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1.
Toxicol In Vitro ; 97: 105810, 2024 May.
Article in English | MEDLINE | ID: mdl-38513818

ABSTRACT

Grown evidence has shown that the liver and reproductive organs were the main target organs of perfluorooctanoic acid (PFOA). Herein, we studied a toxic mechanism of PFOA using HeLa Chang liver epithelial cells. When incubated with PFOA for 24 h or 48 h, cell proliferation was inhibited in a concentration- and time-dependent fashion, but interestingly, the feature of dead cells was not notable. Mitochondrial volume was increased with concentration and time, whereas the mitochondrial membrane potential and produced ATP amounts were significantly reduced. Autophagosome-like vacuoles and contraction of the mitochondrial inner membrane were observed in PFOA-treated cells. The expression of acetyl CoA carboxylase (ACC) and p-ACC proteins rapidly decreased, and that of mitochondrial dynamics-related proteins increased. The expression of solute carrier family 7 genes, ChaC glutathione-specific gamma-glutamylcyclotransferase 1, and 5S ribosomal RNA gene was up-regulated the most in cells exposed to PFOA for 24 h, and the KEGG pathway analysis revealed that PFOA the most affected metabolic pathways and olfactory transduction. More importantly, PPAR alpha, fatty acid binding protein 1, and CYP450 family 1 subfamily A member 1 were identified as the target proteins for binding between PFOA and cells. Taken together, we suggest that disruption of mitochondrial integrity and function may contribute closely to PFOA-induced cell proliferation inhibition.


Subject(s)
Caprylates , Fluorocarbons , Caprylates/metabolism , Liver/metabolism , Hepatocytes , Fluorocarbons/metabolism , Cell Proliferation
2.
J Cheminform ; 16(1): 5, 2024 Jan 11.
Article in English | MEDLINE | ID: mdl-38212855

ABSTRACT

Probing the surface of proteins to predict the binding site and binding affinity for a given small molecule is a critical but challenging task in drug discovery. Blind docking addresses this issue by performing docking on binding regions randomly sampled from the entire protein surface. However, compared with local docking, blind docking is less accurate and reliable because the docking space is too largetly sampled. Cavity detection-guided blind docking methods improved the accuracy by using cavity detection (also known as binding site detection) tools to guide the docking procedure. However, it is worth noting that the performance of these methods heavily relies on the quality of the cavity detection tool. This constraint, namely the dependence on a single cavity detection tool, significantly impacts the overall performance of cavity detection-guided methods. To overcome this limitation, we proposed Consensus Blind Dock (CoBDock), a novel blind, parallel docking method that uses machine learning algorithms to integrate docking and cavity detection results to improve not only binding site identification but also pose prediction accuracy. Our experiments on several datasets, including PDBBind 2020, ADS, MTi, DUD-E, and CASF-2016, showed that CoBDock has better binding site and binding mode performance than other state-of-the-art cavity detector tools and blind docking methods.

3.
Pest Manag Sci ; 79(11): 4140-4152, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37547967

ABSTRACT

Pesticide creation is related to the development of sustainable agricultural and ecological safety, and molecular docking technology can effectively help in pesticide innovation. This paper introduces the basic theory behind molecular docking, pesticide databases, and docking software. It also summarizes the application of molecular docking in the pesticide field, including the virtual screening of lead compounds, detection of pesticides and their metabolites in the environment, reverse screening of pesticide targets, and the study of resistance mechanisms. Finally, problems with the use of molecular docking technology in pesticide creation are discussed, and prospects for the future use of molecular docking technology in new pesticide development are discussed. © 2023 Society of Chemical Industry.

