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1.
Drug Dev Res ; 85(1): e22128, 2024 Feb.
Article in English | MEDLINE | ID: mdl-37984820

ABSTRACT

In a search for novel nonsugar α-glucosidase inhibitors for diabetes treatment, a series of N-(phenylsulfonyl)thiazole-2-carboxamide derivatives were designed and synthesized, the α-glucosidase inhibitory activities were then evaluated. Several compounds with promising α-glucosidase inhibitory effects were identified. Among these, compound W24 which shows low cytotoxicity and good α-glucosidase inhibitory activity with an IC50 value of 53.0 ± 7.7 µM, is more competitive compared with the commercially available drug acarbose (IC50 = 228.3 ± 9.2 µM). W24 was identified as a promising candidate in the development of α-glucosidase inhibitors. Molecular docking studies and molecular dynamics simulation were also performed to reveal the binding pattern of the active compound to α-glucosidase, and the binding free energy of the best compound W24 was 36.3403 ± 3.91 kcal/mol.


Subject(s)
Glycoside Hydrolase Inhibitors , Thiazoles , Glycoside Hydrolase Inhibitors/pharmacology , Glycoside Hydrolase Inhibitors/chemistry , Molecular Docking Simulation , Structure-Activity Relationship , Thiazoles/pharmacology , Thiazoles/chemistry , alpha-Glucosidases/chemistry , alpha-Glucosidases/metabolism , Molecular Structure
2.
J Med Chem ; 65(1): 688-709, 2022 01 13.
Article in English | MEDLINE | ID: mdl-34951310

ABSTRACT

Development of new bacterial biofilm inhibitors as antibacterial synergists is an effective strategy to solve the resistance of Pseudomonas aeruginosa. In this paper, a series of 3-hydroxy-pyridin-4(1H)-ones were synthesized and evaluated, and the hit compound (20p) was identified with the effects of inhibiting the production of pyocyanin (IC50 = 8.6 µM) and biofilm formation (IC50 = 4.5 µM). Mechanistic studies confirmed that 20p inhibits the formation of bacterial biofilm by inhibiting the expression of pqsA, blocking pqs quorum sensing system quinolone biosynthesis. Moreover, we systematically investigated the bactericidal effects of combining currently approved antibiotics for CF including tobramycin, ciprofloxacin, and colistin E with 20p, which showed obvious antibacterial synergy to overcome antibiotics resistance in multidrug-resistant P. aeruginosa biofilms. The result indicates that compound 20p may be used in the future as a potentially novel antibacterial synergist candidate for the treatment of P. aeruginosa infections.


Subject(s)
Anti-Bacterial Agents/pharmacology , Drug Resistance, Multiple, Bacterial/drug effects , Pseudomonas aeruginosa/drug effects , Quorum Sensing/drug effects , Animals , Biofilms/drug effects , Cell Line , Cell Survival/drug effects , Colony Count, Microbial , Drug Synergism , Microbial Sensitivity Tests , Pseudomonas Infections/microbiology , Pyocyanine/antagonists & inhibitors , Pyridines/chemical synthesis , Pyridines/pharmacology , Quinolones/metabolism , Zebrafish
3.
Pharmaceutics ; 15(1)2022 Dec 23.
Article in English | MEDLINE | ID: mdl-36678678

ABSTRACT

The drug discovery process is a rocky path that is full of challenges, with the result that very few candidates progress from hit compound to a commercially available product, often due to factors, such as poor binding affinity, off-target effects, or physicochemical properties, such as solubility or stability. This process is further complicated by high research and development costs and time requirements. It is thus important to optimise every step of the process in order to maximise the chances of success. As a result of the recent advancements in computer power and technology, computer-aided drug design (CADD) has become an integral part of modern drug discovery to guide and accelerate the process. In this review, we present an overview of the important CADD methods and applications, such as in silico structure prediction, refinement, modelling and target validation, that are commonly used in this area.

4.
Eur J Pharm Sci ; 140: 105058, 2019 Dec 01.
Article in English | MEDLINE | ID: mdl-31472255

ABSTRACT

The biofilm formation of Pseudomonas aeruginosa (P. aeruginosa) is regulated by a phenomenon of quorum sensing (QS). With 5-hydroxyl-3,4-halogenated-5H-furan-2-ones as beginning, analogs bearing alkyl chains, vinyl bromide, or aromatic rings were designed and synthesized. The minimum inhibitory concentration (MIC) of the compounds against P. aeruginosa was assayed and the biofilm inhibition ratio was determined at different concentrations lower than the MIC. C-5 aromatic substituted furanones showed remarkable biofilm formation as well as inhibition of virulence factor production in P. aeruginosa. Fluorescence report analysis identified the QS regulatory mechanism of the most active compound 29. This study provides us a novel candidate for combating drug resistant bacteria strains by merely inhibiting biofilm formation. Without suppressing the regular life cycle of the bacteria, bacterial resistance mechanisms may not be activated.


