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Asfa SS, Arshinchi Bonab R, Önder O, Uça Apaydın M, Döşeme H, Küçük C, Georgakilas AG, Stadler BM, Logotheti S, Kale S, Pavlopoulou A. Computer-Aided Identification and Design of Ligands for Multi-Targeting Inhibition of a Molecular Acute Myeloid Leukemia Network. Cancers (Basel) 2024; 16:3607. [PMID: 39518047 PMCID: PMC11544916 DOI: 10.3390/cancers16213607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 10/07/2024] [Accepted: 10/16/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND/OBJECTIVES Acute myeloid leukemia (AML) is characterized by therapeutic failure and long-term risk for disease relapses. As several therapeutic targets participate in networks, they can rewire to eventually evade single-target drugs. Hence, multi-targeting approaches are considered on the expectation that interference with many different components could synergistically hinder activation of alternative pathways and demolish the network one-off, leading to complete disease remission. METHODS Herein, we established a network-based, computer-aided approach for the rational design of drug combinations and de novo agents that interact with many AML network components simultaneously. RESULTS A reconstructed AML network guided the selection of suitable protein hubs and corresponding multi-targeting strategies. For proteins responsive to existing drugs, a greedy algorithm identified the minimum amount of compounds targeting the maximum number of hubs. We predicted permissible combinations of amiodarone, artenimol, fostamatinib, ponatinib, procaine, and vismodegib that interfere with 3-8 hubs, and we elucidated the pharmacological mode of action of procaine on DNMT3A. For proteins that do not respond to any approved drugs, namely cyclins A1, D2, and E1, we used structure-based de novo drug design to generate a novel triple-targeting compound of the chemical formula C15H15NO5, with favorable pharmacological and drug-like properties. CONCLUSIONS Overall, by integrating network and structural pharmacology with molecular modeling, we determined two complementary strategies with the potential to annihilate the AML network, one in the form of repurposable drug combinations and the other as a de novo synthesized triple-targeting agent. These target-drug interactions could be prioritized for preclinical and clinical testing toward precision medicine for AML.
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Affiliation(s)
- Seyedeh Sadaf Asfa
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
- Department of Pharmacology and Therapeutics, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E 3P4, Canada
- Division of Neurodegenerative Disorders, St. Boniface Hospital Albrechtsen Research Centre, Winnipeg, MB R3E 0W2, Canada
| | - Reza Arshinchi Bonab
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
- Department of Pharmacology and Therapeutics, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E 3P4, Canada
- Division of Neurodegenerative Disorders, St. Boniface Hospital Albrechtsen Research Centre, Winnipeg, MB R3E 0W2, Canada
| | - Onur Önder
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
| | - Merve Uça Apaydın
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
| | - Hatice Döşeme
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
| | - Can Küçük
- Department of Medical Biology, Faculty of Medicine, Dokuz Eylül University, 35330 Balçova, İzmir, Türkiye;
| | - Alexandros G. Georgakilas
- Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens (NTUA), Zografou Campous, 15780 Athens, Greece;
| | - Bernhard M. Stadler
- Technische Hochschule Nürnberg, Faculty of Applied Chemistry, 90489 Nuremberg, Germany;
| | - Stella Logotheti
- Biomedical Physics in Radiation Oncology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany;
| | - Seyit Kale
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Department of Biophysics, Faculty of Medicine, Izmir Katip Çelebi University, 35330 Çiğli, İzmir, Türkiye
| | - Athanasia Pavlopoulou
- Izmir Biomedicine and Genome Center, 35340 Balçova, İzmir, Türkiye; (S.S.A.); (R.A.B.); (O.Ö.); (M.U.A.); (H.D.); (S.K.)
