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1.
Sci Rep ; 14(1): 23362, 2024 10 07.
Article in English | MEDLINE | ID: mdl-39375498

ABSTRACT

The incidence of MASLD and MASH-associated fibrosis is rapidly increasing worldwide. Drug therapy is hampered by large patient variability and partial representation of human MASH fibrosis in preclinical models. Here, we investigated the mechanisms underlying patient heterogeneity using a discovery dataset and validated in distinct human transcriptomic datasets, to improve patient stratification and translation into subgroup specific patterns. Patient stratification was performed using weighted gene co-expression network analysis (WGCNA) in a large public transcriptomic discovery dataset (n = 216). Differential expression analysis was performed using DESeq2 to obtain differentially expressed genes (DEGs). Ingenuity Pathway analysis was used for functional annotation. The discovery dataset showed relevant fibrosis-related mechanisms representative of disease heterogeneity. Biological complexity embedded in genes signature was used to stratify discovery dataset into six subgroups of various sizes. Of note, subgroup-specific DEGs show differences in directionality in canonical pathways (e.g. Collagen biosynthesis, cytokine signaling) across subgroups. Finally, a multiclass classification model was trained and validated in two datasets. In summary, our work shows a potential alternative for patient population stratification based on heterogeneity in MASLD-MASH mechanisms. Future research is warranted to further characterize patient subgroups and identify protein targets for virtual screening and/or in vitro validation in preclinical models.


Subject(s)
Drug Development , Fibrosis , Humans , Transcriptome , Gene Expression Profiling , Gene Regulatory Networks
2.
Curr Drug Targets ; 23(14): 1345-1369, 2022.
Article in English | MEDLINE | ID: mdl-35959619

ABSTRACT

BACKGROUND: Cardiovascular disease (CVD) is a leading cause of death worldwide. It is predicted that approximately 23.6 million people will die from CVDs annually by 2030. Therefore, there is a great need for an effective therapeutic approach to combat this disease. The European Cardiovascular Target Discovery (CarTarDis) consortium identified Oncostatin M (OSM) as a potential therapeutic target for atherosclerosis. The benefits of modulating OSM - an interleukin (IL)-6 family cytokine - have since been studied for multiple indications. However, as decades of high attrition rates have stressed, the success of a drug target is determined by the fine balance between benefits and the risk of adverse events. Safety issues should therefore not be overlooked. OBJECTIVE: In this review, a risk/benefit analysis is performed on OSM inhibition in the context of atherosclerosis treatment. First, OSM signaling characteristics and its role in atherosclerosis are described. Next, an overview of in vitro, in vivo, and clinical findings relating to both the benefits and risks of modulating OSM in major organ systems is provided. Based on OSM's biological function and expression profile as well as drug intervention studies, safety concerns of inhibiting this target have been identified, assessed, and ranked for the target population. CONCLUSION: While OSM may be of therapeutic value in atherosclerosis, drug development should also focus on de-risking the herein identified major safety concerns: tissue remodeling, angiogenesis, bleeding, anemia, and NMDA- and glutamate-induced neurotoxicity. Close monitoring and/or exclusion of patients with various comorbidities may be required for optimal therapeutic benefit.


Subject(s)
Atherosclerosis , Humans , Oncostatin M/therapeutic use , Oncostatin M/metabolism , Oncostatin M/pharmacology , Atherosclerosis/drug therapy , Protein Binding , Interleukin-6/metabolism , Risk Assessment
3.
Front Microbiol ; 13: 891790, 2022.
Article in English | MEDLINE | ID: mdl-35770172

