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1.
ACS Omega ; 8(50): 48028-48041, 2023 Dec 19.
Article in English | MEDLINE | ID: mdl-38144133

ABSTRACT

Metformin (MET), commonly marketed as a hydrochloride salt (MET-HCl) for better pharmacokinetic profile over the free base, would release a high concentration of chloride ions and cause adverse gastrointestinal effects. The preparation of chloride-free MET salts could potentially circumvent this issue. In this study, seven carboxylic acids (formic acid, acetic acid, malonic acid, succinic acid, fumaric acid, cinnamic acid, and acetylsalicylic acid) were used for preparing MET carboxylate salts. When compared with MET-HCl, all MET salts/salt hydrates show lower dissolution rates in pH 6.8 phosphate buffer. However, the cinnamic acid and acetylsalicylic acid show significantly higher dissolution rates in the forms of MET salt/salt hydrate. In the permeability test, the permeability of the MET in all of the salts was not improved. However, the permeability of cinnamic acid in the MET cinnamate is reduced, and the permeability of acetylsalicylic acid in the MET acetylsalicylate is increased. Meanwhile, at a higher crystallization temperature, the acetone solvent and a hydrolyzed product of acetylsalicylic acid react with MET respectively, leading to two unexpected 1,3,5-triazine derivatives. The results of in vitro bioactivity assays indicate that one of the triazine molecules promote glucose consumption more effectively than MET-HCl, and had relatively weak lactate production ability at low concentration. This glucose metabolism regulating compound may serve as a novel lead antihyperglycemic agent for further optimization.

4.
Methods Mol Biol ; 2627: 183-193, 2023.
Article in English | MEDLINE | ID: mdl-36959448

ABSTRACT

Olfactory receptors (ORs) form the largest subfamily within class A G protein-coupled receptors (GPCRs). No experimental structural data of any OR is available to date. Homology modeling has become a popular strategy to propose plausible OR models, in order to study the structure-function relationships of the receptors and to aid the discovery and development of ligands capable of modulating receptor activity. In this chapter, we provide a general guideline for OR structure construction, including the collection of candidate templates, structure-based sequence alignment, 3D structure construction, ligand docking, and molecular dynamic simulation.


Subject(s)
Olfactory Receptor Neurons , Receptors, Odorant , Receptors, Odorant/chemistry , Receptors, G-Protein-Coupled/chemistry , Molecular Dynamics Simulation , Sequence Alignment , Ligands , Molecular Docking Simulation
5.
J Chem Inf Model ; 62(12): 3090-3095, 2022 06 27.
Article in English | MEDLINE | ID: mdl-35695388

ABSTRACT

The allosteric modulation of G-protein-coupled receptors (GPCRs) by sodium ions has received significant attention as the crystal structures of several receptors show the binding of sodium ions (Na+) at the conserved D2.50. Theoretical studies have shown that extracellular Na+ would enter the allosteric D2.50 via the orthosteric site. However, it remains unclear how the bound allosteric Na+ would leave the GPCRs. In this study, we performed molecular dynamics (MD) simulations to illustrate the energy barriers of Na+ transfer through the transmembrane helix bundle of ß2AR. In contrast to the postulations from other GPCRs, the translocation of this allosteric Na+ into the intracellular side is found to be significantly difficult. Hence, the translocation direction could be receptor-specific.


Subject(s)
Molecular Dynamics Simulation , Sodium , Allosteric Regulation , Allosteric Site , Ions , Receptors, G-Protein-Coupled/chemistry , Sodium/chemistry
6.
Molecules ; 27(5)2022 Mar 03.
Article in English | MEDLINE | ID: mdl-35268770

ABSTRACT

Neural networks and deep learning have been successfully applied to tackle problems in drug discovery with increasing accuracy over time. There are still many challenges and opportunities to improve molecular property predictions with satisfactory accuracy even further. Here, we proposed a deep-learning architecture model, namely Bidirectional long short-term memory with Channel and Spatial Attention network (BCSA), of which the training process is fully data-driven and end to end. It is based on data augmentation and SMILES tokenization technology without relying on auxiliary knowledge, such as complex spatial structure. In addition, our model takes the advantages of the long- and short-term memory network (LSTM) in sequence processing. The embedded channel and spatial attention modules in turn specifically identify the prime factors in the SMILES sequence for predicting properties. The model was further improved by Bayesian optimization. In this work, we demonstrate that the trained BSCA model is capable of predicting aqueous solubility. Furthermore, our proposed method shows noticeable superiorities and competitiveness in predicting oil-water partition coefficient, when compared with state-of-the-art graphs models, including graph convoluted network (GCN), message-passing neural network (MPNN), and AttentiveFP.