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340 Balçova, İzmir, Türkiye
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Murtadha M, Park M, Zhu Y, Caserta E, Napolitano O, Tandoh T, Moloudizargari M, Pozhitkov A, Singer M, Dona AA, Vahed H, Gonzalez A, Ly K, Ouyang C, Sanchez JF, Nigam L, Duplan A, Chowdhury A, Ghoda L, Li L, Zhang B, Krishnan A, Marcucci G, Williams JC, Pichiorri F. A CD38-directed, single-chain T-cell engager targets leukemia stem cells through IFN-γ-induced CD38 expression. Blood 2024; 143:1599-1615. [PMID: 38394668 PMCID: PMC11103097 DOI: 10.1182/blood.2023021570] [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: 06/20/2023] [Revised: 12/22/2023] [Accepted: 12/25/2023] [Indexed: 02/25/2024] Open
Abstract
Treatment resistance of leukemia stem cells (LSCs) and suppression of the autologous immune system represent major challenges to achieve a cure in acute myeloid leukemia (AML). Although AML blasts generally retain high levels of surface CD38 (CD38pos), LSCs are frequently enriched in the CD34posCD38neg blast fraction. Here, we report that interferon gamma (IFN-γ) reduces LSCs clonogenic activity and induces CD38 upregulation in both CD38pos and CD38neg LSC-enriched blasts. IFN-γ-induced CD38 upregulation depends on interferon regulatory factor 1 transcriptional activation of the CD38 promoter. To leverage this observation, we created a novel compact, single-chain CD38-CD3 T-cell engager (BN-CD38) designed to promote an effective immunological synapse between CD38pos AML cells and both CD8pos and CD4pos T cells. We demonstrate that BN-CD38 engages autologous CD4pos and CD8pos T cells and CD38pos AML blasts, leading to T-cell activation and expansion and to the elimination of leukemia cells in an autologous setting. Importantly, BN-CD38 engagement induces the release of high levels of IFN-γ, driving the expression of CD38 on CD34posCD38neg LSC-enriched blasts and their subsequent elimination. Critically, although BN-CD38 showed significant in vivo efficacy across multiple disseminated AML cell lines and patient-derived xenograft models, it did not affect normal hematopoietic stem cell clonogenicity and the development of multilineage human immune cells in CD34pos humanized mice. Taken together, this study provides important insights to target and eliminate AML LSCs.
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Affiliation(s)
- Mariam Murtadha
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Miso Park
- Department of Cancer Biology and Molecular Medicine, Beckman Research Institute, City of Hope, Duarte, CA
| | - Yinghui Zhu
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
- Research Center for Translational Medicine, Shanghai East Hospital, Frontier Science Center for Stem Cell Research, Shanghai Key Laboratory of Signaling and Disease Research, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Enrico Caserta
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Ottavio Napolitano
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Theophilus Tandoh
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Milad Moloudizargari
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Alex Pozhitkov
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Mahmoud Singer
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Ada Alice Dona
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Hawa Vahed
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Asaul Gonzalez
- Department of Cancer Biology and Molecular Medicine, Beckman Research Institute, City of Hope, Duarte, CA
| | - Kevin Ly
- Department of Cancer Biology and Molecular Medicine, Beckman Research Institute, City of Hope, Duarte, CA
| | - Ching Ouyang
- Integrative Genomics Core, City of Hope Comprehensive Cancer Center, City of Hope, Duarte, CA
| | - James F. Sanchez
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
| | - Lokesh Nigam
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Amanda Duplan
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Arnab Chowdhury
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope, Duarte, CA
| | - Lucy Ghoda
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Ling Li
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Bin Zhang
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - Amrita Krishnan
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
| | - Guido Marcucci
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
| | - John C. Williams
- Department of Cancer Biology and Molecular Medicine, Beckman Research Institute, City of Hope, Duarte, CA
| | - Flavia Pichiorri
- Department of Hematology and Hematopoietic Cell Transplantation, Judy and Bernard Briskin Center for Multiple Myeloma Research, City of Hope, Duarte, CA
- Department of Hematologic Malignancies Translational Science, Beckman Research Institute, City of Hope, Duarte, CA
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Azizidoost S, Nasrolahi A, Sheykhi-Sabzehpoush M, Anbiyaiee A, Khoshnam SE, Farzaneh M, Uddin S. Signaling pathways governing the behaviors of leukemia stem cells. Genes Dis 2024; 11:830-846. [PMID: 37692500 PMCID: PMC10491880 DOI: 10.1016/j.gendis.2023.01.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Accepted: 01/02/2023] [Indexed: 08/28/2023] Open
Abstract
Leukemia is a malignancy in the blood that develops from the lymphatic system and bone marrow. Although various treatment options have been used for different types of leukemia, understanding the molecular pathways involved in the development and progression of leukemia is necessary. Recent studies showed that leukemia stem cells (LSCs) play essential roles in the pathogenesis of leukemia by targeting several signaling pathways, including Notch, Wnt, Hedgehog, and STAT3. LSCs are highly proliferative cells that stimulate tumor initiation, migration, EMT, and drug resistance. This review summarizes cellular pathways that stimulate and prevent LSCs' self-renewal, metastasis, and tumorigenesis.
