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Ulug ME, Ikram S, Sayyah E, Durdağı S. Employing steered MD simulations for effective virtual screening: Active pharmacophore search by dynamic corrections to target MKK3-MYC interactions. Int J Biol Macromol 2025; 310:142602. [PMID: 40157686 DOI: 10.1016/j.ijbiomac.2025.142602] [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: 07/24/2024] [Revised: 02/05/2025] [Accepted: 03/26/2025] [Indexed: 04/01/2025]
Abstract
The protein-protein interaction (PPI) between mitogen-activated protein kinase kinase 3 (MKK3), and MYC is a crucial regulator of oncogenic signaling, particularly in triple-negative breast cancer (TNBC). Despite its clinical significance, effective small molecule inhibitors targeting this interaction remain elusive. In this study, we employed a comprehensive in silico approach integrating dynamic structure-based pharmacophore modeling, virtual screening, molecular docking, and molecular dynamics (MD) simulations to identify potential inhibitors disrupting the MKK3-MYC interaction. The pharmacophore-based screening of over 2 million compounds from ChemDiv and Enamine libraries led to the identification of 16,766 hits, which were further refined through docking and MD-based analyses. The top-ranked molecules underwent steered molecular dynamics (sMD) simulations to evaluate the mechanical stability of their binding interactions, followed by binding free energy calculations (MM/GBSA) to assess their affinity. Notably, several hit compounds exhibited stronger binding affinities and mechanical stability compared to the reference inhibitor SGI-1027, with Z332428622, 4476-2273, and 4292-0516 emerging as the most promising candidates. The lead compounds demonstrated stable interactions with key residues at the interface of MKK3 and MYC, suggesting their potential as novel modulators of MYC-driven malignancies. These findings provide a strong computational foundation for further experimental validation and offer promising candidates for targeted therapy development in MYC-dependent cancers.
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Affiliation(s)
- Muhammet Eren Ulug
- Computational Biology and Molecular Simulations Laboratory, Department of Biophysics, School of Medicine, Bahçeşehir University, Istanbul, Turkey; Lab for Innovative Drugs (Lab4IND), Computational Drug Design Center (HITMER), Bahçeşehir University, İstanbul, Türkiye
| | - Saima Ikram
- Computational Biology and Molecular Simulations Laboratory, Department of Biophysics, School of Medicine, Bahçeşehir University, Istanbul, Turkey; Lab for Innovative Drugs (Lab4IND), Computational Drug Design Center (HITMER), Bahçeşehir University, İstanbul, Türkiye
| | - Ehsan Sayyah
- Computational Biology and Molecular Simulations Laboratory, Department of Biophysics, School of Medicine, Bahçeşehir University, Istanbul, Turkey; Lab for Innovative Drugs (Lab4IND), Computational Drug Design Center (HITMER), Bahçeşehir University, İstanbul, Türkiye
| | - Serdar Durdağı
- Computational Biology and Molecular Simulations Laboratory, Department of Biophysics, School of Medicine, Bahçeşehir University, Istanbul, Turkey; Lab for Innovative Drugs (Lab4IND), Computational Drug Design Center (HITMER), Bahçeşehir University, İstanbul, Türkiye; Molecular Therapy Lab, Department of Pharmaceutical Chemistry, School of Pharmacy, Bahçeşehir University, Istanbul, Turkey.
