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1.
J Cancer Res Clin Oncol ; 150(6): 302, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38856753

ABSTRACT

PURPOSE: Nowadays, cyclin-dependent kinase 4/6 (CDK4/6) inhibitors have been approved for treating metastatic breast cancer and have achieved inspiring curative effects. But some discoveries have indicated that CDK 4/6 are not the requisite factors in some cell types because CDK2 partly compensates for the inhibition of CDK4/6. Thus, it is urgent to design CDK2/4/6 inhibitors for significantly enhancing their potency. This study aims to explore the mechanism of the binding of CDK2/4/6 kinases and their inhibitors to design novel CDK2/4/6 inhibitors for significantly enhancing their potency in different kinds of cancers. MATERIALS AND METHODS: A series of 72 disparately functionalized 4-substituted N-phenylpyrimidin-2-amine derivatives exhibiting potent inhibitor activities against CDK2, CDK4 and CDK6 were collected to apply to this research. The total set of these derivatives was divided into a training set (54 compounds) and a test set (18 compounds). The derivatives were constructed through the sketch molecule module in SYBYL 6.9 software. A Powell gradient algorithm and Tripos force field were used to calculate the minimal structural energy and the minimized structure was used as the initial conformation for molecular docking. By the means of 3D-QSAR models, partial least squares (PLS) analysis, molecular dynamics (MD) simulations and binding free energy calculations, we can find the relationship between structure and biological activity. RESULTS: In this study, we used molecular docking, 3D-QSAR and molecular dynamics simulation methods to comprehensively analyze the interaction and structure-activity relationships of 72 new CDK2/4/6 inhibitors. We used detailed statistical data to reasonably verify the constructed 3D-QSAR models for three receptors (q2 of CDK2 = 0.714, R2pred = 0.764, q2 = 0.815; R2pred of CDK4 = 0.681, q2 = 0.757; R2pred of CDK6 = 0.674). MD simulations and decomposition energy analysis validated the reasonability of the docking results and identified polar interactions as crucial factors that influence the different bioactivities of the studied inhibitors of CDK2/4/6 receptors, especially the electrostatic interactions of Lys33/35/43 and Asp145/158/163. The nonpolar interaction with Ile10/12/19 was also critical for the differing potencies of the CDK2/4/6 inhibitors. We concluded that the following probably enhanced the bioactivity against CDK2/4/6 kinases: (1) electronegative groups at the N1-position and electropositive and moderate-sized groups at ring E; (2) electrogroups featured at R2; (3) carbon atoms at the X-position or ring C replaced by a benzene ring; and (4) an electrogroup as R4. CONCLUSION: Previous studies, to our knowledge, only utilized a single approach of 3D-QSAR and did not integrate this method with other sophisticated techniques such as molecular dynamics simulations to discover new potential inhibitors of CDK2, CDK4, or CDK6. So we applied the intergenerational technology, such as 3D-QSAR technology, molecular docking simulation techniques, molecular dynamics simulations and MMPBSA19/MMGBSA20-binding free energy calculations to statistically explore the correlations between the structure with biological activities. The constructed 3D-QSAR models of the three receptors were reasonable and confirmed by the excellent statistical data. We hope the results obtained from this work will provide some useful references for the development of novel CDK2/4/6 inhibitors.


Subject(s)
Cyclin-Dependent Kinase 2 , Cyclin-Dependent Kinase 4 , Cyclin-Dependent Kinase 6 , Molecular Docking Simulation , Molecular Dynamics Simulation , Protein Kinase Inhibitors , Cyclin-Dependent Kinase 6/antagonists & inhibitors , Cyclin-Dependent Kinase 6/chemistry , Cyclin-Dependent Kinase 4/antagonists & inhibitors , Cyclin-Dependent Kinase 4/chemistry , Humans , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Cyclin-Dependent Kinase 2/chemistry , Pyrimidines/chemistry , Pyrimidines/pharmacology , Quantitative Structure-Activity Relationship
2.
Phys Chem Chem Phys ; 26(22): 16139-16152, 2024 Jun 06.
Article in English | MEDLINE | ID: mdl-38787638

ABSTRACT

Cyclin-dependent kinase 2 (CDK2) regulates cell cycle checkpoints in the synthesis and mitosis phases and plays a pivotal role in cancerous cell proliferation. The activation of CDK2, influenced by various protein signaling pathways, initiates the phosphorylation process. Due to its crucial role in carcinogenesis, CDK2 is a druggable hotspot target to suppress cancer cell proliferation. In this context, several studies have identified spirooxindoles as an effective class of CDK2 inhibitors. In the present study, three spirooxindoles (SOI1, SOI2, and SOI3) were studied to understand their inhibitory mechanism against CDK2 through a structure-based approach. Molecular docking and molecular dynamics (MD) simulations were performed to explore their interactions with CDK2 at the molecular level. The calculated binding free energy for the spirooxindole-based CDK2 inhibitors aligned well with experimental results regarding CDK2 inhibition. Energy decomposition (ED) analysis identified key binding residues, including I10, G11, T14, R36, F82, K89, L134, P155, T158, Y159, and T160, in the CDK2 active site and T-loop phosphorylation. Molecular mechanics (MM) energy was identified as the primary contributor to stabilizing inhibitor binding in the CDK2 protein structure. Furthermore, the analysis of binding affinity revealed that the inhibitor SOI1 binds more strongly to CDK2 compared to the other inhibitors under investigation. It demonstrated a robust interaction with the crucial residue T160 in the T-loop phosphorylation site, responsible for kinase activation. These insights into the inhibitory mechanism are anticipated to contribute to the development of potential CDK2 inhibitors using the spirooxindole scaffold.