4.
J Biomol Struct Dyn ; : 1-16, 2023 Aug 01.
Article in English | MEDLINE | ID: mdl-37526218

ABSTRACT

Angiogenesis, which results in the formation of new blood and lymph vessels, is required to serve metastatic cancer progression. Cancer medications may target these two interconnected pathways. Phytocompounds have emerged as promising options for treating cancer. In this study, we used a reverse docking strategy to find new candidate molecules for cancer treatment that target both pathways. Following a literature study, the important cancer-causing proteins vascular endothelial growth factor D (VEGF-D) and basic fibroblast growth factor (bFGF) for angiogenesis and matrix metalloproteinase-2 (MMP-2) and matrix metalloproteinase-9 (MMP-9) for the metastatic pathway were targeted. Protein Data Bank was used to retrieve the structures of chosen proteins. 22 significant plant metabolites were identified as having anticancer activity. To determine the important protein binding residues, active site prediction was used. Using Lenvatinib and Withaferin A as reference ligands, the binding affinity of certain proteins for plant metabolites was determined by docking analysis. Homoharringtonine and viniferin, both have higher binding affinities when compared to reference ligands, with docking scores of -180.96 and -180.36 against the protein MMP-9, respectively. Moreover, Viniferin showed the highest binding affinity with both MMP-9 and MMP-2 proteins, which were then subjected to a 100-ns molecular dynamic simulation. where they were found to be significantly stable. In pharmacoinformatics investigations, the majority of our compounds were found to be non-toxic for the host. In this study, we suggested natural substances as cutting-edge anticancer treatments that target both angiogenesis and metastasis, which may aid in accelerating drug development and identifying viable therapeutic candidates.Communicated by Ramaswamy H. Sarma.

5.
Int J Mol Sci ; 24(15)2023 Aug 05.
Article in English | MEDLINE | ID: mdl-37569854

ABSTRACT

Numerous in vitro and in vivo studies have shown that curcumin primarily activates apoptotic pathways in cancer cells and inhibits cancer progression by modulating various molecular targets. In this study, we utilized reverse docking servers to predict 444 human proteins that may potentially be targeted by curcumin. Then, high-throughput assays were conducted by using RNA-seq technology on curcumin-treated MCF-7 (human breast cancer ER (+)) and MDA-MB-231 (human breast cancer ER(-)/TNBC) cancer cell lines. Enrichment analysis identified seven and eight significantly down-regulated signaling pathways in these two cell lines, where the enriched genes were used to construct protein-protein interaction networks. From these networks, the MCODE algorithm screened out 42 hub targets, which are core genes of the RTK-(PI3K-AKT)/(MEK/ERK1/2) crosstalk network. Genetic alteration and expression patterns of hub targets of curcumin may be closely related to the overall pathogenesis and prognosis of breast cancer. MAPKAPK3, AKT3, CDK5, IGF1R, and MAPK11 are potential prognostic markers and therapeutic targets of curcumin in patients with triple-negative breast cancer. Molecular docking and transcriptomic results confirmed that curcumin can inhibit these high-scoring targets at the protein level. Additionally, these targets can act as self-feedback factors, relying on the cascading repressive effects in the network to limit their own transcription at the mRNA level. In conclusion, the integration of transcriptomic and molecular docking approaches enables the rapid identification of dual or multiple inhibitory targets of curcumin in breast cancer. Our study provides the potential elucidation of the anti-cancer mechanism of curcumin.


Subject(s)
Breast Neoplasms , Curcumin , Triple Negative Breast Neoplasms , Humans , Female , Curcumin/pharmacology , Curcumin/therapeutic use , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Transcriptome , Molecular Docking Simulation , Phosphatidylinositol 3-Kinases/metabolism , Triple Negative Breast Neoplasms/pathology
6.
Nanomaterials (Basel) ; 13(11)2023 May 31.
Article in English | MEDLINE | ID: mdl-37299673

ABSTRACT

Carboranes are promising agents for applications in boron neutron capture therapy (BNCT), but their hydrophobicity prevents their use in physiological environments. Here, by using reverse docking and molecular dynamics (MD) simulations, we identified blood transport proteins as candidate carriers of carboranes. Hemoglobin showed a higher binding affinity for carboranes than transthyretin and human serum albumin (HSA), which are well-known carborane-binding proteins. Myoglobin, ceruloplasmin, sex hormone-binding protein, lactoferrin, plasma retinol-binding protein, thyroxine-binding globulin, corticosteroid-binding globulin and afamin have a binding affinity comparable to transthyretin/HSA. The carborane@protein complexes are stable in water and characterized by favorable binding energy. The driving force in the carborane binding is represented by the formation of hydrophobic interactions with aliphatic amino acids and BH-π and CH-π interactions with aromatic amino acids. Dihydrogen bonds, classical hydrogen bonds and surfactant-like interactions also assist the binding. These results (i) identify the plasma proteins responsible for binding carborane upon their intravenous administration, and (ii) suggest an innovative formulation for carboranes based on the formation of a carborane@protein complex prior to the administration.