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2
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Shu C, Li J, Rui J, Fan D, Niu Q, Bai R, Cicka D, Doyle S, Wahafu A, Zheng X, Du Y, Ivanov AA, Doxie DB, Dhodapkar KM, Carlisle J, Owonikoko T, Sica G, Liu Y, Ramalingam S, Dhodapkar MV, Zhou W, Mo X, Fu H. Uncovering the rewired IAP-JAK regulatory axis as an immune-dependent vulnerability of LKB1-mutant lung cancer. Nat Commun 2025; 16:2324. [PMID: 40057483 PMCID: PMC11890758 DOI: 10.1038/s41467-025-57297-5] [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: 06/07/2023] [Accepted: 02/13/2025] [Indexed: 05/13/2025] Open
Abstract
Harnessing the power of immune system to treat cancer has become a core clinical approach. However, rewiring of intrinsic circuitry by genomic alterations enables tumor cells to escape immune surveillance, leading to therapeutic failure. Uncovering the molecular basis of how tumor mutations induce therapeutic resistance may guide the development of intervention approaches to advance precision immunotherapy. Here we report the identification of the Liver Kinase B1 (LKB1)-Inhibitor of Apoptosis Protein (IAP)- Janus Kinase 1 (JAK1) dynamic complex as a molecular determinant for immune response of LKB1-mut lung cancer cells. LKB1 alteration exposes a critical dependency of lung cancer cells on IAP for their immune resistance. Indeed, pharmacological inhibition of IAP re-establishes JAK1-regulated Stimulator of interferon genes (STING) expression and DNA sensing signaling, enhances cytotoxic immune cell infiltration, and augmentes immune-dependent anti-tumor activity in an LKB1-mutant immune-competent mouse model. Thus, IAP-JAK1-targeted strategies, like IAP inhibitors, may offer a promising therapeutic approach to restore the responsiveness of immunologically-cold LKB1-mutant tumors to immune checkpoint inhibitors or STING-directed therapies.
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Affiliation(s)
- Changfa Shu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Department of Obstetrics and Gynecology, The Third Xiangya Hospital, Central South University, Changsha, Hunan, P R China
| | - Jianfeng Li
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Jin Rui
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
| | - Dacheng Fan
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Qiankun Niu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Ruiyang Bai
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, China
| | - Danielle Cicka
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Sean Doyle
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Alafate Wahafu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- The First Affiliated Hospital, Medical School of Xi'an Jiaotong University, Xi'an, Shannxi, P R China
| | - Xi Zheng
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Cancer Institute, the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, P R China
| | - Yuhong Du
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Andrey A Ivanov
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Deon B Doxie
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
| | - Kavita M Dhodapkar
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Emory University, Atlanta, GA, USA
| | - Jennifer Carlisle
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Taofeek Owonikoko
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Gabriel Sica
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Yuan Liu
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
- Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Suresh Ramalingam
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Madhav V Dhodapkar
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA.
- Winship Cancer Institute of Emory University, Atlanta, GA, USA.
| | - Xiulei Mo
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA.
- Winship Cancer Institute of Emory University, Atlanta, GA, USA.
| | - Haian Fu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA.
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA.
- Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA, USA.
- Winship Cancer Institute of Emory University, Atlanta, GA, USA.
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Kelly T, Yang X. Application of Fluorescence- and Bioluminescence-Based Biosensors in Cancer Drug Discovery. BIOSENSORS 2024; 14:570. [PMID: 39727835 DOI: 10.3390/bios14120570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Revised: 11/19/2024] [Accepted: 11/21/2024] [Indexed: 12/28/2024]
Abstract
Recent advances in drug discovery have established biosensors as indispensable tools, particularly valued for their precision, sensitivity, and real-time monitoring capabilities. The review begins with a brief overview of cancer drug discovery, underscoring the pivotal role of biosensors in advancing cancer research. Various types of biosensors employed in cancer drug discovery are then explored, with particular emphasis on fluorescence- and bioluminescence-based technologies such as FRET, TR-FRET, BRET, NanoBRET, and NanoBiT. These biosensors have enabled breakthrough discoveries, including the identification of Celastrol as a novel YAP-TEAD inhibitor through NanoBiT-based screening, and the development of TR-FRET assays that successfully identified Ro-31-8220 as a SMAD4R361H/SMAD3 interaction inducer. The integration of biosensors in high throughput screening and validation for cancer drug compounds is examined, highlighting successful applications such as the development of LATS biosensors that revealed VEGFR as an upstream regulator of the Hippo signaling pathway. Real-time monitoring of cellular responses through biosensors has yielded invaluable insights into cancer cell signaling pathways, as demonstrated by NanoBRET assays detecting RAF dimerization and HiBiT systems monitoring protein degradation dynamics. The review addresses challenges linked to biosensor applications, such as maintaining stability in complex tumor microenvironments and achieving consistent sensitivity in HTS applications. Emerging trends are discussed, including integrating artificial intelligence and advanced nanomaterials for enhanced biosensor performance. In conclusion, this review offers a comprehensive analysis of fluorescence- and bioluminescence-based biosensor applications in the dynamic cancer drug discovery field, presenting quantitative evidence of their impact and highlighting their potential to revolutionize targeted cancer treatments.