Subject(s)
Cyclin-Dependent Kinase 2 , Indoles , Molecular Docking Simulation , Molecular Dynamics Simulation , Oxindoles , Protein Kinase Inhibitors , Spiro Compounds , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Cyclin-Dependent Kinase 2/metabolism , Cyclin-Dependent Kinase 2/chemistry , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology , Humans , Oxindoles/chemistry , Oxindoles/pharmacology , Spiro Compounds/chemistry , Spiro Compounds/pharmacology , Indoles/chemistry , Indoles/pharmacology , Thermodynamics , Structure-Activity Relationship , Molecular Structure , Protein Binding , Spirooxindoles
3.
Bioorg Chem ; 146: 107285, 2024 May.
Article in English | MEDLINE | ID: mdl-38547721

ABSTRACT

Cyclin-dependent kinases (CDKs) are critical cell cycle regulators that are often overexpressed in tumors, making them promising targets for anti-cancer therapies. Despite substantial advancements in optimizing the selectivity and drug-like properties of CDK inhibitors, safety of multi-target inhibitors remains a significant challenge. Macrocyclization is a promising drug discovery strategy to improve the pharmacological properties of existing compounds. Here we report the development of a macrocyclization platform that enabled the highly efficient discovery of a novel, macrocyclic CDK2/4/6 inhibitor from an acyclic precursor (NUV422). Using dihedral angle scan and structure-based, computer-aided drug design to select an optimal ring-closing site and linker length for the macrocycle, we identified compound 8 as a potent new CDK2/4/6 inhibitor with optimized cellular potency and safety profile compared to NUV422. Our platform leverages both experimentally-solved as well as generative chemistry-derived macrocyclic structures and can be deployed to streamline the design of macrocyclic new drugs from acyclic starting compounds, yielding macrocyclic compounds with enhanced potency and improved drug-like properties.


Subject(s)
Cyclin-Dependent Kinases , Protein Kinase Inhibitors , Structure-Activity Relationship , Cyclin-Dependent Kinase 2/chemistry , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/chemistry , Drug Design , Drug Discovery
4.
Protein Sci ; 31(11): e4453, 2022 Nov.
Article in English | MEDLINE | ID: mdl-36305769

ABSTRACT

Protein phosphorylation acts as an essential on/off switch in many cellular signaling pathways. This has led to ongoing interest in targeting kinases for therapeutic intervention. Computer-aided drug discovery has been proven a useful and cost-effective approach for facilitating prioritization and enrichment of screening libraries, but limited effort has been devoted providing insights on what makes a potent kinase inhibitor. To fill this gap, here we developed kinCSM, an integrative computational tool capable of accurately identifying potent cyclin-dependent kinase 2 (CDK2) inhibitors, quantitatively predicting CDK2 ligand-kinase inhibition constants (pKi ) and classifying different types of inhibitors based on their favorable binding modes. kinCSM predictive models were built using supervised learning and leveraged the concept of graph-based signatures to capture both physicochemical properties and geometry properties of small molecules. CDK2 inhibitors were accurately identified with Matthew's Correlation Coefficients (MCC) of up to 0.74, and inhibition constants predicted with Pearson's correlation of up to 0.76, both with consistent performances of 0.66 and 0.68 on a nonredundant blind test, respectively. kinCSM was also able to identify the potential type of inhibition for a given molecule, achieving MCC of up to 0.80 on cross-validation and 0.73 on the blind test. Analyzing the molecular composition of revealed enriched chemical fragments in CDK2 inhibitors and different types of inhibitors, which provides insights into the molecular mechanisms behind ligand-kinase interactions. kinCSM will be an invaluable tool to guide future kinase drug discovery. To aid the fast and accurate screening of CDK2 inhibitors, kinCSM is freely available at https://biosig.lab.uq.edu.au/kin_csm/.


Subject(s)
Antineoplastic Agents , Protein Kinase Inhibitors , Cyclin-Dependent Kinase 2/chemistry , Ligands , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/chemistry , Drug Discovery , Antineoplastic Agents/chemistry
5.
Sci Rep ; 12(1): 410, 2022 01 10.
Article in English | MEDLINE | ID: mdl-35013496

