ABSTRACT
In drug discovery research, the selection of promising binding sites and understanding the binding mode of compounds are crucial fundamental studies. The current understanding of the proteins-ligand binding model extends beyond the simple lock and key model to include the induced-fit model, which alters the conformation to match the shape of the ligand, and the pre-existing equilibrium model, selectively binding structures with high binding affinity from a diverse ensemble of proteins. Although methods for detecting target protein binding sites and virtual screening techniques using docking simulation are well-established, with numerous studies reported, they only consider a very limited number of structures in the diverse ensemble of proteins, as these methods are applied to a single structure. Molecular dynamics (MD) simulation is a method for predicting protein dynamics and can detect potential ensembles of protein binding sites and hidden sites unobservable in a single-point structure. In this study, to demonstrate the utility of virtual screening with protein dynamics, MD simulations were performed on Trypanosoma cruzi spermidine synthase to obtain an ensemble of dominant binding sites with a high probability of existence. The structure of the binding site obtained through MD simulation revealed pockets in addition to the active site that was present in the initial structure. Using the obtained binding site structures, virtual screening of 4.8 million compounds by docking simulation, in vitro assays, and X-ray analysis was conducted, successfully identifying two hit compounds.
ABSTRACT
Protein-protein interactions (PPIs) are recognized as important targets in drug discovery. The characteristics of molecules that inhibit PPIs differ from those of small-molecule compounds. We developed a novel chemical library database system (DLiP) to design PPI inhibitors. A total of 32,647 PPI-related compounds are registered in the DLiP. It contains 15,214 newly synthesized compounds, with molecular weight ranging from 450 to 650, and 17,433 active and inactive compounds registered by extracting and integrating known compound data related to 105 PPI targets from public databases and published literature. Our analysis revealed that the compounds in this database contain unique chemical structures and have physicochemical properties suitable for binding to the protein-protein interface. In addition, advanced functions have been integrated with the web interface, which allows users to search for potential PPI inhibitor compounds based on types of protein-protein interfaces, filter results by drug-likeness indicators important for PPI targeting such as rule-of-4, and display known active and inactive compounds for each PPI target. The DLiP aids the search for new candidate molecules for PPI drug discovery and is available online (https://skb-insilico.com/dlip).
ABSTRACT
Oxidosqualene cyclase (OSC), a membrane-associated protein, is a key enzyme of sterol biosynthesis. Here we report a novel assay for OSC, involving reaction in aqueous solution, NMR quantification in organic solvent, and factor analysis of spectra. We evaluated one known and three novel inhibitors on OSC of Trypanosoma cruzi, a parasite causative of Chagas disease, and compared their effects on human OSC for selectivity. Among them, one novel inhibitor showed a significant parasiticidal activity.
Subject(s)
Enzyme Inhibitors/pharmacology , Intramolecular Transferases/antagonists & inhibitors , Trypanosoma cruzi/enzymology , Drug Discovery , Humans , Inhibitory Concentration 50 , Intramolecular Transferases/chemistry , Nuclear Magnetic Resonance, Biomolecular , Trypanosoma cruzi/drug effectsABSTRACT
Multiple epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (EGFR-TKI) have been developed to effectively inhibit EGFR-derived signals in non-small cell lung cancer (NSCLC). In this study, we assessed the efficacy of EGFR-TKIs, including a novel third-generation inhibitor naquotinib (ASP8273), in clinically relevant EGFR mutations, including L858R, exon 19 deletion, L858R+T790M, exon 19 deletion+T790M with or without a C797S mutation, and several exon 20 insertion mutations. Using structural analyses, we also elucidated the mechanism of activation and sensitivity/resistance to EGFR-TKIs in EGFR exon 20 insertion mutations. The efficacy of naquotinib in cells with L858R, exon 19 deletion and exon 19 deletion+T790M was comparable with that of osimertinib. Interestingly, naquotinib was more potent than osimertinib for L858R+T790M. Additionally, naquotinib and osimertinib had comparable efficacy and a wide therapeutic window for cells with EGFR exon 20 insertions. Structural modeling partly elucidated the mechanism of activation and sensitivity/resistance to EGFR-TKIs in two EGFR exon 20 insertion mutants, A767_V769dupASV and Y764_V765insHH. In summary, we have characterized the efficacy of EGFR-TKIs for NSCLC using in vitro and structural analyses and suggested the mechanism of activation and resistance to EGFR-TKIs of EGFR exon 20 insertion mutations. Our findings should guide the selection of appropriate EGFR-TKIs for the treatment of NSCLC with EGFR mutations and help clarify the biology of EGFR exon 20 insertion mutations. Mol Cancer Ther; 17(4); 740-50. ©2018 AACR.