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Affiliation(s)
- Tynan Kelly
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON K7L 3N6, Canada
| | - Xiaolong Yang
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON K7L 3N6, Canada
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Piastra V, Ganci F, Sacconi A, Pranteda A, Allegretti M, Bernardini R, Serra M, Lupo B, Dell'Aquila E, Ferretti G, Pescarmona E, Bartolazzi A, Blandino G, Trusolino L, Bossi G. Repurposed AT9283 triggers anti-tumoral effects by targeting MKK3 oncogenic functions in Colorectal Cancer. J Exp Clin Cancer Res 2024; 43:234. [PMID: 39164711 PMCID: PMC11334304 DOI: 10.1186/s13046-024-03150-4] [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: 03/22/2024] [Accepted: 08/04/2024] [Indexed: 08/22/2024] Open
Abstract
BACKGROUND Colorectal cancer (CRC) is the third most common type of cancer and the second leading cause of cancer-related deaths worldwide, with a survival rate near to 10% when diagnosed at an advanced stage. Hence, the identification of new molecular targets to design more selective and efficient therapies is urgently required. The Mitogen activated protein kinase kinase 3 (MKK3) is a dual-specificity threonine/tyrosine protein kinase that, activated in response to cellular stress and inflammatory stimuli, regulates a plethora of biological processes. Previous studies revealed novel MKK3 roles in supporting tumor malignancy, as its depletion induces autophagy and cell death in cancer lines of different tumor types, including CRC. Therefore, MKK3 may represent an interesting new therapeutic target in advanced CRC, however selective MKK3 inhibitors are currently not available. METHODS The study involved transcriptomic based drug repurposing approach and confirmatory assays with CRC lines, primary colonocytes and a subset of CRC patient-derived organoids (PDO). Investigations in vitro and in vivo were addressed. RESULTS The repurposing approach identified the multitargeted kinase inhibitor AT9283 as a putative compound with MKK3 depletion-mimicking activities. Indeed, AT9283 drops phospho- and total-MKK3 protein levels in tested CRC models. Likely the MKK3 silencing, AT9283 treatment: i) inhibited cell proliferation promoting autophagy and cell death in tested CRC lines and PDOs; ii) resulted well-tolerated by CCD-18Co colonocytes; iii) reduced cancer cell motility inhibiting CRC cell migration and invasion; iv) inhibited COLO205 xenograft tumor growth. Mechanistically, AT9283 abrogated MKK3 protein levels mainly through the inhibition of aurora kinase A (AURKA), impacting on MKK3/AURKA protein-protein interaction and protein stability therefore uncovering the relevance of MKK3/AURKA crosstalk in sustaining CRC malignancy in vitro and in vivo. CONCLUSION Overall, we demonstrated that the anti-tumoral effects triggered by AT9283 treatment recapitulated the MKK3 depletion effects in all tested CRC models in vitro and in vivo, suggesting that AT9283 is a repurposed drug. According to its good tolerance when tested with primary colonocytes (CCD-18CO), AT9283 is a promising drug for the development of novel therapeutic strategies to target MKK3 oncogenic functions in late-stage and metastatic CRC patients.