ABSTRACT

Despite considerable advances obtained by applying machine learning approaches in protein-ligand affinity predictions, the incorporation of receptor flexibility has remained an important bottleneck. While ensemble docking has been used widely as a solution to this problem, the optimum choice of receptor conformations is still an open question considering the issues related to the computational cost and false positive pose predictions. Here, a combination of ensemble learning and ensemble docking is suggested to rank different conformations of the target protein in light of their importance for the final accuracy of the model. Available X-ray structures of cyclin-dependent kinase 2 (CDK2) in complex with different ligands are used as an initial receptor ensemble, and its redundancy is removed through a graph-based redundancy removal, which is shown to be more efficient and less subjective than clustering-based representative selection methods. A set of ligands with available experimental affinity are docked to this nonredundant receptor ensemble, and the energetic features of the best scored poses are used in an ensemble learning procedure based on the random forest method. The importance of receptors is obtained through feature selection measures, and it is shown that a few of the most important conformations are sufficient to reach 1 kcal/mol accuracy in affinity prediction with considerable improvement of the early enrichment power of the models compared to the different ensemble docking without learning strategies. A clear strategy has been provided in which machine learning selects the most important experimental conformers of the receptor among a large set of protein-ligand complexes while simultaneously maintaining the final accuracy of affinity predictions at the highest level possible for available data. Our results could be informative for future attempts to design receptor-specific docking-rescoring strategies.


Subject(s)
Cyclin-Dependent Kinase 2/metabolism , Machine Learning , Molecular Docking Simulation , Binding Sites , Crystallography, X-Ray , Cyclin-Dependent Kinase 2/chemistry , Ligands , Protein Binding , Protein Conformation , Structure-Activity Relationship , Support Vector Machine
6.
J Biomol Struct Dyn ; 40(19): 9030-9041, 2022.
Article in English | MEDLINE | ID: mdl-33949282

ABSTRACT

Cyclin-Dependent Kinase 2 (CDK2) and Vascular-Endothelial Growth Factor Receptor 2 (VEGFR2) are promising targets for the design of novel inhibitors in anticancer therapeutics. In a recent work, our group designed a set of potential dual inhibitors predicted to occupy an allosteric back pocket near the active site of both enzymes, but their dynamic and unbinding behavior was unclear. Here, we used molecular dynamics (MD) and metadynamics (meta-D) simulations to study two of these virtual candidates (herein called IQ2 and IQ3). Their binding mode was predicted to be similar to that observed in LQ5 and BAX, well-known back-pocket binders of CDK2 and VEGFR2, respectively, including H-bonding with critical residues such as Leu83/Cys113 and Asp145/Asp190 (but excepting H-bonding with Glu51/Glu111) in CDK2/VEGFR2, correspondingly. Likewise, while LQ5 and BAX unbound through the allosteric channel as expected for type-IIA inhibitors, IQ2 and IQ3 unbound via the ATP channel (except for CDK2-IQ2) as expected for type-I½A inhibitors. Interestingly, a C-C single/double bond difference between IQ2/IQ3, respectively, resulted associated with differences in the AS/T loop flexibility observed for CDK2. These insights will help developing scaffold modifications during an optimization stage, serving as a starting point to develop dual kinase inhibitors in challenging biological targets with a promising anticancer potential.Communicated by Ramaswamy H. Sarma.


Subject(s)
Molecular Dynamics Simulation , Cyclin-Dependent Kinase 2/chemistry , Protein Binding , Binding Sites
7.
J Biomol Struct Dyn ; 40(19): 8825-8839, 2022.
Article in English | MEDLINE | ID: mdl-33931002

ABSTRACT

Cyclin-dependent kinases (CDKs) belong to a family of multifunctional enzymes that control cell cycle modifications, transcription, and cell proliferation. Their dysfunctions result in different diseases like cancer making them an important drug target in oncology and beyond. The present study aims at identifying the selective inhibitors for ATP binding site in CDK proteins (CDK1, CDK2, CDK4, and CDK5) following a multi-target drug designing approach. Significant challenges lie in identifying the selective inhibitor for the ATP binding site as this region is highly conserved in all protein kinases. Molecular docking coupled with molecular dynamics simulation and free energy of binding calculations (MMPBSA/MMGBSA) were used to identify the potent competitive ATP binding site inhibitors. All the four proteins were docked against the library of drug-like compounds and the outcomes of the docking study were further analyzed by Molecular dynamics (total of 6µs) and MMPB/GBSA techniques. Five different inhibitors for structurally distant protein kinases, i.e. CDK1, CDK2, CDK4, and CDK5 are identified with the binding energy (ΔGbind-PB) in the range -18.24 to -28.43Kcal/mol. Mechanistic complexities associated with the binding of the inhibitor are unraveled by carefully analyzing the MD trajectories. It is observed that certain residues (Lys33, Asp127, Asp145, Tyr15, Gly16, Asn144) and regions are critical for the retention of inhibitors in active pocket, and significant conformational changes take place in the active site region as well as its neighbor following the entry of the ligand inside active pocket as inferred by RMSD and RMSF. It is observed that LIG3 and LIG4 are the best possible inhibitors as reflected from their high binding energy, interaction pattern, and their retention inside the active pocket. This study will facilitate the process of multi-target drug designing against CDK proteins and can be used in the development of potential therapeutics against different diseases.


