101
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Zhang M, Zhang Y, Dong K, Lin J, Cui X, Zhang Y. Identification of Critical Phosphorylation Sites Enhancing Kinase Activity With a Bimodal Fusion Framework. Mol Cell Proteomics 2025; 24:100889. [PMID: 39617062 PMCID: PMC11774822 DOI: 10.1016/j.mcpro.2024.100889] [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: 07/01/2024] [Revised: 11/26/2024] [Accepted: 11/28/2024] [Indexed: 01/12/2025] Open
Abstract
Phosphorylation is an indispensable regulatory mechanism in cells, with specific sites on kinases that can significantly enhance their activity. Although several such critical phosphorylation sites (phos-sites) have been experimentally identified, many more remain to be explored. To date, no computational method exists to systematically identify these critical phos-sites on kinases. In this study, we introduce PhoSiteformer, a transformer-inspired foundational model designed to generate embeddings of phos-sites using phosphorylation mass spectrometry data. Recognizing the complementary insights offered by protein sequence data and phosphorylation mass spectrometry data, we developed a classification model, CSPred, which employs a bimodal fusion strategy. CSPred combines embeddings from PhoSiteformer with those from the protein language model ProtT5. Our approach successfully identified 77 critical phos-sites on 58 human kinases. Two of these sites, T517 on PKG1 and T735 on PRKD3, have been experimentally verified. This study presents the first systematic and computational approach to identify critical phos-sites that enhance kinase activity.
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Affiliation(s)
- Menghuan Zhang
- State Key Laboratory of Cardiovascular Diseases and Medical Innovation Center, Institute for Regenerative Medicine, Department of Neurosurgery, Shanghai East Hospital, Shanghai Key Laboratory of Signaling and Disease Research, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Yizhi Zhang
- State Key Laboratory of Cardiovascular Diseases and Medical Innovation Center, Institute for Regenerative Medicine, Department of Neurosurgery, Shanghai East Hospital, Shanghai Key Laboratory of Signaling and Disease Research, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Keqin Dong
- Department of Urology, School of Medicine, Xinhua Hospital Affiliated to Shanghai Jiao Tong University, Shanghai, China
| | - Jin Lin
- State Key Laboratory of Cardiovascular Diseases and Medical Innovation Center, Institute for Regenerative Medicine, Department of Neurosurgery, Shanghai East Hospital, Shanghai Key Laboratory of Signaling and Disease Research, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Xingang Cui
- Department of Urology, School of Medicine, Xinhua Hospital Affiliated to Shanghai Jiao Tong University, Shanghai, China.
| | - Yong Zhang
- State Key Laboratory of Cardiovascular Diseases and Medical Innovation Center, Institute for Regenerative Medicine, Department of Neurosurgery, Shanghai East Hospital, Shanghai Key Laboratory of Signaling and Disease Research, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, Shanghai, China.
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102
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Gagestein B, Rüegger J, Janssen APA, Kirchner S, Grether U, Rufer AC, van der Stelt M. CellEKT: A Chemical Proteomics Workflow to Profile Cellular Target Engagement of Kinase Inhibitors - A Step-by-Step Guide. Methods Mol Biol 2025; 2921:231-253. [PMID: 40515993 DOI: 10.1007/978-1-0716-4502-4_12] [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] [Indexed: 06/16/2025]
Abstract
The human genome encodes for over 600 kinases, which are important targets for drug discovery in many diseases, such as cancer and autoimmune disorders. The majority of kinase inhibitors target the conserved ATP-binding pocket, which contributes to the difficulty of developing selective inhibitors. A lack of selectivity may contribute to high drug candidate attrition rates due to an unfavorable off-target profile. To prevent unforeseen side effects, as well as to accurately link inhibitor function to pharmacological effects and phenotypic readouts, efficient methods for determining target engagement across the cellular kinome are necessary. One way to address this problem is to profile the interaction landscape of kinase inhibitors in living cells using the broad-spectrum kinase probe XO44. Here, we describe a detailed protocol of the CellEKT workflow using XO44 to profile kinase inhibitors in a full dose-response manner across 200+ kinases. The protocol allows to determine the EC50 of up to three kinase inhibitors in a cell line of interest in 4 days.
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Affiliation(s)
- Berend Gagestein
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
- Department Medical Oncology, OncoProteomics Laboratory, Cancer Center Amsterdam, Amsterdam UMC, Location VUmc, Amsterdam, The Netherlands
| | - Joel Rüegger
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Antonius P A Janssen
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Stephan Kirchner
- Roche Pharma Research & Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Uwe Grether
- Roche Pharma Research & Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Arne C Rufer
- Roche Pharma Research & Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Mario van der Stelt
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden, The Netherlands.
- Oncode Institute, Amsterdam, The Netherlands.
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103
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Cohen P, Snelling T. Diseases caused by altered specificity of a protein kinase for its allosteric activators. Trends Biochem Sci 2025; 50:61-70. [PMID: 39580356 DOI: 10.1016/j.tibs.2024.10.008] [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: 08/16/2024] [Revised: 10/11/2024] [Accepted: 10/25/2024] [Indexed: 11/25/2024]
Abstract
Protein kinases regulate many intracellular processes, and their dysregulation causes cancers and other diseases. This review focuses on the atypical alpha-kinase 1 (ALPK1), which is activated in mammalian cells by nucleoside diphosphate heptoses (ADP-heptose, UDP-heptose, and CDP-heptose) produced by microbial pathogens but not by mammalian cells. Mutations in human ALPK1 cause ROSAH syndrome and spiradenoma, which result from an alteration in its specificity for nucleoside diphosphate heptoses, causing aberrant activation by mammalian nucleoside diphosphate sugars without microbial infection. These may be the first diseases caused by altered specificity of an enzyme for its allosteric activators and has suggested ways in which selective drugs could be developed to treat them without compromising the innate immune system.
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Affiliation(s)
- Philip Cohen
- MRC Protein Phosphorylation and Ubiquitylation Unit, University of Dundee, Dundee, Scotland, UK.
| | - Tom Snelling
- MRC Protein Phosphorylation and Ubiquitylation Unit, University of Dundee, Dundee, Scotland, UK.
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104
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Borar P, Biswas T, Chaudhuri A, Rao T P, Raychaudhuri S, Huxford T, Chakrabarti S, Ghosh G, Polley S. Dual-specific autophosphorylation of kinase IKK2 enables phosphorylation of substrate IκBα through a phosphoenzyme intermediate. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.06.27.546692. [PMID: 37732175 PMCID: PMC10508718 DOI: 10.1101/2023.06.27.546692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
Rapid and high-fidelity phosphorylation of two serines (S32 and S36) of IκBα by a prototype Ser/Thr kinase IKK2 is critical for fruitful canonical NF-κB activation. Here, we report that IKK2 is a dual specificity Ser/Thr kinase that autophosphorylates itself at tyrosine residues in addition to its activation loop serines. Mutation of one such tyrosine, Y169, located in proximity to the active site, to phenylalanine, renders IKK2 inactive for phosphorylation of S32 of IκBα. Surprisingly, auto-phosphorylated IKK2 relayed phosphate group(s) to IκBα without ATP when ADP is present. We also observed that mutation of K44, an ATP-binding lysine conserved in all protein kinases, to methionine renders IKK2 inactive towards specific phosphorylation of S32 or S36 of IκBα, but not non-specific substrates. These observations highlight an unusual evolution of IKK2, in which autophosphorylation of tyrosine(s) in the activation loop and the invariant ATP-binding K44 residue define its signal-responsive substrate specificity ensuring the fidelity of NF-κB activation.
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Affiliation(s)
- Prateeka Borar
- Department of Biological Sciences, Bose Institute, Kolkata, India
| | - Tapan Biswas
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, USA
| | - Ankur Chaudhuri
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India
| | - Pallavi Rao T
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Swasti Raychaudhuri
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Tom Huxford
- Department of Chemistry and Biochemistry, San Diego State University, San Diego, USA
| | - Saikat Chakrabarti
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India
| | - Gourisankar Ghosh
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, USA
| | - Smarajit Polley
- Department of Biological Sciences, Bose Institute, Kolkata, India
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105
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Zhang Q, Yu J, You Q, Wang L. Modulating Phosphorylation by Proximity-Inducing Modalities for Cancer Therapy. J Med Chem 2024; 67:21695-21716. [PMID: 39648992 DOI: 10.1021/acs.jmedchem.4c02624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/10/2024]
Abstract
Abnormal phosphorylation of proteins can lead to various diseases, particularly cancer. Therefore, the development of small molecules for precise regulation of protein phosphorylation holds great potential for drug design. While the traditional kinase/phosphatase small-molecule modulators have shown some success, achieving precise phosphorylation regulation has proven to be challenging. The emergence of heterobifunctional molecules, such as phosphorylation-inducing chimeric small molecules (PHICSs) and phosphatase recruiting chimeras (PHORCs), with proximity-inducing modalities is expected to lead to a breakthrough by specifically recruiting kinase or phosphatase to the protein of interest. Herein, we summarize the drug targets with aberrant phosphorylation in cancer and underscore the potential of correcting phosphorylation in cancer therapy. Through reported cases of heterobifunctional molecules targeting phosphorylation regulation, we highlight the current design strategies and features of these molecules. We also provide a systematic elaboration of the link between aberrantly phosphorylated targets and cancer as well as the existing challenges and future research directions for developing heterobifunctional molecular drugs for phosphorylation regulation.
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Affiliation(s)
- Qiuyue Zhang
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Jia Yu
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Qidong You
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Lei Wang
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
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106
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Zhao Z, Bourne PE. Exploring Extended Warheads toward Developing Cysteine-Targeted Covalent Kinase Inhibitors. J Chem Inf Model 2024; 64:9517-9527. [PMID: 39656065 DOI: 10.1021/acs.jcim.4c00890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2024]
Abstract
In designing covalent kinase inhibitors (CKIs), the inclusion of electrophiles as attacking warheads demands careful choreography, ensuring not only their presence on the scaffold moiety but also their precise interaction with nucleophiles in the binding sites. Given the limited number of known electrophiles, exploring adjacent chemical space to broaden the palette of available electrophiles capable of covalent inhibition is desirable. Here, we systematically analyze the characteristics of warheads and the corresponding adjacent fragments for use in CKI design. We first collect all the released cysteine-targeted CKIs from multiple databases and create one CKI data set containing 16,961 kinase-inhibitor data points from 12,381 unique CKIs covering 146 kinases with accessible cysteines in their binding pockets. Then, we analyze this data set, focusing on the extended warheads (i.e., warheads + adjacent fragments)─including 30 common warheads and 1344 unique adjacent fragments. In so doing, we provide structural insights and delineate chemical properties and patterns in these extended warheads. Notably, we highlight the popular patterns observed within reversible CKIs for the popular warheads cyanoacrylamide and aldehyde. This study provides medicinal chemists with novel insights into extended warheads and a comprehensive source of adjacent fragments, thus guiding the design, synthesis, and optimization of CKIs.
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Affiliation(s)
- Zheng Zhao
- School of Data Science and Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
| | - Philip E Bourne
- School of Data Science and Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
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107
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Schifferstein J, Bernatavicius A, Janssen APA. Docking-Informed Machine Learning for Kinome-wide Affinity Prediction. J Chem Inf Model 2024; 64:9196-9204. [PMID: 39657274 DOI: 10.1021/acs.jcim.4c01260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
Kinase inhibitors are an important class of anticancer drugs, with 80 inhibitors clinically approved and >100 in active clinical testing. Most bind competitively in the ATP-binding site, leading to challenges with selectivity for a specific kinase, resulting in risks for toxicity and general off-target effects. Assessing the binding of an inhibitor for the entire kinome is experimentally possible but expensive. A reliable and interpretable computational prediction of kinase selectivity would greatly benefit the inhibitor discovery and optimization process. Here, we use machine learning on docked poses to address this need. To this end, we aggregated all known inhibitor-kinase affinities and generated the complete accompanying 3D interactome by docking all inhibitors to the respective high-quality X-ray structures. We then used this resource to train a neural network as a kinase-specific scoring function, which achieved an overall performance (R2) of 0.63-0.74 on unseen inhibitors across the kinome. The entire pipeline from molecule to 3D-based affinity prediction has been fully automated and wrapped in a freely available package. This has a graphical user interface that is tightly integrated with PyMOL to allow immediate adoption in the medicinal chemistry practice.
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Affiliation(s)
- Jordy Schifferstein
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden 2333CC, The Netherlands
- Oncode Institute, Utrecht 3521AL, The Netherlands
| | - Andrius Bernatavicius
- Leiden Institute of Advanced Computer Science, Leiden University, Leiden 2333CC, The Netherlands
| | - Antonius P A Janssen
- Department of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Leiden 2333CC, The Netherlands
- Oncode Institute, Utrecht 3521AL, The Netherlands
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108
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Kamel W, Ruscica V, Embarc-Buh A, de Laurent ZR, Garcia-Moreno M, Demyanenko Y, Orton RJ, Noerenberg M, Madhusudhan M, Iselin L, Järvelin AI, Hannan M, Kitano E, Moore S, Merits A, Davis I, Mohammed S, Castello A. Alphavirus infection triggers selective cytoplasmic translocation of nuclear RBPs with moonlighting antiviral roles. Mol Cell 2024; 84:4896-4911.e7. [PMID: 39642884 DOI: 10.1016/j.molcel.2024.11.015] [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: 11/10/2023] [Revised: 07/29/2024] [Accepted: 11/11/2024] [Indexed: 12/09/2024]
Abstract
RNA is a central molecule for viruses; however, the interactions that viral RNA (vRNA) establishes with the host cell is only starting to be elucidated. Here, we determine the ribonucleoprotein (RNP) composition of the prototypical arthropod-borne Sindbis virus (SINV). We show that SINV RNAs engage with hundreds of cellular proteins, including a group of nuclear RNA-binding proteins (RBPs) with unknown roles in infection. We demonstrate that these nuclear RBPs are selectively translocated to the cytoplasm after infection, where they accumulate in the viral replication organelles (ROs). These nuclear RBPs strongly suppress viral gene expression, with activities spanning viral species and families. Particularly, the U2 small nuclear RNP (snRNP) emerges as an antiviral complex, with both its U2 small nuclear RNA (snRNA) and protein components contributing to the recognition of the vRNA and the antiviral phenotype. These results suggest that the U2 snRNP has RNA-driven antiviral activity in a mechanism reminiscent of the RNAi pathway.