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Affiliation(s)
- Valentina Piastra
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
- Department of Science, University Roma Tre, Rome, Italy
| | - Federica Ganci
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
| | - Andrea Sacconi
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
| | - Angelina Pranteda
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
- Department of Science, University Roma Tre, Rome, Italy
| | - Matteo Allegretti
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
| | - Roberta Bernardini
- Interdepartmental Center for Comparative Medicine, Alternative Techniques and Aquaculture (CIMETA), University of Rome Tor Vergata, Rome, Italy
| | - Martina Serra
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
- Interdepartmental Center for Comparative Medicine, Alternative Techniques and Aquaculture (CIMETA), University of Rome Tor Vergata, Rome, Italy
| | - Barbara Lupo
- Candiolo Cancer Institute - FPO IRCCS, Candiolo, Turin, Italy
- Department of Oncology, University of Torino, Candiolo, Turin, Italy
| | - Emanuela Dell'Aquila
- Second Division of Medical Oncology, IRCCS - Regina Elena National Cancer Institute, Rome, Italy
| | - Gianluigi Ferretti
- First Division of Medical Oncology, IRCCS - Regina Elena National Cancer Institute, Rome, Italy
| | - Edoardo Pescarmona
- Department of Pathology, IRCCS - Regina Elena National Cancer Institute, Rome, Italy
| | - Armando Bartolazzi
- Pathology Research Laboratory, St Andrea University Hospital, Rome, Italy
| | - Giovanni Blandino
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy
| | - Livio Trusolino
- Candiolo Cancer Institute - FPO IRCCS, Candiolo, Turin, Italy
- Department of Oncology, University of Torino, Candiolo, Turin, Italy
| | - Gianluca Bossi
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, Rome, 53 - 00144, Italy.
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Alsharoh H, Chiroi P, Isachesku E, Tanasa RA, Pop OL, Pirlog R, Berindan-Neagoe I. Personalizing Therapy Outcomes through Mitogen-Activated Protein Kinase Pathway Inhibition in Non-Small Cell Lung Cancer. Biomedicines 2024; 12:1489. [PMID: 39062063 PMCID: PMC11275062 DOI: 10.3390/biomedicines12071489] [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: 04/29/2024] [Revised: 06/18/2024] [Accepted: 07/02/2024] [Indexed: 07/28/2024] Open
Abstract
Lung cancer (LC) is a highly invasive malignancy and the leading cause of cancer-related deaths, with non-small cell lung cancer (NSCLC) as its most prevalent histological subtype. Despite all breakthroughs achieved in drug development, the prognosis of NSCLC remains poor. The mitogen-activated protein kinase signaling cascade (MAPKC) is a complex network of interacting molecules that can drive oncogenesis, cancer progression, and drug resistance when dysregulated. Over the past decades, MAPKC components have been used to design MAPKC inhibitors (MAPKCIs), which have shown varying efficacy in treating NSCLC. Thus, recent studies support the potential clinical use of MAPKCIs, especially in combination with other therapeutic approaches. This article provides an overview of the MAPKC and its inhibitors in the clinical management of NSCLC. It addresses the gaps in the current literature on different combinations of selective inhibitors while suggesting two particular therapy approaches to be researched in NSCLC: parallel and aggregate targeting of the MAPKC. This work also provides suggestions that could serve as a potential guideline to aid future research in MAPKCIs to optimize clinical outcomes in NSCLC.
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Affiliation(s)
- Hasan Alsharoh
- Research Center for Functional Genomics, Biomedicine and Translational Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania; (H.A.); (P.C.); (E.I.); (I.B.-N.)
| | - Paul Chiroi
- Research Center for Functional Genomics, Biomedicine and Translational Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania; (H.A.); (P.C.); (E.I.); (I.B.-N.)
| | - Ekaterina Isachesku
- Research Center for Functional Genomics, Biomedicine and Translational Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania; (H.A.); (P.C.); (E.I.); (I.B.-N.)
| | | | - Ovidiu-Laurean Pop
- Department of Morphology Sciences, University of Oradea, 410087 Oradea, Romania;
| | - Radu Pirlog
- Research Center for Functional Genomics, Biomedicine and Translational Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania; (H.A.); (P.C.); (E.I.); (I.B.-N.)
| | - Ioana Berindan-Neagoe
- Research Center for Functional Genomics, Biomedicine and Translational Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania; (H.A.); (P.C.); (E.I.); (I.B.-N.)