Subject(s)
Carcinoma, Non-Small-Cell Lung/drug therapy , Drug Resistance, Neoplasm/drug effects , Lung Neoplasms/drug therapy , Mutation , Piperazines/chemistry , Piperazines/pharmacology , Piperidines/chemistry , Piperidines/pharmacology , Pyrazines/chemistry , Pyrazines/pharmacology , Pyrrolidines/chemistry , Pyrrolidines/pharmacology , Amino Acid Sequence , Apoptosis , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Cell Proliferation , Drug Resistance, Neoplasm/genetics , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/genetics , Humans , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Protein Conformation , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology , Sequence Homology , Tumor Cells, CulturedABSTRACT
Chagas disease results from infection by Trypanosoma cruzi and is a neglected tropical disease (NTD). Although some treatment drugs are available, their use is associated with severe problems, including adverse effects and limited effectiveness during the chronic disease phase. To develop a novel anti-Chagas drug, we virtually screened 4.8 million small molecules against spermidine synthase (SpdSyn) as the target protein using our super computer "TSUBAME2.5" and conducted in vitro enzyme assays to determine the half-maximal inhibitory concentration values. We identified four hit compounds that inhibit T. cruzi SpdSyn (TcSpdSyn) by in silico and in vitro screening. We also determined the TcSpdSyn-hit compound complex structure using X-ray crystallography, which shows that the hit compound binds to the putrescine-binding site and interacts with Asp171 through a salt bridge.
Subject(s)
Chagas Disease/enzymology , Enzyme Inhibitors/pharmacology , Spermidine Synthase/antagonists & inhibitors , Trypanosoma cruzi/enzymology , Binding Sites , Chagas Disease/drug therapy , Computer Simulation , Crystallography, X-Ray , Drug Discovery , Enzyme Inhibitors/therapeutic use , Protozoan Proteins/antagonists & inhibitors , Protozoan Proteins/metabolism , Spermidine Synthase/metabolism , Trypanosoma cruzi/drug effectsABSTRACT
Although NMR in fragment-based drug discovery is utilized almost exclusively to evaluate physical binding between molecules, it should be also a powerful tool for biochemical assay, evaluating inhibitory effect of compounds on enzymatic activity. Time-dependent spectral change in real-time monitoring or inhibitor concentration-dependent spectral change after constant-time reaction was processed by factor analysis, by which reaction rate or IC50 value was obtained. Applications to spermidine synthase of Trypanosoma cruzi, which causes Chagas disease, are described.
