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1.
J Biomol Struct Dyn ; 42(3): 1417-1428, 2024.
Article in English | MEDLINE | ID: mdl-37054524

ABSTRACT

O-linked N-acetylglucosamine (O-GlcNAc) is a unique intracellular post-translational glycosylation at the hydroxyl group of serine or threonine residues in nuclear, cytoplasmic and mitochondrial proteins. The enzyme O-GlcNAc transferase (OGT) is responsible for adding GlcNAc, and anomalies in this process can lead to the development of diseases associated with metabolic imbalance, such as diabetes and cancer. Repurposing approved drugs can be an attractive tool to discover new targets reducing time and costs in the drug design. This work focuses on drug repurposing to OGT targets by virtual screening of FDA-approved drugs through consensus machine learning (ML) models from an imbalanced dataset. We developed a classification model using docking scores and ligand descriptors. The SMOTE approach to resampling the dataset showed excellent statistical values in five of the seven ML algorithms to create models from the training set, with sensitivity, specificity and accuracy over 90% and Matthew's correlation coefficient greater than 0.8. The pose analysis obtained by molecular docking showed only H-bond interaction with the OGT C-Cat domain. The molecular dynamics simulation showed the lack of H-bond interactions with the C- and N-catalytic domains allowed the drug to exit the binding site. Our results showed that the non-steroidal anti-inflammatory celecoxib could be a potentially OGT inhibitor.


Subject(s)
Drug Repositioning , Molecular Dynamics Simulation , Molecular Docking Simulation , Substrate Specificity , Machine Learning
2.
J Biomol Struct Dyn ; 41(10): 4368-4382, 2023 Jul.
Article in English | MEDLINE | ID: mdl-35475501

ABSTRACT

There are only two drugs for the treatment of Chagas disease, namely, nifurtimox and benznidazole, that can cause several adverse effects. Despite the effectiveness of these drugs in the disease's acute phase, they are not recognized as curative in the chronic phase, establishing the need for more effective treatment in all stages of the disease. Cruzain is an enzyme that plays a vital role in the life cycle of the etiologic agent, the protozoan Trypanosoma cruzi, being relevant as a therapeutic target in the planning of new drugs. Using molecular docking and dynamics simulations, we have investigated the structural and dynamic factors that can be involved in the enzyme inhibition process at the atomic-molecular level by benzimidazole compounds that are potent cruzain inhibitors with in vitro trypanocidal activity. The study suggests that these inhibitors bind cruzain through steric and hydrogen bonding interactions without altering its secondary structure content and protein compaction. Besides, we observed that these inhibitors decrease the correlation of movements between Cα-atoms of cruzain, increasing the number of atomic communities, mainly in the α-helix that presents the catalytic Cys25 residue. As expected, we also observed a correlation between the inhibitory activity of each inhibitor and their respective binding-free energies, reinforcing that the affinity of the complexes seems to be a relevant factor for enzymatic inhibition. Hence, the results presented in this work contribute to a better understanding of the cruzain enzyme inhibition mechanism through competitive and non-covalent inhibitors.Communicated by Ramaswamy H. Sarma.


Subject(s)
Trypanocidal Agents , Trypanosoma cruzi , Molecular Docking Simulation , Cysteine Endopeptidases/chemistry , Protozoan Proteins , Benzimidazoles/pharmacology , Benzimidazoles/metabolism , Trypanocidal Agents/pharmacology , Trypanocidal Agents/chemistry , Cysteine Proteinase Inhibitors/chemistry
3.
J Enzyme Inhib Med Chem ; 31(6): 1591-601, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27000933

ABSTRACT

Platelet aggregation is one of the main events involved in vascular thrombus formation. Recently, N'-substituted-phenylmethylene-3-methyl-1,6-diphenyl-1H-pyrazolo[3,4-b]pyridine-4-carbohydrazides were described as antiplatelet derivatives. In this work, we explore the properties of these antiplatelet agents through a series of pharmacological, biochemical and toxicological studies. The antiplatelet activity of each derivative was confirmed as 3a, 3b and 3 h significantly inhibited human platelet aggregation induced by arachidonic acid, with no detectable effect on clotting factors or healthy erythrocytes. Importantly, mice treated with derivative 3a showed a higher survival rate at an in vivo model of pulmonary thromboembolism with a lower bleeding risk in comparison to aspirin. The in silico studies pointed a series of structural parameters related to thromboxane synthase (TXS) inhibition by 3a, which was confirmed by tracking plasma levels of PGE2 and TXB2 through an in vitro enzyme immunoassay. Derivative 3a showed selective TXS inhibition allied with low bleeding risk and increased animal survival, revealing the derivative as a promising candidate for treatment of cardiovascular diseases.