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6
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Bashore FM, Katis VL, Du Y, Sikdar A, Wang D, Bradshaw WJ, Rygiel KA, Leisner TM, Chalk R, Mishra S, Williams CA, Gileadi O, Brennan PE, Wiley JC, Gockley J, Cary GA, Carter GW, Young JE, Pearce KH, Fu H, the Emory-Sage-SGC TREAT-AD Center, Axtman AD. Characterization of covalent inhibitors that disrupt the interaction between the tandem SH2 domains of SYK and FCER1G phospho-ITAM. PLoS One 2024; 19:e0293548. [PMID: 38359047 PMCID: PMC10868801 DOI: 10.1371/journal.pone.0293548] [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: 08/02/2023] [Accepted: 10/15/2023] [Indexed: 02/17/2024] Open
Abstract
RNA sequencing and genetic data support spleen tyrosine kinase (SYK) and high affinity immunoglobulin epsilon receptor subunit gamma (FCER1G) as putative targets to be modulated for Alzheimer's disease (AD) therapy. FCER1G is a component of Fc receptor complexes that contain an immunoreceptor tyrosine-based activation motif (ITAM). SYK interacts with the Fc receptor by binding to doubly phosphorylated ITAM (p-ITAM) via its two tandem SH2 domains (SYK-tSH2). Interaction of the FCER1G p-ITAM with SYK-tSH2 enables SYK activation via phosphorylation. Since SYK activation is reported to exacerbate AD pathology, we hypothesized that disruption of this interaction would be beneficial for AD patients. Herein, we developed biochemical and biophysical assays to enable the discovery of small molecules that perturb the interaction between the FCER1G p-ITAM and SYK-tSH2. We identified two distinct chemotypes using a high-throughput screen (HTS) and orthogonally assessed their binding. Both chemotypes covalently modify SYK-tSH2 and inhibit its interaction with FCER1G p-ITAM, however, these compounds lack selectivity and this limits their utility as chemical tools.
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Affiliation(s)
- Frances M. Bashore
- Structural Genomics Consortium, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Vittorio L. Katis
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | - Yuhong Du
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, United States of America
- Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, United States of America
| | - Arunima Sikdar
- Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Dongxue Wang
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, United States of America
- Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, United States of America
| | - William J. Bradshaw
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | - Karolina A. Rygiel
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | - Tina M. Leisner
- Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Rod Chalk
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | - Swati Mishra
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Washington, Seattle, WA, United States of America
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States of America
| | - C. Andrew Williams
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Washington, Seattle, WA, United States of America
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States of America
| | - Opher Gileadi
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | - Paul E. Brennan
- Nuffield Department of Medicine, Centre for Medicines Discovery, ARUK Oxford Drug Discovery Institute, University of Oxford, Headington, Oxford, United Kingdom
| | | | - Jake Gockley
- Sage Bionetworks, Seattle, WA, United States of America
| | - Gregory A. Cary
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, ME, United States of America
| | - Gregory W. Carter
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, ME, United States of America
| | - Jessica E. Young
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Washington, Seattle, WA, United States of America
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States of America
| | - Kenneth H. Pearce
- Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Haian Fu
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, United States of America
- Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, United States of America
| | | | - Alison D. Axtman
- Structural Genomics Consortium, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
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7
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Pranteda A, Piastra V, Serra M, Bernardini R, Lo Sardo F, Carpano S, Diodoro MG, Bartolazzi A, Milella M, Blandino G, Bossi G. Activated MKK3/MYC crosstalk impairs dabrafenib response in BRAFV600E colorectal cancer leading to resistance. Biomed Pharmacother 2023; 167:115480. [PMID: 37713993 DOI: 10.1016/j.biopha.2023.115480] [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: 07/18/2023] [Revised: 09/05/2023] [Accepted: 09/07/2023] [Indexed: 09/17/2023] Open
Abstract