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Affiliation(s)
- Wael Kamel
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK.
| | - Vincenzo Ruscica
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Azman Embarc-Buh
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Zaydah R de Laurent
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Manuel Garcia-Moreno
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Yana Demyanenko
- The Rosalind Franklin Institute, Didcot, Oxfordshire OX11 0FA, UK
| | - Richard J Orton
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Marko Noerenberg
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Meghana Madhusudhan
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Louisa Iselin
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK; Nuffield Department of Medicine, University of Oxford, Peter Medawar Building for Pathogen Research,11, Oxford OX1 3SY, UK
| | - Aino I Järvelin
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Maximilian Hannan
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Eduardo Kitano
- The Rosalind Franklin Institute, Didcot, Oxfordshire OX11 0FA, UK
| | - Samantha Moore
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK
| | - Andres Merits
- Institute of Technology, University of Tartu, 50411 Tartu, Estonia
| | - Ilan Davis
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK
| | - Shabaz Mohammed
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford OX1 3QU, UK; The Rosalind Franklin Institute, Didcot, Oxfordshire OX11 0FA, UK; Department of Chemistry, University of Oxford, Mansfield Road 16, Oxford OX1 3TA, UK.
| | - Alfredo Castello
- MRC, University of Glasgow Centre for Virus Research, Glasgow G61 1QH, Scotland, UK.
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109
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Magaña-Ávila G, Carbajal-Contreras H, Amnekar R, Dite T, Téllez-Sutterlin M, García-Ávila K, Marquina-Castillo B, Lopez-Saavedra A, Vazquez N, Rojas-Ortega E, Delpire E, Ellison DH, Alessi DR, Gamba G, Castañeda-Bueno M. NRBP1 and TSC22D proteins impact distal convoluted tubule physiology through modulation of the WNK pathway. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.12.628222. [PMID: 39764004 PMCID: PMC11702584 DOI: 10.1101/2024.12.12.628222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/11/2025]
Abstract
The With No lysine (WNK) kinases regulate processes such as cell volume and epithelial ion transport through the modulation of Cation Chloride Cotransporters such as the NaCl cotransporter, NCC, present in the distal convoluted tubule (DCT) of the kidney. Recently, the interaction of WNKs with Nuclear Receptor Binding Protein 1 (NRBP1) and Transforming Growth Factor β-Stimulated Clone 22 Domain (TSC22D) proteins was reported. Here we explored the effect of NRBP1 and TSC22Ds on WNK signaling in vitro and in the DCT. TSC22D1.1, TSC22D2, and NRBP1 are localized in DCT WNK bodies, which are cytoplasmic biomolecular condensates associated with WNK activation. In HEK293 cells, long TSC22D isoforms and NRBP1 increase WNK4 activity. DCT-specific NRBP1 knockout mice have reduced NCC phosphorylation and activate a compensatory response. Thus, NRBP1 and long TSC22D proteins are positive modulators of WNK signaling and modulate Na+ reabsorption in the kidney. NRBP1 and TSC22Ds likely influence WNK signaling in other tissues, impacting various physiological processes.
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Affiliation(s)
- Germán Magaña-Ávila
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
- Facultad de Medicina, Universidad Nacional Autónoma de México, Coyoacan, Mexico City
| | - Héctor Carbajal-Contreras
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
- PECEM (MD/PhD), Facultad de Medicina, Universidad Nacional Autónoma de México, Coyoacan, Mexico City, Mexico
| | - Ramchandra Amnekar
- MRC Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dow Street, Dundee DD1 5EH, United Kingdom
| | - Toby Dite
- MRC Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dow Street, Dundee DD1 5EH, United Kingdom
| | - Michelle Téllez-Sutterlin
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
| | - Kevin García-Ávila
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
| | - Brenda Marquina-Castillo
- Department of Pathology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
| | - Alejandro Lopez-Saavedra
- Unidad de Aplicaciones Avanzadas en Microscopía del Instituto Nacional de Cancerología y la Red de Apoyo a la Investigación, Universidad Nacional Autónoma de México, Mexico City, Mexico
- Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Ciudad de México
| | - Norma Vazquez
- Molecular Physiology Unit, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Tlalpan, Mexico City, Mexico
| | - Eréndira Rojas-Ortega
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
| | - Eric Delpire
- Department of Anesthesiology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - David H. Ellison
- Division of Nephrology and Hypertension, Department of Medicine, Oregon Health and Science University, Portland, OR, USA
- VA Portland Health Care System, Portland, OR, USA
| | - Dario R. Alessi
- MRC Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dow Street, Dundee DD1 5EH, United Kingdom
| | - Gerardo Gamba
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
- PECEM (MD/PhD), Facultad de Medicina, Universidad Nacional Autónoma de México, Coyoacan, Mexico City, Mexico
- Molecular Physiology Unit, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Tlalpan, Mexico City, Mexico
| | - María Castañeda-Bueno
- Department of Nephrology and Mineral Metabolism, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Tlalpan, Mexico City, Mexico
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110
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Abdel-Aziz AAM, El-Azab AS, Brogi S, Ayyad RR, Al-Suwaidan IA, Hefnawy M. Antitumor Activity and Multi-Target Mechanism of Phenolic Schiff Bases Bearing Methanesulfonamide Fragments: Cell Cycle Analysis and a Molecular Modeling Study. Int J Mol Sci 2024; 25:13621. [PMID: 39769383 PMCID: PMC11728000 DOI: 10.3390/ijms252413621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 12/10/2024] [Accepted: 12/13/2024] [Indexed: 01/30/2025] Open
Abstract
Five phenolic Schiff bases (7-11) incorporating a fragment of methanesulfonamide were synthesized and evaluated for their efficacy as antitumor agents. Compounds 7 and 8 demonstrated the most potent antitumor action, with a positive cytotoxic effect (PCE) of 54/59 and 59/59 and a mean growth percentage (MG%) of 67.3% and 19.5%, respectively, compared with imatinib (PCE = 20/59 and MG% = 92.6%). The PCE values for derivatives 9-11 were 3/59, 4/59, and 4/59, respectively, indicating poor antitumor effect. Compound 8 exhibited the most significant efficacy, suppressing cell proliferation by an average of 50% at a dosage of 0.501 µM, in comparison with the reference drugs sorafenib (2.33 µM), gefitinib (2.10 µM), erlotinib (7.68 µM), and celecoxib (17.5 µM). Compounds 7 and 8 had substantial inhibitory effects on the human epidermal growth factor receptor 2 (HER2), with IC50 values of 0.183 μM and 0.464 μM, respectively. Furthermore, they exhibited significant inhibition of the epidermal growth factor receptor (EGFR), with IC50 values of 0.752 μM and 0.166 μM, respectively. Compound 8 exhibited the highest COX-2 inhibition (IC50 = 12.76 μM). We performed molecular docking dynamic experiments to examine the precise interaction and structural prerequisites for the anticancer activity of derivatives 7 and 8 by targeting EGFR and HER2.
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Affiliation(s)
- Alaa A.-M. Abdel-Aziz
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia; (A.S.E.-A.); (I.A.A.-S.); (M.H.)
| | - Adel S. El-Azab
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia; (A.S.E.-A.); (I.A.A.-S.); (M.H.)
| | - Simone Brogi
- Department of Pharmacy, University of Pisa, Via Bonanno 6, 56126 Pisa, Italy;
| | - Rezk R. Ayyad
- Department of Pharmaceutical Chemistry, College of Pharmacy, University of Hilla, Babylon 6202, Iraq;
| | - Ibrahim A. Al-Suwaidan
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia; (A.S.E.-A.); (I.A.A.-S.); (M.H.)
| | - Mohamed Hefnawy
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia; (A.S.E.-A.); (I.A.A.-S.); (M.H.)
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Rumler H, Schmithals C, Werner C, Bollacke A, Aichele D, Götz C, Niefind K, Wünsch B, Jose J. Discovery of 7,9-Dibromo-dihydrodibenzofuran as a Potent Casein Kinase 2 (CK2) Inhibitor: Synthesis, Biological Evaluation, and Structural Studies on E-/ Z-Isomers. ACS Pharmacol Transl Sci 2024; 7:3846-3866. [PMID: 39698287 PMCID: PMC11651316 DOI: 10.1021/acsptsci.4c00426] [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: 07/18/2024] [Revised: 11/08/2024] [Accepted: 11/13/2024] [Indexed: 12/20/2024]
Abstract
The human protein kinase CK2 is a promising target for cancer treatment. Only two CK2 inhibitors have reached clinical trials until today. Among others, a dibenzofuran scaffold has emerged as highly prospective for the development of new CK2 inhibitors. Thirty-three newly synthesized dibenzofuran-based compounds were tested on their inhibitory potential in vitro. 7,9-Dichloro-8-hydroxy-4-[(phenylamino)methylene]-1,2-dihydro-dibenzo[b,d]furan-3(4H)-one (12b) and 7,9-dibromo-8-hydroxy-4-[(phenylamino)methylene]-1,2-dihydro-dibenzo[b,d]furan-3(4H)-one (12c) showed the lowest IC50 values with 5.8 nM for both. The dibenzofuran-based CK2 inhibitors crossed the cell membrane of LNCaP human prostate carcinoma cells and reduced intracellular CK2 activity. Among 70 kinases from different representative subgroups of the human kinome, CK2 was most strongly inhibited by compound 12c. Co-crystallization of 12c together with CK2α indicated a π-halogen bond of the bromine at position C9 with the gatekeeper amino acid Phe113. CK2α could bind both the E- and Z-isomers of 12c. Our results provide new insights into the structure-activity relationships of dibenzofuran derivatives.
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Affiliation(s)
- Hendrik Rumler
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
| | - Claudia Schmithals
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
| | - Christian Werner
- Institute
of Biochemistry, University of Cologne, Cologne 50674, Germany
| | - Andre Bollacke
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
| | - Dagmar Aichele
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
| | - Claudia Götz
- Medical Biochemistry
and Molecular Biology, Saarland University, Homburg 66421, Germany
| | - Karsten Niefind
- Institute
of Biochemistry, University of Cologne, Cologne 50674, Germany
| | - Bernhard Wünsch
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
| | - Joachim Jose
- University
of Münster, Institute of Pharmaceutical and Medicinal Chemistry,
Pharmacampus, Münster 48149, Germany
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Attia MH, Lasheen DS, Samir N, Taher AT, Abdel-Aziz HA, Abou El Ella DA. Design, Synthesis and Molecular Modeling of Pyrazolo[1,5- a]pyrimidine Derivatives as Dual Inhibitors of CDK2 and TRKA Kinases with Antiproliferative Activity. Pharmaceuticals (Basel) 2024; 17:1667. [PMID: 39770509 PMCID: PMC11678221 DOI: 10.3390/ph17121667] [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: 10/31/2024] [Revised: 12/04/2024] [Accepted: 12/08/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND The increasing prevalence of drug resistance in cancer therapy underscores the urgent need for novel therapeutic approaches. Dual enzyme inhibitors, targeting critical kinases such as CDK2 and TRKA, represent a promising strategy. The goal of this investigation was to design, synthesize, and evaluate a set of pyrazolo[1,5-a]pyrimidine derivatives for their dual inhibition potential toward CDK2 and TRKA kinases, along with their potential antiproliferative against cancer cell lines. METHODS A set of pyrazolo[1,5-a]pyrimidine derivatives (6a-t, 11a-g, and 12) was synthesized and subjected to in vitro enzymatic assays to determine their inhibitory activity against CDK2 and TRKA kinases. Selected compounds were further assessed for antiproliferative effects across the set of 60 cell lines from the NCI, representing various human cancer types. Additionally, simulations of molecular docking were conducted to explore the modes of binding for the whole active compounds and compare them with known inhibitors. RESULTS Compounds 6t and 6s exhibited potent dual inhibitory activity, showing an IC50 = 0.09 µM and 0.23 µM against CDK2, and 0.45 µM against TRKA, respectively. These results were comparable to reference inhibitors ribociclib (CDK2, IC50 = 0.07 µM) and larotrectinib (TRKA, IC50 = 0.07 µM). Among the studied derivatives, compound 6n displayed a notable broad-spectrum anticancer activity, achieving a mean growth inhibition (GI%) of 43.9% across 56 cell lines. Molecular docking simulations revealed that the synthesized compounds adopt modes of binding similar to those of the lead inhibitors. Conclusions: In this study, prepared pyrazolo[1,5-a]pyrimidine derivatives demonstrated significant potential as dual CDK2/TRKA inhibitors, and showed potent anticancer activity toward diverse cancer cell lines. These findings highlight their potential as key compounds for the design of novel anticancer therapeutics.
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Affiliation(s)
- Mohamed H. Attia
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, October 6 University (O6U), Giza 12585, Egypt
| | - Deena S. Lasheen
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Cairo 11566, Egypt; (D.S.L.); (N.S.)
| | - Nermin Samir
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Cairo 11566, Egypt; (D.S.L.); (N.S.)
| | - Azza T. Taher
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Cairo University, Cairo 11562, Egypt;
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, October 6 University (O6U), Giza 12585, Egypt
| | - Hatem A. Abdel-Aziz
- Department of Applied Organic Chemistry, National Research Center, Cairo 12622, Egypt;
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Pharos University in Alexandria, Canal El Mahmoudia St., Alexandria 21648, Egypt
| | - Dalal A. Abou El Ella
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Cairo 11566, Egypt; (D.S.L.); (N.S.)
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113
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Ali T, Rehman SU, Ali S, Mahmood K, Obregon SA, Iglesias RC, Khurshaid T, Ashraf I. Smart agriculture: utilizing machine learning and deep learning for drought stress identification in crops. Sci Rep 2024; 14:30062. [PMID: 39627235 PMCID: PMC11615331 DOI: 10.1038/s41598-024-74127-8] [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: 07/11/2024] [Accepted: 09/24/2024] [Indexed: 12/06/2024] Open
Abstract
Plant stress reduction research has advanced significantly with the use of Artificial Intelligence (AI) techniques, such as machine learning and deep learning. This is a significant step toward sustainable agriculture. Innovative insights into the physiological responses of plants mostly crops to drought stress have been revealed through the use of complex algorithms like gradient boosting, support vector machines (SVM), recurrent neural network (RNN), and long short-term memory (LSTM), combined with a thorough examination of the TYRKC and RBR-E3 domains in stress-associated signaling proteins across a range of crop species. Modern resources were used in this study, including the UniProt protein database for crop physiochemical properties associated with specific signaling domains and the SMART database for signaling protein domains. These insights were then applied to deep learning and machine learning techniques after careful data processing. The rigorous metric evaluations and ablation analysis that typified the study's approach highlighted the algorithms' effectiveness and dependability in recognizing and classifying stress events. Notably, the accuracy of SVM was 82%, while gradient boosting and RNN showed 96%, and 94%, respectively and LSTM obtained an astounding 97% accuracy. The study observed these successes but also highlights the ongoing obstacles to AI adoption in agriculture, emphasizing the need for creative thinking and interdisciplinary cooperation. In addition to its scholarly value, the collected data has significant implications for improving resource efficiency, directing precision agricultural methods, and supporting global food security programs. Notably, the gradient boosting and LSTM algorithm outperformed the others with an exceptional accuracy of 96% and 97%, demonstrating their potential for accurate stress categorization. This work highlights the revolutionary potential of AI to completely disrupt the agricultural industry while simultaneously advancing our understanding of plant stress responses.