7.
Basic Clin Pharmacol Toxicol ; 133(1): 43-58, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37186366

ABSTRACT

BACKGROUND: This study aimed to investigate the effects of triptolide (TP) on collagen-induced arthritis (CIA) mice and the related mechanisms. METHODS: CIA mice were administered TP for 35 days. Mouse ankle joints and serum antibodies and cytokines were examined to assess the therapeutic effects of TP. The ratios of Treg, Th1 and Th17 cells were measured by flow cytometry and RT-qPCR. Reverse docking was used to characterize the binding modes of TP against target proteins. The expression of the STAT3 pathway in CIA mice was evaluated by western blotting and immunofluorescence staining. Mouse spleen lymphocytes were extracted, and the expression of the STAT3 pathway after IL-6 stimulation was analysed. RESULTS: TP could significantly alleviate joint swelling, reduce bone destruction and downregulate serum inflammation levels. TP improved the imbalance of Treg/Th17 cells in CIA mice. TP could form stable complexes with target proteins. TP significantly inhibited the activation of the JAK/PTEN-STAT3 pathway in mice. Moreover, TP regulated the activation of the JAK1/2-STAT3 signalling pathway in mouse spleen lymphocytes under inflammatory stimulation. CONCLUSION: TP can inhibit inflammation and alleviate bone destruction in CIA mice. The underlying mechanism is related to the regulation of the imbalance of Treg/Th17 cells through the JAK/PTEN-STAT3 pathway.


Subject(s)
Arthritis, Experimental , Mice , Animals , Arthritis, Experimental/chemically induced , Arthritis, Experimental/drug therapy , T-Lymphocytes, Regulatory/metabolism , Th17 Cells , Cytokines/metabolism , Inflammation/metabolism
8.
Pharmaceuticals (Basel) ; 16(1)2023 Jan 10.
Article in English | MEDLINE | ID: mdl-36678602

ABSTRACT

Leaves of Strobilanthes cusia Kuntze (S. cusia) are a widely used alexipharmic Traditional Chinese Medicine (TCM) in southern China for the prevention of cold and respiratory tract infectious diseases. One of the most common bacterial pathogens in the respiratory tract is the gram-positive bacterium Streptococcus pneumoniae. The antibiotic resistance of colonized S. pneumoniae makes it a more serious threat to public health. In this study, the leaves of S. cusia were found to perform antibacterial effects on the penicillin-resistant S. pneumoniae (PRSP). Confocal assay and Transmission Electron Microscopy (TEM) monitored the diminished cell wall integrity and capsule thickness of the PRSP with treatment. The following comparative proteomics analysis revealed that the glycometabolism-related pathways were enriched for the differentially expressed proteins between the samples with treatment and the control. To further delve into the specific single effective compound, the bio-active contents of leaves of S. cusia were analyzed by UPLC-UV-ESI-Q-TOF/MS, and 23 compounds were isolated for anti-PRSP screening. Among them, Tryptanthrin demonstrated the most promising effect, and it possibly inhibited the N-glycan degradation proteins, as suggested by reverse docking analysis in silico and further experimental verification by the surface plasmon resonance assay (SPR). Our study provided a research foundation for applications of the leaves of S. cusia as a TCM, and supplied a bio-active compound Tryptanthrin as a candidate drug skeleton for infectious diseases caused by the PRSP.

9.
Curr Med Chem ; 30(32): 3649-3667, 2023.
Article in English | MEDLINE | ID: mdl-36345246

ABSTRACT

The prevalence of obesity and its associated diseases has increased dramatically, and they are major threats to human health worldwide. A variety of approaches, such as physical training and drug therapy, can be used to reduce weight and reverse associated diseases; however, the efficacy and the prognosis are often unsatisfactory. It has been reported that natural food-based small molecules can prevent obesity and its associated diseases. Among them, alkaloids and polyphenols have been demonstrated to regulate lipid metabolism by enhancing energy metabolism, promoting lipid phagocytosis, inhibiting adipocyte proliferation and differentiation, and enhancing the intestinal microbial community to alleviate obesity. This review summarizes the regulatory mechanisms and metabolic pathways of these natural small molecules and reveals that the binding targets of most of these molecules are still undefined, which limits the study of their regulatory mechanisms and prevents their further application. In this review, we describe the use of Discovery Studio for the reverse docking of related small molecules and provide new insights for target protein prediction, scaffold hopping, and mechanistic studies in the future. These studies will provide a theoretical basis for the modernization of anti-obesity drugs and promote the discovery of novel drugs.