Colorectal cancer (CRC) patients with BRAF mutations develop resistance to BRAF inhibitors at a very early stage. Understanding the molecular mechanisms involved in BRAF inhibitor resistance is critical for the development of novel therapeutic opportunities for this subtype of CRC patients. CRC cells bearing BRAF mutations are mostly sensitive to the abrogation of Mitogen-Activated Protein Kinase Kinase 3 (MKK3), a specific activator of p38MAPKs signaling, suggesting that BRAF alterations might addict CRC cells to the MKK3/p38MAPK signaling. Interestingly, publicly available gene expression profiling data show significantly higher MKK3 transcript levels in CRC lines with acquired resistance to BRAF inhibitors. Herein, we investigated the roles of MKK3 in the response to BRAF targeting (dabrafenib) with COLO205 and HT29 BRAFV600E CRC lines and derived dabrafenib-resistant (DABR) sublines. Dabrafenib treatments reduce MKK3 activation by inducing autophagy in parental but not DABR cells. The MKK3 knockdown induces cell death in DABR cells, whereas ectopic MKK3 expression reduces dabrafenib sensitivity in parental cells. Mechanistically, activated MKK3 interacts and co-localizes with c-Myc oncoprotein (MYC), sustaining MYC protein stability and thus preventing the dabrafenib induced effects in CRC DABR cells both in vitro and in vivo. Overall, we identify a novel molecular mechanism beyond the dabrafenib resistance, shedding light on an uncovered vulnerability for the development of novel therapeutic opportunities in BRAFV600E CRC.
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Affiliation(s)
- Angelina Pranteda
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy; Department of Science, University Roma TRE, Viale G. Marconi, 446 I, 00146 Rome, Italy
| | - Valentina Piastra
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy; Department of Science, University Roma TRE, Viale G. Marconi, 446 I, 00146 Rome, Italy
| | - Martina Serra
- Interdepartmental Centre for Comparative Medicine, Alternative Techniques and Aquaculture (CIMETA), University of Rome "Tor Vergata, Via Montpellier, 1, 00133 Rome, Italy
| | - Roberta Bernardini
- Interdepartmental Centre for Comparative Medicine, Alternative Techniques and Aquaculture (CIMETA), University of Rome "Tor Vergata, Via Montpellier, 1, 00133 Rome, Italy; Center for Research and Services "Preclinical Experimentation and Animal Welfare" (SPBA), University of Rome "La Sapienza", Piazzale Aldo Moro, 5, 00185 Rome, Italy
| | - Federica Lo Sardo
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy
| | - Silvia Carpano
- Second Division of Medical Oncology, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy
| | - Maria Grazia Diodoro
- Department of Pathology, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy
| | - Armando Bartolazzi
- Pathology Research Laboratory, Sant'Andrea University Hospital, Via di Grottarossa, 1035, 00189 Rome, Italy
| | - Michele Milella
- UOC of Oncology, Verona University and Hospital Trust (Azienda Ospedaliera Universitaria Integrata-AOUI-Verona), Piazzale Aristide Stefani, 1, 37126 Verona, Italy
| | - Giovanni Blandino
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy
| | - Gianluca Bossi
- Translational Oncology Research Unit, Department of Diagnostic Research and Technological Innovation, IRCCS - Regina Elena National Cancer Institute, Via Elio Chianesi, 53, 00144 Rome, Italy.
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8
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Bashore FM, Katis VL, Du Y, Sikdar A, Wang D, Bradshaw WJ, Rygiel KA, Leisner TM, Chalk R, Mishra S, Williams AC, Gileadi O, Brennan PE, Wiley JC, Gockley J, Cary GA, Carter GW, Young JE, Pearce KH, Fu H, Axtman AD. Characterization of covalent inhibitors that disrupt the interaction between the tandem SH2 domains of SYK and FCER1G phospho-ITAM. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.28.551026. [PMID: 37547005 PMCID: PMC10402180 DOI: 10.1101/2023.07.28.551026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
RNA sequencing and genetic data support spleen tyrosine kinase (SYK) and high affinity immunoglobulin epsilon receptor subunit gamma (FCER1G) as putative targets to be modulated for Alzheimer's disease (AD) therapy. FCER1G is a component of Fc receptor complexes that contain an immunoreceptor tyrosine-based activation motif (ITAM). SYK interacts with the Fc receptor by binding to doubly phosphorylated ITAM (p-ITAM) via its two tandem SH2 domains (SYK-tSH2). Interaction of the FCER1G p-ITAM with SYK-tSH2 enables SYK activation via phosphorylation. Since SYK activation is reported to exacerbate AD pathology, we hypothesized that disruption of this interaction would be beneficial for AD patients. Herein, we developed biochemical and biophysical assays to enable the discovery of small molecules that perturb the interaction between the FCER1G p-ITAM and SYK-tSH2. We identified two distinct chemotypes using a high-throughput screen (HTS) and orthogonally assessed their binding. Both chemotypes covalently modify SYK-tSH2 and inhibit its interaction with FCER1G p-ITAM.