Subject(s)
Furans/chemistry , Furans/pharmacology , Pseudomonas aeruginosa/drug effects , Quorum Sensing/drug effects , Animals , Biofilms/drug effects , Cell Survival/drug effects , Halogenation , Mice , Microbial Sensitivity Tests , RAW 264.7 Cells , Virulence Factors/metabolism
5.
J Sep Sci ; 42(11): 1980-1989, 2019 Jun.
Article in English | MEDLINE | ID: mdl-30945464

ABSTRACT

A novel strategy was successfully developed for screening trypsin inhibitors in traditional Chinese medicines based on monolithic capillary immobilized enzyme reactors combined with liquid chromatography-tandem mass spectrometry. Organic polymer based monolithic enzyme reactors were firstly prepared by covalently bonding trypsin to a poly(glycidyl methacrylate-co-poly (ethylene glycol) diacrylate) monolith by the ring-opening reaction of epoxy groups. The activity and kinetic parameters of the obtained monolithic trypsin reactors were systematically evaluated using micro-liquid chromatography. Fourier transform infrared spectroscopy and scanning electron microscopy were also used to characterize the monolithic trypsin reactors. The resulting functional and denatured monolithic trypsin reactors were applied as affinity solid-phase extraction columns, and offline coupled with a liquid chromatography-tandem mass spectrometry system to construct a binding affinity screening platform. Subsequently, the proposed platform was applied for screening trypsin binders in a Scutellaria baicalensis Georgi extract. Three compounds, namely scutellarin, baicalin, and wogonoside were identified, and their inhibitory activities were further confirmed via an in vitro enzymatic inhibition assay. Additionally, molecular docking was also performed to study the interactions between trypsin and these three compounds.


Subject(s)
Drug Evaluation, Preclinical/methods , Drugs, Chinese Herbal/chemistry , Plants, Medicinal/chemistry , Scutellaria baicalensis/chemistry , Trypsin Inhibitors/chemistry , Bioreactors , Chromatography, Liquid , Drug Evaluation, Preclinical/instrumentation , Enzymes, Immobilized/chemistry , Mass Spectrometry , Molecular Docking Simulation , Trypsin/chemistry
6.
Bioorg Med Chem Lett ; 28(20): 3391-3394, 2018 11 01.
Article in English | MEDLINE | ID: mdl-30181060

ABSTRACT

Arenobufagin is a naturally occurring bufadienolide showing promising antitumor activity accompanied however with apparent cardiac toxicity. Following the recent discovery that oxidative damage possibly be an important cause of the cardiac toxicity of cardenolides, a strategy fusing the antitumor agent arenobufagin with a benzoisoselenazol fragment, a reactive oxygen species (ROS) scavenger, has been developed. Six novel hybrids were synthesized and their ROS scavenging activities as well as their in vitro cytotoxicity against the human hepatocellular carcinoma cell line HepG2, an adriamycin-resistant subline HepG2/ADM, and the human myocardial cell line AC16 were evaluated. The results indicate that the hybrids exhibit various degrees of in vitro ROS scavenging activities, and weaker cytotoxicity than that of arenobufagin against the myocardial cell line AC16. These findings suggest the feasibility of a strategy in which the cardiotoxicity of the potential antitumor agent arenobufagin is reduced.


Subject(s)
Antineoplastic Agents/pharmacology , Bufanolides/pharmacology , Cardiotoxicity/prevention & control , Free Radical Scavengers/pharmacology , Organoselenium Compounds/pharmacology , Antineoplastic Agents/chemical synthesis , Antineoplastic Agents/chemistry , Antineoplastic Agents/toxicity , Bufanolides/chemical synthesis , Bufanolides/chemistry , Bufanolides/toxicity , Cell Line, Tumor , Drug Design , Free Radical Scavengers/chemical synthesis , Free Radical Scavengers/chemistry , Free Radical Scavengers/toxicity , Humans , Molecular Structure , Myocytes, Cardiac/pathology , Organoselenium Compounds/chemical synthesis , Organoselenium Compounds/chemistry , Organoselenium Compounds/toxicity , Reactive Oxygen Species/metabolism
7.
Medchemcomm ; 9(1): 181-188, 2018 Jan 01.
Article in English | MEDLINE | ID: mdl-30108912