Subject(s)
Deep Learning , Bayes Theorem , Drug Discovery , Neural Networks, Computer , Solubility
7.
Molecules ; 26(15)2021 Jul 30.
Article in English | MEDLINE | ID: mdl-34361778

ABSTRACT

Protein-ligand interaction analysis is important for drug discovery and rational protein design. The existing online tools adopt only a single conformation of the complex structure for calculating and displaying the interactions, whereas both protein residues and ligand molecules are flexible to some extent. The interactions evolved with time in the trajectories are of greater interest. MolADI is a user-friendly online tool which analyzes the protein-ligand interactions in detail for either a single structure or a trajectory. Interactions can be viewed easily with both 2D graphs and 3D representations. MolADI is available as a web application.


Subject(s)
Receptor, Adenosine A2A/chemistry , Small Molecule Libraries/chemistry , Software , Binding Sites , Humans , Kinetics , Ligands , Models, Molecular , Protein Binding , Protein Conformation, alpha-Helical , Protein Conformation, beta-Strand , Protein Interaction Domains and Motifs , Proteins , Receptor, Adenosine A2A/metabolism , Small Molecule Libraries/metabolism , Substrate Specificity , Thermodynamics
8.
Int J Pharm ; 601: 120537, 2021 May 15.
Article in English | MEDLINE | ID: mdl-33781883

ABSTRACT

Herein, we reported a new bergenin: 4-aminobenzamide (BGN-4AM) cocrystal with significantly enhanced solubility and low hygroscopicity probed from two aspects such as phase solubility diagrams and theoretical calculations. Compared with anhydrous BGN, BGN-4AM solubilities in water and different buffer solutions (pH = 1.2, 4.5, 6.8) increase significantly. It is noted that BGN-4AM solubility in pH = 6.8 buffer solution presents 32.7 times higher than anhydrous BGN. Interestingly, BGN-4AM (0.31 ± 0.07%) showcases lower hygroscopicity than anhydrous BGN (9.31 ± 0.16%). The predicted and experimental solubilities agree with each other when considering solubility product (Ksp) and solution binding constant (K11) in phase solubility diagrams, indicating the solution complexes formation occurs. Further crystal surface-water interactions and Bravais, Friedel, Donnay-Harker (BFDH) analyses based on Density Functional Theory with dispersion correction (DFT-d) methods support the enhanced solubility. The water probe demonstrates an average interaction energy of -6.48 kcal/mol on the 002 plane of BGN-4AM, and only -5.47 kcal/mol on the 011 plane of BGN monohydrate. The lower lattice energy of BGN-4AM guarantees its lower hygroscopicity than BGN monohydrate. BGN-4AM with enhanced solubility and low hygroscopicity can be a potential candidate for further formulation development.


Subject(s)
Solubility , Benzamides , Benzopyrans , Crystallization , Wettability , para-Aminobenzoates
9.
Hong Kong Med J ; 27(4): 258-265, 2021 Aug.
Article in English | MEDLINE | ID: mdl-33632937

ABSTRACT

INTRODUCTION: The objective was to investigate the changes in urology practice during coronavirus disease 2019 (COVID-19) pandemic with a perspective from our experience with severe acute respiratory syndrome (SARS) in 2003. METHODS: Institutional data from all urology centres in the Hong Kong public sector during the COVID-19 pandemic (1 Feb 2020-31 Mar 2020) and a non-COVID-19 control period (1 Feb 2019-31 Mar 2019) were acquired. An online anonymous questionnaire was used to gauge the impact of COVID-19 on resident training. The clinical output of tertiary centres was compared with data from the SARS period. RESULTS: The numbers of operating sessions, clinic attendance, cystoscopy sessions, prostate biopsy, and shockwave lithotripsy sessions were reduced by 40.5%, 28.5%, 49.6%, 44.8%, and 38.5%, respectively, across all the centres reviewed. The mean numbers of operating sessions before and during the COVID-19 pandemic were 85.1±30.3 and 50.6±25.7, respectively (P=0.005). All centres gave priority to cancer-related surgeries. Benign prostatic hyperplasia-related surgery (39.1%) and ureteric stone surgery (25.5%) were the most commonly delayed surgeries. The degree of reduction in urology services was less than that during SARS (47.2%, 55.3%, and 70.5% for operating sessions, cystoscopy, and biopsy, respectively). The mean numbers of operations performed by residents before and during the COVID-19 pandemic were 75.4±48.0 and 34.9±17.2, respectively (P=0.002). CONCLUSION: A comprehensive review of urology practice during the COVID-19 pandemic revealed changes in every aspect of practice.


