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Hawwas MM, Mancy AS, Ramadan M, Ibrahim TS, Bayoumi AH, Alswah M. An innovative approach to development of new pyrazolylquinolin-2-one hybrids as dual EGFR and BRAF V600E inhibitors. Mol Divers 2025:10.1007/s11030-025-11127-4. [PMID: 40056327 DOI: 10.1007/s11030-025-11127-4] [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: 12/28/2024] [Accepted: 02/03/2025] [Indexed: 03/10/2025]
Abstract
Novel quinoline-based derivatives 2a-e and 4a-j have been designed and synthesized as potential antiproliferative agents. The designed compounds were screened for their antiproliferative activity against sixty cell lines according to NCI protocol. The promising hybrids 4d-g are screened by MTT assays on three cancer cell lines: leukemia (MOLT-4), lung cancer (HOP-92), and breast cancer (T47D), with IC50 values ranging from 4.982 ± 0.2 to 36.52 ± 1.46 µM compared to Staurosporine, with compound 4e being the most effective. Derivatives 4d-g were evaluated for their inhibitory activity on EGFR and BRAFV600E. Compound 4e exhibited the highest inhibitory activities, with IC50 values of 0.055 ± 0.002 μM for EGFR and 0.068 ± 0.003 μM for BRAFV600E, compared to the reference drugs erlotinib (IC50 0.06 ± 0.002 μM) and vemurafenib (IC50 0.035 ± 0.001 μM), respectively. Cell cycle analysis of the HOP-92 manifested that pre-G1 apoptosis signaling took place after 4e treatment. Docking simulations were employed to analyze the modes and scores of compounds 4d-g with respect to EGFR and BRAFV600E. The results revealed that compound 4e exhibited strong affinity for both EGFR and BRAFV600E compared to the reference drugs with values of - 3.226 and - 3.474 kcal/mol, respectively.
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Affiliation(s)
- Mohamed M Hawwas
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Al-Azhar University, Assiut, Egypt
| | - Ahmed S Mancy
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198, USA
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Mohamed Ramadan
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Al-Azhar University, Assiut, Egypt.
| | - Tarek S Ibrahim
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, King Abdulaziz University, Jeddah, 21589, Saudi Arabia
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Zagazig University, Zagazig, 44519, Egypt
| | - Ashraf H Bayoumi
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Al-Azhar University, Cairo, Egypt
| | - Mohamed Alswah
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Al-Azhar University, Cairo, Egypt
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2
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Di Stefano M, Piazza L, Poles C, Galati S, Granchi C, Giordano A, Campisi L, Macchia M, Poli G, Tuccinardi T. KinasePred: A Computational Tool for Small-Molecule Kinase Target Prediction. Int J Mol Sci 2025; 26:2157. [PMID: 40076779 PMCID: PMC11900317 DOI: 10.3390/ijms26052157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2025] [Revised: 02/25/2025] [Accepted: 02/26/2025] [Indexed: 03/14/2025] Open
Abstract
Protein kinases are key regulators of cellular processes and critical therapeutic targets in diseases like cancer, making them a focal point for drug discovery efforts. In this context, we developed KinasePred, a robust computational workflow that combines machine learning and explainable artificial intelligence to predict the kinase activity of small molecules while providing detailed insights into the structural features driving ligand-target interactions. Our kinase-family predictive tool demonstrated significant performance, validated through virtual screening, where it successfully identified six kinase inhibitors. Target-focused operational models were subsequently developed to refine target-specific predictions, enabling the identification of molecular determinants of kinase selectivity. This integrated framework not only accelerates the screening and identification of kinase-targeting compounds but also supports broader applications in target identification, polypharmacology studies, and off-target effect analysis, providing a versatile tool for streamlining the drug discovery process.