Subject(s)
Alkaloids , Metabolic Diseases , Humans , Lipid Metabolism , Polyphenols/pharmacology , Polyphenols/therapeutic use , Polyphenols/chemistry , Alkaloids/pharmacology , Alkaloids/therapeutic use , Obesity/complications , Metabolic Diseases/drug therapy
10.
Int J Mol Sci ; 23(22)2022 Nov 08.
Article in English | MEDLINE | ID: mdl-36430160

ABSTRACT

Anticancer peptide (ACP) is a short peptide with less than 50 amino acids that has been discovered in a variety of foods. It has been demonstrated that traditional Chinese medicine or food can help treat cancer in some cases, which suggests that ACP may be one of the therapeutic ingredients. Studies on the anti-cancer properties of Sanghuangporus sanghuang have concentrated on polysaccharides, flavonoids, triterpenoids, etc. The function of peptides has not received much attention. The purpose of this study is to use computer mining techniques to search for potential anticancer peptides from 62 proteins of Sanghuang. We used mACPpred to perform sequence scans after theoretical trypsin hydrolysis and discovered nine fragments with an anticancer probability of over 0.60. The study used AlphaFold 2 to perform structural modeling of the first three ACPs discovered, which had blast results from the Cancer PPD database. Using reverse docking technology, we found the target proteins and interacting residues of two ACPs with an unknown mechanism. Reverse docking results predicted the binding modes of the ACPs and their target protein. In addition, we determined the active part of ACPs by quantum chemical calculation. Our study provides a framework for the future discovery of functional peptides from foods. The ACPs discovered have the potential to be used as drugs in oncology clinical treatment after further research.


Subject(s)
Antineoplastic Agents , Neoplasms , Triterpenes , Humans , Antineoplastic Agents/therapeutic use , Peptides/chemistry , Neoplasms/drug therapy , Proteins/therapeutic use , Triterpenes/therapeutic use
11.
Comput Biol Med ; 150: 106209, 2022 11.
Article in English | MEDLINE | ID: mdl-36257276

ABSTRACT

SARS-COV-2 virus causes (COVID-19) disease; it has become a global pandemic since 2019 and has negatively affected all aspects of human life. Scientists have made great efforts to find a reliable cure, vaccine, or treatment for this emerging disease. Efforts have been directed towards using medicinal plants as alternative medicines, as the active chemical compounds in them have been discovered as potential antiviral or anti-inflammatory agents. In this research, the potential of Saussurea costus (S. Costus) or QUST Al Hindi chemical consistent as potential antiviral agents was investigated by using computational methods such as Reverse Docking, ADMET, and Molecular Dynamics with different proteases COVID-19 such as PDB: 2GZ9; 6LU7; 7AOL, 6Y2E, 6Y84. The results of Reverse Docking the complex between 6LU7 proteases and Cynaropicrin compound being the best complex, as the same result, is achieved by molecular dynamics. Also, the toxicity testing result from ADMET method proved that the complex is the least toxic and the safest possible drug. In addition, 6LU7-Cynaropicrin complex obeyed Lipinski rule; it formed ≤5 H-bond donors and ≤10 H bond acceptors, MW < 500 Daltons, and octanol/water partition coefficient <5.


Subject(s)
COVID-19 , Saussurea , Humans , Molecular Dynamics Simulation , SARS-CoV-2 , Peptide Hydrolases , Molecular Docking Simulation , Protease Inhibitors
12.
Molecules ; 27(18)2022 Sep 19.
Article in English | MEDLINE | ID: mdl-36144838

ABSTRACT

How to use bioinformatics methods to quickly and accurately locate the effective targets of traditional Chinese medicine monomer (TCM) is still an urgent problem needing to be solved. Here, we used high-throughput sequencing to identify the genes that were up-regulated after cells were treated with TCM monomers and used bioinformatics methods to analyze which transcription factors activated these genes. Then, the binding proteins of these transcription factors were analyzed and cross-analyzed with the docking proteins predicted by small molecule reverse docking software to quickly and accurately determine the monomer's targets. Followeding this method, we predicted that the TCM monomer Daphnoretin (DT) directly binds to JAK2 with a binding energy of -5.43 kcal/mol, and activates the JAK2/STAT3 signaling transduction pathway. Subsequent Western blotting and in vitro binding and kinase experiments further validated our bioinformatics predictions. Our method provides a new approach for quickly and accurately locating the effective targets of TCM monomers, and we also have discovered for the first time that TCM monomer DT is an agonist of JAK2.