ABSTRACT

Strigolactones (SLs) are a novel class of plant hormones with enormous potential for the prevention and treatment of inflammation. To further investigate the anti-inflammatory activities of SLs, a representative SL, GR24, and the reductive products of its D-ring were synthesized and their anti-inflammatory activities were fully evaluated on both in vitro and in vivo models. Among these compounds, the two most active optical isomers (2a and 6a) demonstrated strong inhibitory activity on the release of inflammatory cytokines, including nitric oxide (NO), tumor necrosis factor-alpha (TNF-α), and interleukin-6 (IL-6) by blocking the nuclear factor kappa B (NF-κB) and mitogen-activated protein kinase (MAPK) signaling pathways; they also greatly inhibited the migration of neutrophils and macrophages in fluorescent protein labeled zebrafish larvae. These results identified the promising anti-inflammatory effects of SLs, and suggested that both the absolute configuration of SL and the α,ß-unsaturated D-ring structure are essential for the observed anti-inflammatory activity.

8.
Eur J Med Chem ; 144: 164-178, 2018 Jan 20.
Article in English | MEDLINE | ID: mdl-29268132

ABSTRACT

Bacterial quorum-sensing (QS) can cause bacterial biofilm formation, thus induce antibiotic resistance and inflammation in chronic bacterial infections. A series of novel 4-arylamidobenzyl substituted 5-bromomethylene-2(5H)-furanones were designed by introducing of brominated furanones into rosiglitazone skeleton, and their potential application in the treatment of chronic bacterial infection was evaluated with regard to their disruption of quorum sensing and anti-inflammatory activities in vitro as well as in animal infection model. Compound 2e displayed both potent QS inhibitory activity and anti-inflammatory activity. Further mechanism studies revealed that the biological effects of 2e and 2k could be attributed, at least in part, to their interaction with PPARγ, and consequent suppression of the activation of NF-κB and MAPK cascades. Importantly, pretreatment with 2e significantly protects mice from lethal-dose LPS challenge. Thus, these data suggest that the dual effective derivative 2e may serve as a valuable candidate for the treatment of chronic bacterial infection.


Subject(s)
4-Butyrolactone/analogs & derivatives , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/pharmacology , Anti-Inflammatory Agents/chemistry , Anti-Inflammatory Agents/pharmacology , Pseudomonas aeruginosa/drug effects , 4-Butyrolactone/chemistry , 4-Butyrolactone/pharmacology , Animals , Anti-Bacterial Agents/therapeutic use , Anti-Inflammatory Agents/therapeutic use , Chronic Disease , Humans , Lipopolysaccharides/immunology , Male , Mice , Molecular Docking Simulation , NF-kappa B/immunology , Nitric Oxide/immunology , PPAR gamma/immunology , Pseudomonas Infections/drug therapy , Pseudomonas Infections/immunology , Pseudomonas Infections/microbiology , Pseudomonas aeruginosa/immunology , Pseudomonas aeruginosa/physiology , Quorum Sensing/drug effects , RAW 264.7 Cells
9.
Sci Rep ; 7(1): 11525, 2017 09 14.
Article in English | MEDLINE | ID: mdl-28912450

ABSTRACT

Drug resistance caused by excessive and indiscriminate antibiotic usage has become a serious public health problem. The need of finding new antibacterial drugs is more urgent than ever before. Tyrosyl-tRNA synthase was proved to be a potent target in combating drug-resistant bacteria. In silico methodologies including molecular docking and 3D-QSAR were employed to investigate a series of newly reported tyrosyl-tRNA synthase inhibitors of furanone derivatives. Both internal and external cross-validation were conducted to obtain high predictive and satisfactory CoMFA model (q 2 = 0.611, r 2pred = 0.933, r 2m = 0.954) and CoMSIA model (q 2 = 0.546, r 2pred = 0.959, r 2m = 0.923). Docking results, which correspond with CoMFA/CoMSIA contour maps, gave the information for interactive mode exploration. Ten new molecules designed on the basis of QSAR and docking models have been predicted more potent than the most active compound 3-(4-hydroxyphenyl)-4-(2-morpholinoethoxy)furan-2(5H)-one (15) in the literatures. The results expand our understanding of furanones as inhibitors of tyrosyl-tRNA synthase and could be helpful in rationally designing of new analogs with more potent inhibitory activities.