Subject(s)
Cyclohexylamines/pharmacology , Drug Discovery , Nuclear Magnetic Resonance, Biomolecular , Spermidine Synthase/antagonists & inhibitors , Trypanosoma cruzi/enzymology , Chagas Disease/drug therapy , Cyclohexylamines/chemical synthesis , Cyclohexylamines/chemistry , Dose-Response Relationship, Drug , Enzyme Activation/drug effects , Molecular Structure , Spermidine Synthase/metabolism , Structure-Activity Relationship , Time FactorsABSTRACT
Trypanosoma cruzi causes Chagas disease, a severe disease affecting 8-10 million people in Latin America. While nifurtimox and benznidazole are used to treat this disease, their efficacy is limited and adverse effects are observed. New therapeutic targets and novel drugs are therefore urgently required. Enzymes in the polyamine-trypanothione pathway are promising targets for the treatment of Chagas disease. Spermidine synthase is a key enzyme in this pathway that catalyzes the transfer of an aminopropyl group from decarboxylated S-adenosylmethionine (dcSAM) to putrescine. Fragment-based drug discovery was therefore conducted to identify novel, potent inhibitors of spermidine synthase from T. cruzi (TcSpdSyn). Here, crystal structures of TcSpdSyn in complex with dcSAM, trans-4-methylcyclohexylamine and hit compounds from fragment screening are reported. The structure of dcSAM complexed with TcSpdSyn indicates that dcSAM stabilizes the conformation of the `gatekeeping' loop to form the putrescine-binding pocket. The structures of fragments bound to TcSpdSyn revealed two fragment-binding sites: the putrescine-binding pocket and the dimer interface. The putrescine-binding pocket was extended by an induced-fit mechanism. The crystal structures indicate that the conformation of the dimer interface is required to stabilize the gatekeeping loop and that fragments binding to this interface inhibit TcSpdSyn by disrupting its conformation. These results suggest that utilizing the dynamic structural changes in TcSpdSyn that occur upon inhibitor binding will facilitate the development of more selective and potent inhibitors.
Subject(s)
Spermidine Synthase/chemistry , Trypanosoma cruzi/enzymology , Allosteric Regulation , Animals , Binding Sites , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Hydrogen Bonding , Models, Molecular , Protein Conformation , Spermidine Synthase/antagonists & inhibitorsABSTRACT
Type 5 17ß-hydroxysteroid dehydrogenase (17ß-HSD5) is an aldo-keto reductase expressed in the human prostate which catalyzes the conversion of androstenedione to testosterone. Testosterone is converted to 5α-dihydrotestosterone, which is present at high concentrations in patients with castration-resistant prostate cancer (CRPC). Inhibition of 17ß-HSD5 is therefore considered to be a promising therapy for treating CRPC. In the present study, crystal structures of complexes of 17ß-HSD5 with structurally diverse inhibitors derived from high-throughput screening were determined. In the structures of the complexes, various functional groups, including amide, nitro, pyrazole and hydroxyl groups, form hydrogen bonds to the catalytic residues His117 and Tyr55. In addition, major conformational changes of 17ß-HSD5 were observed following the binding of the structurally diverse inhibitors. These results demonstrate interactions between 17ß-HSD5 and inhibitors at the atomic level and enable structure-based drug design for anti-CRPC therapy.
Subject(s)
3-Hydroxysteroid Dehydrogenases/antagonists & inhibitors , 3-Hydroxysteroid Dehydrogenases/chemistry , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Hydroxyprostaglandin Dehydrogenases/antagonists & inhibitors , Hydroxyprostaglandin Dehydrogenases/chemistry , Protein Conformation/drug effects , 3-Hydroxysteroid Dehydrogenases/metabolism , Aldo-Keto Reductase Family 1 Member C3 , Crystallography, X-Ray , Humans , Hydroxyprostaglandin Dehydrogenases/metabolism , Models, Molecular , NADP/metabolismABSTRACT
BACKGROUND: Aldo-keto reductase 1C3 [AKR1C3;17ß-hydroxysteroid dehydrogenase type 5 (17ßHSD5)], plays a crucial role in persistent production of androgens despite castration, by catalysing conversion of the adrenal androgens dehydroepiandrosterone and androstenedione (AD) into androstenediol and testosterone (T). Hence, AKR1C3 is a promising therapeutic target in castration-resistant prostate cancer, as combination of an AKR1C3 inhibitor and a gonadotropin-releasing hormone analogue may lead to complete androgen blockade. This study describes the preclinical characterisation of the novel AKR1C3 inhibitor ASP9521. METHODS: The inhibitory effect of ASP9521 on AKR1C3-mediated conversion from AD into T was evaluated both in vitro and in vivo, using CWR22R xenografted mice. The effect of ASP9521 on PSA production and cell proliferation was tested using LNCaP cells stably expressing human AKR1C3 (LNCaP-AKR1C3). Pharmacokinetics of ASP9521 were studied in rats, dogs and cynomolgus monkeys. RESULTS: ASP9521 inhibited conversion of AD into T by recombinant human or cynomolgus monkey AKR1C3 in a concentration-dependent manner (IC50,human: 11 nmol/L; IC50,monkey: 49 nmol/L). ASP9521 showed >100-fold selectivity for AKR1C3 over the isoform AKR1C2. In LNCaP-AKR1C3 cells, ASP9521 suppressed AD-dependent PSA production and cell proliferation. In CWR22R xenografts, single oral administration of ASP9521 (3 mg/kg) inhibited AD-induced intratumoural T production and this inhibitory effect was maintained for 24 h. After oral administration, ASP9521 was rapidly eliminated from plasma, while its intratumoural concentration remained high. The bioavailability of ASP9521 after oral administration (1 mg/kg) was 35 %, 78 % and 58 % in rats, dogs and monkeys, respectively. CONCLUSIONS: ASP9521 is a potent, selective, orally bioavailable AKR1C3 inhibitor.