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Affiliation(s)
- Tariq Ali
- University Institute of Information Technology, PMAS-Arid Agriculture University, Rawalpindi, Pakistan
| | - Saif Ur Rehman
- University Institute of Information Technology, PMAS-Arid Agriculture University, Rawalpindi, Pakistan
| | - Shamshair Ali
- University Institute of Information Technology, PMAS-Arid Agriculture University, Rawalpindi, Pakistan
| | - Khalid Mahmood
- Institute of Computing and Information Technology, Gomal University, D.I. Khan, Pakistan
| | - Silvia Aparicio Obregon
- Universidad Europea del Atlántico., Isabel Torres 21, Santander, 39011, Spain
- Universidad Internacional Iberoamericana, Campeche, 24560, Mexico
- Universidad Internacional Iberoamericana Arecibo, Puerto Rico, 00613, USA
| | - Rubén Calderón Iglesias
- Universidad Europea del Atlántico., Isabel Torres 21, Santander, 39011, Spain
- Universidade Internacional do Cuanza, Cuito, Bie, Angola
- Universidad de La Romana, La Romana, República Dominicana
| | - Tahir Khurshaid
- Department of Electrical Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea.
| | - Imran Ashraf
- Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea.
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Cipak L, Sivakova B, Bellova J, Danchenko M, Jurcik J, Cipakova I, Lalakova LO, Gregan J, Barath P. Characterization of Ksg1 protein kinase-dependent phosphoproteome in the fission yeast S. pombe. Biochem Biophys Res Commun 2024; 736:150895. [PMID: 39476757 DOI: 10.1016/j.bbrc.2024.150895] [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: 07/29/2024] [Revised: 10/23/2024] [Accepted: 10/23/2024] [Indexed: 11/10/2024]
Abstract
Ksg1 is an essential protein kinase of the fission yeast S. pombe that belongs to the AGC kinase family and is homologous to the mammalian PDPK1 kinase. Previous studies have shown that Ksg1 functions in the nutrient-sensing TOR signaling pathway and is involved in the phosphorylation and activation of other AGC kinases, thereby affecting various downstream targets related to metabolism, cell division, stress response, and gene expression. To date, the molecular function of Ksg1 has been analyzed using its temperature sensitive mutants or mutants expressing its truncated isoforms, which are not always suitable for functional studies of Ksg1 and the identification of its targets. To overcome these limitations, we employed a chemical genetic strategy and used a conditional ksg1as mutant sensitive to an ATP analog. Combining this mutant with quantitative phosphoproteomics analysis, we identified 1986 phosphosites that were differentially phosphorylated when Ksg1as kinase was inhibited by an ATP analog. We found that proteins whose phosphorylation was dysregulated after inhibition of Ksg1as kinase were mainly represented by those involved in the regulation of cytokinesis, contractile ring contraction, cell division, septation initiation signaling cascade, intracellular protein kinase cascade, barrier septum formation, protein phosphorylation, intracellular signal transduction, cytoskeleton organization, cellular response to stimulus, or in RNA, ncRNA and rRNA processing. Importantly, proteins with significantly down-regulated phosphorylation were specifically enriched for R-X-X-S and R-X-R-X-X-S motifs, which are typical consensus substrate sequences for phosphorylation by the AGC family of kinases. The results of this study provide a basis for further analysis of the role of the Ksg1 kinase and its targets in S. pombe and may also be useful for studying Ksg1 orthologs in other organisms.
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Affiliation(s)
- Lubos Cipak
- Department of Genetics, Cancer Research Institute, Biomedical Research Center, Slovak Academy of Sciences, Bratislava, Slovakia.
| | - Barbara Sivakova
- Institute of Chemistry, Slovak Academy of Sciences, Bratislava, Slovakia; Department of Medical and Clinical Biophysics, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Košice, Slovakia
| | - Jana Bellova
- Institute of Chemistry, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Maksym Danchenko
- Institute of Chemistry, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Jan Jurcik
- Department of Genetics, Cancer Research Institute, Biomedical Research Center, Slovak Academy of Sciences, Bratislava, Slovakia; Institute of Plant Genetics and Biotechnology, Plant Science and Biodiversity Centre, Slovak Academy of Sciences, Nitra, Slovakia
| | - Ingrid Cipakova
- Department of Genetics, Cancer Research Institute, Biomedical Research Center, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Laura Olivia Lalakova
- Department of Genetics, Cancer Research Institute, Biomedical Research Center, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Juraj Gregan
- University of Vienna, Center for Molecular Biology, Department of Chromosome Biology, Vienna, Austria; Department of Applied Genetics and Cell Biology, Institute of Microbial Genetics, University of Natural Resources and Life Sciences, Tulln an der Donau, Austria
| | - Peter Barath
- Institute of Chemistry, Slovak Academy of Sciences, Bratislava, Slovakia; Medirex Group Academy, Nitra, Slovakia.
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Martins DM, Fernandes PO, Vieira LA, Maltarollo VG, Moraes AH. Structure-Guided Drug Design Targeting Abl Kinase: How Structure and Regulation Can Assist in Designing New Drugs. Chembiochem 2024; 25:e202400296. [PMID: 39008807 DOI: 10.1002/cbic.202400296] [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: 03/31/2024] [Revised: 07/11/2024] [Accepted: 07/12/2024] [Indexed: 07/17/2024]
Abstract
The human protein Abelson kinase (Abl), a tyrosine kinase, plays a pivotal role in developing chronic myeloid leukemia (CML). Abl's involvement in various signaling pathways underscores its significance in regulating fundamental biological processes, including DNA damage responses, actin polymerization, and chromatin structural changes. The discovery of the Bcr-Abl oncoprotein, resulting from a chromosomal translocation in CML patients, revolutionized the understanding and treatment of the disease. The introduction of targeted therapies, starting with interferon-alpha and culminating in the development of tyrosine kinase inhibitors (TKIs) like imatinib, significantly improved patient outcomes. However, challenges such as drug resistance and side effects persist, indicating the necessity of research into novel therapeutic strategies. This review describes advancements in Abl kinase inhibitor development, emphasizing rational compound design from structural and regulatory information. Strategies, including bivalent inhibitors, PROTACs, and compounds targeting regulatory domains, promise to overcome resistance and minimize side effects. Additionally, leveraging the intricate structure and interactions of Bcr-Abl may provide insights into developing inhibitors for other kinases. Overall, this review highlights the importance of continued research into Abl kinase inhibition and its broader implications for therapeutic interventions targeting kinase-driven diseases. It provides valuable insights and strategies that may guide the development of next-generation therapies.
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MESH Headings
- Humans
- Protein Kinase Inhibitors/chemistry
- Protein Kinase Inhibitors/pharmacology
- Drug Design
- Proto-Oncogene Proteins c-abl/metabolism
- Proto-Oncogene Proteins c-abl/antagonists & inhibitors
- Proto-Oncogene Proteins c-abl/chemistry
- Antineoplastic Agents/pharmacology
- Antineoplastic Agents/chemistry
- Antineoplastic Agents/therapeutic use
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/pathology
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism
- Fusion Proteins, bcr-abl/antagonists & inhibitors
- Fusion Proteins, bcr-abl/metabolism
- Molecular Structure
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Affiliation(s)
- Diego M Martins
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, 31270-901, Pampulha, MG, Brazil
| | - Philipe O Fernandes
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais, 31270-901, Pampulha, MG, Brazil
| | - Lucas A Vieira
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, 31270-901, Pampulha, MG, Brazil
| | - Vinícius G Maltarollo
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais, 31270-901, Pampulha, MG, Brazil
| | - Adolfo H Moraes
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, 31270-901, Pampulha, MG, Brazil
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Yan Y, Ding L, Ding J, Zhou P, Su B. Recent Advances in Electrochemiluminescence Visual Biosensing and Bioimaging. Chembiochem 2024; 25:e202400389. [PMID: 38899794 DOI: 10.1002/cbic.202400389] [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: 04/29/2024] [Revised: 06/18/2024] [Accepted: 06/20/2024] [Indexed: 06/21/2024]
Abstract
Electrochemiluminescence (ECL) is one of the most powerful techniques that meet the needs of analysis and detection in a variety of scenarios, because of its highly analytical sensitivity and excellent spatiotemporal controllability. ECL combined with microscopy (ECLM) offers a promising approach for quantifying and mapping a wide range of analytes. To date, ECLM has been widely used to image biological entities and processes, such as cells, subcellular structures, proteins and membrane transport properties. In this review, we first introduced the mechanisms of several classic ECL systems, then highlighted the progress of visual biosensing and bioimaging by ECLM in the last decade. Finally, the characteristics of ECLM were summarized, as well as some of the current challenges. The future research interests and potential directions for the application of ECLM were also outlooked.
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Affiliation(s)
- Yajuan Yan
- Key Laboratory of Excited-State Materials of Zhejiang Province, Department of Chemistry, Zhejiang University, Hangzhou, 310058, China
| | - Lurong Ding
- Key Laboratory of Excited-State Materials of Zhejiang Province, Department of Chemistry, Zhejiang University, Hangzhou, 310058, China
| | - Jialian Ding
- Key Laboratory of Excited-State Materials of Zhejiang Province, Department of Chemistry, Zhejiang University, Hangzhou, 310058, China
| | - Ping Zhou
- Key Laboratory of Excited-State Materials of Zhejiang Province, Department of Chemistry, Zhejiang University, Hangzhou, 310058, China
| | - Bin Su
- Key Laboratory of Excited-State Materials of Zhejiang Province, Department of Chemistry, Zhejiang University, Hangzhou, 310058, China
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117
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Li L, Huang W, Ren X, Wang Z, Ding K, Zhao L, Zhang J. Unlocking the potential: advancements and future horizons in ROR1-targeted cancer therapies. SCIENCE CHINA. LIFE SCIENCES 2024; 67:2603-2616. [PMID: 39145866 DOI: 10.1007/s11427-024-2685-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Accepted: 07/11/2024] [Indexed: 08/16/2024]
Abstract
While receptor tyrosine kinase-like orphan receptor 1 (ROR1) is typically expressed at low levels or absent in normal tissues, its expression is notably elevated in various malignant tumors and conditions, including chronic lymphocytic leukemia (CLL), breast cancer, ovarian cancer, melanoma, and lung adenocarcinoma. This distinctive feature positions ROR1 as an attractive target for tumor-specific treatments. Currently, several targeted drugs directed at ROR1 are undergoing clinical development, including monoclonal antibodies, antibody-drug conjugates (ADCs), and chimeric antigen receptor T-cell therapy (CAR-T). Additionally, there are four small molecule inhibitors designed to bind to ROR1, presenting promising avenues for the development of PROTAC degraders targeting ROR1. This review offers updated insights into ROR1's structural and functional characteristics, embryonic development implications, cell survival signaling pathways, and evolutionary targeting strategies, all of which have the potential to advance the treatment of malignant tumors.
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Affiliation(s)
- Lin Li
- State Key Laboratory of Structure-Based Drugs Design & Discovery of Ministry of Education, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Weixue Huang
- State Key Laboratory of Chemical Biology, Research Center of Chemical Kinomics, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Xiaomei Ren
- State Key Laboratory of Chemical Biology, Research Center of Chemical Kinomics, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Zhen Wang
- State Key Laboratory of Chemical Biology, Research Center of Chemical Kinomics, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Ke Ding
- State Key Laboratory of Chemical Biology, Research Center of Chemical Kinomics, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China.
| | - Linxiang Zhao
- State Key Laboratory of Structure-Based Drugs Design & Discovery of Ministry of Education, Shenyang Pharmaceutical University, Shenyang, 110016, China.
| | - Jinwei Zhang
- State Key Laboratory of Chemical Biology, Research Center of Chemical Kinomics, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China.
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118
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Wang X, Du Q, Chen J, Wang R, Zhao Y, Liu S, Chen YQ. Fatty acid dehydratase HACD3 poses protein kinase activity and promotes the malignant progression of colorectal cancer. Int J Biol Macromol 2024; 283:137414. [PMID: 39547639 DOI: 10.1016/j.ijbiomac.2024.137414] [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: 03/12/2024] [Revised: 07/17/2024] [Accepted: 11/06/2024] [Indexed: 11/17/2024]
Abstract
HACD3 is a member belonging to the very long-chain fatty acid dehydratase family. However, little is known about HACD3's function besides its weak dehydratase activity. The current study aims to investigate the potential role of HACD3 in Colorectal Cancer (CRC). The study evaluates HACD3 expression in CRC patient samples. Moreover, the study investigates in vitro cell proliferation, colony formation, invasion, migration, and cell cycle progression on HACD3 knockdown and overexpressing CRC cells, along with in vivo tumorigenesis within NSG mice, Hacd3-/-; ApcMin/+ mice and Hacd3ΔIEC; ApcMin/+mice. The study identifies the molecular target(s) of HACD3 via phosphoproteomics, followed by biological assay verification. The study identifies that HACD3 is highly expressed in CRC tissues and promotes the malignant progression of cancer cells. Additionally, HACD3 interacts with CDK2, leading to CDK2 T160 phosphorylation via a domain between amino acids 298-324 of HACD3. Thus, fatty acid dehydratase HACD3 possesses protein kinase activity and stimulates tumorigenesis, partly by activating the CDK2 pathway. Therefore, inhibiting HACD3 could facilitate CRC treatment.
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Affiliation(s)
- Xiaoying Wang
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China
| | - Qindan Du
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China
| | - Jiayao Chen
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China
| | - Rong Wang
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China
| | - Yong Zhao
- Thoracic and Cardiac Surgery, Affiliated Hospital of Jiangnan University, Wuxi 214122, China
| | - Sihui Liu
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China
| | - Yong Q Chen
- Medical Basic Research Innovation Center for Gut Microbiota and Chronic Diseases, Wuxi School of Medicine, Jiangnan University, Wuxi 214122, China.