ABSTRACT

The pathogenic Clostridioides difficile and Clostridium perfringens are responsible for many health care-associated infections as well as systemic and enteric diseases. Therefore, they represent a major health threat to both humans and animals. Concerns regarding increasing antibiotic resistance (related to C. difficile and C. perfringens) have caused a surge in the pursual of novel strategies that effectively combat pathogenic infections, including those caused by both pathogenic species. The ban on antibiotic growth promoters in the poultry industry has added to the urgency of finding novel antimicrobial therapeutics for C. perfringens. These efforts have resulted in various therapeutics, of which bacteriophages (in short, phages) show much promise, as evidenced by the Eliava Phage Therapy Center in Tbilisi, Georgia (https://eptc.ge/). Bacteriophages are a type of virus that infect bacteria. In this review, the (clinical) impact of clostridium infections in intestinal diseases is recapitulated, followed by an analysis of the current knowledge and applicability of bacteriophages and phage-derived endolysins in this disease indication. Limitations of phage and phage endolysin therapy were identified and require considerations. These include phage stability in the gastrointestinal tract, influence on gut microbiota structure/function, phage resistance development, limited host range for specific pathogenic strains, phage involvement in horizontal gene transfer, and-for phage endolysins-endolysin resistance, -safety, and -immunogenicity. Methods to optimize features of these therapeutic modalities, such as mutagenesis and fusion proteins, are also addressed. The future success of phage and endolysin therapies require reliable clinical trial data for phage(-derived) products. Meanwhile, additional research efforts are essential to expand the potential of exploiting phages and their endolysins for mitigating the severe diseases caused by C. difficile and C. perfringens.

4.
Bioorg Med Chem Lett ; 26(6): 1605-1611, 2016 Mar 15.
Article in English | MEDLINE | ID: mdl-26876931

ABSTRACT

The discovery of non-basic N'-(arylsulfonyl)pyrazoline-1-carboxamidines as 5-HT6 antagonists with unique structural features was recently disclosed. Here we describe how this structural class was further developed by addressing an unexplored interaction site of the 5-HT6 receptor. Compound 13 resulting from this effort is a highly potent and selective 5-HT6 antagonist with improved metabolic stability. It is furthermore devoid of hERG affinity. Despite its modest CNS/plasma ratio, a high brain free fraction ensured substantial exposure to allow for rodent cognition studies.


Subject(s)
Pyrazoles/pharmacology , Receptors, Serotonin/metabolism , Serotonin Antagonists/pharmacology , Sulfonamides/pharmacology , Binding Sites/drug effects , Dose-Response Relationship, Drug , Humans , Molecular Docking Simulation , Molecular Structure , Pyrazoles/chemical synthesis , Pyrazoles/chemistry , Serotonin Antagonists/chemical synthesis , Serotonin Antagonists/chemistry , Structure-Activity Relationship , Sulfonamides/chemical synthesis , Sulfonamides/chemistry
5.
Drug Discov Today ; 17(1-2): 10-22, 2012 Jan.
Article in English | MEDLINE | ID: mdl-21777691

ABSTRACT

In this review, we begin by introducing the basic principles of kinetics and thermodynamics of target-drug binding within the context of drug discovery. In addition, we present a meta-analysis of the recent literature describing the kinetic and thermodynamic resolution of successful clinical candidates with diverse mechanisms of action. We finish by discussing the best practices in the triage and chemical optimization towards clinical candidates with maximal in vivo efficacy devoid of adverse events.


Subject(s)
Drug Delivery Systems , Drug Discovery , Pharmaceutical Preparations/chemistry , Pharmacology/methods , Humans , Kinetics , Thermodynamics
6.
Eur J Med Chem ; 46(10): 4808-19, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21880399