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Affiliation(s)
- Miriana Di Stefano
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Lisa Piazza
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Clarissa Poles
- Telethon Institute of Genetics and Medicine, 80078 Naples, Italy;
- Genomics and Experimental Medicine Program, Scuola Superiore Meridionale (SSM, School of Advanced Studies), 80078 Naples, Italy
| | - Salvatore Galati
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Carlotta Granchi
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Antonio Giordano
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, College of Science and Technology, Temple University, Philadelphia, PA 19122, USA;
| | - Luca Campisi
- Flashtox srl, Via Tosco Romagnola 136, 56025 Pontedera, Italy;
| | - Marco Macchia
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Giulio Poli
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
| | - Tiziano Tuccinardi
- Department of Pharmacy, University of Pisa, 56124 Pisa, Italy; (M.D.S.); (L.P.); (C.G.); (M.M.); (T.T.)
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, College of Science and Technology, Temple University, Philadelphia, PA 19122, USA;
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3
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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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4
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Zuo WF, Pang Q, Zhu X, Yang QQ, Zhao Q, He G, Han B, Huang W. Heat shock proteins as hallmarks of cancer: insights from molecular mechanisms to therapeutic strategies. J Hematol Oncol 2024; 17:81. [PMID: 39232809 PMCID: PMC11375894 DOI: 10.1186/s13045-024-01601-1] [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: 07/04/2024] [Accepted: 08/20/2024] [Indexed: 09/06/2024] Open
Abstract
Heat shock proteins are essential molecular chaperones that play crucial roles in stabilizing protein structures, facilitating the repair or degradation of damaged proteins, and maintaining proteostasis and cellular functions. Extensive research has demonstrated that heat shock proteins are highly expressed in cancers and closely associated with tumorigenesis and progression. The "Hallmarks of Cancer" are the core features of cancer biology that collectively define a series of functional characteristics acquired by cells as they transition from a normal state to a state of tumor growth, including sustained proliferative signaling, evasion of growth suppressors, resistance to cell death, enabled replicative immortality, the induction of angiogenesis, and the activation of invasion and metastasis. The pivotal roles of heat shock proteins in modulating the hallmarks of cancer through the activation or inhibition of various signaling pathways has been well documented. Therefore, this review provides an overview of the roles of heat shock proteins in vital biological processes from the perspective of the hallmarks of cancer and summarizes the small-molecule inhibitors that target heat shock proteins to regulate various cancer hallmarks. Moreover, we further discuss combination therapy strategies involving heat shock proteins and promising dual-target inhibitors to highlight the potential of targeting heat shock proteins for cancer treatment. In summary, this review highlights how targeting heat shock proteins could regulate the hallmarks of cancer, which will provide valuable information to better elucidate and understand the roles of heat shock proteins in oncology and the mechanisms of cancer occurrence and development and aid in the development of more efficacious and less toxic novel anticancer agents.
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Affiliation(s)
- Wei-Fang Zuo
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Qiwen Pang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Xinyu Zhu
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Qian-Qian Yang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Qian Zhao
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Gu He
- Department of Dermatology and Venereology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
| | - Bo Han
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Wei Huang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Hospital of Chengdu University of Traditional Chinese Medicine, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China.