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Lucet IS, Daly RJ. View from the PEAKs: Insights from structural studies on the PEAK family of pseudokinases. Curr Opin Struct Biol 2024; 89:102932. [PMID: 39321525 DOI: 10.1016/j.sbi.2024.102932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 08/29/2024] [Accepted: 09/03/2024] [Indexed: 09/27/2024]
Abstract
The PEAK family of pseudokinase scaffolds, comprising PEAK1 (originally termed SgK269), PEAK2 (SgK223, the human orthologue of rat Pragmin) and PEAK3 (C19orf35), have emerged as important regulators and integrators of cellular signaling and also play oncogenic roles in a variety of human cancers. These proteins undergo both homo- and heterotypic association that act to diversify signal output. Recently, structural and functional characterization of PEAK3 and its protein-protein interactions have shed light on PEAK signaling dynamics and the interdependency of PEAK family members, how PEAK dimerization regulates the binding of downstream effectors, and how 14-3-3 binding acts to regulate PEAK3 signal output. These important advances form the basis of this review.
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Affiliation(s)
- Isabelle S Lucet
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Roger J Daly
- Cancer Program, Biomedical Discovery Institute, Monash University, Melbourne, VIC 3800, Australia; Department of Biochemistry and Molecular Biology, Monash University, Melbourne, VIC 3800, Australia.
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120
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Lazo PA. Nuclear functions regulated by the VRK1 kinase. Nucleus 2024; 15:2353249. [PMID: 38753965 PMCID: PMC11734890 DOI: 10.1080/19491034.2024.2353249] [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: 04/02/2024] [Revised: 05/03/2024] [Accepted: 05/06/2024] [Indexed: 05/18/2024] Open
Abstract
In the nucleus, the VRK1 Ser-Thr kinase is distributed in nucleoplasm and chromatin, where it has different roles. VRK1 expression increases in response to mitogenic signals. VRK1 regulates cyclin D1 expression at G0 exit and facilitates chromosome condensation at the end of G2 and G2/M progression to mitosis. These effects are mediated by the phosphorylation of histone H3 at Thr3 by VRK1, and later in mitosis by haspin. VRK1 regulates the apigenetic patterns of histones in processes requiring chromating remodeling, such as transcription, replication and DNA repair. VRK1 is overexpressed in tumors, facilitating tumor progression and resistance to genotoxic treatments. VRK1 also regulates the organization of Cajal bodies assembled on coilin, which are necessary for the assembly of different types of RNP complexes. VRK1 pathogenic variants cuase defects in Cajal bodies, functionally altering neurons with long axons and leading to neurological diseases, such as amyotrophic laterla sclerosis, spinal muscular atrophy, distal hereditay motor neuropathies and Charcot-Marie-Tooth.
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Affiliation(s)
- Pedro A. Lazo
- Instituto de Biología Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Científicas (CSIC) - Universidad de Salamanca, Salamanca, Spain
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain
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Yoo D, Wu S, Choi S, Huh SO, Sadra A. STK33 as the functional substrate of miR-454-3p for suppression and apoptosis in neuroblastoma. Mol Cells 2024; 47:100145. [PMID: 39515612 PMCID: PMC11863495 DOI: 10.1016/j.mocell.2024.100145] [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: 10/04/2024] [Revised: 10/31/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024] Open
Abstract
miR-454-3p has been reported to be a tumor-suppressive microRNA (miRNA) in multiple cancer types. We identified the kinase STK33 mRNA, which is a high-risk factor for survival in neuroblastoma (NB) patients, as being a substrate of miR-454-3p in NB. Even though STK33 is an attractive target for several cancers, the development of inhibitors of STK33 has been challenging. For the various cell lines tested, we demonstrated reduced growth and viability with the miR-454-3p mimic. From among the candidate NB-associated miRNAs, miR-454-3p mimic and its antagonist had the most profound effect on STK33 mRNA and protein-level changes. Under various conditions of growth and external stress for the cells, the RNA levels for miR-454-3p and STK33 also negatively correlated. Luciferase reporter assays demonstrated STK33 as a substrate for miR-454-3p, and recombinant versions of STK33 resistant to miR-454-3p significantly blunted the suppressive effect of the miR-454-3p and established STK33 as the major functional substrate of miR-454-3p. Overexpression of miR-454-3p or knockdown of STK33 mRNA promoted autophagy and at the same time, increased the apoptotic markers in the tested NB cells, indicating a mechanism for the suppressive effect of the agents. Given the difficult-to-drug targets such as STK33 and the recent successes in RNA delivery methods for cancer treatment, it is thought that targeting cancer cells with a suppressive miRNA such as miR-454-3p for STK33-dependent cancer types may be an alternative means of NB therapy.
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Affiliation(s)
- Dongkwan Yoo
- Department of Pharmacology, College of Medicine, Institute of Natural Medicine, Hallym University, Chuncheon, Gangwon State, Republic of Korea
| | - Sichen Wu
- Department of Pharmacology, College of Medicine, Institute of Natural Medicine, Hallym University, Chuncheon, Gangwon State, Republic of Korea
| | - Seunghyuk Choi
- Department of Pharmacology, College of Medicine, Institute of Natural Medicine, Hallym University, Chuncheon, Gangwon State, Republic of Korea
| | - Sung-Oh Huh
- Department of Pharmacology, College of Medicine, Institute of Natural Medicine, Hallym University, Chuncheon, Gangwon State, Republic of Korea.
| | - Ali Sadra
- Department of Pharmacology, College of Medicine, Institute of Natural Medicine, Hallym University, Chuncheon, Gangwon State, Republic of Korea.
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Yoshida T, Yoshida S, Inukai K, Kato K, Yura Y, Hattori T, Taki K, Enomoto A, Ohashi K, Okumura T, Ouchi N, Kawase H, Wettschureck N, Offermanns S, Murohara T, Takefuji M. ALPK2 prevents cardiac diastolic dysfunction in heart failure with preserved ejection fraction. FASEB J 2024; 38:e70192. [PMID: 39556326 PMCID: PMC11599786 DOI: 10.1096/fj.202402103r] [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: 09/06/2024] [Revised: 10/23/2024] [Accepted: 11/06/2024] [Indexed: 11/19/2024]
Abstract
Protein phosphorylation, controlled by protein kinases, is central to regulating various pathophysiological processes, including cardiac systolic function. The dysregulation of protein kinase activity plays a significant role in the pathogenesis of cardiac systolic dysfunction. While cardiac contraction mechanisms are well documented, the mechanisms underlying cardiac diastole remain elusive. This gap persists owing to the historical focus on systolic dysfunction in heart failure research. Recently, heart failure with preserved ejection fraction (HFpEF), an age-related disease characterized by cardiac diastolic dysfunction, has emerged as a major public health concern. However, its underlying mechanism remains unclear. In this study, we investigated cardiac protein kinases by analyzing the gene expression of 518 protein kinases in human tissues. We identified alpha-kinase 2 (ALPK2) as a novel cardiac-specific atypical kinase and generated tamoxifen-inducible, cardiomyocyte-specific Alpk2-knockout mice and Alpk2-overexpressing mice. Alpk2 deficiency did not affect cardiac systolic dysfunction in the myocardial infarction model or the pressure-overload-induced heart failure model. Notably, cardiomyocyte-specific Alpk2 deficiency exacerbated cardiac diastolic dysfunction induced by aging and in the HFpEF model. Conversely, Alpk2 overexpression increased the phosphorylation of tropomyosin 1, a major regulator that binds myosin to actin, and mitigated cardiac stiffness in HFpEF. This study provides novel evidence that ALPK2 represents a potential therapeutic target for cardiac diastolic dysfunction in HFpEF and age-related cardiac impairments.
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Affiliation(s)
- Tatsuya Yoshida
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Satoya Yoshida
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Kohei Inukai
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Katsuhiro Kato
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Yoshimitsu Yura
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Tomoki Hattori
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Kentaro Taki
- Division for Medical Research EngineeringNagoya University School of MedicineNagoyaJapan
| | - Atsushi Enomoto
- Department of PathologyNagoya University School of MedicineNagoyaJapan
| | - Koji Ohashi
- Department of Molecular Medicine and CardiologyNagoya University School of MedicineNagoyaJapan
| | - Takahiro Okumura
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Noriyuki Ouchi
- Department of Molecular Medicine and CardiologyNagoya University School of MedicineNagoyaJapan
| | - Haruya Kawase
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
- Department of PharmacologyMax Planck Institute for Heart and Lung ResearchBad NauheimGermany
| | - Nina Wettschureck
- Department of PharmacologyMax Planck Institute for Heart and Lung ResearchBad NauheimGermany
| | - Stefan Offermanns
- Department of PharmacologyMax Planck Institute for Heart and Lung ResearchBad NauheimGermany
| | - Toyoaki Murohara
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
| | - Mikito Takefuji
- Department of CardiologyNagoya University School of MedicineNagoyaJapan
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123
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Cheng SS, Mody AC, Woo CM. Opportunities for Therapeutic Modulation of O-GlcNAc. Chem Rev 2024; 124:12918-13019. [PMID: 39509538 DOI: 10.1021/acs.chemrev.4c00417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2024]
Abstract
O-Linked β-N-acetylglucosamine (O-GlcNAc) is an essential, dynamic monosaccharide post-translational modification (PTM) found on serine and threonine residues of thousands of nucleocytoplasmic proteins. The installation and removal of O-GlcNAc is controlled by a single pair of enzymes, O-GlcNAc transferase (OGT) and O-GlcNAcase (OGA), respectively. Since its discovery four decades ago, O-GlcNAc has been found on diverse classes of proteins, playing important functional roles in many cellular processes. Dysregulation of O-GlcNAc homeostasis has been implicated in the pathogenesis of disease, including neurodegeneration, X-linked intellectual disability (XLID), cancer, diabetes, and immunological disorders. These foundational studies of O-GlcNAc in disease biology have motivated efforts to target O-GlcNAc therapeutically, with multiple clinical candidates under evaluation. In this review, we describe the characterization and biochemistry of OGT and OGA, cellular O-GlcNAc regulation, development of OGT and OGA inhibitors, O-GlcNAc in pathophysiology, clinical progress of O-GlcNAc modulators, and emerging opportunities for targeting O-GlcNAc. This comprehensive resource should motivate further study into O-GlcNAc function and inspire strategies for therapeutic modulation of O-GlcNAc.
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Affiliation(s)
- Steven S Cheng
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States
| | - Alison C Mody
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States
| | - Christina M Woo
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States
- Affiliate member of the Broad Institute, Cambridge, Massachusetts 02142, United States
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Woods K, Rants'o TA, Chan AM, Sapre T, Mastin GE, Maguire KM, Ong SE, Golkowski M. diaPASEF-Powered Chemoproteomics Enables Deep Kinome Interaction Profiling. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.22.624841. [PMID: 39605566 PMCID: PMC11601655 DOI: 10.1101/2024.11.22.624841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Protein-protein interactions (PPIs) underlie most biological functions. Devastating human conditions like cancers, neurological disorders, and infections, hijack PPI networks to initiate disease, and to drive disease progression. Understanding precisely how diseases remodel PPI networks can, therefore, help clarify disease mechanisms and identify therapeutic targets. Protein kinases control most cellular processes through protein phosphorylation. The 518 human kinases, known as the kinome, are frequently dysregulated in disease and highly druggable with ATP-competitive inhibitors. Kinase activity, localization, and substrate recognition are regulated by dynamic PPI networks composed of scaffolding and adapter proteins, other signaling enzymes like small GTPases and E3 ligases, and phospho-substrates. Accordingly, mapping kinase PPI networks can help determine kinome activation states, and, in turn, cellular activation states; this information can be used for studying kinase-mediated cell signaling, and for prioritizing kinases for drug discovery. Previously, we have developed a high-throughput method for kinome PPI mapping based on mass spectrometry (MS)-based chemoproteomics that we named kinobead competition and correlation analysis (kiCCA). Here, we introduce 2 nd generation (gen) kiCCA which utilizes data-independent acquisition (dia) with parallel accumulation serial fragmentation (PASEF) MS and a re-designed CCA algorithm with improved selection criteria and the ability to predict multiple kinase interaction partners of the same proteins. Using neuroblastoma cell line models of the noradrenergic-mesenchymal transition (NMT), we demonstrate that 2 nd gen kiCCA (1) identified 6.1-times more kinase PPIs in native cell extracts compared to our 1 st gen approach, (2) determined kinase-mediated signaling pathways that underly the neuroblastoma NMT, and (3) accurately predicted pharmacological targets for manipulating NMT states. Our 2 nd gen kiCCA method is broadly useful for cell signaling research and kinase drug discovery.
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Han C, Fu S, Chen M, Gou Y, Liu D, Zhang C, Huang X, Xiao L, Zhao M, Zhang J, Xiao Q, Peng D, Xue Y. GPSD: a hybrid learning framework for the prediction of phosphatase-specific dephosphorylation sites. Brief Bioinform 2024; 26:bbae694. [PMID: 39749667 PMCID: PMC11695897 DOI: 10.1093/bib/bbae694] [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: 09/14/2024] [Revised: 11/30/2024] [Accepted: 12/17/2024] [Indexed: 01/04/2025] Open
Abstract
Protein phosphorylation is dynamically and reversibly regulated by protein kinases and protein phosphatases, and plays an essential role in orchestrating a wide range of biological processes. Although a number of tools have been developed for predicting kinase-specific phosphorylation sites (p-sites), computational prediction of phosphatase-specific dephosphorylation sites remains to be a great challenge. In this study, we manually curated 4393 experimentally identified site-specific phosphatase-substrate relationships for 3463 dephosphorylation sites occurring on phosphoserine, phosphothreonine, and/or phosphotyrosine residues, from the literature and public databases. Then, we developed a hybrid learning framework, the group-based prediction system for the prediction of phosphatase-specific dephosphorylation sites (GPSD). For model training, we integrated 10 types of sequence features and utilized three types of machine learning methods, including penalized logistic regression, deep neural networks, and transformer neural networks. First, a pretrained model was constructed using 561 416 nonredundant p-sites and then fine-tuned to generate computational models for predicting general dephosphorylation sites. In addition, 103 individual phosphatase-specific predictors were constructed via transfer learning and meta-learning. For site prediction, one or multiple protein sequences in FASTA format could be inputted, and the prediction results will be shown together with additional annotations, such as protein-protein interactions, structural information, and disorder propensity. The online service of GPSD is freely available at https://gpsd.biocuckoo.cn/. We believe that GPSD can serve as a valuable tool for further analysis of dephosphorylation.