Subject(s)
Drugs, Chinese Herbal , Medicine, Chinese Traditional , Computational Biology , Drugs, Chinese Herbal/pharmacology , Molecular Docking Simulation , Signal Transduction , Transcription Factors
13.
Molecules ; 27(10)2022 May 22.
Article in English | MEDLINE | ID: mdl-35630812

ABSTRACT

Hydroxamate, as a zinc-binding group (ZBG), prevails in the design of histone deacetylase 6(HDAC6) inhibitors due to its remarkable zinc-chelating capability. However, hydroxamate-associated genotoxicity and mutagenicity have limited the widespread application of corresponding HDAC6 inhibitors in the treatment of human diseases. To avoid such side effects, researchers are searching for novel ZBGs that may be used for the synthesis of HDAC6 inhibitors. In this study, a series of stereoisomeric compounds were designed and synthesized to discover non-hydroxamate HDAC6 inhibitors using α-amino amide as zinc-ion-chelating groups, along with a pair of enantiomeric isomers with inverted L-shaped vertical structure as cap structures. The anti-proliferative activities were determined against HL-60, Hela, and RPMI 8226 cells, and 7a and its stereoisomer 13a exhibited excellent activities against Hela cells with IC50 = 0.31 µM and IC50 = 5.19 µM, respectively. Interestingly, there is a significant difference between the two stereoisomers. Moreover, an evaluation of cytotoxicity toward human normal liver cells HL-7702 indicated its safety for normal cells. X-ray single crystal diffraction was employed to increase insights into molecule structure and activities. It was found that the carbonyl of the amide bond is on the different side from the amino and pyridine nitrogen atoms. To identify possible protein targets to clarify the mechanism of action and biological activity of 7a, a small-scale virtual screen using reverse docking for HDAC isoforms (1-10) was performed and the results showed that HDAC6 was the best receptor for 7a, suggesting that HDAC6 may be a potential target for 7a. The interaction pattern analysis showed that the α-amino amide moiety of 7a coordinated with the zinc ion of HDAC6 in a bidentate chelate manner, which is similar to the chelation pattern of hydroxamic acid. Finally, the molecular dynamics simulation approaches were used to assess the docked complex's conformational stability. In this work, we identified 7a as a potential HDAC6 inhibitor and provide some references for the discovery of non-hydroxamic acid HDAC6 inhibitors.


Subject(s)
Amides , Histone Deacetylase Inhibitors , Amides/pharmacology , HeLa Cells , Histone Deacetylase 6 , Histone Deacetylase Inhibitors/chemistry , Humans , Hydroxamic Acids/chemistry , Zinc/metabolism
14.
Biophys Chem ; 281: 106731, 2022 02.
Article in English | MEDLINE | ID: mdl-34864228

ABSTRACT

Quercetin glycoside derivatives (QGDs) are a class of common compounds with a wide range of biological activities, such as antitumor activities. However, their molecular targets associated with biological activities have not been investigated. In this study, four common QGDs with mutual bioconversion were selected, and studied in the large-scale reverse docking experiments. Network pharmacology analysis showed that most of the four QGDs can bind several potential protein targets that were closely related to breast cancer disease. Among them, a druggable protein, transforming growth factor beta receptor I (TGFBR1/ALK5) was screened via high docking scores for the four QGDs. This protein has been proven to be an important target for the treatment of breast cancer by regulating the proliferation and migration of cancer cells in the past. Subsequently, the molecular dynamics (MD) simulation and MM/GBSA calculation demonstrated that all QGDs could thermodynamically bind with TGFBR1, indicating that TGFBR1 might be one of the potential protein targets of QGDs. Finally, the cytotoxicity test and wound-healing migration assay displayed that isoquercetin, which can perform best in MD experiment, might be a promising agent in the treatment of breast cancer metastasis.