ABSTRACT

Many early drug research efforts are too reductionist thereby not delivering key parameters such as kinetics and thermodynamics of target-ligand binding. A set of human D-Amino Acid Oxidase (DAAO) inhibitors 1-6 was applied to demonstrate the impact of key biophysical techniques and physicochemical methods in the differentiation of chemical entities that cannot be adequately distinguished on the basis of their normalized potency (ligand efficiency) values. The resulting biophysical and physicochemical data were related to relevant pharmacodynamic and pharmacokinetic properties. Surface Plasmon Resonance data indicated prolonged target-ligand residence times for 5 and 6 as compared to 1-4, based on the observed k(off) values. The Isothermal Titration Calorimetry-derived thermodynamic binding profiles of 1-6 to the DAAO enzyme revealed favorable contributions of both ΔH and ΔS to their ΔG values. Surprisingly, the thermodynamic binding profile of 3 elicited a substantially higher favorable contribution of ΔH to ΔG in comparison with the structurally closely related fused bicyclic acid 4. Molecular dynamics simulations and free energy calculations of 1, 3, and 4 led to novel insights into the thermodynamic properties of the binding process at an atomic level and in the different thermodynamic signatures of 3 and 4. The presented holistic approach is anticipated to facilitate the identification of compounds with best-in-class properties at an early research stage.


Subject(s)
D-Amino-Acid Oxidase/antagonists & inhibitors , Drug Discovery/methods , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Animals , Calorimetry/methods , D-Amino-Acid Oxidase/metabolism , Enzyme Inhibitors/pharmacokinetics , Humans , Ligands , Mice , Molecular Dynamics Simulation , Protein Binding , Rats , Surface Plasmon Resonance/methods , Thermodynamics
7.
J Med Chem ; 54(20): 7030-54, 2011 Oct 27.
Article in English | MEDLINE | ID: mdl-21866910

ABSTRACT

The 5-HT(6) receptor (5-HT(6)R) has been in the spotlight for several years regarding CNS-related diseases. We set out to discover novel, neutral 5-HT(6)R antagonists to improve off-target selectivity compared to basic amine-containing scaffolds dominating the field. High-throughput screening identified the N'-(sulfonyl)pyrazoline-1-carboxamidine scaffold as a promising neutral core for starting hit-to-lead. Medicinal chemistry, molecular modeling, small molecule NMR and X-ray crystallography were subsequently applied to optimize the leads into antagonists (compounds 1-49) displaying high 5-HT(6)R affinity with optimal off-target selectivity. Unique structural features include a pseudoaromatic system and an internal hydrogen bond freezing the bioactive conformation. While physicochemical properties and CNS availability were generally favorable, significant efforts had to be made to improve metabolic stability. The optimized structure 42 is an extremely selective, hERG-free, high-affinity 5-HT(6)R antagonist showing good human in vitro metabolic stability. Rat pharmacokinetic data were sufficiently good to enable further in vivo profiling.


Subject(s)
Amidines/chemical synthesis , Pyrazoles/chemical synthesis , Receptors, Serotonin/metabolism , Serotonin Antagonists/chemical synthesis , Sulfonamides/chemical synthesis , Amidines/chemistry , Amidines/pharmacology , Animals , CHO Cells , Cricetinae , Cricetulus , Crystallography, X-Ray , Guinea Pigs , Hepatocytes/metabolism , Humans , In Vitro Techniques , Ligands , Magnetic Resonance Spectroscopy , Male , Models, Molecular , Protein Binding , Pyrazoles/chemistry , Pyrazoles/pharmacology , Rats , Rats, Wistar , Serotonin Antagonists/chemistry , Serotonin Antagonists/pharmacology , Stereoisomerism , Structure-Activity Relationship , Sulfonamides/chemistry , Sulfonamides/pharmacology
8.
J Chem Inf Model ; 50(4): 480-6, 2010 Apr 26.
Article in English | MEDLINE | ID: mdl-20356089

ABSTRACT

A novel scoring algorithm based on unique solvent accessible surface area (SASA) descriptors was comparatively evaluated for its database enrichment potential against the virtual screening (VS) methods GOLD and Glide. Several protein test cases, including adenosine deaminase and estrogen receptor alpha, were used for the evaluation. The structure-based VS method GOLD was used to generate the protein-ligand docking poses. These docking poses were then postprocessed with a protein-ligand interaction fingerprint metric. Next, the SASA descriptors were computed for each ligand and its respective protein in their bound/unbound states; a Bayesian model was learned with SASA descriptors and subsequently used to score the remaining ligands in the screening databases. Early database enrichments using SASA descriptors were found comparable or superior to those of GOLD and Glide. Moreover, SASA descriptors display an outstanding robustness to produce satisfactory early enrichments for a large variety of target classes. Based on these encouraging results, these novel topological descriptors constitute a valuable in silico tool in hit finding practices.