Subject(s)
Enzyme Inhibitors/pharmacology , Estradiol Dehydrogenases/antagonists & inhibitors , Indoles/pharmacology , Piperidines/pharmacology , Administration, Oral , Androstenedione/metabolism , Animals , Biological Availability , Cell Line, Tumor , Dogs , Enzyme Inhibitors/blood , Enzyme Inhibitors/pharmacokinetics , Humans , Indoles/blood , Indoles/pharmacokinetics , Macaca fascicularis , Male , Mice, Inbred BALB C , Piperidines/blood , Piperidines/pharmacokinetics , Prostatic Neoplasms/metabolism , Rats , Rats, Sprague-Dawley , Testosterone/metabolismABSTRACT
Nicotinamide phosphoribosyl transferase (NAMPT) is a key enzyme in the salvage pathway of mammalian nicotinamide adenine dinucleotide (NAD) biosynthesis, catalyzing the synthesis of nicotinamide mononucleotide from nicotinamide (Nam). The diverse functions of NAD suggest that NAMPT inhibitors are potential drug candidates as anticancer agents, immunomodulators, or other agents. However, difficulty in conducting high-throughput NAMPT assay with good sensitivity has hampered the discovery of novel anti-NAMPT drugs with improved profiles. We combined an in silico screening strategy with a radioisotope (RI)-based enzyme assay and rationally identified promising NAMPT inhibitors with novel structures. AS1604498 was the most potent inhibitor, with an IC50 of 44 nM, and inhibited THP-1 and K562 cell line growth with the IC50 of 198 nM and 673 nM, respectively. The mode of action was found to reduce intracellular NAD following apoptosis, suggesting that these compounds inhibit NAMPT in cell-based assay. This strategy can be used to discover new drug candidates with targets which are difficult to assess through high-throughput screening. Our hit compounds may be used as seed compounds for developing new therapeutics with NAMPT.
Subject(s)
Antineoplastic Agents/pharmacology , Computer Simulation , Drug Discovery/methods , Enzyme Inhibitors/pharmacology , Leukemia/enzymology , NAD/biosynthesis , Nicotinamide Phosphoribosyltransferase/antagonists & inhibitors , Animals , Antineoplastic Agents/chemistry , Antineoplastic Agents/therapeutic use , Apoptosis , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/therapeutic use , Humans , Inhibitory Concentration 50 , K562 Cells , Leukemia/drug therapy , Mice , Niacinamide/metabolism , Nicotinamide Mononucleotide/biosynthesisABSTRACT
A proportion of angiotensin II type 1 receptor blockers (ARBs) improves glucose dyshomeostasis and insulin resistance in a clinical setting. Of these ARBs, telmisartan has the unique property of being a partial agonist for peroxisome proliferator-activated receptor γ (PPARγ). However, the detailed mechanism of how telmisartan acts on PPARγ and exerts its insulin-sensitizing effect is poorly understood. In this context, we investigated the agonistic activity of a variety of clinically available ARBs on PPARγ using isothermal titration calorimetry (ITC) and surface plasmon resonance (SPR) system. Based on physicochemical data, we then reevaluated the metabolically beneficial effects of telmisartan in cultured murine adipocytes. ITC and SPR assays demonstrated that telmisartan exhibited the highest affinity of the ARBs tested. Distribution coefficient and parallel artificial membrane permeability assays were used to assess lipophilicity and cell permeability, for which telmisartan exhibited the highest levels of both. We next examined the effect of each ARB on insulin-mediated glucose metabolism in 3T3-L1 preadipocytes. To investigate the impact on adipogenesis, 3T3-L1 preadipocytes were differentiated with each ARB in addition to standard inducers of differentiation for adipogenesis. Telmisartan dose-dependently facilitated adipogenesis and markedly augmented the mRNA expression of adipocyte fatty acid-binding protein (aP2), accompanied by an increase in the uptake of 2-deoxyglucose and protein expression of glucose transporter 4 (GLUT4). In contrast, other ARBs showed only marginal effects in these experiments. In accordance with its highest affinity of binding for PPARγ as well as the highest cell permeability, telmisartan superbly activates PPARγ among the ARBs tested, thereby providing a fresh avenue for treating hypertensive patients with metabolic derangement.