Subject(s)
Platelet Aggregation Inhibitors/pharmacology , Pyrazoles/pharmacology , Pyridines/pharmacology , Animals , Female , Humans , Male , Mice , Mice, Inbred BALB C , Platelet Aggregation Inhibitors/chemistry , Platelet Aggregation Inhibitors/toxicity , Pyrazoles/chemistry , Pyrazoles/toxicity , Pyridines/chemistry , Pyridines/toxicity
4.
Pharmaceuticals (Basel) ; 5(3): 317-24, 2012 Mar 16.
Article in English | MEDLINE | ID: mdl-24281381

ABSTRACT

The main purpose of this paper is to provide an insight into the biological activities of pyrazole derivatives which contain the carbohydrazide moiety.

5.
Bioorg Med Chem ; 19(16): 5046-52, 2011 Aug 15.
Article in English | MEDLINE | ID: mdl-21757358

ABSTRACT

In this work we described the synthesis, the antileishmanial activity and the molecular modeling and structure-activity relationship (SAR) evaluations of a series of chalcone derivatives. Among these compounds, the methoxychalcones 2h, 2i, 2j, 2k and 2l showed significant antileishmanial activity (IC(50)<10 µM). Interestingly 2i (IC(50)=2.7 µM), 2j (IC(50)=3.9 µM) and 2k (IC(50)=4.6 µM) derivatives presented better antileishmanial activity than the control drug pentamidine (IC(50)=6.0 µM). Our SAR study showed the importance of methoxy di-ortho substitution at phenyl ring A and the relationship between the frontier orbital HOMO coefficients distribution of these molecules and their activity. The most active compounds 2h, 2i, 2j, 2k, and 2l fulfilled the Lipinski rule-of-five which theoretically is important for good drug absorption and permeation through biological membranes. The potential profile of 2j (IC(50)=3.9 µM and CC(50)=216 µM) pointed this chalcone derivative as a hit compound to be further explored in antileishmanial drug design.


Subject(s)
Antiprotozoal Agents/pharmacology , Chalcone/pharmacology , Leishmania braziliensis/growth & development , Antiprotozoal Agents/chemistry , Chalcone/analogs & derivatives , Chalcone/chemistry , Leishmania braziliensis/drug effects , Models, Molecular , Structure-Activity Relationship
6.
J Pharm Pharm Sci ; 14(1): 17-35, 2011.
Article in English | MEDLINE | ID: mdl-21501550

ABSTRACT

PURPOSE: This work describes the preparation of new nanocomposites based on lamellar silicates (AAM-alkyl ammonium montmorillonite) obtained by the intercalation of PVP K30 and glyceril monostearate. METHODS: By XRD, TGA and DSC analysis the AAM was characterized and its compactation characteristics, functionality and toxicity were also tested. The AAM/PVP K-30 and AAM/GME nanocomposite obtained were evaluated to identify the interlamellar spacing values by XRD diffratograms. Tablets were prepared using methyldopa and theophylline as model drugs and the dissolution tests were carried out in simulated gastric fluid and simulated enteric fluid. RESULTS: AAM showed a good compactability and compressibility characteristics for tablets preparation. The intercalation yields (approximately 25%) of the nanocomposites were efficient. The AAM/PVP K-30 nanocomposites were successfully tested as dissolution enhancers and sustained release matrixes. CONCLUSIONS: The results also suggested the promising use of AAM (viscogel B8) and the new nanocomposite prepared by clay/PVP K-30 intercalation as a new matrix for sustained release and the feasibility of using these new nanocomposites as dissolution enhancer.


Subject(s)
Drug Delivery Systems , Excipients/chemistry , Povidone/chemistry , Silicates/chemistry , Animals , Bentonite/chemistry , Bentonite/toxicity , Calorimetry, Differential Scanning , Excipients/toxicity , Methyldopa/administration & dosage , Methyldopa/chemistry , Mice , Nanocomposites , Solubility , Tablets , Theophylline/administration & dosage , Theophylline/chemistry , Thermogravimetry , Toxicity Tests , X-Ray Diffraction
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