Subject(s)
Amino Acyl-tRNA Synthetases/antagonists & inhibitors , Amino Acyl-tRNA Synthetases/chemistry , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Molecular Docking Simulation , Furans/chemistry , Furans/pharmacology , Models, Molecular , Quantitative Structure-Activity Relationship
10.
Eur J Med Chem ; 127: 187-199, 2017 Feb 15.
Article in English | MEDLINE | ID: mdl-28063351

ABSTRACT

In this study, two series of novel 4-(4-substituted amidobenzyl)furan-2(5H)-one derivatives containing an α,ß-unsaturated lactone fragment were synthesized and screened for Topo I inhibition and antitumor activity. The topoisomerase I inhibitory activities and cytotoxicities against three human cancer cell lines (MCF-7,Hela,A549) were evaluated. The results revealed that series 2, compounds bearing an exocyclic double bond on the furanone ring, generally showed more potent activity than series 1, compounds lacking an exocyclic double bond. Several compounds of series 2 possess significant Topo I inhibitory activity and potent antiproliferative activity against cancer cell lines. Further mechanism studies of the most active compound of series 2 (B-15) indicated that synthetic compounds can not only stabilize the drug-enzyme-DNA covalent ternary complex as well as camptothecin, but also interfere with the binding between Topo I and DNA. The binding patterns of these compounds with Topo I and structure-activity relationships are discussed.


Subject(s)
Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , DNA Topoisomerases, Type I/metabolism , Furans/chemistry , Furans/pharmacology , Topoisomerase I Inhibitors/chemistry , Topoisomerase I Inhibitors/pharmacology , Antineoplastic Agents/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , DNA Cleavage/drug effects , DNA Topoisomerases, Type I/chemistry , Dose-Response Relationship, Drug , Drug Design , Furans/metabolism , Humans , Molecular Docking Simulation , Nucleic Acid Conformation , Protein Conformation , Structure-Activity Relationship , Topoisomerase I Inhibitors/metabolism
11.
Food Chem ; 216: 282-8, 2017 Feb 01.
Article in English | MEDLINE | ID: mdl-27596421

ABSTRACT

Camellia sinensis var. puanensis Kurihara (Puan tea) is a kind of ancient tea plant newly found in Jiangxipo and the surrounding areas of Puan County (Guizhou, China). People there always believe that drinking Puan tea is beneficial to the promotion of health and prevention of diseases. However, detailed information on its compositions has not been reported. Therefore, in this study, the varieties and contents of purine alkaloids and polyphenols in Puan tea were identified and determined by HPLC and UFLC-Q-TOF-MS/MS. Our results showed that theacrine, but not caffeine, was the dominated purine alkaloid detected in Puan tea. Meanwhile, Puan tea contained B-type procyanidin dimer, trimer and dimer monogallate, which were not detected in Camellia sinensis, Camellia ptilophylla and Camellia assamica var. kucha. The obtained results could support the local uses of Puan tea in health and nutrition and contribute to the research of tea variety.


Subject(s)
Camellia sinensis/chemistry , Tandem Mass Spectrometry/methods , Tea/chemistry , Uric Acid/analogs & derivatives , Alkaloids/analysis , Caffeine/analysis , China , Chromatography, High Pressure Liquid/methods , Chromatography, High Pressure Liquid/standards , Humans , Plant Leaves , Polyphenols/analysis , Tandem Mass Spectrometry/standards , Uric Acid/analysis
12.
Sci Rep ; 6: 34387, 2016 10 03.
Article in English | MEDLINE | ID: mdl-27694956

ABSTRACT

The extraordinary hypolipidemic effects of polyphenolic compounds from tea have been confirmed in our previous study. To gain compounds with more potent activities, using the conformations of the most active compound revealed by molecular docking, a 3D-QSAR pancreatic lipase inhibitor model with good predictive ability was established and validated by CoMFA and CoMISA methods. With good statistical significance in CoMFA (r2cv = 0.622, r2 = 0.956, F = 261.463, SEE = 0.096) and CoMISA (r2cv = 0.631, r2 = 0.932, F = 75.408, SEE = 0.212) model, we summarized the structure-activity relationship between polyphenolic compounds and pancreatic lipase inhibitory activities and find the bulky substituents in R2, R4 and R5, hydrophilic substituents in R1 and electron withdrawing groups in R2 are the key factors to enhance the lipase inhibitory activities. Under the guidance of the 3D-QSAR results, (2R,3R,2'R,3'R)-desgalloyloolongtheanin-3,3'-O-digallate (DOTD), a potent lipase inhibitor with an IC50 of 0.08 µg/ml, was obtained from EGCG oxidative polymerization catalyzed by crude polyphenol oxidase. Furthermore, DOTD was found to inhibit lipid absorption in olive oil-loaded rats, which was related with inhibiting the activities of lipase in the intestinal mucosa and contents.