Subject(s)
Angiotensin II Type 1 Receptor Blockers/pharmacology , Benzimidazoles/pharmacology , Benzoates/pharmacology , PPAR gamma/agonists , 3T3-L1 Cells , Adipocytes/drug effects , Adipocytes/metabolism , Angiotensin II Type 1 Receptor Blockers/chemistry , Animals , Benzimidazoles/chemistry , Benzoates/chemistry , Calorimetry , Cell Differentiation/drug effects , Cell Membrane Permeability , Dose-Response Relationship, Drug , Drug Partial Agonism , Membranes, Artificial , Mice , Models, Molecular , Molecular Structure , Protein Binding , Surface Plasmon Resonance , TelmisartanABSTRACT
D-Amino acid oxidase (DAAO) catalyzes the oxidation of d-amino acids including d-serine, a coagonist of the N-methyl-d-aspartate receptor. We identified a series of 4-hydroxypyridazin-3(2H)-one derivatives as novel DAAO inhibitors with high potency and substantial cell permeability using fragment-based drug design. Comparisons of complex structures deposited in the Protein Data Bank as well as those determined with in-house fragment hits revealed that a hydrophobic subpocket was formed perpendicular to the flavin ring by flipping Tyr224 in a ligand-dependent manner. We investigated the ability of the initial fragment hit, 3-hydroxy-pyridine-2(1H)-one, to fill this subpocket with the aid of complex structure information. 3-Hydroxy-5-(2-phenylethyl)pyridine-2(1H)-one exhibited the predicted binding mode and demonstrated high inhibitory activity for human DAAO in enzyme- and cell-based assays. We further designed and synthesized 4-hydroxypyridazin-3(2H)-one derivatives, which are equivalent to the 3-hydroxy-pyridine-2(1H)-one series but lack cell toxicity. 6-[2-(3,5-Difluorophenyl)ethyl]-4-hydroxypyridazin-3(2H)-one was found to be effective against MK-801-induced cognitive deficit in the Y-maze.
Subject(s)
D-Amino-Acid Oxidase/antagonists & inhibitors , Enzyme Inhibitors/pharmacology , Pyridazines/pharmacology , Animals , D-Amino-Acid Oxidase/chemistry , Dizocilpine Maleate/pharmacology , Drug Evaluation, Preclinical , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/metabolism , HEK293 Cells , Humans , Male , Maze Learning/drug effects , Maze Learning/physiology , Memory/drug effects , Mice , Models, Molecular , Permeability , Protein Conformation , Pyridazines/chemical synthesis , Pyridazines/chemistry , Pyridazines/metabolism , Structure-Activity RelationshipABSTRACT
Telmisartan, a selective angiotensin II type 1 receptor blocker, has recently been shown to act as a partial agonist for peroxisome proliferator-activated receptor gamma (PPARγ). To understand how telmisartan partially activates PPARγ, we determined the ternary complex structure of PPARγ, telmisartan, and a coactivator peptide from steroid receptor coactivator-1 at a resolution of 2.18 Å. Crystallographic analysis revealed that telmisartan exhibits an unexpected binding mode in which the central benzimidazole ring is engaged in a non-canonical--and suboptimal--hydrogen-bonding network around helix 12 (H12). This network differs greatly from that observed when full-agonists bind with PPARγ and prompt high-coactivator recruitment through H12 stabilized by multiple hydrogen bonds. Binding with telmisartan results in a less stable H12 that in turn leads to attenuated coactivator binding, thus explaining the mechanism of partial activation.