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Affiliation(s)
- Cheng Han
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Shanshan Fu
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Miaomiao Chen
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Yujie Gou
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Dan Liu
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Chi Zhang
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Xinhe Huang
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Leming Xiao
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Miaoying Zhao
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Jiayi Zhang
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Qiang Xiao
- School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Di Peng
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
| | - Yu Xue
- Department of Bioinformatics and Systems Biology, MOE Key Laboratory of Molecular Biophysics, Hubei Bioinformatics and Molecular Imaging Key Laboratory, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan, Hubei 430074, China
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126
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Yang X, Ma X, Zhao T, Croucher DR, Nguyen EV, Clark KC, Hu C, Latham SL, Bayly-Jones C, Nguyen VCB, Budnar S, Shin S, Nguyen LK, Cotton TR, Chueh AC, Sian TCLK, Stratton MM, Ellisdon AM, Daly RJ. Feed-forward stimulation of CAMK2 by the oncogenic pseudokinase PEAK1 generates a therapeutically "actionable" signalling axis in triple negative breast cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.14.580406. [PMID: 38405732 PMCID: PMC10888886 DOI: 10.1101/2024.02.14.580406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
The PEAK family of pseudokinases, comprising PEAK1-3, are signalling scaffolds that play oncogenic roles in several poor prognosis human cancers, including triple negative breast cancer (TNBC). However, therapeutic targeting of pseudokinases is challenging due to their lack of catalytic activity. To address this, we screened for PEAK1 effectors by affinity purification and mass spectrometry, identifying calcium/calmodulin-dependent protein kinase 2 (CAMK2)D and CAMK2G. PEAK1 promoted CAMK2D/G activation in TNBC cells via a novel feed-forward mechanism involving PEAK1/PLCg1/Ca2+ signalling and direct binding via a consensus CAMK2 interaction motif in the PEAK1 N-terminus. In turn, CAMK2 phosphorylated PEAK1 to enhance association with PEAK2, which is critical for PEAK1 oncogenic signalling. To achieve pharmacologic targeting of PEAK1/CAMK2, we repurposed RA306, a second generation CAMK2 inhibitor under pre-clinical development for treatment of cardiovascular disease. RA306 demonstrated on-target activity against CAMK2 in TNBC cells and inhibited PEAK1-enhanced migration and invasion in vitro. Moreover, RA306 significantly attenuated TNBC xenograft growth and blocked metastasis in a manner mirrored by CRISPR-mediated PEAK1 ablation. Overall, these studies establish PEAK1 as a critical cell signalling nexus, identify a novel mechanism for regulation of Ca2+ signalling and its integration with tyrosine kinase signals, and identify CAMK2 as a therapeutically "actionable" target downstream of PEAK1.
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127
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Li B, Ling Z, Wang Y, Xing Y. Receptor-Interacting Protein Kinase 3 Augments Neuroinflammation by Facilitating Neutrophil Infiltration during an Ischemic Stroke. J Vasc Res 2024; 62:51-62. [PMID: 39571563 DOI: 10.1159/000542571] [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: 02/03/2024] [Accepted: 10/22/2024] [Indexed: 01/11/2025] Open
Abstract
INTRODUCTION Neutrophil infiltration is responsible for the neuroinflammation during an ischemic stroke. Here, we explored the role of receptor-interacting protein kinase 3 (RIP3) in neutrophil infiltration during an ischemic stroke. METHODS The rat middle cerebral artery occlusion (MCAO) model was utilized to identify pivotal proteins involved in neutrophil infiltration during an ischemic stroke. Neutrophils were isolated from the peripheral blood of mice, and a co-immunoprecipitation (co-IP) assay was performed to identify the proteins that interact with RIP3. RESULTS The rat MCAO model was successfully established. Myeloperoxidase (MPO) was significantly upregulated in the MCAO group, indicating the presence of neutrophil infiltration. RIP3 protein level exhibited a similar trend to MPO protein level, suggesting that neuroinflammation might be partly activated by RIP3 through the promotion of neutrophil infiltration. Co-IP and mass spectrometry analyses suggested that RIP3 facilitated neutrophil infiltration partly by affecting protein kinases (Rock1 and Prkaca) downstream of RIP3, and the interaction between RIP3 and Rock1 or Prkaca was validated by IF and co-IP assays. CONCLUSION In this study, it was observed that RIP3 affects neutrophil infiltration, a critical phenomenon associated with neuronal injury during ischemic stroke, partly by the modulation of downstream proteins such as Rock1 and Prkaca.
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Affiliation(s)
- Baiyu Li
- Department of Neurology Cadre Ward, Gansu Provincial Hospital, Lanzhou, China
| | - Zexia Ling
- Department of Gastroenterology Cadre Ward, Gansu Provincial Hospital, Lanzhou, China
| | - Yanyan Wang
- Department of Neurology Cadre Ward, Gansu Provincial Hospital, Lanzhou, China
| | - Yinhua Xing
- Department of Gastroenterology Cadre Ward, Gansu Provincial Hospital, Lanzhou, China
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128
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Hillis AL, Tamir T, Perry GE, Asara JM, Johnson JL, Yaron TM, Cantley LC, White FM, Toker A. Parallel phosphoproteomics and metabolomics map the global metabolic tyrosine phosphoproteome. Proc Natl Acad Sci U S A 2024; 121:e2413837121. [PMID: 39536083 PMCID: PMC11588116 DOI: 10.1073/pnas.2413837121] [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: 07/10/2024] [Accepted: 10/15/2024] [Indexed: 11/16/2024] Open
Abstract
Tyrosine phosphorylation of metabolic enzymes is an evolutionarily conserved posttranslational modification that facilitates rapid and reversible modulation of enzyme activity, localization, or function. Despite the high abundance of tyrosine phosphorylation events detected on metabolic enzymes in high-throughput mass spectrometry-based studies, functional characterization of tyrosine phosphorylation sites has been limited to a subset of enzymes. Since tyrosine phosphorylation is dysregulated across human diseases, including cancer, understanding the consequences of metabolic enzyme tyrosine phosphorylation events is critical for informing disease biology and therapeutic interventions. To globally identify metabolic enzyme tyrosine phosphorylation events and simultaneously assign functional significance to these sites, we performed parallel phosphoproteomics and polar metabolomics in nontumorigenic mammary epithelial cells (MCF10A) stimulated with epidermal growth factor (EGF) in the absence or presence of the EGF receptor inhibitor erlotinib. We performed an integrated analysis of the phosphoproteomic and metabolomic datasets to identify tyrosine phosphorylation sites on metabolic enzymes with functional consequences. We identified two previously characterized (pyruvate kinase muscle isozyme, phosphoglycerate mutase 1) and two uncharacterized (glutathione S-transferase Pi 1, glutamate dehydrogenase 1) tyrosine phosphorylation sites on metabolic enzymes with purported functions based on metabolomic analyses. We validated these hits using a doxycycline-inducible CRISPR interference system in MCF10A cells, in which target metabolic enzymes were depleted with simultaneous reexpression of wild-type, phosphomutant, or phosphomimetic isoforms. Together, these data provide a framework for identification, prioritization, and characterization of tyrosine phosphorylation sites on metabolic enzymes with functional significance.
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Affiliation(s)
- Alissandra L. Hillis
- Department of Pathology and Cancer Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA02215
| | - Tigist Tamir
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA02139
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA02139
| | - Grace E. Perry
- Department of Pathology and Cancer Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA02215
| | - John M. Asara
- Mass Spectrometry Core, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA02215
| | - Jared L. Johnson
- Department of Cell Biology, Harvard Medical School, Boston, MA02115
- Department of Cancer Biology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA02215
- Department of Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Tomer M. Yaron
- Department of Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Lewis C. Cantley
- Department of Cell Biology, Harvard Medical School, Boston, MA02115
- Department of Cancer Biology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA02215
- Department of Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Forest M. White
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA02139
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA02139
| | - Alex Toker
- Department of Pathology and Cancer Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA02215
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129
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Ebaid MS, Abdelsattar Ibrahim HA, Kassem AF, Sabt A. Recent studies on protein kinase signaling inhibitors based on thiazoles: review to date. RSC Adv 2024; 14:36989-37018. [PMID: 39569127 PMCID: PMC11575478 DOI: 10.1039/d4ra05601a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 11/10/2024] [Indexed: 11/22/2024] Open
Abstract
Due to the important role of protein kinases in protein phosphorylation within vital cellular processes, their abnormal function, especially in cancer situations, has underscored their importance in therapy. Thiazole structures are versatile frameworks present in numerous bioactive compounds. Thiazole derivatives, as a highly favored structural motif, have garnered considerable interest from both industrial and medicinal researchers and have demonstrated notable success over past decades due to their diverse biological properties, including anticancer, antibacterial, antifungal, anti-HIV, antiulcer, and anti-inflammatory activities. Moreover, several thiazole-based drugs are widely recognized pharmaceuticals on the market. Due to their specific structural features, thiazole derivatives have a high potential for interacting with different protein kinases, leading researchers to investigate a variety of structural changes. This thorough review thoroughly examines the design and biological evaluations of small molecules utilizing thiazole as potential agents that target various kinases for anti-cancer applications. These compounds are categorized into two classes: inhibitors of serine/threonine and tyrosine kinases. The goal is to promote the development and progress of more effective, targeted compounds for cancer treatment by highlighting the potential of thiazole in inhibiting kinases.
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Affiliation(s)
- Manal S Ebaid
- Department of Chemistry, College of Science, Northern Border University Arar Saudi Arabia
| | | | - Asmaa F Kassem
- Department of Chemistry, College of Science and Humanities in Al-Kharj, Prince Sattam Bin Abdulaziz University Al-Kharj 11942 Saudi Arabia
| | - Ahmed Sabt
- Chemistry of Natural Compounds Department, Pharmaceutical and Drug Industries Research Institute, National Research Center Dokki Cairo 12622 Egypt
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Dong Q, Shen D, Ye J, Chen J, Li J. PhosCancer: A comprehensive database for investigating protein phosphorylation in human cancer. iScience 2024; 27:111060. [PMID: 39493875 PMCID: PMC11530918 DOI: 10.1016/j.isci.2024.111060] [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: 06/17/2024] [Revised: 08/03/2024] [Accepted: 09/24/2024] [Indexed: 11/05/2024] Open
Abstract
Protein phosphorylation is a crucial post-translational modification implicated in cancer pathogenesis, offering potential diagnostic and therapeutic targets. Here, we developed PhosCancer, a user-friendly database for extracting biologically and clinically relevant insights from phosphoproteomics data. Leveraging data from the CNHPP and CPTAC, PhosCancer encompasses 174,587 phosphosites from 14 datasets spanning 12 cancer types. Through extensive statistical analyses and integration of annotations from external resources, PhosCancer serves as a convenient one-stop platform facilitating the exploration of phosphorylation profiles across different cancer types. Not only does PhosCancer encompass basic information, 3D structure, functional domains, and upstream kinases, but also provides quantitative associations with nine clinical features, and the relevance with hallmarks in both cancer-specific and pan-cancer views. PhosCancer is a valuable resource for cancer researchers and clinicians, promoting the identification of clinically actionable biomarkers and further facilitating the clinical applications of phosphoproteomic data.
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Affiliation(s)
- Qun Dong
- Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Danqing Shen
- Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jiachen Ye
- Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jiaxin Chen
- Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jing Li
- Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
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131
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Fiedorczuk K, Iordanov I, Mihályi C, Szollosi A, Csanády L, Chen J. The structures of protein kinase A in complex with CFTR: Mechanisms of phosphorylation and noncatalytic activation. Proc Natl Acad Sci U S A 2024; 121:e2409049121. [PMID: 39495916 PMCID: PMC11573500 DOI: 10.1073/pnas.2409049121] [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: 05/06/2024] [Accepted: 10/03/2024] [Indexed: 11/06/2024] Open
Abstract
Protein kinase A (PKA) is a key regulator of cellular functions by selectively phosphorylating numerous substrates, including ion channels, enzymes, and transcription factors. It has long served as a model system for understanding the eukaryotic kinases. Using cryoelectron microscopy, we present complex structures of the PKA catalytic subunit (PKA-C) bound to a full-length protein substrate, the cystic fibrosis transmembrane conductance regulator (CFTR)-an ion channel vital to human health. CFTR gating requires phosphorylation of its regulatory (R) domain. Unphosphorylated CFTR engages PKA-C at two locations, establishing two "catalytic stations" near to, but not directly involving, the R domain. This configuration, coupled with the conformational flexibility of the R domain, permits transient interactions of the eleven spatially separated phosphorylation sites. Furthermore, we determined two structures of the open-pore CFTR stabilized by PKA-C, providing a molecular basis to understand how PKA-C stimulates CFTR currents even in the absence of phosphorylation.
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Affiliation(s)
- Karol Fiedorczuk
- Laboratory of Membrane Biology and Biophysics, The Rockefeller University, New York, NY 10065
| | - Iordan Iordanov
- Department of Biochemistry, Semmelweis University, Budapest H-1094, Hungary
- Ion Channel Research Group, Hungarian Research Network - Semmelweis University, Budapest H-1094, Hungary
| | - Csaba Mihályi
- Department of Biochemistry, Semmelweis University, Budapest H-1094, Hungary
- Ion Channel Research Group, Hungarian Research Network - Semmelweis University, Budapest H-1094, Hungary
| | - Andras Szollosi
- Department of Biochemistry, Semmelweis University, Budapest H-1094, Hungary
- Ion Channel Research Group, Hungarian Research Network - Semmelweis University, Budapest H-1094, Hungary
| | - László Csanády
- Department of Biochemistry, Semmelweis University, Budapest H-1094, Hungary
- Ion Channel Research Group, Hungarian Research Network - Semmelweis University, Budapest H-1094, Hungary
| | - Jue Chen
- Laboratory of Membrane Biology and Biophysics, The Rockefeller University, New York, NY 10065
- HHMI, Chevy Chase, MD 20815
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132
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Larose A, Miller CCJ, Mórotz GM. The lemur tail kinase family in neuronal function and disfunction in neurodegenerative diseases. Cell Mol Life Sci 2024; 81:447. [PMID: 39520508 PMCID: PMC11550312 DOI: 10.1007/s00018-024-05480-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 09/12/2024] [Accepted: 10/12/2024] [Indexed: 11/16/2024]
Abstract
The complex neuronal architecture and the long distance of synapses from the cell body require precisely orchestrated axonal and dendritic transport processes to support key neuronal functions including synaptic signalling, learning and memory formation. Protein phosphorylation is a major regulator of both intracellular transport and synaptic functions. Some kinases and phosphatases such as cyclin dependent kinase-5 (cdk5)/p35, glycogen synthase kinase-3β (GSK3β) and protein phosphatase-1 (PP1) are strongly involved in these processes. A primary pathological hallmark of neurodegenerative diseases, including Alzheimer's disease, Parkinson's disease and amyotrophic lateral sclerosis/frontotemporal dementia, is synaptic degeneration together with disrupted intracellular transport. One attractive possibility is that alterations to key kinases and phosphatases may underlie both synaptic and axonal transport damages. The brain enriched lemur tail kinases (LMTKs, formerly known as lemur tyrosine kinases) are involved in intracellular transport and synaptic functions, and are also centrally placed in cdk5/p35, GSK3β and PP1 signalling pathways. Loss of LMTKs is documented in major neurodegenerative diseases and thus can contribute to pathological defects in these disorders. However, whilst function of their signalling partners became clearer in modulating both synaptic signalling and axonal transport progress has only recently been made around LMTKs. In this review, we describe this progress with a special focus on intracellular transport, synaptic functions and neurodegenerative diseases.