Subject(s)
Enzyme Inhibitors/chemistry , Lipase/antagonists & inhibitors , Molecular Docking Simulation , Pancreas/enzymology , Polyphenols/chemistry , Tea/chemistry , Animals , Enzyme Inhibitors/pharmacology , Lipase/chemistry , Lipase/metabolism , Male , Polyphenols/pharmacology , Rats , Rats, Sprague-Dawley
13.
Eur J Med Chem ; 122: 149-163, 2016 Oct 21.
Article in English | MEDLINE | ID: mdl-27344492

ABSTRACT

DNA topoisomerase I (Topo I) has been validated as a target for anticancer agents. In this study, a series of novel securinine derivatives bearing ß'-hydroxy-α,ß-unsaturated ketone moiety were designed and synthesized via a Baylis-Hillman reaction for screening as Topo I inhibitors and antitumor agents. Their topoisomerase I inhibitory activity as well as their cytotoxicity against four human cancer cell lines (A549, HeLa, HepG2, SH-SY5Y) were evaluated, and two pairs of diastereomers 4a-1 and 4a-6 with significant Topo I inhibitory activity and potent anti-proliferative activity against cancer cell lines were identified. The diastereomers were separated, and absolute configurations of five pairs of diastereomers were identified based on X-ray crystallographic analysis and circular dichroism (CD) spectra analysis. Further mechanism studies of the most active compounds 4a-1-R and 4a-1-S indicated that this kind of securinine derivative exhibits a different inhibitory mechanism from that of camptothecin, an established Topo I inhibitor. Unlike camptothecin, compounds 4a-1-R and 4a-1-S specifically inhibits the combination of Topo I and DNA rather than forming the drug-enzyme-DNA covalent ternary complex. In addition, molecular docking and molecular dynamic studies revealed the binding patterns of these compounds with Topo I.


Subject(s)
Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Azepines/chemistry , Azepines/pharmacology , DNA Topoisomerases, Type I/metabolism , Heterocyclic Compounds, Bridged-Ring/chemistry , Heterocyclic Compounds, Bridged-Ring/pharmacology , Lactones/chemistry , Lactones/pharmacology , Piperidines/chemistry , Piperidines/pharmacology , Topoisomerase I Inhibitors/chemistry , Topoisomerase I Inhibitors/pharmacology , Cell Line, Tumor , Cell Proliferation/drug effects , DNA Cleavage/drug effects , DNA Topoisomerases, Type I/chemistry , Drug Design , Humans , Models, Molecular , Protein Conformation , Structure-Activity Relationship
14.
Talanta ; 152: 259-68, 2016 May 15.
Article in English | MEDLINE | ID: mdl-26992519

ABSTRACT

In order to investigate the effect of the linking spacer on the enantioseparation ability of ß-cyclodextrin (ß-CD) functionalized polymeric monoliths, three ß-CD-functionalized organic polymeric monoliths with different spacer lengths were prepared by using three amino-ß-CDs, i.e. mono-6-amino-6-deoxy-ß-CD, mono-6-ethylenediamine-6-deoxy-ß-CD, mono-6-hexamethylenediamine-6-deoxy-ß-CD, as starting materials. These amino-ß-CDs reacted with glycidyl methacrylate to produce functional monomers which were then copolymerized with ethylene dimethacrylate. The enantioseparation ability of the three monoliths was evaluated using 14 chiral acidic compounds, including mandelic acid derivatives, nonsteroidal anti-inflammatory drugs, N-derivatized amino acids, and chiral herbicides under optimum chromatographic conditions. Notably, the poly(GMA-NH2-ß-CD-co-EDMA) column provides higher enantioresolution and enantioselectivity than the poly(GMA-EDA-ß-CD-co-EDMA) and poly(GMA-HDA-ß-CD-co-EDMA) columns for most tested chiral analytes. Furthermore, the enantioseparation performance of triazole-linker containing monoliths was compared to that of ethylenediamine-linker containing monoliths. The results indicate that the enantioselectivity of ß-CD monolithic columns is strongly related to the length and type of spacer tethering ß-CD to the polymeric support.