Subject(s)
Drug Discovery/methods , Solvents/chemistry , Adenosine Deaminase/chemistry , Adenosine Deaminase/metabolism , Algorithms , Bayes Theorem , Computational Biology , Databases, Protein , Estrogen Receptor alpha/chemistry , Estrogen Receptor alpha/metabolism , Models, Molecular , Protein Conformation , Surface Properties , Thermodynamics
9.
ACS Med Chem Lett ; 1(9): 499-503, 2010 Dec 09.
Article in English | MEDLINE | ID: mdl-24900238

ABSTRACT

Molecular graph theory was used to design a unique and diverse, high-efficiency fragment screening collection. A data set retrieved from the annotated database AurSCOPE GPS was used as the reference set, and the GDB-13 database, a virtual library of enumerated organic molecules, was used as a source for the fragment selection. The data graph collection of Discngine as implemented in PipelinePilot was applied to perform the graph pharmacophore similarity matching between the reference and the GDB-13 data sets, leading to the ultimate fragment screening library. The relevance of this unique fragment collection was demonstrated by means of a virtual screening exercise using human trypsin as a test case. Several novel entities with high similarity to known trypsin inhibitors were identified in the in silico exercise. The application of this unique, high fragment efficiency collection to other protein targets in the framework of fragment-based drug discovery is warranted.

10.
J Med Chem ; 51(11): 3222-9, 2008 Jun 12.
Article in English | MEDLINE | ID: mdl-18447336

ABSTRACT

A novel scoring algorithm based on molecular interaction fingerprints (IFPs) was comparatively evaluated in its scaffold hopping efficiency against four virtual screening standards (GlideXP, Gold, ROCS, and a Bayesian classifier). Decoy databases for the two targets under examination, adenosine deaminase and retinoid X receptor alpha, were obtained from the Directory of Useful Decoys and were further enriched with approximately 5% of active ligands. Structure and ligand-based methods were used to generate the ligand poses, and a Tanimoto metric was chosen for the calculation of the similarity interaction fingerprint between the reference ligand and the screening database. Database enrichments were found to strongly depend on the pose generator algorithm. In spite of these dependencies, enrichments using molecular IFPs were comparable to those obtained with GlideXP, Gold, ROCS, and the Bayesian classifier. More interestingly, the molecular IFP scoring algorithm outperformed these methods at scaffold hopping enrichment, regardless of the pose generator algorithm.


Subject(s)
Adenosine Deaminase/chemistry , Ligands , Models, Molecular , Retinoid X Receptor alpha/chemistry , Algorithms , Bayes Theorem , Binding Sites , Chemical Phenomena , Chemistry, Physical , Databases, Factual , Protein Binding
11.
J Mol Graph Model ; 22(1): 55-70, 2003 Sep.
Article in English | MEDLINE | ID: mdl-12798391