Subject(s)
Cell Cycle Proteins , Cyclin-Dependent Kinases , Molecular Docking Simulation , Cyclin-Dependent Kinases/chemistry , Cyclin-Dependent Kinases/metabolism , Cyclin-Dependent Kinase 2/chemistry , Cell Cycle , Adenosine Triphosphate/metabolism
8.
Mini Rev Med Chem ; 22(8): 1197-1215, 2022.
Article in English | MEDLINE | ID: mdl-34711160

ABSTRACT

The transformation of a normal cell into a tumor cell is one of the initial steps in cell cycle deregulation. The cell cycle is regulated by cyclin-dependent kinases (CDKs) that belong to the protein kinase family. CDK2 is an enchanting target for specific genotype tumors since cyclin E is selective for CDK2 and the deregulation of specific cancer types. Thus, CDKs inhibitor, specifically CDK2/cyclin A-E, has the potential to be a valid cancer target as per the currently undergoing clinical trials. Most of the pyrazole scaffolds have shown selectivity and potency for CDK2 inhibitors. This review aims at examining pyrazole and pyrazole fused with other heterocyclic rings for antiproliferative activity. Based on the in vitro and molecular docking studies, the most potent analogues for CDK2 inhibition are exhibited by IC50 value. Moreover, the review emphasizes the various lead analogs of pyrazole hybrids which can be very potent and selective for anti-cancer drugs.


Subject(s)
Cyclin-Dependent Kinase 2 , Neoplasms , Protein Kinase Inhibitors , Cell Cycle , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Cyclin-Dependent Kinase 2/chemistry , Humans , Molecular Docking Simulation , Neoplasms/drug therapy , Neoplasms/enzymology , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology , Pyrazoles/pharmacology
10.
Sci Rep ; 11(1): 23681, 2021 12 08.
Article in English | MEDLINE | ID: mdl-34880385

ABSTRACT

Lung adenocarcinoma (LUAD) belongs to a subgroup of non-small cell lung cancer (NSCLC) with an increasing incidence all over the world. Tanshinone IIA (TSA), an active compound of Salvia miltiorrhiza Bunge., has been found to have anti-tumor effects on many tumors, but its anti-LUAD effect and its mechanism have not been reported yet. In this study, bio-information analysis was applied to characterize the potential mechanism of TSA on LUA, biological experiments were used to verify the mechanisms involved. TCGA, Pubchem, SwissTargetPrediction, Venny2.1.0, STRING, DAVID, Cytoscape 3.7.2, Omicshare, GEPIA, RSCBPDB, Chem Draw, AutoDockTools, and PyMOL were utilized for analysis in the bio-information analysis and network pharmacology. Our experiments in vitro focused on the anti-LUAD effects and mechanisms of TSA on LUAD cells (A549 and NCI-H1975 cells) via MTT, plate cloning, Annexin V-FITC and PI dual staining, flow cytometry, and western blot assays. A total of 64 differentially expressed genes (DEGs) of TSA for treatment of LUAD were screened out. Gene ontology and pathway analysis revealed characteristic of the DEGs network. After GEPIA-based DEGs confirmation, 46 genes were considered having significant differences. Further, 10 key DEGs (BTK, HSD11B1, ADAM33, TNNC1, THRA, CCNA2, AURKA, MIF, PLK1, and SORD) were identified as the most likely relevant genes from overall survival analysis. Molecular Docking results showed that CCNA2, CDK2 and PLK1 had the lowest docking energy. MTT and plate cloning assays results showed that TSA inhibited the proliferation of LUAD cells in a concentration-dependent manner. Annexin V-FITC and PI dual staining and flow cytometry assays results told that TSA promoted the apoptosis of the two LUAD cells in different degrees, and induced cycle arrest in the G1/S phase. Western blot results showed that TSA significantly down-regulated the expression of CCNA2, CDK2, AURKA, PLK1, and p-ERK. In summary, TSA could suppress the progression of LUAD by inducing cell apoptosis and arresting cell cycle, and these were done by regulating CCNA2-CDK2 complex and AURKA/PLK1 pathway. These findings are the first to demonstrate the molecular mechanism of TSA in treatment of LUAD combination of network bio-information analysis and biological experiments in vitro.


Subject(s)
Abietanes/pharmacology , Adenocarcinoma of Lung/metabolism , Antineoplastic Agents, Phytogenic/pharmacology , Aurora Kinase A/metabolism , Cell Cycle Proteins/metabolism , Cyclin A2/metabolism , Cyclin-Dependent Kinase 2/metabolism , Protein Serine-Threonine Kinases/metabolism , Proto-Oncogene Proteins/metabolism , Abietanes/chemistry , Adenocarcinoma of Lung/drug therapy , Adenocarcinoma of Lung/etiology , Adenocarcinoma of Lung/pathology , Antineoplastic Agents, Phytogenic/chemistry , Apoptosis/drug effects , Aurora Kinase A/chemistry , Biomarkers, Tumor , Cell Cycle/drug effects , Cell Cycle Proteins/chemistry , Cell Line, Tumor , Computational Biology/methods , Cyclin A2/chemistry , Cyclin-Dependent Kinase 2/chemistry , Disease Susceptibility , Gene Expression Profiling , Humans , Models, Molecular , Protein Interaction Mapping , Protein Interaction Maps , Protein Serine-Threonine Kinases/chemistry , Proto-Oncogene Proteins/chemistry , Signal Transduction/drug effects , Structure-Activity Relationship , Transcriptome , Polo-Like Kinase 1
11.
Molecules ; 26(13)2021 Jun 26.
Article in English | MEDLINE | ID: mdl-34206976