Subject(s)
COVID-19/epidemiology , Communicable Disease Control/methods , Internship and Residency , Practice Patterns, Physicians' , Severe Acute Respiratory Syndrome/epidemiology , Urologic Surgical Procedures , Urology , Delivery of Health Care/organization & administration , Delivery of Health Care/trends , Disease Outbreaks/statistics & numerical data , Hong Kong/epidemiology , Humans , Internship and Residency/methods , Internship and Residency/organization & administration , Organizational Innovation , Practice Patterns, Physicians'/organization & administration , Practice Patterns, Physicians'/trends , SARS-CoV-2 , Urologic Surgical Procedures/methods , Urologic Surgical Procedures/statistics & numerical data , Urology/education , Urology/statistics & numerical data
10.
ACS Cent Sci ; 6(2): 274-282, 2020 Feb 26.
Article in English | MEDLINE | ID: mdl-32123746

ABSTRACT

G protein-coupled receptors play essential roles in cellular processes such as neuronal signaling, vision, olfaction, tasting, and metabolism. As GPCRs are the most important drug targets, understanding their interactions with ligands is of utmost importance for discovering related new medicines. In many GPCRs, an allosteric sodium ion next to the highly conserved residue D2.50 has been proposed to stabilize the inactive receptor state by mediating interactions between transmembrane helices. Here, we probed the existence of internal and functionally important sodium ions in the dopamine D2 receptor, using molecular dynamics simulations. Besides a new sodium ion at the allosteric ligand binding site, we discovered an additional sodium ion, located close to the orthosteric ligand binding site. Through cell-based activation assays, the signaling of D2 receptor with site-specific mutations was tested against a series of chemically modified agonists. We concluded an important structural role of this newly discovered orthosteric sodium ion in modulating the receptor signaling: It enables the coordination of a polar residue in the ligand binding site with an appropriately designed agonist molecule. An identical interaction was also observed in a recently released high-resolution crystal structure of mu-opioid receptor, which was reresolved in this work. Probably because of similar interactions, various metal ions have been found to increase the signaling of many other GPCRs. This unique principle and strategy could be used to optimize the drug activity of GPCR. Our findings open a new mechanistic opportunity of GPCR signaling and help design the next generation of drugs targeting GPCRs.

11.
ACS Pharmacol Transl Sci ; 3(6): 1361-1370, 2020 Dec 11.
Article in English | MEDLINE | ID: mdl-34778724

ABSTRACT

The outbreak of COVID-19 by the end of 2019 has posed serious health threats to humanity and jeopardized the global economy. However, no effective drugs are available to treat COVID-19 currently and there is a great demand to fight against it. Here, we combined computational screening and an efficient cellular pseudotyped virus system, confirming that clinical HDAC inhibitors can efficiently prevent SARS-CoV-2 and potentially be used to fight against COVID-19.