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Affiliation(s)
- Shirin Azizidoost
- Atherosclerosis Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz 6193673111, Iran
| | - Ava Nasrolahi
- Infectious Ophthalmologic Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz 6193673111, Iran
| | - Mohadeseh Sheykhi-Sabzehpoush
- Department of Laboratory, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran 2193672411, Iran
| | - Amir Anbiyaiee
- Department of Surgery, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz 6193673111, Iran
| | - Seyed Esmaeil Khoshnam
- Persian Gulf Physiology Research Center, Medical Basic Sciences Research Institute, Ahvaz Jundishapur University of Medical Sciences, Ahvaz 6193673111, Iran
| | - Maryam Farzaneh
- Fertility, Infertility and Perinatology Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz 6193673111, Iran
| | - Shahab Uddin
- Translational Research Institute and Dermatology Institute, Academic Health System, Hamad Medical Corporation, Doha 3050, Qatar
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Abazari N, Stefanucci MR, Bossi LE, Trojani A, Cairoli R, Beghini A. Cordycepin (3'dA) Induces Cell Death of AC133 + Leukemia Cells via Re-Expression of WIF1 and Down-Modulation of MYC. Cancers (Basel) 2023; 15:3931. [PMID: 37568748 PMCID: PMC10417454 DOI: 10.3390/cancers15153931] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/27/2023] [Accepted: 07/30/2023] [Indexed: 08/13/2023] Open
Abstract
Wnt/β-catenin signaling is critically required for the development and maintenance of leukemia stem cells (LSCs) in acute myeloid leukemia (AML) by constitutive activation of myeloid regeneration-related pathways. Cell-intrinsic activation of canonical Wnt signaling propagates in the nucleus by β-catenin translocation, where it induces expression of target oncogenes such as JUN, MYC and CCND1. As the Wnt/β-catenin pathway is now well established to be a key oncogenic signaling pathway promoting leukemic myelopoiesis, targeting it would be an effective strategy to impair LSC functionality. Although the effects of the adenosine analogue cordycepin in repressing β-catenins and destabilizing the LSC niche have been highlighted, the cellular and molecular effects on AML-LSC have not been fully clarified. In the present study, we evaluated the potency and efficacy of cordycepin, a selective repressor of Wnt/β-catenin signaling with anti-leukemia properties, on the AC133+ LSC fraction. Cordycepin effectively reduces cell viability of the AC133+ LSCs in the MUTZ-2 cell model and patient-derived cells through the induction of apoptosis. By Wnt-targeted RNA sequencing panel, we highlighted the re-expression of WIF1 and DKK1 among others, and the consequent downregulation of MYC and PROM1 (CD133) following MUTZ-2 cell exposure to increasing doses of cordycepin. Our results provide new insights into the molecular circuits involved in pharmacological inhibition mediated by cordycepin reinforcing the potential of targeting the Wnt/β-catenin and co-regulatory complexes in AML.
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Affiliation(s)
- Nazanin Abazari
- Department of Health Sciences, University of Milan, 20142 Milan, Italy; (N.A.); (M.R.S.)
| | - Marta Rachele Stefanucci
- Department of Health Sciences, University of Milan, 20142 Milan, Italy; (N.A.); (M.R.S.)
- Department of Hematology and Oncology, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy; (L.E.B.); (A.T.); (R.C.)
| | - Luca Emanuele Bossi
- Department of Hematology and Oncology, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy; (L.E.B.); (A.T.); (R.C.)
| | - Alessandra Trojani
- Department of Hematology and Oncology, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy; (L.E.B.); (A.T.); (R.C.)
| | - Roberto Cairoli
- Department of Hematology and Oncology, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy; (L.E.B.); (A.T.); (R.C.)
| | - Alessandro Beghini
- Department of Health Sciences, University of Milan, 20142 Milan, Italy; (N.A.); (M.R.S.)
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