Subject(s)
Angiotensin II Type 1 Receptor Blockers/chemistry , Benzimidazoles/chemistry , Benzoates/chemistry , PPAR gamma/agonists , Angiotensin II Type 1 Receptor Blockers/pharmacology , Benzimidazoles/pharmacology , Benzoates/pharmacology , Humans , Hydrogen Bonding , Nuclear Receptor Coactivator 1/chemistry , Structure-Activity Relationship , TelmisartanABSTRACT
In fragment-based drug discovery (FBDD), not only identifying the starting fragment hit to be developed but also generating a drug lead from that starting fragment hit is important. Converting fragment hits to leads is generally similar to a high-throughput screening (HTS) hits-to-leads approach in that properties associated with activity for a target protein, such as selectivity against other targets and absorption, distribution, metabolism, excretion, and toxicity (ADME/Tox), and physicochemical properties should be taken into account. However, enhancing the potency of the fragment hit is a key requirement in FBDD, unlike HTS, because initial fragment hits are generally weak. This enhancement is presently achieved by adding additional chemical groups which bind to additional parts of the target protein or by joining or combining two or more hit fragments; however, strategies for effecting greater improvements in effective activity are needed. X-ray analysis is a key technology attractive for converting fragments to drug leads. This method makes it clear whether a fragment hit can act as an anchor and provides insight regarding introduction of functional groups to improve fragment activity. Data on follow-up chemical synthesis of fragment hits has allowed for the differentiation of four different strategies: fragment optimization, fragment linking, fragment self-assembly, and fragment evolution. Here, we discuss our opinion regarding how to follow up on fragment hits, with a focus on the importance of fragment hits as an anchor moiety to so-called hot spots in the target protein using crystallographic data.
Subject(s)
Drug Design , Drug Discovery/methods , Drug Evaluation, Preclinical/methods , Proteins/metabolism , Binding Sites , Crystallography, X-Ray , Hydrogen Bonding , LigandsABSTRACT
Recently, the massively parallel computation of absolute binding free energy with a well-equilibrated system (MP-CAFEE) has been developed. The present study aimed to determine whether the MP-CAFEE method is useful for drug discovery research. In the drug discovery process, it is important for computational chemists to predict the binding affinity accurately without detailed structural information for protein/ligand complex. We investigated the absolute binding free energies for Poly (ADP-ribose) polymerase-1 (PARP-1)/inhibitor complexes, using the MP-CAFEE method. Although each docking model was used as an input structure, it was found that the absolute binding free energies calculated by MP-CAFEE are well consistent with the experimental ones. The accuracy of this method is much higher than that using molecular mechanics Poisson-Boltzmann/surface area (MM/PBSA). Although the simulation time is quite extensive, the reliable predictor of binding free energies would be a useful tool for drug discovery projects.
Subject(s)
Enzyme Inhibitors/metabolism , Poly(ADP-ribose) Polymerase Inhibitors , Poly(ADP-ribose) Polymerases/metabolism , Binding Sites , Computer Simulation , Drug Discovery , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Ligands , Models, Chemical , Models, Molecular , Molecular Dynamics Simulation , Poly(ADP-ribose) Polymerases/chemistry , Protein Binding , ThermodynamicsABSTRACT
Angiotensin II type 1 receptor (AT1 receptor) blockers (ARBs) are one of the most popular anti-hypertensive agents. Control of blood pressure (BP) by ARBs is now a therapeutic target for the organ protection in patients with hypertension. Recent meta-analysis demonstrated the possibility that telmisartan was the strongest ARB for the reduction of BP in patients with essential hypertension. However, which molecular interactions of telmisartan with the AT1 receptor could explain its strongest BP lowering activity remains unclear. To address the issue, we constructed models for the interaction between commonly used ARBs and AT1 receptor and compared the docking model of telmisartan with that of other ARBs. Telmisartan has a unique binding mode to the AT1 receptor due to its distal benzimidazole portion. This unique portion could explain the highest molecular lipophilicity, the greatest volume distribution and the strongest binding affinity of telmisartan to AT1 receptor. Furthermore, telmisartan was found to firmly bind to the AT1 receptor through the unique "delta lock" structure. Our present study suggests that due to its "delta lock" structure, telmisartan may be superior to other ARBs in halting cardiovascular disease in patients with hypertension.