12.
Hong Kong Med J ; 25(5): 349-355, 2019 10.
Article in English | MEDLINE | ID: mdl-31601774

ABSTRACT

INTRODUCTION: Transrectal ultrasound-guided (TRUS) prostate biopsy is an established procedure for diagnosis of prostate cancer. Complications after TRUS biopsy are not well reported in Hong Kong. This study evaluated the 5-year incidences of TRUS biopsy complications and potential risk factors for those complications. METHODS: This was a retrospective review of biopsies performed from 2013 to 2017 in two local hospitals, using data retrieved from electronic medical records. The primary outcome was the occurrence of complications requiring either emergency attendances or hospitalisations within 30 days after biopsy. Potential risk factors were examined using multiple logistic regression analysis. RESULTS: In total, 1699 men were included (mean age ± standard deviation: 67 ± 7 years; median prostate-specific antigen level: 7.9 µg/L [interquartile range, 5.5-12.6 µg/L]); 4.3% had pre-biopsy bacteriuria. Overall, 5.7% and 3.8% of post-biopsy complications required emergency attendances and hospitalisations, respectively. Gross haematuria and rectal bleeding requiring emergency attendances developed in 2.1% and 0.4% of men; 0.8% and 0.4% required hospitalisations. Furthermore, 1.5% of men developed acute urinary retention requiring hospitalisations; 1.9% and 1.2% had post-biopsy infections requiring emergency attendances and hospitalisations, respectively, and 0.9% had urosepsis requiring hospitalisations. Prostate volume >48 cc was associated with an increased risk of post-biopsy retention (odds ratio 2.75, 95% confidence interval: 1.23-4.17). CONCLUSIONS: The rate of overall complications after TRUS biopsy was low. The most common complications requiring emergency attendances and hospitalisations were gross haematuria and acute urinary retention, respectively. Prostate volume >48 cc increased the risk of post-biopsy urinary retention.


Subject(s)
Endoscopic Ultrasound-Guided Fine Needle Aspiration/adverse effects , Hospitalization/statistics & numerical data , Prostatic Neoplasms/diagnosis , Aged , Emergency Service, Hospital/statistics & numerical data , Hematuria/etiology , Hematuria/therapy , Hong Kong , Humans , Logistic Models , Male , Middle Aged , Organ Size , Prostate/pathology , Prostate-Specific Antigen/blood , Prostatic Neoplasms/blood , Retrospective Studies , Sepsis/etiology , Sepsis/therapy , Urinary Retention/etiology , Urinary Retention/therapy , Urinary Tract Infections/etiology , Urinary Tract Infections/therapy
15.
Trends Pharmacol Sci ; 40(8): 592-604, 2019 08.
Article in English | MEDLINE | ID: mdl-31320117

ABSTRACT

Drug discovery and development are among the most important translational science activities that contribute to human health and wellbeing. However, the development of a new drug is a very complex, expensive, and long process which typically costs 2.6 billion USD and takes 12 years on average. How to decrease the costs and speed up new drug discovery has become a challenging and urgent question in industry. Artificial intelligence (AI) combined with new experimental technologies is expected to make the hunt for new pharmaceuticals quicker, cheaper, and more effective. We discuss here emerging applications of AI to improve the drug discovery process.


Subject(s)
Artificial Intelligence , Drug Discovery/methods , Animals , Humans , Pharmaceutical Preparations/chemistry , Pharmacology/methods , Quantitative Structure-Activity Relationship , Translational Research, Biomedical
16.
Trends Biochem Sci ; 44(4): 312-330, 2019 04.
Article in English | MEDLINE | ID: mdl-30612897

ABSTRACT

Many central biological events rely on protein-ligand interactions. The identification and characterization of protein-binding sites for ligands are crucial for the understanding of functions of both endogenous ligands and synthetic drug molecules. G protein-coupled receptors (GPCRs) typically detect extracellular signal molecules on the cell surface and transfer these chemical signals across the membrane, inducing downstream cellular responses via G proteins or ß-arrestin. GPCRs mediate many central physiological processes, making them important targets for modern drug discovery. Here, we focus on the most recent breakthroughs in finding new binding sites and binding modes of GPCRs and their potentials for the development of new medicines.


Subject(s)
Drug Discovery , Receptors, G-Protein-Coupled/antagonists & inhibitors , Binding Sites/drug effects , Humans , Ligands , Pharmaceutical Preparations , Receptors, G-Protein-Coupled/metabolism
17.
Chem Sci ; 9(31): 6480-6489, 2018 Aug 21.
Article in English | MEDLINE | ID: mdl-30310578

ABSTRACT

Identifying a target ligand binding site is an important step for structure-based rational drug design as shown here for G protein-coupled receptors (GPCRs), which are among the most popular drug targets. We applied long-time scale molecular dynamics simulations, coupled with mutagenesis studies, to two prototypical GPCRs, the M3 and M4 muscarinic acetylcholine receptors. Our results indicate that unlike synthetic antagonists, which bind to the classic orthosteric site, the endogenous agonist acetylcholine is able to diffuse into a much deeper binding pocket. We also discovered that the most recently resolved crystal structure of the LTB4 receptor comprised a bound inverse agonist, which extended its benzamidine moiety to the same binding pocket discovered in this work. Analysis on all resolved GPCR crystal structures indicated that this new pocket could exist in most receptors. Our findings provide new opportunities for GPCR drug discovery.