ABSTRACT

New pyridine, pyrazoloyridine, and furopyridine derivatives substituted with naphthyl and thienyl moieties were designed and synthesized starting from 6-(naphthalen-2-yl)-2-oxo-4-(thiophen-2-yl)-1,2-dihydropyridine-3-carbonitrile (1). The chloro, methoxy, cholroacetoxy, imidazolyl, azide, and arylamino derivatives were prepared to obtain the pyridine--C2 functionalized derivatives. The derived pyrazolpyridine-N-glycosides were synthesized via heterocyclization of the C2-thioxopyridine derivative followed by glycosylation using glucose and galactose. The furopyridine derivative 14 and the tricyclic pyrido[3',2':4,5]furo[3,2-d]pyrimidine 15 were prepared via heterocyclization of the ester derivative followed by a reaction with formamide. The newly synthesized compounds were evaluated for their ability to in vitro inhibit the CDK2 enzyme. In addition, the cytotoxicity of the compounds was tested against four different human cancer cell lines (HCT-116, MCF-7, HepG2, and A549). The CDK2/cyclin A2 enzyme inhibitory results revealed that pyridone 1, 2-chloro-6-(naphthalen-2-yl)-4-(thiophen-2-yl)nicotinonitrile (4), 6-(naphthalen-2-yl)-4-(thiophen-2-yl)-1H-pyrazolo[3,4-b]pyridin-3-amine (8), S-(3-cyano-6-(naphthaen-2-yl)-4-(thiophen-2-yl)pyridin-2-yl) 2-chloroethanethioate (11), and ethyl 3-amino-6-(naphthalen-2-yl)-4-(thiophen-2-yl)furo[2,3-b]pyridine-2-carboxylate (14) are among the most active inhibitors with IC50 values of 0.57, 0.24, 0.65, 0.50, and 0.93 µM, respectively, compared to roscovitine (IC50 0.394 µM). Most compounds showed significant inhibition on different human cancer cell lines (HCT-116, MCF-7, HepG2, and A549) with IC50 ranges of 31.3-49.0, 19.3-55.5, 22.7-44.8, and 36.8-70.7 µM, respectively compared to doxorubicin (IC50 40.0, 64.8, 24.7 and 58.1 µM, respectively). Furthermore, a molecular docking study suggests that most of the target compounds have a similar binding mode as a reference compound in the active site of the CDK2 enzyme. The structural requirements controlling the CDK2 inhibitory activity were determined through the generation of a statistically significant 2D-QSAR model.


Subject(s)
Antineoplastic Agents/pharmacology , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Drug Screening Assays, Antitumor/methods , Protein Kinase Inhibitors/pharmacology , Pyrazoles/pharmacology , Pyridines/chemistry , Antineoplastic Agents/chemistry , Cell Line, Tumor , Cell Survival/drug effects , Cyclin-Dependent Kinase 2/chemistry , Dose-Response Relationship, Drug , Doxorubicin/pharmacology , Drug Design , Humans , Imidazoles/chemistry , Inhibitory Concentration 50 , Molecular Docking Simulation , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/chemistry , Pyrazoles/chemistry , Pyridines/chemical synthesis , Pyridines/pharmacology , Pyrimidines/chemistry , Pyrimidines/pharmacology , Quantitative Structure-Activity Relationship
12.
Nat Commun ; 12(1): 2793, 2021 05 14.
Article in English | MEDLINE | ID: mdl-33990583

ABSTRACT

Capturing the dynamic processes of biomolecular systems in atomistic detail remains difficult despite recent experimental advances. Although molecular dynamics (MD) techniques enable atomic-level observations, simulations of "slow" biomolecular processes (with timescales longer than submilliseconds) are challenging because of current computer speed limitations. Therefore, we developed a method to accelerate MD simulations by high-frequency ultrasound perturbation. The binding events between the protein CDK2 and its small-molecule inhibitors were nearly undetectable in 100-ns conventional MD, but the method successfully accelerated their slow binding rates by up to 10-20 times. Hypersound-accelerated MD simulations revealed a variety of microscopic kinetic features of the inhibitors on the protein surface, such as the existence of different binding pathways to the active site. Moreover, the simulations allowed the estimation of the corresponding kinetic parameters and exploring other druggable pockets. This method can thus provide deeper insight into the microscopic interactions controlling biomolecular processes.