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Affiliation(s)
- Frances M Bashore
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Structural Genomics Consortium, University of North Carolina, Chapel Hill, NC, USA
| | - Vittorio L Katis
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
| | - Yuhong Du
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, USA; Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, USA
| | - Arunima Sikdar
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, University of North Carolina, Chapel Hill, NC, USA
| | - Dongxue Wang
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, USA; Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, USA
| | - William J Bradshaw
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
| | - Karolina A Rygiel
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
| | - Tina M Leisner
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, University of North Carolina, Chapel Hill, NC, USA
| | - Rod Chalk
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
| | | | | | - Opher Gileadi
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
- Current address: Structural Genomics Consortium, Department of Medicine, Karolinska Hospital and Karolinska Institute, 171 76 Stockholm, Sweden
| | - Paul E Brennan
- ARUK Oxford Drug Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine Research Building, Old Road Campus, University of Oxford, Headington, Oxford, OX3 7FZ, UK
| | | | | | | | | | | | - Kenneth H Pearce
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Center for Integrative Chemical Biology and Drug Discovery, University of North Carolina, Chapel Hill, NC, USA
| | - Haian Fu
- Department of Pharmacology and Chemical Biology, School of Medicine, Emory University, Atlanta, GA, USA; Emory Chemical Biology Discovery Center, School of Medicine, Emory University, Atlanta, GA, USA
| | - Alison D Axtman
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Structural Genomics Consortium, University of North Carolina, Chapel Hill, NC, USA
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9
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Jeong H, Grimes K, Rauwolf KK, Bruch PM, Rausch T, Hasenfeld P, Benito E, Roider T, Sabarinathan R, Porubsky D, Herbst SA, Erarslan-Uysal B, Jann JC, Marschall T, Nowak D, Bourquin JP, Kulozik AE, Dietrich S, Bornhauser B, Sanders AD, Korbel JO. Functional analysis of structural variants in single cells using Strand-seq. Nat Biotechnol 2022:10.1038/s41587-022-01551-4. [PMID: 36424487 DOI: 10.1038/s41587-022-01551-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 10/07/2022] [Indexed: 11/27/2022]
Abstract
Somatic structural variants (SVs) are widespread in cancer, but their impact on disease evolution is understudied due to a lack of methods to directly characterize their functional consequences. We present a computational method, scNOVA, which uses Strand-seq to perform haplotype-aware integration of SV discovery and molecular phenotyping in single cells by using nucleosome occupancy to infer gene expression as a readout. Application to leukemias and cell lines identifies local effects of copy-balanced rearrangements on gene deregulation, and consequences of SVs on aberrant signaling pathways in subclones. We discovered distinct SV subclones with dysregulated Wnt signaling in a chronic lymphocytic leukemia patient. We further uncovered the consequences of subclonal chromothripsis in T cell acute lymphoblastic leukemia, which revealed c-Myb activation, enrichment of a primitive cell state and informed successful targeting of the subclone in cell culture, using a Notch inhibitor. By directly linking SVs to their functional effects, scNOVA enables systematic single-cell multiomic studies of structural variation in heterogeneous cell populations.
