/drug effects
- Stromal Cells/metabolism
- Stromal Cells/pathology
- Protein Kinase Inhibitors/pharmacology
- Triazoles
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Affiliation(s)
- Jaja Zhu
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
- Service d'Hématologie‐Immunologie‐Transfusion, AP‐HP. Université Paris‐Saclay, CHU Ambroise ParéUniversité Versailles‐Saint Quentin‐Université Paris‐SaclayMontigny le BretonneuxFrance
| | - Hippolyte Guérineau
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
| | - Anne‐Margaux Lefebvre‐Fortané
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
| | - Laetitia Largeaud
- Service d'Hématologie‐Immunologie‐Transfusion, AP‐HP. Université Paris‐Saclay, CHU Ambroise ParéUniversité Versailles‐Saint Quentin‐Université Paris‐SaclayMontigny le BretonneuxFrance
| | - Juliette Lambert
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
- Service d'Hématologie et d'Oncologie, Centre Hospitalier André MignotUniversité Versailles Saint Quentin‐Université Paris SaclayMontigny le BretonneuxFrance
| | - Philippe Rousselot
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
- Service d'Hématologie et d'Oncologie, Centre Hospitalier André MignotUniversité Versailles Saint Quentin‐Université Paris SaclayMontigny le BretonneuxFrance
| | - Maèva Boudouin
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
| | - Julien Calvo
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
| | - Stéphane Prost
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
| | - Sylvain Clauser
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
- Service d'Hématologie‐Immunologie‐Transfusion, AP‐HP. Université Paris‐Saclay, CHU Ambroise ParéUniversité Versailles‐Saint Quentin‐Université Paris‐SaclayMontigny le BretonneuxFrance
| | - Valérie Bardet
- Laboratoire Cellules Souches et Applications Thérapeutiques, UMR INSERM 1184Commissariat à l'Energie Atomique et Aux Energies AlternativesFontenay‐Aux‐RosesFrance
- Service d'Hématologie‐Immunologie‐Transfusion, AP‐HP. Université Paris‐Saclay, CHU Ambroise ParéUniversité Versailles‐Saint Quentin‐Université Paris‐SaclayMontigny le BretonneuxFrance
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Codilupi T, Szybinski J, Arunasalam S, Jungius S, Dunbar AC, Stivala S, Brkic S, Albrecht C, Vokalova L, Yang JL, Buczak K, Ghosh N, Passweg JR, Rovo A, Angelillo-Scherrer A, Pankov D, Dirnhofer S, Levine RL, Koche R, Meyer SC. Development of Resistance to Type II JAK2 Inhibitors in MPN Depends on AXL Kinase and Is Targetable. Clin Cancer Res 2024; 30:586-599. [PMID: 37992313 PMCID: PMC10831334 DOI: 10.1158/1078-0432.ccr-23-0163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 09/21/2023] [Accepted: 11/20/2023] [Indexed: 11/24/2023]
Abstract
PURPOSE Myeloproliferative neoplasms (MPN) dysregulate JAK2 signaling. Because clinical JAK2 inhibitors have limited disease-modifying effects, type II JAK2 inhibitors such as CHZ868 stabilizing inactive JAK2 and reducing MPN clones, gain interest. We studied whether MPN cells escape from type ll inhibition. EXPERIMENTAL DESIGN MPN cells were continuously exposed to CHZ868. We used phosphoproteomic analyses and ATAC/RNA sequencing to characterize acquired resistance to type II JAK2 inhibition, and targeted candidate mediators in MPN cells and mice. RESULTS MPN cells showed increased IC50 and reduced apoptosis upon CHZ868 reflecting acquired resistance to JAK2 inhibition. Among >2,500 differential phospho-sites, MAPK pathway activation was most prominent, while JAK2-STAT3/5 remained suppressed. Altered histone occupancy promoting AP-1/GATA binding motif exposure associated with upregulated AXL kinase and enriched RAS target gene profiles. AXL knockdown resensitized MPN cells and combined JAK2/AXL inhibition using bemcentinib or gilteritinib reduced IC50 to levels of sensitive cells. While resistant cells induced tumor growth in NOD/SCID gamma mice despite JAK2 inhibition, JAK2/AXL inhibition largely prevented tumor progression. Because inhibitors of MAPK pathway kinases such as MEK are clinically used in other malignancies, we evaluated JAK2/MAPK inhibition with trametinib to interfere with AXL/MAPK-induced resistance. Tumor growth was halted similarly to JAK2/AXL inhibition and in a systemic cell line-derived mouse model, marrow infiltration was decreased supporting dependency on AXL/MAPK. CONCLUSIONS We report on a novel mechanism of AXL/MAPK-driven escape from type II JAK2 inhibition, which is targetable at different nodes. This highlights AXL as mediator of acquired resistance warranting inhibition to enhance sustainability of JAK2 inhibition in MPN.