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5
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Nasser Binjawhar D, Al-Salmi FA, Alghamdi MA, Alqahtani AS, Fayad E, Saleem RM, Zaki I, Youssef Moustafa AM. Design, Synthesis, and Biological Evaluation of Newly Synthesized Cinnamide-Fluorinated Containing Compounds as Bioactive Anticancer Agents. ACS OMEGA 2024; 9:18505-18515. [PMID: 38680330 PMCID: PMC11044220 DOI: 10.1021/acsomega.4c00847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 03/22/2024] [Accepted: 03/29/2024] [Indexed: 05/01/2024]
Abstract
A new series of cinnamide-fluorinated derivatives has been synthesized and characterized by using different spectroscopic and elemental microanalyses methods. All of the prepared p-fluorocinnamide derivatives were evaluated for their cytotoxic activity against the HepG2 liver cancerous cell line. The imidazolone derivative 6, which bears N-(N-pyrimidin-2-ylbenzenesulphamoyl) moiety, displayed antiproliferative activity against HepG2 liver cancerous cells with an IC50 value of 4.23 μM as compared to staurosporin (STU) (IC50 = 5.59 μM). In addition, compound 6 experienced epidermal growth factor receptor (EGFR) inhibitory activity comparable to palatinib. The cell cycle analysis by flow cytometry indicated that compound 6 arrested the cellular cycle of HepG2 cells at the G1 phase. Additionally, as demonstrated by the fluorescence-activated cell sorting (FACS) technique, compound 6 increased both early and late apoptotic ratios compared to control untreated HepG2 cells. Moreover, imidazolone compound 6 induced apoptosis via the intrinsic apoptotic pathway by decreasing the level of mitochondrial membrane polarization (MMP) compared to untreated HepG2 cells. Therefore, the new N-(N-pyrimidin-2-ylbenzenesulphamoyl)imidazolone derivative 6 could be considered a potential platform for further optimizing an antitumor agent against hepatocellular carcinoma.
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Affiliation(s)
- Dalal Nasser Binjawhar
- Department
of Chemistry, College of Science, Princess
Nourah bint Abdulrahman University, P.O.
Box 84428, Riyadh 11671, Saudi Arabia
| | - Fawziah A. Al-Salmi
- Biology
Department, College of Sciences, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | - Maha Ali Alghamdi
- Department
of Biotechnology, College of Sciences, Taif
University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | - Arwa sultan Alqahtani
- Department
of Chemistry, College of Science, Imam Mohammad
Ibn Saud Islamic University(IMSIU), P.O.
Box 90950, Riyadh 11623, Saudi Arabia
| | - Eman Fayad
- Department
of Biotechnology, College of Sciences, Taif
University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | - Rasha Mohammed Saleem
- Department
of Laboratory Medicine, Faculty of Applied Medical Sciences, Al-Baha University, Al-Baha 65431, Saudi Arabia
| | - Islam Zaki
- Pharmaceutical
Organic Chemistry Department, Faculty of Pharmacy, Port Said University, Port Said 42526, Egypt
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6
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Gomez SM, Axtman AD, Willson TM, Major MB, Townsend RR, Sorger PK, Johnson GL. Illuminating function of the understudied druggable kinome. Drug Discov Today 2024; 29:103881. [PMID: 38218213 PMCID: PMC11262466 DOI: 10.1016/j.drudis.2024.103881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 12/21/2023] [Accepted: 01/09/2024] [Indexed: 01/15/2024]
Abstract
The human kinome, with more than 500 proteins, is crucial for cell signaling and disease. Yet, about one-third of kinases lack in-depth study. The Data and Resource Generating Center for Understudied Kinases has developed multiple resources to address this challenge including creation of a heavy amino acid peptide library for parallel reaction monitoring and quantitation of protein kinase expression, use of understudied kinases tagged with a miniTurbo-biotin ligase to determine interaction networks by proximity-dependent protein biotinylation, NanoBRET probe development for screening chemical tool target specificity in live cells, characterization of small molecule chemical tools inhibiting understudied kinases, and computational tools for defining kinome architecture. These resources are available through the Dark Kinase Knowledgebase, supporting further research into these understudied protein kinases.
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Affiliation(s)
- Shawn M Gomez
- University of North Carolina School of Medicine, Chapel Hill, NC, USA.
| | - Alison D Axtman
- University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Timothy M Willson
- University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Michael B Major
- Washington University School of Medicine in St. Louis, MO, USA
| | - Reid R Townsend
- Washington University School of Medicine in St. Louis, MO, USA
| | | | - Gary L Johnson
- University of North Carolina School of Medicine, Chapel Hill, NC, USA.
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