Subject(s)
Angiotensin II Type 1 Receptor Blockers/chemistry , Antihypertensive Agents/chemistry , Benzimidazoles/chemistry , Benzoates/chemistry , Receptor, Angiotensin, Type 1/chemistry , Angiotensin II Type 1 Receptor Blockers/pharmacology , Animals , Antihypertensive Agents/pharmacology , Benzimidazoles/pharmacology , Benzoates/pharmacology , Cattle , Crystallography, X-Ray , Humans , Hypertension/drug therapy , Hypertension/metabolism , Models, Molecular , TelmisartanABSTRACT
Benford's law states that the distribution of the first digit of many data sets is not uniform. The first digit of any random number will be 1 almost 30% of the time, and larger digits occur as the first digit with lower and lower frequency, to the point where 9 occurs as a first digit only 5% of the time. Here, we demonstrate that several data sets in the field of drug discovery follow Benford's distribution, whereas 'doctored' data do not. Our findings indicate the applicability of Benford's law in assessing data quality in the field of drug discovery. We also propose a useful index of evaluating data quality based on Benford's law.
Subject(s)
Drug Discovery/methods , Drug Discovery/statistics & numerical data , Research Design , Models, Statistical , Quantitative Structure-Activity RelationshipABSTRACT
A wide variety of networks in various fields have been characterized as small-world networks. In scale-free networks, a representative class of small-world networks, numbers of contacts (degree distributions) of nodes follow power laws. Although several examples of power-law distributions have been found in the field of chemoinformatics, the network structures of chemical libraries have not been analyzed. Here, we show that small-world phenomena are observed not only in existing chemical libraries but also in virtual libraries generated from structurally diverse fragments when represented as networks. On the basis of this observation, we propose that an efficient compound-prioritization method of fragment-based drug discovery (FBDD) would be to select those fragments as a starting point such that the linked compounds become hubs in the library and therefore allow identification of many similar compounds when all-to-all fragment linkings are performed. Moreover, our analyses indicated that the variety of linkers had a marked influence on the network structure and thus on the diversity of the compounds synthesized by linking fragment hits.
Subject(s)
Drug Discovery/methods , Small Molecule Libraries , Databases, Factual , High-Throughput Screening Assays , Small Molecule Libraries/pharmacology , User-Computer InterfaceABSTRACT
BACKGROUND: Fragment-based drug discovery (FBDD) has been established as a powerful alternative and complement to traditional high-throughput screening techniques for identifying drug leads. At present, this technique is widely used among academic groups as well as small biotech and large pharmaceutical companies. In recent years, > 10 new compounds developed with FBDD have entered clinical development, and more and more attention in the drug discovery field is being focused on this technique. OBJECTIVE: Under the FBDD approach, a fragment library of relatively small compounds (molecular mass = 100 - 300 Da) is screened by various methods and the identified fragment hits which normally weakly bind to the target are used as starting points to generate more potent drug leads. Because FBDD is still a relatively new drug discovery technology, further developments and optimizations in screening platforms and fragment exploitation can be expected. This review summarizes recent advances in FBDD platforms and discusses the factors important for the successful application of this technique. CONCLUSION: Under the FBDD approach, both identifying the starting fragment hit to be developed and generating the drug lead from that starting fragment hit are important. Integration of various techniques, such as computational technology, X-ray crystallography, NMR, surface plasmon resonance, isothermal titration calorimetry, mass spectrometry and high-concentration screening, must be applied in a situation-appropriate manner.