Subject(s)
Chromatography, High Pressure Liquid/instrumentation , Epoxy Compounds/chemistry , Methacrylates/chemistry , beta-Cyclodextrins/chemistry , Amination , Amino Acids/chemistry , Anti-Inflammatory Agents, Non-Steroidal/chemistry , Ethylenediamines/chemistry , Mandelic Acids/chemistry , Methylmethacrylates/chemistry , Polymerization , Stereoisomerism , Triazoles/chemistry
15.
Drug Des Devel Ther ; 9: 1743-59, 2015.
Article in English | MEDLINE | ID: mdl-25848211

ABSTRACT

Factor IXa (FIXa), a blood coagulation factor, is specifically inhibited at the initiation stage of the coagulation cascade, promising an excellent approach for developing selective and safe anticoagulants. Eighty-four amidinobenzothiophene antithrombotic derivatives targeting FIXa were selected to establish three-dimensional quantitative structure-activity relationship (3D-QSAR) and three-dimensional quantitative structure-selectivity relationship (3D-QSSR) models using comparative molecular field analysis and comparative similarity indices analysis methods. Internal and external cross-validation techniques were investigated as well as region focusing and bootstrapping. The satisfactory q (2) values of 0.753 and 0.770, and r (2) values of 0.940 and 0.965 for 3D-QSAR and 3D-QSSR, respectively, indicated that the models are available to predict both the inhibitory activity and selectivity on FIXa against Factor Xa, the activated status of Factor X. This work revealed that the steric, hydrophobic, and H-bond factors should appropriately be taken into account in future rational design, especially the modifications at the 2'-position of the benzene and the 6-position of the benzothiophene in the R group, providing helpful clues to design more active and selective FIXa inhibitors for the treatment of thrombosis. On the basis of the three-dimensional quantitative structure-property relationships, 16 new potent molecules have been designed and are predicted to be more active and selective than Compound 33, which has the best activity as reported in the literature.


Subject(s)
Amidines/pharmacology , Anticoagulants/pharmacology , Drug Design , Factor Xa Inhibitors/pharmacology , Factor Xa/metabolism , Thiophenes/pharmacology , Amidines/chemistry , Anticoagulants/chemistry , Factor Xa Inhibitors/chemistry , Humans , Models, Molecular , Molecular Structure , Structure-Activity Relationship , Thiophenes/chemistry
16.
PLoS One ; 9(4): e93704, 2014.
Article in English | MEDLINE | ID: mdl-24722522

ABSTRACT

Several small-molecule CDK inhibitors have been identified, but none have been approved for clinical use in the past few years. A new series of 4-[(3-hydroxybenzylamino)-methylene]-4H-isoquinoline-1,3-diones were reported as highly potent and selective CDK4 inhibitors. In order to find more potent CDK4 inhibitors, the interactions between these novel isoquinoline-1,3-diones and cyclin-dependent kinase 4 was explored via in silico methodologies such as 3D-QSAR and docking on eighty-one compounds displaying potent selective activities against cyclin-dependent kinase 4. Internal and external cross-validation techniques were investigated as well as region focusing, bootstraping and leave-group-out. A training set of 66 compounds gave the satisfactory CoMFA model (q2 = 0.695, r2 = 0.947) and CoMSIA model (q2 = 0.641, r2 = 0.933). The remaining 15 compounds as a test set also gave good external predictive abilities with r2pred values of 0.875 and 0.769 for CoMFA and CoMSIA, respectively. The 3D-QSAR models generated here predicted that all five parameters are important for activity toward CDK4. Surflex-dock results, coincident with CoMFA/CoMSIA contour maps, gave the path for binding mode exploration between the inhibitors and CDK4 protein. Based on the QSAR and docking models, twenty new potent molecules have been designed and predicted better than the most active compound 12 in the literatures. The QSAR, docking and interactions analysis expand the structure-activity relationships of constrained isoquinoline-1,3-diones and contribute towards the development of more active CDK4 subtype-selective inhibitors.


Subject(s)
Cyclin-Dependent Kinase 4/genetics , Isoquinolines/chemistry , Molecular Docking Simulation , Quantitative Structure-Activity Relationship , Adenosine Triphosphate/chemistry , Algorithms , Computational Biology , Humans , Hydrogen Bonding , Inhibitory Concentration 50 , Ligands , Models, Statistical , Protein Binding , Protein Kinase Inhibitors/chemistry , Static Electricity , Structure-Activity Relationship
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