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Affiliation(s)
- Tamara Codilupi
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Jakub Szybinski
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Stefanie Arunasalam
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
- Department for Biomedical Research, University of Bern, Bern, Switzerland
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, Bern, Switzerland
| | - Sarah Jungius
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
- Department for Biomedical Research, University of Bern, Bern, Switzerland
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Andrew C. Dunbar
- Human Oncology and Pathogenesis Program and Leukemia service, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Simona Stivala
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Sime Brkic
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Camille Albrecht
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
- Department for Biomedical Research, University of Bern, Bern, Switzerland
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Lenka Vokalova
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
- Department for Biomedical Research, University of Bern, Bern, Switzerland
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Julie L. Yang
- Human Oncology and Pathogenesis Program and Leukemia service, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Katarzyna Buczak
- Proteomics Core Facility Biozentrum, University of Basel, Basel, Switzerland
| | - Nilabh Ghosh
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Jakob R. Passweg
- Division of Hematology, University Hospital Basel, Basel, Switzerland
| | - Alicia Rovo
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Anne Angelillo-Scherrer
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Dmitry Pankov
- Immunology Program, Sloan-Kettering Institute, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Stefan Dirnhofer
- Department of Pathology, University Hospital Basel, Basel, Switzerland
| | - Ross L. Levine
- Human Oncology and Pathogenesis Program and Leukemia service, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Richard Koche
- Human Oncology and Pathogenesis Program and Leukemia service, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Sara C. Meyer
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
- Department for Biomedical Research, University of Bern, Bern, Switzerland
- Department of Hematology and Central Hematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
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4
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Fan W, Cao W, Shi J, Gao F, Wang M, Xu L, Wang F, Li Y, Guo R, Bian Z, Li W, Jiang Z, Ma W. Contributions of bone marrow monocytes/macrophages in myeloproliferative neoplasms with JAK2 V617F mutation. Ann Hematol 2023; 102:1745-1759. [PMID: 37233774 PMCID: PMC10213596 DOI: 10.1007/s00277-023-05284-5] [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: 01/18/2023] [Accepted: 05/17/2023] [Indexed: 05/27/2023]
Abstract
The classic BCR-ABL1-negative myeloproliferative neoplasm (MPN) is a highly heterogeneous hematologic tumor that includes three subtypes, namely polycythemia vera (PV), essential thrombocytosis (ET), and primary myelofibrosis (PMF). Despite having the same JAK2V617F mutation, the clinical manifestations of these three subtypes of MPN differ significantly, which suggests that the bone marrow (BM) immune microenvironment may also play an important role. In recent years, several studies have shown that peripheral blood monocytes play an important role in promoting MPN. However, to date, the role of BM monocytes/macrophages in MPN and their transcriptomic alterations remain incompletely understood. The purpose of this study was to clarify the role of BM monocytes/macrophages in MPN patients with the JAK2V617F mutation. MPN patients with the JAK2V617F mutation were enrolled in this study. We investigated the roles of monocytes/macrophages in the BM of MPN patients, using flow cytometry, monocyte/macrophage enrichment sorting, cytospins and Giemsa-Wright staining, and RNA-seq. Pearson correlation coefficient analysis was also used to detect the correlation between BM monocytes/macrophages and the MPN phenotype. In the present study, the proportion of CD163+ monocytes/macrophages increased significantly in all three subtypes of MPN. Interestingly, the percentages of CD163+ monocytes/macrophages are positively correlated with HGB in PV patients and PLT in ET patients. In contrast, the percentages of CD163+ monocytes/macrophages are negatively correlated with HGB and PLT in PMF patients. It was also found that CD14+CD16+ monocytes/macrophages increased and correlated with MPN clinical phenotypes. RNA-seq analyses demonstrated that the transcriptional expressions of monocytes/macrophages in MPN patients are relatively distinct. Gene expression profiles of BM monocytes/macrophages suggest a specialized function in support of megakaryopoiesis in ET patients. In contrast, BM monocytes/macrophages yielded a heterogeneous status in the support or inhibition of erythropoiesis. Significantly, BM monocytes/macrophages shaped an inflammatory microenvironment, which, in turn, promotes myelofibrosis. Thus, we characterized the roles of increased monocytes/macrophages in the occurrence and progression of MPNs. Our findings of the comprehensive transcriptomic characterization of BM monocytes/macrophages provide important resources to serve as a basis for future studies and future targets for the treatment of MPN patients.
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Affiliation(s)
- Wenjuan Fan
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Weijie Cao
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Jianxiang Shi
- BGI College & Henan Institute of Medical and Pharmaceutical Sciences in Academy of Medical Science, Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Fengcai Gao
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Meng Wang
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Linping Xu
- Department of Research and Foreign Affairs, The Affiliated Cancer Hospital of Zhengzhou University & Henan Cancer Hospital, Zhengzhou, 450008, China
| | - Fang Wang
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Yingmei Li
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Rong Guo
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
| | - Zhilei Bian
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China
- The Academy of Medical Science, College of Medical, Zhengzhou University, Zhengzhou, 450052, Henan, China
- Department of Hematology, Henan Provincial Hematology Hospital, Zhengzhou, 450000, Henan, China
| | - Wei Li
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China.
- The Academy of Medical Science, College of Medical, Zhengzhou University, Zhengzhou, 450052, Henan, China.
- Department of Hematology, Henan Provincial Hematology Hospital, Zhengzhou, 450000, Henan, China.
| | - Zhongxing Jiang
- Department of Hematology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan, China.
- The Academy of Medical Science, College of Medical, Zhengzhou University, Zhengzhou, 450052, Henan, China.
- Department of Hematology, Henan Provincial Hematology Hospital, Zhengzhou, 450000, Henan, China.
| | - Wang Ma
- Department of Oncology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450008, Henan, China.
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