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Affiliation(s)
- Angelique Larose
- Department of Pharmacology and Pharmacotherapy, Semmelweis University, Nagyvárad tér 4, Budapest, H-1089, Hungary
- Center for Pharmacology and Drug Research & Development, Semmelweis University, Budapest, Hungary
| | - Christopher C J Miller
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 125 Coldharbour Lane Camberwell, London, SE5 9RX, UK.
| | - Gábor M Mórotz
- Department of Pharmacology and Pharmacotherapy, Semmelweis University, Nagyvárad tér 4, Budapest, H-1089, Hungary.
- Center for Pharmacology and Drug Research & Development, Semmelweis University, Budapest, Hungary.
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133
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Khalifa MAS, Zhang Q, Du Y, Amin N, Dong B, Wang P. Functional Characterisation of GmGASA1-like Gene in Glycine max (L.) Merr.: Overexpression Promotes Growth, Development and Stress Responses. Life (Basel) 2024; 14:1436. [PMID: 39598234 PMCID: PMC11595988 DOI: 10.3390/life14111436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2024] [Revised: 11/01/2024] [Accepted: 11/01/2024] [Indexed: 11/29/2024] Open
Abstract
The presence of Gibberellic Acid-Stimulated Arabidopsis, GASA, gene family has been reported in many important plants, playing roles in various aspects of plant biology but little has been uncovered in soybeans. Soybean is one of the major plants providing nutrition for humans and livestock globally. In this study, we overexpressed a novel GASA gene (GmGASA1-like) in Glycine max and conducted bioinformatic analyses, evaluated the T2 transgenic line in an open field, and applied major stressors along with the growth promoter GA3 to investigate the potential functions of the GmGASA1-like gene. The results of bioinformatics implied that the GmGASA1-like gene is regulated by GA3, and its protein has the potential to influence key processes of plant growth and development. The transgenic plants (JN74-OE) were significantly taller and had a larger canopy in the field trial at the R1-growth stage and demonstrated superiority in some seed quantity and quality traits after harvesting. Under abiotic stresses (including cold, heat, and drought) and spraying of GA3, the level of GmGASA1-like gene expression in JN74-OE exceeded the levels measured before the treatments. Notably, the highest expression level was observed during the drought stress treatment. Photosynthesis pigments levels in both the overexpressed lines and the control group showed no significant differences. In summary, this study sheds light on the multifaceted roles of the GmGASA1-like gene, impacting soybean plant architecture, seed traits, and stress responses. Ultimately, this research paves the way for a more productive and sustainable soybean industry.
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Affiliation(s)
- Mohamed A. S. Khalifa
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
- Faculty of Agriculture, Cairo University, Giza 12613, Egypt
| | - Qi Zhang
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
| | - Yeyao Du
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
| | - Nooral Amin
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
| | - Baozhu Dong
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
| | - Piwu Wang
- Centre of Biotechnology, Jilin Agricultural University, Changchun 130118, China; (M.A.S.K.); (Q.Z.); (Y.D.); (N.A.); (B.D.)
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134
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Konsue A, Lamtha T, Gleeson D, Jones DJL, Britton RG, Pickering JD, Choowongkomon K, Gleeson MP. Design, preparation and biological evaluation of new Rociletinib-inspired analogs as irreversible EGFR inhibitors to treat non-small-cell-lung cancer. Bioorg Med Chem 2024; 113:117906. [PMID: 39299082 DOI: 10.1016/j.bmc.2024.117906] [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: 07/26/2024] [Revised: 08/30/2024] [Accepted: 08/31/2024] [Indexed: 09/22/2024]
Abstract
Epidermal growth factor receptor (EGFR) kinase has been implicated in the uncontrolled cell growth associated with non-small cell lung cancer (NSCLC). This has prompted the development of 3 generations of EGFR inhibitors over the last 2 decades due to the rapid development of drug resistance issues caused by clinical mutations, including T790M, L858R and the double mutant T790M & L858R. In this work we report the design, preparation and biological assessment of new irreversible 2,4-diaminopyrimidine-based inhibitors of EGFR kinase. Twenty new compounds have been prepared and evaluated which incorporate a range of electrophilic moieties. These include acrylamide, 2-chloroacetamide and (2E)-3-phenylprop-2-enamide, to allow reaction with residue Cys797. In addition, more polar groups have been incorporated to provide a better balance of physical properties than clinical candidate Rociletinib. Inhibitory activities against EGFR wildtype (WT) and EGFR T790M & L858R have been evaluated along with cytotoxicity against EGFR-overexpressing (A549, A431) and normal cell lines (HepG2). Selectivity against JAK3 kinase as well as physicochemical properties determination (logD7.4 and phosphate buffer solubility) have been used to profile the compounds. We have identified 20, 21 and 23 as potent mutant EGFR inhibitors (≤20 nM), with comparable or better selectivity over WT EGFR, and lower activity at JAK3, than Osimertinib or Rociletinib. Compounds 21 displayed the best combination of EGFR mutant activity, JAK3 selectivity, cellular activity and physicochemical properties. Finally, kinetic studies on 21 were performed, confirming a covalent mechanism of action at EGFR.
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Affiliation(s)
- Adchata Konsue
- Department of Biomedical Engineering, School of Engineering, King Mongkut's Institute of Technology Ladkrabang, Bangkok 10520, Thailand
| | - Thomanai Lamtha
- Department of Biochemistry, Faculty of Science, Kasetsart University, Bangkok 10900, Thailand
| | - Duangkamol Gleeson
- Department of Chemistry & Applied Computational Chemistry Research Unit, School of Science, King Mongkut's Institute of Technology Ladkrabang, Bangkok 10520, Thailand
| | - Donald J L Jones
- Leicester Cancer Research Centre, University of Leicester, Leicester LE1 7RH, United Kingdom
| | - Robert G Britton
- Leicester Cancer Research Centre, University of Leicester, Leicester LE1 7RH, United Kingdom
| | - James D Pickering
- School of Chemistry, University of Leicester, Leicester LE1 7RH, United Kingdom
| | - Kiattawee Choowongkomon
- Department of Biochemistry, Faculty of Science, Kasetsart University, Bangkok 10900, Thailand
| | - M Paul Gleeson
- Department of Biomedical Engineering, School of Engineering, King Mongkut's Institute of Technology Ladkrabang, Bangkok 10520, Thailand.
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135
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Abstract
The extracellular matrix (ECM) is the complex meshwork of proteins and glycans that forms the scaffold that surrounds and supports cells. It exerts key roles in all aspects of metazoan physiology, from conferring physical and mechanical properties on tissues and organs to modulating cellular processes such as proliferation, differentiation and migration. Understanding the mechanisms that orchestrate the assembly of the ECM scaffold is thus crucial to understand ECM functions in health and disease. This Review discusses novel insights into the compositional diversity of matrisome components and the mechanisms that lead to tissue-specific assemblies and architectures tailored to support specific functions. The Review then highlights recently discovered mechanisms, including post-translational modifications and metabolic pathways such as amino acid availability and the circadian clock, that modulate ECM secretion, assembly and remodelling in homeostasis and human diseases. Last, the Review explores the potential of 'matritherapies', that is, strategies to normalize ECM composition and architecture to achieve a therapeutic benefit.
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Affiliation(s)
- Alexandra Naba
- Department of Physiology and Biophysics, University of Illinois Chicago, Chicago, IL, USA.
- University of Illinois Cancer Center, Chicago, IL, USA.
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136
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Binjubair FA, Almansour BS, Ziedan NI, Abdel-Aziz AAM, Al-Rashood ST, Elgohary MK, Elkotamy MS, Abdel-Aziz HA. Molecular docking, DFT and antiproliferative properties of 4-(3,4-dimethoxyphenyl)-3-(4-methoxyphenyl)-1-phenyl-1H-pyrazolo[3,4-b]pyridine as potent anticancer agent with CDK2 and PIM1 inhibition potency. Drug Dev Res 2024; 85:e70009. [PMID: 39467111 DOI: 10.1002/ddr.70009] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 09/25/2024] [Accepted: 10/09/2024] [Indexed: 10/30/2024]
Abstract
Due to the limited effeteness and safety concerns associated with current cancer treatments, there is a pressing need to develop novel therapeutic agents. 4-(3,4-Dimethoxyphenyl)-3-(4-methoxyphenyl)-1-phenyl-1H-pyrazolo[3,4-b]pyridine (3) was synthesized and Initially screened on 59 cancer cell lines showed promising anticancer activity, so, it was chosen for a 5-dose experiment by the NCI/USA. The GI50 values ranged from 1.04 to 8.02 μM on the entire nine panels (57 cell lines), with a GI50 of 2.70 μM for (MG-MID) panel, indicating an encouraging action. To further explore the molecular attributes of compound 3, we optimized its structure using DFT with the B3LYP/6-31 + + G(d,p) basis set. We have considered vibrational analysis, bond lengths and angles, FMOs, and MEP for the structure. Additionally, pharmacokinetic assessments were conducted using various in-silico platforms to evaluate the compound safety. A molecular modeling study created a kinase profile on 44 different kinases. This allowed us to study our compound's binding affinity to these kinases and compare it to the co-crystallized one. Our findings revealed compound 3 exhibited better binding for half of the tested kinases, suggesting its potential as a multi-kinase inhibitor. To further validate our computational results, we tested compound 3 for its inhibitory effects on CDK2 and PIM1. Compound 3 exhibited an IC50 of 0.30 µM for CDK2 inhibition, making it five times less active than Roscovitine, which has an IC50 of 0.06 µM. However, compound 3 demonstrated slightly better inhibition of PIM1 compared to Staurosporine. These findings suggest that compound 3 is a promising anticancer agent with the potential for further development into a highly active compound.
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Affiliation(s)
- Faizah A Binjubair
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh, 11451, Saudi Arabia
| | - Basma S Almansour
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh, 11451, Saudi Arabia
| | - Noha I Ziedan
- Department of physical, mathematical and Engineering science, Faculty of science, Business and Enterprise, University of Chester, Chester, UK
| | - Alaa A-M Abdel-Aziz
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh, 11451, Saudi Arabia
| | - Sara T Al-Rashood
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, P.O. Box 2457, Riyadh, 11451, Saudi Arabia
| | - Mohamed K Elgohary
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Egyptian-Russian University, Badr City, 11829, Cairo, Egypt
| | - Mahmoud S Elkotamy
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Egyptian-Russian University, Badr City, 11829, Cairo, Egypt
| | - Hatem A Abdel-Aziz
- Applied Organic Chemistry Department, National Research Center, Dokki, 12622, Cairo, Egypt
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Pharos University in Alexandria; Canal El Mahmoudia St., Alexandria, 21648, Egypt
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137
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Houles T, Yoon SO, Roux PP. The expanding landscape of canonical and non-canonical protein phosphorylation. Trends Biochem Sci 2024; 49:986-999. [PMID: 39266329 DOI: 10.1016/j.tibs.2024.08.004] [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: 03/29/2024] [Revised: 08/01/2024] [Accepted: 08/14/2024] [Indexed: 09/14/2024]
Abstract
Protein phosphorylation is a crucial regulatory mechanism in cell signaling, acting as a molecular switch that modulates protein function. Catalyzed by protein kinases and reversed by phosphoprotein phosphatases, it is essential in both normal physiological and pathological states. Recent advances have uncovered a vast and intricate landscape of protein phosphorylation that include histidine phosphorylation and more unconventional events, such as pyrophosphorylation and polyphosphorylation. Many questions remain about the true size of the phosphoproteome and, more importantly, its site-specific functional relevance. The involvement of unconventional actors such as pseudokinases and pseudophosphatases adds further complexity to be resolved. This review explores recent discoveries and ongoing challenges, highlighting the need for continued research to fully elucidate the roles and regulation of protein phosphorylation.
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Affiliation(s)
- Thibault Houles
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, Quebec, Canada; Institute of Molecular Genetics of Montpellier (IGMM), Université de Montpellier, CNRS, Montpellier, France.
| | - Sang-Oh Yoon
- Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Philippe P Roux
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, Quebec, Canada; Department of Pathology and Cell Biology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.
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138
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Zhang X, Feng Y, Gao F, Li T, Guo Y, Ge S, Wang N. Expression and clinical significance of U2AF homology motif kinase 1 in oral squamous cell carcinoma. Oral Surg Oral Med Oral Pathol Oral Radiol 2024; 138:626-634. [PMID: 39129074 DOI: 10.1016/j.oooo.2024.07.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 07/03/2024] [Accepted: 07/14/2024] [Indexed: 08/13/2024]
Abstract
OBJECTIVE U2AF homology motif kinase 1 (UHMK1) is a newly discovered molecule that may have multiple functions. Recent studies have revealed that UHMK1 had aberrant expression in many tumors and was associated with tumor progression. However, UHMK1 was rarely reported in oral squamous cell carcinoma (OSCC). STUDY DESIGN In this study, Western blot, quantitative real-time polymerase chain reaction (PCR), and immunohistochemistry were used to detect the expression of UHMK1 in OSCC and peritumoral non-neoplastic tissues. Then, its relationship with clinicopathologic parameters was analyzed. The Kaplan-Meier method and Cox regression model were used to analyze the effects of UHMK1 expression on the prognosis and survival of OSCC patients. RESULTS Our results showed that UHMK1 had higher expression in OSCC tissues compared with in peritumoral non-neoplastic tissues, and its high expression was associated with high TNM stage and lymph node metastasis. High UHMK1 expression was related to short overall and disease-free survival times. Moreover, UHMK1 expression was identified as an independent prognostic factor that influences overall and disease-free survival of OSCC patients. CONCLUSIONS High expression of UHMK1 is associated with the poor prognosis of patients, and it can be used as a potential prognostic molecule for OSCC.