Subject(s)
High-Energy Shock Waves , Molecular Dynamics Simulation , Proteins/chemistry , Proteins/metabolism , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase 2/metabolism , Humans , Kinetics , Ligands , Molecular Dynamics Simulation/statistics & numerical data , Protein Binding , Protein Conformation , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology
13.
Molecules ; 26(8)2021 Apr 14.
Article in English | MEDLINE | ID: mdl-33919867

ABSTRACT

Novel 6-bromo-coumarin-ethylidene-hydrazonyl-thiazolyl and 6-bromo-coumarin-thiazolyl-based derivatives were synthesized. A quantitative structure activity relationship (QSAR) model with high predictive power r2 = 0.92, and RMSE = 0.44 predicted five compounds; 2b, 3b, 5a, 9a and 9i to have potential anticancer activities. Compound 2b achieved the best ΔG of -15.34 kcal/mol with an affinity of 40.05 pki. In a molecular dynamic study 2b showed an equilibrium at 0.8 Å after 3.5 ns, while flavopiridol did so at 0.5 Å after the same time (3.5 ns). 2b showed an IC50 of 0.0136 µM, 0.015 µM, and 0.054 µM against MCF-7, A-549, and CHO-K1 cell lines, respectively. The CDK4 enzyme assay revealed the significant CDK4 inhibitory activity of compound 2b with IC50 of 0.036 µM. The selectivity of the newly discovered lead compound 2b toward localization in tumor cells was confirmed by a radioiodination biological assay that was done via electrophilic substitution reaction utilizing the oxidative effect of chloramine-t. 131I-2b showed good in vitro stability up to 4 h. In solid tumor bearing mice, the values of tumor uptake reached a height of 5.97 ± 0.82%ID/g at 60 min p.i. 131I-2b can be considered as a selective radiotheranostic agent for solid tumors with promising anticancer activity.


Subject(s)
Antineoplastic Agents/pharmacology , Coumarins/pharmacology , Cyclin-Dependent Kinase 4/antagonists & inhibitors , Drug Discovery , Iodine Radioisotopes/chemistry , Molecular Dynamics Simulation , Quantitative Structure-Activity Relationship , A549 Cells , Amino Acid Sequence , Animals , Antineoplastic Agents/chemistry , CHO Cells , Cell Death/drug effects , Coumarins/chemistry , Cricetulus , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase 4/chemistry , Cyclin-Dependent Kinase 4/metabolism , Drug Design , Humans , Inhibitory Concentration 50 , MCF-7 Cells , Molecular Docking Simulation , Tissue Distribution/drug effects
14.
Food Funct ; 12(10): 4630-4643, 2021 May 21.
Article in English | MEDLINE | ID: mdl-33912870

ABSTRACT

Here, we investigated the chemical composition of the edible Phlomis aurea oil and its anticancer potential on three human cancer cell lines, as well as its antiviral activity against Herpes simplex-1 (HSV-1). Exploring Phlomis aurea Decne essential oil by gas chromatography coupled with mass spectrometry (GC/MS) revealed the presence of four major components: germacrene D (51.56%), trans-ß-farnesene (11.36%), α-pinene (22.96%) & limonene (6.26%). An antiproliferative effect, as determined by the MTT assay, against human hepatic, breast and colon cancer cell lines, manifested IC50 values of 10.14, 328.02, & 628.43 µg mL-1, respectively. Cytotoxicity assay of the Phlomis oil against Vero cell lines revealed a safe profile within the range of 50 µg ml-1. Phlomis essential oil induced the apoptosis of HepG2 cells through increasing cell accumulation in sub G1 & G2/M phases, decreasing both S & G0/G1 phases of the cell cycle, triggering both caspases-3 &-9, and inhibiting cyclin dependent kinase-2 (CDK2). The antiviral activity of the oil against HSV-1 was investigated using the plaque reduction assay, which showed 80% of virus inhibition. Moreover, the molecular docking in silico study of the four major chemical constituents of the oil at the CDK2 binding site demonstrated marked interactions with the ATP-binding site residues through alkyl & Pi-alkyl interactions. Cell cycle distribution of HepG2 cells was studied using flow cytometry to highlight the apoptotic mechanistic approaches by measuring caspases-3 &-9 and CDK2 activities. Thus, the edible Phlomis oil can be regarded as a candidate for in vivo studies to prove that it is a promising natural antiviral/anticancer agent.


Subject(s)
Antiviral Agents/chemistry , Oils, Volatile/chemistry , Phlomis/chemistry , Plant Extracts/chemistry , Plant Oils/chemistry , Antiviral Agents/pharmacology , Bicyclic Monoterpenes , Binding Sites , Cell Cycle , Cell Line, Tumor , Cyclin-Dependent Kinase 2/chemistry , Egypt , Gas Chromatography-Mass Spectrometry , Hep G2 Cells , Humans , Molecular Docking Simulation , Plant Extracts/pharmacology , Sesquiterpenes , Sesquiterpenes, Germacrane
15.
Molecules ; 26(8)2021 Apr 11.
Article in English | MEDLINE | ID: mdl-33920456

ABSTRACT

A simple and efficient BF3-OEt2 promoted C3-alkylation of indole has been developed to obtain3-indolylsuccinimidesfrom commercially available indoles and maleimides, with excellent yields under mild reaction conditions. Furthermore, anti-proliferative activity of these conjugates was evaluated against HT-29 (Colorectal), Hepg2 (Liver) and A549 (Lung) human cancer cell lines. One of the compounds, 3w, having N,N-Dimethylatedindolylsuccinimide is a potent congener amongst the series with IC50 value 0.02 µM and 0.8 µM against HT-29 and Hepg2 cell lines, respectively, and compound 3i was most active amongst the series with IC50 value 1.5 µM against A549 cells. Molecular docking study and mechanism of reaction have briefly beendiscussed. This method is better than previous reports in view of yield and substrate scope including electron deficient indoles.