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Affiliation(s)
- Hyobin Jeong
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.,Hanyang Institute of Bioscience and Biotechnology, Hanyang University, Seoul, Republic of Korea
| | - Karen Grimes
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.,Faculty of Biosciences, EMBL and Heidelberg University, Heidelberg, Germany
| | - Kerstin K Rauwolf
- Division of Pediatric Oncology, University Children's Hospital, Zürich, Switzerland
| | - Peter-Martin Bruch
- Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany.,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany.,Department of Hematology and Oncology, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Tobias Rausch
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany
| | - Patrick Hasenfeld
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Eva Benito
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Tobias Roider
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.,Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany.,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany
| | | | - David Porubsky
- Center for Bioinformatics, Saarland University, Saarbrücken, Germany.,Max Planck Institute for Informatics, Saarbrücken, Germany.,Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Sophie A Herbst
- Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany.,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany
| | - Büşra Erarslan-Uysal
- Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany.,Department of Pediatric Oncology, Hematology, and Immunology, University of Heidelberg and Hopp Children's Cancer Center, Heidelberg, Germany
| | - Johann-Christoph Jann
- Department of Hematology and Oncology, Medical Faculty Mannheim of the Heidelberg University, Heidelberg, Germany
| | - Tobias Marschall
- Institute for Medical Biometry and Bioinformatics, Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Daniel Nowak
- Department of Hematology and Oncology, Medical Faculty Mannheim of the Heidelberg University, Heidelberg, Germany
| | - Jean-Pierre Bourquin
- Division of Pediatric Oncology, University Children's Hospital, Zürich, Switzerland
| | - Andreas E Kulozik
- Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany.,Department of Pediatric Oncology, Hematology, and Immunology, University of Heidelberg and Hopp Children's Cancer Center, Heidelberg, Germany
| | - Sascha Dietrich
- Department of Hematology, Oncology and Rheumatology, Heidelberg University Hospital, Heidelberg, Germany.,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany.,Department of Hematology and Oncology, University Hospital Düsseldorf, Düsseldorf, Germany.,Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Beat Bornhauser
- Division of Pediatric Oncology, University Children's Hospital, Zürich, Switzerland
| | - Ashley D Sanders
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany. .,Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany. .,Berlin Institute of Health (BIH), Berlin, Germany. .,Charité-Universitätsmedizin, Berlin, Germany.
| | - Jan O Korbel
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany. .,Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, University of Heidelberg, Heidelberg, Germany. .,Bridging Research Division on Mechanisms of Genomic Variation and Data Science, German Cancer Research Center (DKFZ), Heidelberg, Germany.
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10
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Dissection of the MKK3 Functions in Human Cancer: A Double-Edged Sword? Cancers (Basel) 2022; 14:cancers14030483. [PMID: 35158751 PMCID: PMC8833818 DOI: 10.3390/cancers14030483] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 01/02/2022] [Accepted: 01/17/2022] [Indexed: 01/27/2023] Open
Abstract
The role played by MKK3 in human cancer is controversial. MKK3 is an evolutionarily conserved protein kinase that activates in response to a variety of stimuli. Phosphorylates, specifically the p38MAPK family proteins, contribute to the regulation of a plethora of cellular processes such as proliferation, differentiation, apoptosis, invasion, and cell migration. Genes in carcinogenesis are classified as oncogenes and tumor suppressors; however, a clear distinction is not always easily made as it depends on the cell context and tissue specificity. The aim of this study is the examination of the potential contribution of MKK3 in cancer through a systematic analysis of the recent literature. The overall results reveal a complex scenario of MKK3’s involvement in cancer. The oncogenic functions of MKK3 were univocally documented in several solid tumors, such as colorectal, prostate cancer, and melanoma, while its tumor-suppressing functions were described in glioblastoma and gastric cancer. Furthermore, a dual role of MKK3 as an oncogene as well as tumor a suppressor has been described in breast, cervical, ovarian, liver, esophageal, and lung cancer. However, overall, more evidence points to its role as an oncogene in these diseases. This review indicates that the oncogenic and tumor-suppressing roles of MKK3 are strictly dependent on the tumor type and further suggests that MKK3 could represent an efficient putative molecular target that requires contextualization within a specific tumor type in order to adequately evaluate its potential effectiveness in designing novel anticancer therapies.
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