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Affiliation(s)
- Xuan Zhang
- Department of Pathology, School of Basic Medicine, Qingdao University, Qingdao, Shandong Province, China
| | - Yuanyong Feng
- Department of Oral and Maxillofacial Surgery, the Affiliated Hospital of Qingdao University, Qingdao, Shandong Province, China
| | - Fei Gao
- Deparment of Pathology, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Tongtong Li
- Department of Pathology, School of Basic Medicine, Qingdao University, Qingdao, Shandong Province, China
| | - Yan Guo
- Department of Pathology, School of Basic Medicine, Qingdao University, Qingdao, Shandong Province, China
| | - Shengyou Ge
- Department of Oral and Maxillofacial Surgery, the Affiliated Hospital of Qingdao University, Qingdao, Shandong Province, China
| | - Ning Wang
- Department of Pathology, School of Basic Medicine, Qingdao University, Qingdao, Shandong Province, China.
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139
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Burton JC, Royer F, Grimsey NJ. Spatiotemporal control of kinases and the biomolecular tools to trace activity. J Biol Chem 2024; 300:107846. [PMID: 39362469 PMCID: PMC11550616 DOI: 10.1016/j.jbc.2024.107846] [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: 07/02/2024] [Revised: 09/18/2024] [Accepted: 09/20/2024] [Indexed: 10/05/2024] Open
Abstract
The delicate balance of cell physiology is implicitly tied to the expression and activation of proteins. Post-translational modifications offer a tool to dynamically switch protein activity on and off to orchestrate a wide range of protein-protein interactions to tune signal transduction during cellular homeostasis and pathological responses. There is a growing acknowledgment that subcellular locations of kinases define the spatial network of potential scaffolds, adaptors, and substrates. These highly ordered and localized biomolecular microdomains confer a spatially distinct bias in the outcomes of kinase activity. Furthermore, they may hold essential clues to the underlying mechanisms that promote disease. Developing tools to dissect the spatiotemporal activation of kinases is critical to reveal these mechanisms and promote the development of spatially targeted kinase inhibitors. Here, we discuss the spatial regulation of kinases, the tools used to detect their activity, and their potential impact on human health.
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Affiliation(s)
- Jeremy C Burton
- Department of Pharmaceutical and Biomedical Sciences, College of Pharmacy, University of Georgia Athens, Athens, Georgia, USA
| | - Fredejah Royer
- Department of Pharmaceutical and Biomedical Sciences, College of Pharmacy, University of Georgia Athens, Athens, Georgia, USA
| | - Neil J Grimsey
- Department of Pharmaceutical and Biomedical Sciences, College of Pharmacy, University of Georgia Athens, Athens, Georgia, USA.
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140
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Chaya T, Maeda Y, Tsutsumi R, Ando M, Ma Y, Kajimura N, Tanaka T, Furukawa T. Ccrk-Mak/Ick signaling is a ciliary transport regulator essential for retinal photoreceptor survival. Life Sci Alliance 2024; 7:e202402880. [PMID: 39293864 PMCID: PMC11412320 DOI: 10.26508/lsa.202402880] [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: 06/08/2024] [Revised: 08/27/2024] [Accepted: 08/27/2024] [Indexed: 09/20/2024] Open
Abstract
Primary cilia are microtubule-based sensory organelles whose dysfunction causes ciliopathies in humans. The formation, function, and maintenance of primary cilia depend crucially on intraflagellar transport (IFT); however, the regulatory mechanisms of IFT at ciliary tips are poorly understood. Here, we identified that the ciliopathy kinase Mak is a ciliary tip-localized IFT regulator that cooperatively acts with the ciliopathy kinase Ick, an IFT regulator. Simultaneous disruption of Mak and Ick resulted in loss of photoreceptor ciliary axonemes and severe retinal degeneration. Gene delivery of Ick and pharmacological inhibition of FGF receptors, Ick negative regulators, ameliorated retinal degeneration in Mak -/- mice. We also identified that Ccrk kinase is an upstream activator of Mak and Ick in retinal photoreceptor cells. Furthermore, the overexpression of Mak, Ick, and Ccrk and pharmacological inhibition of FGF receptors suppressed ciliopathy-related phenotypes caused by cytoplasmic dynein inhibition in cultured cells. Collectively, our results show that the Ccrk-Mak/Ick axis is an IFT regulator essential for retinal photoreceptor maintenance and present activation of Ick as a potential therapeutic approach for retinitis pigmentosa caused by MAK mutations.
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Affiliation(s)
- Taro Chaya
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Yamato Maeda
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Ryotaro Tsutsumi
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Makoto Ando
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Yujie Ma
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
| | - Naoko Kajimura
- Research Center for Ultra-High Voltage Electron Microscopy, Osaka University, Osaka, Japan
| | - Teruyuki Tanaka
- Department of Developmental Medical Sciences, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Takahisa Furukawa
- Laboratory for Molecular and Developmental Biology, Institute for Protein Research, Osaka University, Osaka, Japan
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141
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Samanta S, Sk MF, Koirala S, Kar P. Dynamic Interplay of Loop Motions Governs the Molecular Level Regulatory Dynamics in Spleen Tyrosine Kinase: Insights from Molecular Dynamics Simulations. J Phys Chem B 2024; 128:10565-10580. [PMID: 39432460 DOI: 10.1021/acs.jpcb.4c03217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
The spleen tyrosine kinase (Syk) is a key regulator in immune cell signaling and is linked to various mechanisms in cancer and neurodegenerative diseases. Although most computational research on Syk focuses on novel drug design, the molecular-level regulatory dynamics remain unexplored. In this study, we utilized 5 × 1 μs all-atom molecular dynamics simulations of the Syk kinase domain, examining it in combinations of activation segment phosphorylated/unphosphorylated (at Tyr525, Tyr526) and the "DFG"-Asp protonated/deprotonated (at Asp512) states to investigate conformational variations and regulatory dynamics of various loops and motifs within the kinase domain. Our findings revealed that the formation and disruption of several electrostatic interactions among residues within and near the activation segment likely influenced its dynamics. The protein structure network analysis indicated that the N-terminal and C-terminal anchors were stabilized by connections with the nearby stable helical regions. The P-loop showed conformational variation characterized by movements toward and away from the conserved "HRD"-motif. Additionally, there was a significant correlation between the movement of the β3-αC loop and the P-loop, which controls the dimensions of the adenine-binding cavity of the C-spine region. Overall, understanding these significant motions of the Syk kinase domain enhances our knowledge of its functional regulatory mechanism and can guide future research.
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Affiliation(s)
- Sunanda Samanta
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Khandwa Road, Indore, MP 453552, India
| | - Md Fulbabu Sk
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Khandwa Road, Indore, MP 453552, India
| | - Suman Koirala
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Khandwa Road, Indore, MP 453552, India
| | - Parimal Kar
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Khandwa Road, Indore, MP 453552, India
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142
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Bova V, Mannino D, Capra AP, Lanza M, Palermo N, Filippone A, Esposito E. CK and LRRK2 Involvement in Neurodegenerative Diseases. Int J Mol Sci 2024; 25:11661. [PMID: 39519213 PMCID: PMC11546471 DOI: 10.3390/ijms252111661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 10/21/2024] [Accepted: 10/27/2024] [Indexed: 11/16/2024] Open
Abstract
Neurodegenerative diseases (NDDs) are currently the most widespread neuronal pathologies in the world. Among these, the most widespread are Alzheimer's disease (AD), dementia, Parkinson's disease (PD), amyotrophic lateral sclerosis (ALS), and Huntington's disease (HD)-all characterized by a progressive loss of neurons in specific regions of the brain leading to varied clinical symptoms. At the basis of neurodegenerative diseases, an emerging role is played by genetic mutations in the leucine-rich repeat kinase 2 (LRRK2) gene that cause increased LRRK2 activity with consequent alteration of neuronal autophagy pathways. LRRK2 kinase activity requires GTPase activity which functions independently of kinase activity and is required for neurotoxicity and to potentiate neuronal death. Important in the neurodegeneration process is the upregulation of casein kinase (CK), which causes the alteration of the AMPK pathway by enhancing the phosphorylation of α-synuclein and huntingtin proteins, known to be involved in PD and HD, and increasing the accumulation of the amyloid-β protein (Aβ) for AD. Recent research has identified CK of the kinases upstream of LRRK2 as a regulator of the stability of the LRRK2 protein. Based on this evidence, this review aims to understand the direct involvement of individual kinases in NDDs and how their crosstalk may impact the pathogenesis and early onset of neurodegenerative diseases.
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Affiliation(s)
- Valentina Bova
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
| | - Deborah Mannino
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
| | - Anna Paola Capra
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
| | - Marika Lanza
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
| | - Nicoletta Palermo
- Department of Biochemical, Dental, Morphological and Functional Imaging, University of Messina, Via Consolare Valeria, 98125 Messina, Italy;
| | - Alessia Filippone
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
| | - Emanuela Esposito
- Department of Chemical, Biological, Pharmaceuticals and Environmental Sciences, University of Messina, Viale Stagno d’Alcontres, 98166 Messina, Italy; (V.B.); (D.M.); (A.P.C.); (M.L.); (E.E.)
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143
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Hassanzadeh K, Liu J, Maddila S, Mouradian MM. Posttranslational Modifications of α-Synuclein, Their Therapeutic Potential, and Crosstalk in Health and Neurodegenerative Diseases. Pharmacol Rev 2024; 76:1254-1290. [PMID: 39164116 PMCID: PMC11549938 DOI: 10.1124/pharmrev.123.001111] [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: 10/27/2023] [Revised: 07/28/2024] [Accepted: 08/09/2024] [Indexed: 08/22/2024] Open
Abstract
α-Synuclein (α-Syn) aggregation in Lewy bodies and Lewy neurites has emerged as a key pathogenetic feature in Parkinson's disease, dementia with Lewy bodies, and multiple system atrophy. Various factors, including posttranslational modifications (PTMs), can influence the propensity of α-Syn to misfold and aggregate. PTMs are biochemical modifications of a protein that occur during or after translation and are typically mediated by enzymes. PTMs modulate several characteristics of proteins including their structure, activity, localization, and stability. α-Syn undergoes various posttranslational modifications, including phosphorylation, ubiquitination, SUMOylation, acetylation, glycation, O-GlcNAcylation, nitration, oxidation, polyamination, arginylation, and truncation. Different PTMs of a protein can physically interact with one another or work together to influence a particular physiological or pathological feature in a process known as PTMs crosstalk. The development of detection techniques for the cooccurrence of PTMs in recent years has uncovered previously unappreciated mechanisms of their crosstalk. This has led to the emergence of evidence supporting an association between α-Syn PTMs crosstalk and synucleinopathies. In this review, we provide a comprehensive evaluation of α-Syn PTMs, their impact on misfolding and pathogenicity, the pharmacological means of targeting them, and their potential as biomarkers of disease. We also highlight the importance of the crosstalk between these PTMs in α-Syn function and aggregation. Insight into these PTMS and the complexities of their crosstalk can improve our understanding of the pathogenesis of synucleinopathies and identify novel targets of therapeutic potential. SIGNIFICANCE STATEMENT: α-Synuclein is a key pathogenic protein in Parkinson's disease and other synucleinopathies, making it a leading therapeutic target for disease modification. Multiple posttranslational modifications occur at various sites in α-Synuclein and alter its biophysical and pathological properties, some interacting with one another to add to the complexity of the pathogenicity of this protein. This review details these modifications, their implications in disease, and potential therapeutic opportunities.
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Affiliation(s)
- Kambiz Hassanzadeh
- Robert Wood Johnson Medical School Institute for Neurological Therapeutics, and Department of Neurology, Rutgers Biomedical and Health Sciences, Piscataway, New Jersey
| | - Jun Liu
- Robert Wood Johnson Medical School Institute for Neurological Therapeutics, and Department of Neurology, Rutgers Biomedical and Health Sciences, Piscataway, New Jersey
| | - Santhosh Maddila
- Robert Wood Johnson Medical School Institute for Neurological Therapeutics, and Department of Neurology, Rutgers Biomedical and Health Sciences, Piscataway, New Jersey
| | - M Maral Mouradian
- Robert Wood Johnson Medical School Institute for Neurological Therapeutics, and Department of Neurology, Rutgers Biomedical and Health Sciences, Piscataway, New Jersey
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144
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Saurav S, Karfa S, Vu T, Liu Z, Datta A, Manne U, Samuel T, Datta PK. Overcoming Irinotecan Resistance by Targeting Its Downstream Signaling Pathways in Colon Cancer. Cancers (Basel) 2024; 16:3491. [PMID: 39456585 PMCID: PMC11505920 DOI: 10.3390/cancers16203491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 10/09/2024] [Accepted: 10/12/2024] [Indexed: 10/28/2024] Open
Abstract
Among the most popular chemotherapeutic agents, irinotecan, regarded as a prodrug belonging to the camptothecin family that inhibits topoisomerase I, is widely used to treat metastatic colorectal cancer (CRC). Although immunotherapy is promising for several cancer types, only microsatellite-instable (~7%) and not microsatellite-stable CRCs are responsive to it. Therefore, it is important to investigate the mechanism of irinotecan function to identify cellular proteins and/or pathways that could be targeted for combination therapy. Here, we have determined the effect of irinotecan treatment on the expression/activation of tumor suppressor genes (including p15Ink4b, p21Cip1, p27Kip1, and p53) and oncogenes (including OPN, IL8, PD-L1, NF-κB, ISG15, Cyclin D1, and c-Myc) using qRT-PCR, Western blotting, immunofluorescence (IF), and RNA sequencing of tumor specimens. We employed stable knockdown, neutralizing antibodies (Abs), and inhibitors of OPN, p53, and NF-κB to establish downstream signaling and sensitivity/resistance to the cytotoxic activities of irinotecan. Suppression of secretory OPN and NF-κB sensitized colon cancer cells to irinotecan. p53 inhibition or knockdown was not sufficient to block or potentiate SN38-regulated signaling, suggesting p53-independent effects. Irinotecan treatment inhibited tumor growth in syngeneic mice. Analyses of allograft tumors from irinotecan-treated mice validated the cell culture results. RNA-seq data suggested that irinotecan-mediated activation of NF-κB signaling modulated immune and inflammatory genes in mice, which may compromise drug efficacy and promote resistance. In sum, these results suggest that, for CRCs, targeting OPN, NF-κB, PD-L1, and/or ISG15 signaling may provide a potential strategy to overcome resistance to irinotecan-based chemotherapy.