18.
J Am Chem Soc ; 140(1): 310-318, 2018 01 10.
Article in English | MEDLINE | ID: mdl-29232125

ABSTRACT

Directed evolution of limonene epoxide hydrolase (LEH), which catalyzes the hydrolytic desymmetrization reactions of cyclopentene oxide and cyclohexene oxide, results in (R,R)- and (S,S)-selective mutants. Their crystal structures combined with extensive theoretical computations shed light on the mechanistic intricacies of this widely used enzyme. From the computed activation energies of various pathways, we discover the underlying stereochemistry for favorable reactions. Surprisingly, some of the most enantioselective mutants that rapidly convert cyclohexene oxide do not catalyze the analogous transformation of the structurally similar cyclopentene oxide, as shown by additional X-ray structures of the variants harboring this slightly smaller substrate. We explain this puzzling observation on the basis of computational calculations which reveal a disrupted alignment between nucleophilic water and cyclopentene oxide due to the pronounced flexibility of the binding pocket. In contrast, in the stereoselective reactions of cyclohexene oxide, reactive conformations are easily reached. The unique combination of structural and computational data allows insight into mechanistic details of this epoxide hydrolase and provides guidance for future protein engineering in reactions of structurally different substrates.


Subject(s)
Biocatalysis , Cyclohexenes/metabolism , Epoxide Hydrolases/chemistry , Epoxide Hydrolases/metabolism , Mutant Proteins/chemistry , Mutant Proteins/metabolism , Mutation , Terpenes/metabolism , Epoxide Hydrolases/genetics , Limonene , Molecular Dynamics Simulation , Molecular Structure , Mutant Proteins/genetics , Quantum Theory , Stereoisomerism
19.
Nat Commun ; 8(1): 1485, 2017 11 14.
Article in English | MEDLINE | ID: mdl-29133784

ABSTRACT

GyrI-like proteins are widely distributed in prokaryotes and eukaryotes, and recognized as small-molecule binding proteins. Here, we identify a subfamily of these proteins as cyclopropanoid cyclopropyl hydrolases (CCHs) that can catalyze the hydrolysis of the potent DNA-alkylating agents yatakemycin (YTM) and CC-1065. Co-crystallography and molecular dynamics simulation analyses reveal that these CCHs share a conserved aromatic cage for the hydrolytic activity. Subsequent cytotoxic assays confirm that CCHs are able to protect cells against YTM. Therefore, our findings suggest that the evolutionarily conserved GyrI-like proteins confer cellular protection against diverse xenobiotics via not only binding, but also catalysis.


Subject(s)
Alkylating Agents/chemistry , Bacterial Physiological Phenomena , Biocatalysis , Drug Resistance, Bacterial/physiology , Hydrolases/metabolism , Alkylating Agents/pharmacology , Animals , Binding Sites , Cell Line, Tumor , Crystallography, X-Ray , DNA/metabolism , DNA Topoisomerases, Type II/metabolism , Duocarmycins , Escherichia coli/physiology , Escherichia coli Proteins/metabolism , Humans , Hydrolases/chemistry , Hydrolases/genetics , Hydrolysis , Indoles/chemistry , Indoles/pharmacology , Inhibitory Concentration 50 , Jurkat Cells , Mice , Microbial Sensitivity Tests , Molecular Dynamics Simulation , Pyrroles/chemistry , Pyrroles/pharmacology , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Repressor Proteins/metabolism , Sequence Homology, Amino Acid , Streptomyces/physiology , Xenobiotics/chemistry , Xenobiotics/pharmacology
20.
Infect Control Hosp Epidemiol ; 38(12): 1509-1511, 2017 12.
Article in English | MEDLINE | ID: mdl-29179783

ABSTRACT

A "stone in the pond" strategy is a practical approach to investigating large-scale nosocomial tuberculosis (TB) exposures. Here, we describe such a risk-stratified approach to contact tracing after a TB exposure that occurred over 5 months in a pediatric inpatient ward in a country with a moderate TB burden. Infect Control Hosp Epidemiol 2017;38:1509-1511.


Subject(s)
Contact Tracing , Mass Screening/methods , Tuberculin Test , Tuberculosis, Pulmonary/diagnosis , Adolescent , Child , Child, Preschool , Community Health Workers , Female , Humans , Infant , Male , Singapore , Tuberculosis, Pulmonary/transmission
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