Subject(s)
Breast Neoplasms , Molecular Dynamics Simulation , Breast Neoplasms/drug therapy , Female , Glycosides , Humans , Molecular Docking Simulation , Quercetin/pharmacology , Receptor, Transforming Growth Factor-beta Type I , Rutin
15.
Biol Pharm Bull ; 45(1): 19-26, 2022 Jan 01.
Article in English | MEDLINE | ID: mdl-34719576

ABSTRACT

With the development of structural biology and data mining, computer-aided drug design (CADD) has been playing an important role in all aspects of new drug development. Reverse docking, a method of virtual screening based on molecular docking in CADD, is widely used in drug repositioning, drug rescue, and traditional Chinese medicine (TCM) research, for it can search for macromolecular targets that can bind to a given ligand molecule. This review revealed the principle of reverse docking, summarized common target protein databases and docking procedures, and enumerated the applications of reverse docking in drug repositioning, adverse drug reactions, traditional Chinese medicine, and coronavirus disease 2019 (COVID-19) treatment. Hope our work can give some inspiration to researchers engaged in drug development.


Subject(s)
Drug Design , Molecular Docking Simulation , COVID-19 , Databases, Protein , Drug Repositioning , Drug-Related Side Effects and Adverse Reactions , Humans , Medicine, Chinese Traditional , SARS-CoV-2/drug effects
16.
Mol Inform ; 41(4): e2100063, 2022 04.
Article in English | MEDLINE | ID: mdl-34787366

ABSTRACT

As an efficient way of computational target prediction, reverse docking can find not only potential targets but also binding modes for a query ligand. Though the number of available docking tools keeps expanding, there is still not a comprehensive evaluation study which can uncover the advantages and limitations of these strategies in the research field of computational target-fishing. In this study, we propose a brand-new evaluation dataset tailor-made for reverse docking, which is composed of a true positive set (the core set) and two negative sets (the similar decoy set and the dissimilar decoy set). The proposed evaluation dataset can assess the prediction performance of docking tools as various values affected by varying degrees of inter-target ranking bias. The performance of four classical docking programs (AutoDock, AutoDock Vina, Glide and GOLD) was evaluated utilizing our dataset, and a biased prediction performance was observed regarding binding site properties. The results demonstrated that Glide (SP) and Glide(XP) had the best capacity to find true targets whether there was inter-target ranking bias or not.


Subject(s)
Benchmarking , Binding Sites , Ligands , Molecular Docking Simulation
17.
Chin J Nat Med ; 19(6): 454-463, 2021 Jun.
Article in English | MEDLINE | ID: mdl-34092296

ABSTRACT

Natural product bufotenine (5) which could be isolated from Venenum Bufonis, has been widely used as a tool in central nervous system (CNS) studies. We present here its quaternary ammonium salt (6) which was synthesized with high yields using 5-benzyloxyindole as raw materials, and we firstly discover its analgesic effects in vivo. The analgesic evaluation showed that compounds 5 and 6 had stronger effects on the behavior of formalin induced pain in mice. Moreover, the combination of compound 6 and morphine has a synergistic effect. We intended to explain the molecular mechanism of this effect. Therefore, 36 analgesic-related targets (including 15 G protein-coupled receptors, 6 enzymes, 13 ion channels, and 2 others) were systemically evaluated using reverse docking. The results indicate that bufotenine and its derivatives are closely related to acetyl cholinesterase (AChE) or α4ß2 nicotinic acetylcholine receptor (nAChR). This study provides practitioners a new insight of analgesic effects.


Subject(s)
Analgesics , Bufotenin/pharmacology , Nicotinic Agonists , Receptors, Nicotinic , Analgesics/pharmacology , Animals , Mice , Nicotinic Agonists/pharmacology , Pain/drug therapy
18.
Molecules ; 26(2)2021 Jan 18.
Article in English | MEDLINE | ID: mdl-33477495