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Affiliation(s)
- Shashank Saurav
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Sourajeet Karfa
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Trung Vu
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
- Birmingham Veterans Affairs Medical Center, Birmingham, AL 35233, USA
| | - Zhipeng Liu
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Arunima Datta
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Upender Manne
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Temesgen Samuel
- Department of Pathobiology, Tuskegee University, Tuskegee, AL 36088, USA
| | - Pran K. Datta
- Division of Hematology and Oncology, Department of Medicine, UAB Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
- Birmingham Veterans Affairs Medical Center, Birmingham, AL 35233, USA
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145
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Ma W, Hu J, Chen Z, Ai Y, Zhang Y, Dong K, Meng X, Liu L. The Development and Application of KinomePro-DL: A Deep Learning Based Online Small Molecule Kinome Selectivity Profiling Prediction Platform. J Chem Inf Model 2024; 64:7273-7290. [PMID: 39320984 DOI: 10.1021/acs.jcim.4c00595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2024]
Abstract
Characterizing the kinome selectivity profiles of kinase inhibitors is essential in the early stages of novel small-molecule drug discovery. This characterization is critical for interpreting potential adverse events caused by off-target polypharmacology effects and provides unique pharmacological insights for drug repurposing development of existing kinase inhibitor drugs. However, experimental profiling of whole kinome selectivity is still time-consuming and resource-demanding. Here, we report a deep learning classification model using an in-house built data set of inhibitors against 191 well-representative kinases constructed based on a novel strategy by systematically cleaning and integrating six public data sets. This model, a multitask deep neural network, predicts the kinome selectivity profiles of compounds with novel structures. The model demonstrates excellent predictive performance, with auROC, prc-AUC, Accuracy, and Binary_cross_entropy of 0.95, 0.92, 0.90, and 0.37, respectively. It also performs well in a priori testing for inhibitors targeting different categories of proteins from internal compound collections, significantly improving over similar models on data sets from practical application scenarios. Integrated to subsequent machine learning-enhanced virtual screening workflow, novel CDK2 kinase inhibitors with potent kinase inhibitory activity and excellent kinome selectivity profiles are successfully identified. Additionally, we developed a free online web server, KinomePro-DL, to predict the kinome selectivity profiles and kinome-wide polypharmacology effects of small molecules (available on kinomepro-dl.pharmablock.com). Uniquely, our model allows users to quickly fine-tune it with their own training data sets, enhancing both prediction accuracy and robustness.
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Affiliation(s)
- Wei Ma
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Jiaqi Hu
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Zhuangzhi Chen
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Yaoqin Ai
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Yihang Zhang
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Keke Dong
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Xiangfei Meng
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
| | - Liu Liu
- Drug Research Business Unit, PharmaBlock Sciences (Nanjing), Inc., 81 Huasheng Road, Jiangbei New Area, Nanjing, Jiangsu 210032, China
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146
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Rada P, Carceller-López E, Hitos AB, Gómez-Santos B, Fernández-Hernández C, Rey E, Pose-Utrilla J, García-Monzón C, González-Rodríguez Á, Sabio G, García A, Aspichueta P, Iglesias T, Valverde ÁM. Protein kinase D2 modulates hepatic insulin sensitivity in male mice. Mol Metab 2024; 90:102045. [PMID: 39401614 PMCID: PMC11535753 DOI: 10.1016/j.molmet.2024.102045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Revised: 09/30/2024] [Accepted: 10/07/2024] [Indexed: 10/21/2024] Open
Abstract
OBJECTIVES Protein kinase D (PKD) family is emerging as relevant regulator of metabolic homeostasis. However, the precise role of PKD2 in modulating hepatic insulin signaling has not been fully elucidated and it is the aim of this study. METHODS PKD inhibition was analyzed for insulin signaling in mouse and human hepatocytes. PKD2 was overexpressed in Huh7 hepatocytes and mouse liver, and insulin responses were evaluated. Mice with hepatocyte-specific PKD2 depletion (PKD2ΔHep) and PKD2fl/fl mice were fed a chow (CHD) or high fat diet (HFD) and glucose homeostasis and lipid metabolism were investigated. RESULTS PKD2 silencing enhanced insulin signaling in hepatocytes, an effect also found in primary hepatocytes from PKD2ΔHep mice. Conversely, a constitutively active PKD2 mutant reduced insulin-stimulated AKT phosphorylation. A more in-depth analysis revealed reduced IRS1 serine phosphorylation under basal conditions and increased IRS1 tyrosine phosphorylation in PKD2ΔHep primary hepatocytes upon insulin stimulation and, importantly PKD co-immunoprecipitates with IRS1. In vivo constitutively active PKD2 overexpression resulted in a moderate impairment of glucose homeostasis and reduced insulin signaling in the liver. On the contrary, HFD-fed PKD2ΔHep male mice displayed improved glucose and pyruvate tolerance, as well as higher peripheral insulin tolerance and enhanced hepatic insulin signaling compared to control PKD2fl/fl mice. Despite of a remodeling of hepatic lipid metabolism in HFD-fed PKD2ΔHep mice, similar steatosis grade was found in both genotypes. CONCLUSIONS Results herein have unveiled an unknown role of PKD2 in the control of insulin signaling in the liver at the level of IRS1 and point PKD2 as a therapeutic target for hepatic insulin resistance.
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Affiliation(s)
- Patricia Rada
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.
| | - Elena Carceller-López
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
| | - Ana B Hitos
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
| | - Beatriz Gómez-Santos
- Department of Physiology, Faculty of Medicine and Nursing, University of the Basque Country UPV/EHU, Leioa, Spain; BioBizkaia Health Research Institute, Barakaldo, Spain
| | - Constanza Fernández-Hernández
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Boadilla del Monte, Spain
| | - Esther Rey
- Liver Research Unit, Santa Cristina University Hospital, Instituto de Investigación Sanitaria Princesa, Madrid, Spain
| | - Julia Pose-Utrilla
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Carmelo García-Monzón
- Liver Research Unit, Santa Cristina University Hospital, Instituto de Investigación Sanitaria Princesa, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), Madrid, Spain
| | - Águeda González-Rodríguez
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain; Liver Research Unit, Santa Cristina University Hospital, Instituto de Investigación Sanitaria Princesa, Madrid, Spain
| | - Guadalupe Sabio
- Centro Nacional de Investigaciones Cardiovasculares Carlos III (CNIC), Madrid, Spain; Centro Nacional de Investigaciones Oncológicas (CNIO), Madrid, Spain
| | - Antonia García
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Boadilla del Monte, Spain
| | - Patricia Aspichueta
- Department of Physiology, Faculty of Medicine and Nursing, University of the Basque Country UPV/EHU, Leioa, Spain; BioBizkaia Health Research Institute, Barakaldo, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), Madrid, Spain
| | - Teresa Iglesias
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Ángela M Valverde
- Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), Consejo Superior de Investigaciones Científicas-Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.
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147
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Voßen S, Xerxa E, Bajorath J. Assessing Darkness of the Human Kinome from a Medicinal Chemistry Perspective. J Med Chem 2024; 67:17919-17928. [PMID: 39320975 DOI: 10.1021/acs.jmedchem.4c01992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2024]
Abstract
In drug discovery, human protein kinases (PKs) represent one of the major target classes due to their central role in cellular signaling, implication in various diseases as a consequence of deregulated signaling, and notable druggability. Individual PKs and their disease biology have been explored to different degrees, giving rise to heterogeneous functional knowledge and disease associations across the human kinome. The U.S. National Institutes of Health previously designated 162 understudied ("dark") human PKs and lipid kinases due to the lack of functional annotations and high-quality molecular probes for functional investigations. Given the large volumes of available PK inhibitors (PKIs) and activity data, we have systematically analyzed the distribution of PKIs and associated data at different confidence levels across the human kinome and distinguished between chemically explored, underexplored, and unexplored PKs. The analysis provides a medicinal chemistry-centric view of PK exploration and further extends prior assessment of the dark kinome.
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Affiliation(s)
- Selina Voßen
- B-IT, Department of Life Science Informatics and Data Science, Rheinische Friedrich-Wilhelms-Universität, Bonn D-53115, Germany
| | - Elena Xerxa
- B-IT, Department of Life Science Informatics and Data Science, Rheinische Friedrich-Wilhelms-Universität, Bonn D-53115, Germany
- Lamarr Institute for Machine Learning and Artificial Intelligence, Bonn D-53115, Germany
| | - Jürgen Bajorath
- B-IT, Department of Life Science Informatics and Data Science, Rheinische Friedrich-Wilhelms-Universität, Bonn D-53115, Germany
- Lamarr Institute for Machine Learning and Artificial Intelligence, Bonn D-53115, Germany
- LIMES Institute, Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 5/6, Bonn D-53115, Germany
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148
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Miljković F, Bajorath J. Kinase Drug Discovery: Impact of Open Science and Artificial Intelligence. Mol Pharm 2024; 21:4849-4859. [PMID: 39240193 DOI: 10.1021/acs.molpharmaceut.4c00659] [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] [Indexed: 09/07/2024]
Abstract
Given their central role in signal transduction, protein kinases (PKs) were first implicated in cancer development, caused by aberrant intracellular signaling events. Since then, PKs have become major targets in different therapeutic areas. The preferred approach to therapeutic intervention of PK-dependent diseases is the use of small molecules to inhibit their catalytic phosphate group transfer activity. PK inhibitors (PKIs) are among the most intensely pursued drug candidates, with currently 80 approved compounds and several hundred in clinical trials. Following the elucidation of the human kinome and development of robust PK expression systems and high-throughput assays, large volumes of PK/PKI data have been produced in industrial and academic environments, more so than for many other pharmaceutical targets. In addition, hundreds of X-ray structures of PKs and their complexes with PKIs have been reported. Substantial amounts of PK/PKI data have been made publicly available in part as a result of open science initiatives. PK drug discovery is further supported through the incorporation of data science approaches, including the development of various specialized databases and online resources. Compound and activity data wealth compared to other targets has also made PKs a focal point for the application of artificial intelligence (AI) in pharmaceutical research. Herein, we discuss the interplay of open and data science in PK drug discovery and review exemplary studies that have substantially contributed to its development, including kinome profiling or the analysis of PKI promiscuity versus selectivity. We also take a close look at how AI approaches are beginning to impact PK drug discovery in light of their increasing data orientation.
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Affiliation(s)
- Filip Miljković
- Medicinal Chemistry, Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), BioPharmaceuticals R&D, AstraZeneca, Pepparedsleden 1, SE-43183 Gothenburg, Sweden
| | - Jürgen Bajorath
- Department of Life Science Informatics and Data Science, B-IT, Lamarr Institute for Machine Learning and Artificial Intelligence, LIMES Program Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität, Friedrich-Hirzebruch-Allee 5/6, 53115 Bonn, Germany
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149
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Hawash M. Advances in Cancer Therapy: A Comprehensive Review of CDK and EGFR Inhibitors. Cells 2024; 13:1656. [PMID: 39404419 PMCID: PMC11476325 DOI: 10.3390/cells13191656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 09/26/2024] [Accepted: 10/04/2024] [Indexed: 10/19/2024] Open
Abstract
Protein kinases have essential responsibilities in controlling several cellular processes, and their abnormal regulation is strongly related to the development of cancer. The implementation of protein kinase inhibitors has significantly transformed cancer therapy by modifying treatment strategies. These inhibitors have received substantial FDA clearance in recent decades. Protein kinases have emerged as primary objectives for therapeutic interventions, particularly in the context of cancer treatment. At present, 69 therapeutics have been approved by the FDA that target approximately 24 protein kinases, which are specifically prescribed for the treatment of neoplastic illnesses. These novel agents specifically inhibit certain protein kinases, such as receptor protein-tyrosine kinases, protein-serine/threonine kinases, dual-specificity kinases, nonreceptor protein-tyrosine kinases, and receptor protein-tyrosine kinases. This review presents a comprehensive overview of novel targets of kinase inhibitors, with a specific focus on cyclin-dependent kinases (CDKs) and epidermal growth factor receptor (EGFR). The majority of the reviewed studies commenced with an assessment of cancer cell lines and concluded with a comprehensive biological evaluation of individual kinase targets. The reviewed articles provide detailed information on the structural features of potent anticancer agents and their specific activity, which refers to their ability to selectively inhibit cancer-promoting kinases including CDKs and EGFR. Additionally, the latest FDA-approved anticancer agents targeting these enzymes were highlighted accordingly.
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Affiliation(s)
- Mohammed Hawash
- Department of Pharmacy, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus P.O. Box 7, Palestine
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150
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East MP, Sprung RW, Okumu DO, Olivares-Quintero JF, Joisa CU, Chen X, Zhang Q, Erdmann-Gilmore P, Mi Y, Sciaky N, Malone JP, Bhatia S, McCabe IC, Xu Y, Sutcliffe MD, Luo J, Spears PA, Perou CM, Earp HS, Carey LA, Yeh JJ, Spector DL, Gomez SM, Spanheimer PM, Townsend RR, Johnson GL. Quantitative proteomic mass spectrometry of protein kinases to determine dynamic heterogeneity of the human kinome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.04.614143. [PMID: 39464086 PMCID: PMC11507871 DOI: 10.1101/2024.10.04.614143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/29/2024]
Abstract
The kinome is a dynamic system of kinases regulating signaling networks in cells and dysfunction of protein kinases contributes to many diseases. Regulation of the protein expression of kinases alters cellular responses to environmental changes and perturbations. We configured a library of 672 proteotypic peptides to quantify >300 kinases in a single LC-MS experiment using ten micrograms protein from human tissues including biopsies. This enables absolute quantitation of kinase protein abundance at attomole-femtomole expression levels, requiring no kinase enrichment and less than ten micrograms of starting protein from flash-frozen and formalin fixed paraffin embedded tissues. Breast cancer biopsies, organoids, and cell lines were analyzed using the SureQuant method, demonstrating the heterogeneity of kinase protein expression across and within breast cancer clinical subtypes. Kinome quantitation was coupled with nanoscale phosphoproteomics, providing a feasible method for novel clinical diagnosis and understanding of patient kinome responses to treatment.
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