Subject(s)
Antineoplastic Agents/chemical synthesis , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Indoles/chemical synthesis , Maleimides/chemical synthesis , Succinimides/chemical synthesis , A549 Cells , Alkylation , Antineoplastic Agents/pharmacology , Binding Sites , Catalysis , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase 2/genetics , Cyclin-Dependent Kinase 2/metabolism , HT29 Cells , Hep G2 Cells , Humans , Indoles/pharmacology , Kinetics , Maleimides/pharmacology , Molecular Docking Simulation , Protein Binding , Protein Conformation, alpha-Helical , Protein Conformation, beta-Strand , Protein Interaction Domains and Motifs , Structure-Activity Relationship , Substrate Specificity , Succinimides/pharmacology
16.
Methods Mol Biol ; 2266: 39-72, 2021.
Article in English | MEDLINE | ID: mdl-33759120

ABSTRACT

The interaction between a protein and its ligands is one of the basic and most important processes in biological chemistry. Docking methods aim to predict the molecular 3D structure of protein-ligand complexes starting from coordinates of the protein and the ligand separately. They are widely used in both industry and academia, especially in the context of drug development projects. AutoDock4 is one of the most popular docking tools and, as for any docking method, its performance is highly system dependent. Knowledge about specific protein-ligand interactions on a particular target can be used to successfully overcome this limitation. Here, we describe how to apply the AutoDock Bias protocol, a simple and elegant strategy that allows users to incorporate target-specific information through a modified scoring function that biases the ligand structure towards those poses (or conformations) that establish selected interactions. We discuss two examples using different bias sources. In the first, we show how to steer dockings towards interactions derived from crystal structures of the receptor with different ligands; in the second example, we define and apply hydrophobic biases derived from Molecular Dynamics simulations in mixed solvents. Finally, we discuss general concepts of biased docking, its performance in pose prediction, and virtual screening campaigns as well as other potential applications.


Subject(s)
Molecular Docking Simulation/methods , Proteins/chemistry , Solvents/chemistry , Binding Sites , Crystallography, X-Ray , Cyclin-Dependent Kinase 2/chemistry , Hydrophobic and Hydrophilic Interactions , Ligands , Molecular Conformation , Molecular Dynamics Simulation , Protein Binding , Software , Static Electricity
17.
Methods Mol Biol ; 2266: 187-202, 2021.
Article in English | MEDLINE | ID: mdl-33759128

ABSTRACT

Multicanonical molecular dynamics (McMD)-based dynamic docking has been applied to predict the native binding configurations for several protein receptors and their ligands. Due to the enhanced sampling capabilities of McMD, it can exhaustively sample bound and unbound ligand configurations, as well as receptor conformations, and thus enables efficient sampling of the conformational and configurational space, not possible using canonical MD simulations. As McMD samples a wide configurational space, extensive analysis is required to study the diverse ensemble consisting of bound and unbound structures. By projecting the reweighted ensemble onto the first two principal axes obtained via principal component analysis of the multicanonical ensemble, the free energy landscape (FEL) can be obtained. Further analysis produces representative structures positioned at the local minima of the FEL, where these structures are then ranked by their free energy. In this chapter, we describe our dynamic docking methodology, which has successfully reproduced the native binding configuration for small compounds, medium-sized compounds, and peptide molecules.


Subject(s)
Antibodies/chemistry , Molecular Docking Simulation/methods , Molecular Dynamics Simulation , Peptides/chemistry , Proteins/chemistry , Amyloid Precursor Protein Secretases/chemistry , Antibodies, Monoclonal, Humanized/chemistry , Aspartic Acid Endopeptidases/chemistry , Cyclin-Dependent Kinase 2/chemistry , Databases, Protein , Ligands , Models, Molecular , Molecular Conformation , Principal Component Analysis , Protein Binding , Temperature
18.
J Mol Biol ; 433(5): 166795, 2021 03 05.
Article in English | MEDLINE | ID: mdl-33422522

ABSTRACT

The SCFSKP2 ubiquitin ligase relieves G1 checkpoint control of CDK-cyclin complexes by promoting p27KIP1 degradation. We describe reconstitution of stable complexes containing SKP1-SKP2 and CDK1-cyclin B or CDK2-cyclin A/E, mediated by the CDK regulatory subunit CKS1. We further show that a direct interaction between a SKP2 N-terminal motif and cyclin A can stabilize SKP1-SKP2-CDK2-cyclin A complexes in the absence of CKS1. We identify the SKP2 binding site on cyclin A and demonstrate the site is not present in cyclin B or cyclin E. This site is distinct from but overlapping with features that mediate binding of p27KIP1 and other G1 cyclin regulators to cyclin A. We propose that the capacity of SKP2 to engage with CDK2-cyclin A by more than one structural mechanism provides a way to fine tune the degradation of p27KIP1 and distinguishes cyclin A from other G1 cyclins to ensure orderly cell cycle progression.