ABSTRACT

The homodimeric, pyridoxal 5'-phosphate (PLP)-dependent enzyme glutamine transaminase K/cysteine conjugate beta-lyase (GTK/beta-lyase) has been implicated in the bioactivation of chemopreventive compounds. This paper describes the first homology model of rat renal GTK/beta-lyase and its active site residues, deduced from molecular dynamics (MD) simulations of the binding mode of 13 structurally diverse cysteine S-conjugates and amino acids after Amber-parametrization of PLP. Comparison with Thermus thermophilus aspartate aminotransferase (tAAT) and Trypanosoma cruzi tyrosine aminotransferase (tTAT), used as templates for modeling GTK/beta-lyase, showed that the PLP-binding site of GTK/beta-lyase is highly conserved. Binding of the ligand alpha-carboxylate-group occurred via the conserved residues Arg(432) and Asn(219), and Asn(50) and Gly(70). Two pockets accommodated the various ligand side chains. A small pocket, located directly above PLP, was of a highly hydrophobic and aromatic character. A larger pocket, formed partly by the substrate access channel, was more hydrophilic and notably involved the salt bridge partners Glu(54) and Arg(99*) (* denotes the other subunit). Ligand-binding residues included Leu(51), Phe(71), Tyr(135), Phe(373) and Phe(312*), and pi-stacking interactions were often observed. Tyr(135) and Asn(50) were prominent in hydrogen bonding with the sulfur-atom of cysteine S-conjugates. The observed binding mode of the ligands corresponded well with their experimentally determined inhibitory potency toward GTK/beta-lyase. The current homology model thus provides a starting point for further validation of the role of active site residues in ligand-binding by means of mutagenesis studies. Ultimately, insight in the binding of ligands to GTK/beta-lyase may result in the rational design of new ligands and selective inhibitors.


Subject(s)
Carbon-Sulfur Lyases/chemistry , Lyases/chemistry , Models, Molecular , Transaminases/chemistry , Amino Acid Sequence , Animals , Binding Sites , Carbon-Sulfur Lyases/antagonists & inhibitors , Carbon-Sulfur Lyases/metabolism , Computer Simulation , Enzyme Inhibitors/metabolism , Kidney/enzymology , Ligands , Lyases/antagonists & inhibitors , Lyases/metabolism , Molecular Conformation , Molecular Sequence Data , Protein Conformation , Pyridoxal Phosphate/metabolism , Rats , Sequence Alignment , Signal Transduction , Transaminases/antagonists & inhibitors , Transaminases/metabolism , Tyrosine Transaminase/metabolism
12.
J Med Chem ; 46(1): 74-86, 2003 Jan 02.
Article in English | MEDLINE | ID: mdl-12502361

ABSTRACT

The ligand-binding characteristics of rat and human CYP2D isoforms, i.e., rat CYP2D1-4 and human CYP2D6, were investigated by measuring IC(50) values of 11 known CYP2D6 ligands using 7-methoxy-4-(aminomethyl)coumarin (MAMC) as substrate. Like CYP2D6, all rat CYP2D isozymes catalyzed the O-demethylation of MAMC with K(m) and V(max) values ranging between 78 and 145 microM and 0.048 and 1.122 min(-1), respectively. To rationalize observed differences in the experimentally determined IC(50) values, homology models of the CYP2D isoforms were constructed. A homology model of CYP2D6 was generated on the basis of crystallized rabbit CYP2C5 and was validated on its ability to reproduce binding orientations corresponding to metabolic profiles of the substrates and to remain stable during unrestrained molecular dynamics simulations at 300 K. Twenty-two active site residues, sharing up to 59% sequence identity, were identified in the CYP2D binding pockets and included CYP2D6 residues Phe120, Glu216, and Asp301. Electrostatic potential calculations displayed large differences in the negative charge of the CYP2D active sites, which was consistent with observed differences in absolute IC(50) values. MD studies on the binding mode of sparteine, quinidine, and quinine in CYP2D2 and CYP2D6 furthermore concurred well with experimentally determined IC(50) values and metabolic profiles. The current study thus provides new insights into differences in the active site topology of the investigated CYP2D isoforms.


Subject(s)
Cytochrome P-450 Enzyme System/chemistry , Enzyme Inhibitors/chemistry , Alcohol Oxidoreductases , Amino Acid Sequence , Animals , Aryl Hydrocarbon Hydroxylases/chemistry , Binding Sites , Coumarins/chemistry , Cytochrome P-450 CYP2D6/chemistry , Cytochrome P450 Family 2 , Humans , Isoenzymes/chemistry , Kinetics , Ligands , Mixed Function Oxygenases/chemistry , Models, Molecular , Molecular Sequence Data , Protein Binding , Quinidine/chemistry , Quinine/chemistry , Rabbits , Rats , Sequence Homology, Amino Acid , Sparteine/chemistry , Species Specificity
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