ABSTRACT

Tuberculosis (TB) is a major global threat, mostly due to the development of antibiotic-resistant forms of Mycobacterium tuberculosis, the causal agent of the disease. Driven by the pressing need for new anti-mycobacterial agents several natural products (NPs) have been shown to have in vitro activities against M. tuberculosis. The utility of any NP as a drug lead is augmented when the anti-mycobacterial target(s) is unknown. To suggest these, we used a molecular reverse docking approach to predict the interactions of 53 selected anti-mycobacterial NPs against known "druggable" mycobacterial targets ClpP1P2, DprE1, InhA, KasA, PanK, PknB and Pks13. The docking scores/binding free energies were predicted and calculated using AutoDock Vina along with physicochemical and structural properties of the NPs, using PaDEL descriptors. These were compared to the established inhibitor (control) drugs for each mycobacterial target. The specific interactions of the bisbenzylisoquinoline alkaloids 2-nortiliacorinine, tiliacorine and 13'-bromotiliacorinine against the targets PknB and DprE1 (-11.4, -10.9 and -9.8 kcal·mol-1; -12.7, -10.9 and -10.3 kcal·mol-1, respectively) and the lignan α-cubebin and Pks13 (-11.0 kcal·mol-1) had significantly superior docking scores compared to controls. Our approach can be used to suggest predicted targets for the NP to be validated experimentally, but these in silico steps are likely to facilitate drug optimization.


Subject(s)
Antitubercular Agents/pharmacology , Bacterial Proteins/antagonists & inhibitors , Biological Products/pharmacology , Drug Design , Molecular Docking Simulation , Mycobacterium tuberculosis/drug effects , Tuberculosis/drug therapy , Antitubercular Agents/chemistry , Biological Products/chemistry , Computer Simulation , Mycobacterium tuberculosis/growth & development , Tuberculosis/metabolism
19.
Expert Opin Drug Discov ; 16(6): 625-645, 2021 06.
Article in English | MEDLINE | ID: mdl-33353444

ABSTRACT

INTRODUCTION: Molecular docking has been consolidated as one of the most important methods in the molecular modeling field. It has been recognized as a prominent tool in the study of protein-ligand complexes, to describe intermolecular interactions, to accurately predict poses of multiple ligands, to discover novel promising bioactive compounds. Molecular docking methods have evolved in terms of their accuracy and reliability; but there are pending issues to solve for improving the connection between the docking results and the experimental evidence. AREAS COVERED: In this article, the author reviews very recent innovative molecular docking applications with special emphasis on reverse docking, treatment of protein flexibility, the use of experimental data to guide the selection of docking poses, the application of Quantum mechanics(QM) in docking, and covalent docking. EXPERT OPINION: There are several issues being worked on in recent years that will lead to important breakthroughs in molecular docking methods in the near future These developments are related to more efficient exploration of large datasets and receptor conformations, advances in electronic description, and the use of structural information for guiding the selection of results.


Subject(s)
Drug Discovery , Proteins , Humans , Ligands , Molecular Docking Simulation , Protein Binding , Proteins/metabolism , Reproducibility of Results
20.
Anticancer Agents Med Chem ; 21(2): 201-206, 2021.
Article in English | MEDLINE | ID: mdl-32329697

ABSTRACT

BACKGROUND AND OBJECTIVE: ERK pathway is one of the most crucial pathways in lung cancer metastasis. Targeting its pathway is decisive in lung cancer research. Thus, this study demonstrated for the first time for significant and selective anti-metastatic effects of lupeol against lung cancer A549 cells via perturbations in the ERK signaling pathway. MATERIALS AND METHODS: Human protein targets of lupeol were predicted in silico. Migration and cytotoxicity assays were carried out in vitro. Expression levels of proteins Erk1/2 and pErk1/2 were ensured using Enzyme- Linked Immunosorbent Assay (ELISA). Semi-quantitative RT-PCR technique was used to estimate changes in crucial mesenchymal marker gene expression levels of N-cadherin and vimentin. RESULTS: Lupeol was found to target ERK and MEK proteins effectively. Despite having no cytotoxic effects, lupeol also significantly inhibited cell migration in A549 cells with decreased expression of the pErk1/2 protein along with N-cadherin and vimentin genes. CONCLUSION: Lupeol inhibits cell migration, showed no cytotoxic effects on A549 cells, decreased pErk1/2 and EMT gene expression. Thus, it can serve as a potential ERK pathway inhibitor in lung cancer therapeutics.


Subject(s)
Antineoplastic Agents/pharmacology , Lung Neoplasms/drug therapy , MAP Kinase Signaling System/drug effects , Pentacyclic Triterpenes/pharmacology , A549 Cells , Cell Movement/drug effects , Epithelial-Mesenchymal Transition/drug effects , Humans , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Neoplasm Invasiveness/pathology , Neoplasm Invasiveness/prevention & control
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