Subject(s)
Cyclin A/chemistry , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase Inhibitor p27/chemistry , G1 Phase Cell Cycle Checkpoints , S-Phase Kinase-Associated Proteins/chemistry , Binding Sites , CDC2-CDC28 Kinases/chemistry , CDC2-CDC28 Kinases/genetics , CDC2-CDC28 Kinases/metabolism , Cyclin A/genetics , Cyclin A/metabolism , Cyclin E/chemistry , Cyclin E/genetics , Cyclin E/metabolism , Cyclin-Dependent Kinase 2/genetics , Cyclin-Dependent Kinase 2/metabolism , Cyclin-Dependent Kinase Inhibitor p27/genetics , Cyclin-Dependent Kinase Inhibitor p27/metabolism , Gene Expression Regulation , HEK293 Cells , Humans , Protein Binding , Protein Conformation, alpha-Helical , Protein Conformation, beta-Strand , Protein Interaction Domains and Motifs , Proteolysis , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , S-Phase Kinase-Associated Proteins/genetics , S-Phase Kinase-Associated Proteins/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Signal Transduction
19.
Med Chem ; 17(5): 501-518, 2021.
Article in English | MEDLINE | ID: mdl-31840613

ABSTRACT

BACKGROUND: Azolopyrimidines are imposed on the arena of drugs treated for cancer. The urgent need to discover new selective anticancer agents, paved the way to explore the antitumor significance of such fused systems. From the synthetic point of view, Microwave facilitated technique for synthesis is very strongly associated with green method in chemistry field. AIM: Our aim is to synthesize bioactive compounds using docking simulation run by MOE program to explore the binding mode of the most active enzyme inhibitor among the target compounds. METHODS: In addition to the use of conventional heating, the MARS system of CEM utilized for Microwave irradiation that is equipped with a multi-mode platform with a magnetic stirring plate and a rotor that allows the parallel processing of many vessels per batch. All the synthesized compounds were tested for their anticancer activity against hepatic cancer (HepG-2), breast cancer (MCF-7) and colon cancer (HCT-116). Screening against the cancer cell lines was performed, using doxorubicin as a reference drug. Docking studies were conducted using MOE software. RESULTS: A novel series of fluorinated fused-pyrimidine namely, pyrazolopyrimidine, triazolopyrimidine and pyrimidobenzimidazole were designed and synthesized conventionally and under microwave irradiations. The mechanistic pathways as well as the structure of all products were debated and demonstrated based on all possible spectral data. In-vitro examination of the novel prepared derivatives versus the three different human cancer cell lines [hepatic cancer (HepG-2), breast cancer (MCF-7) and colon cancer (HCT-116)] was evaluated to estimate their actual activity. CONCLUSION: We have developed a simple, facile, and efficient procedure for the formation of new series of azolopyrimidines. All spectra of all products were investigated deliberately to confirm their structures. The anti-cancer activity has been examined against three cancer cell lines e.g. HepG-2, MCF-7 and HCT116. Molecular modeling study was carried out in order to rationalize the in vitro anti-tumor results.


Subject(s)
Antineoplastic Agents/pharmacology , Benzimidazoles/pharmacology , Pyrazoles/pharmacology , Pyrimidines/pharmacology , Triazoles/pharmacology , Antineoplastic Agents/chemical synthesis , Antineoplastic Agents/metabolism , Benzimidazoles/chemical synthesis , Benzimidazoles/metabolism , Catalytic Domain , Cell Line, Tumor , Cyclin-Dependent Kinase 2/antagonists & inhibitors , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase 2/metabolism , Drug Screening Assays, Antitumor , Humans , Microwaves , Molecular Docking Simulation , Molecular Structure , Protein Binding , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/metabolism , Protein Kinase Inhibitors/pharmacology , Pyrazoles/chemical synthesis , Pyrazoles/metabolism , Pyrimidines/chemical synthesis , Pyrimidines/metabolism , Structure-Activity Relationship , Temperature , Triazoles/chemical synthesis , Triazoles/metabolism
20.
Chem Biol Drug Des ; 97(1): 97-110, 2021 01.
Article in English | MEDLINE | ID: mdl-32679606

ABSTRACT

Protein-ligand docking programs are indispensable tools for predicting the binding pose of a ligand to the receptor protein. In this paper, we introduce an efficient flexible docking method, GWOVina, which is a variant of the Vina implementation using the grey wolf optimizer (GWO) and random walk for the global search, and the Dunbrack rotamer library for side-chain sampling. The new method was validated for rigid and flexible-receptor docking using four independent datasets. In rigid docking, GWOVina showed comparable docking performance to Vina in terms of ligand pose RMSD, success rate, and affinity prediction. In flexible-receptor docking, GWOVina has improved success rate compared to Vina and AutoDockFR. It ran 2 to 7 times faster than Vina and 40 to 100 times faster than AutoDockFR. Therefore, GWOVina can play a role in solving the complex flexible-receptor docking cases and is suitable for virtual screening of compound libraries. GWOVina is freely available at https://cbbio.cis.um.edu.mo/software/gwovina for testing.


Subject(s)
Molecular Docking Simulation , Software , Algorithms , Binding Sites , Cyclin-Dependent Kinase 2/chemistry , Cyclin-Dependent Kinase 2/metabolism , Databases, Factual , Drug Design , Humans , Ligands , Proteins/chemistry , Proteins/metabolism
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