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Enzymatic site-specific bioconjugation techniques, in particular sortase-mediated ligation, are increasingly used to generate conjugated proteins for a wide array of applications. Extension of the utility and practicality of sortagging for diverse purposes is critically dependent on further improvement of the efficiency of sortagging reactions with a wider structural variety of substrates. We present a comprehensive comparative mass spectrometry screening study of synthetic nonpeptidic incoming amine nucleophile substrates of Staphylococcus aureus Sortase A enzyme. We have identified the optimal structural motifs among the chemically diverse set of 452 model primary and secondary amine-containing sortagging substrates, and we demonstrate the utility of representative amine linkers for efficient C-terminal biotinylation of nanobodies.
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Xanthine oxidase is a known therapeutic target for the treatment of hyperuricemia and related diseases. Despite the availability of current drugs such as allopurinol and febuxostat, the search for new compounds to effectively inhibit this enzyme remains relevant. In our study, 75 virtual structures of 4-(5-aminosubstituted-4-cyanooxazol-2-yl)benzoic acids with structural similarity to febuxostat were designed for evaluation of their potency against xanthine oxidase. After molecular docking simulations, eight compounds were selected for synthesis and in vitro testing. The synthesized compounds were found to exhibit in vitro xanthine oxidase inhibitory activity in the nanomolar concentration range. The most effective inhibitors with 4-benzylpiperidin-1-yl or 1,2,3,4-tetrahydroisoquinolin-2-yl substituents at position 5 of the oxazole ring had IC50 values close to that of febuxostat. The kinetic data suggest a mixed-type inhibition when the inhibitor binds preferentially to the free enzyme rather than to the enzyme-substrate complex. Molecular docking and molecular dynamic simulations were carried out to get insight into the key interactions of the inhibitors bound to the xanthine oxidase active site.
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Seven TPP+ new 5-sulfanyl substituted (thiazol-4-yl) phosphonium salts functionalized with different substituents were designed, synthesized, and studied against the NCI-60 human cancer cell lines. Compounds 1-4 show the total average parameters GI50=0.7-2.7â µM, TGI=7.0-14.6â µM, and LC50=25.2-41.8â µM, and compounds 5-7 show GI50=0.3-0.5â µM, TGI=1.3-3.1â µM, and LC50=3.6-4.0â µM. The most active compound 7 demonstrated the best anticancer results against leukemia (K-562, GI50=0.141â µM; RPMI-8226, GI50=0.143â µM), ovarian cancer (NCI/ADR-RES, GI50=0.142â µM), breast cancer (HS578T, GI50=0.175â µM; MDA-MB-468, GI50=0.101â µM), melanoma (SK-MEL-5, GI50=0.155â µM), and colon cancer (COLO 205, GI50=0.163â µM). All compounds showed low cytotoxicity against the leukemia subpanel (LC50>100â µM). The SAR analysis reveals the critical role of the substitutes at the thiazole C2 and C5 positions. Adding the phenyl, p-tolyl, or 4-chlorophenyl group to the C2 position in compounds 5-7 increases anticancer effectiveness. According to the NCI COMPARE analysis, compounds 2-3 showed a very high (r=0.92, 0.81) correlation with morpholino-doxorubicin. Molecular docking-analyzing the antitumor mechanism of compounds 1-4 action demonstrated that the DNA chain is a probable biotarget. The ADMET analysis acknowledges the favorable prognosis using compounds as potential anticancer agents.
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A novel series of N-(4-cyano-1,3-oxazol-5-yl)sulfonamides have been synthesized and characterized by IR, 1 H NMR, 13 C NMR spectroscopy, elemental analysis and chromato-mass-spectrometry. The anticancer activities of all newly synthesized compounds were evaluated via a single high-dose assay (10â µM) against 60 cancer cell lines by the National Cancer Institute (USA) according to its screening protocol. Among them, compounds 2 and 10 exhibited the highest activity against the 60 cancer cell lines panel in the one-dose assay. Compounds 2 and 10 showed inhibitory activity within the GI50 parameter and in five dose analyses. However, their cytostatic activity was only observed against some cancer cell lines, and cytotoxic concentration was outside the maximum used, i. e., >100â µM. The COMPARE analysis showed that the average graphs of the tested compounds have a moderate positive correlation with compounds with the L-cysteine analog and vinblastine (GI50 ) as well as paclitaxel (TGI), which target microtubules. Therefore, disruption of microtubule formation may be one of the mechanisms of the anticancer activity of the tested compounds, especially since among tubulin inhibitors with antitumor activity, compounds with an oxazole motif are widely represented. Therefore, N-(4-cyano-1,3-oxazol-5-yl)sulfonamides may be promising for further functionalization to obtain more active compounds.
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Antineoplásicos , Neoplasias , Antineoplásicos/química , Línea Celular Tumoral , Proliferación Celular , Ensayos de Selección de Medicamentos Antitumorales , Detección Precoz del Cáncer , Estructura Molecular , Relación Estructura-Actividad , Sulfanilamida/farmacología , Sulfonamidas/química , HumanosRESUMEN
The recyclizations of 5-amino- and 5-hydrazine-1,3-oxazoles mainly with electron-withdrawing group in 4th position are considered. The chemical behavior of these heterocycles is due to the presence of two hidden amide fragments; therefore, the recyclization processes include a stage of nucleophile attack on 2nd or 5th position of the oxazole cycle. When the nitrile group is present in 4th position, it is often involved in the recyclization forming α-aminoazoles. 5-Amino/hydrazine-1,3-oxazoles undergo recyclization both in nucleophilic (amines, hydrazine, thionating agents) and electrophilic medium ((trifluoro)acetic acid, other acylating agents). The numerous types of functionalized heterocycles can be easily obtained with the usage of these recyclizations, such as the derivatives of 3-amino-6,7-dihydro-5H-pyrrolo[1,2-a]imidazole, imidazolidine-2,4-dione, 1H-pyrazole-3,4,5-triamine, 5,6-diamino-2,3-diphenylpyrimidin-4(3H)-one, 2-(2-R-7-oxo-5-(trifluoromethyl)oxazolo[5,4-d]pyrimidin-6(7H)-yl)acetic acid, 2-R-4-(5-R'-1,3,4-oxadiazol-2-yl)oxazol-5-amine, (amino(5-amino-1,3,4-thiadiazol-2-yl)methyl)phosphonate.
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A series of 1,3-oxazolo[4,5-d]pyrimidine and 1,3-oxazolo[5,4-d]pyrimidine derivatives were synthesized and functionalized in this study. The obtained compounds were tested against breast cancer cell lines of the NCI subpanel, followed by further analysis using the COMPARE algorithm from the Therapeutics Development Program, NCI. All synthesized derivatives displayed activity against most cell lines in the range of micromolar concentrations in terms of all parameters studied. Oxazolopyrimidine 5 exhibited the highest antitumor activity. A standard COMPARE analysis of the compounds showed that the vectors of the cytotoxic activity of derivatives 10 and 11 displayed a close to very high correlation with tamoxifen, and oxazolopyrimidine 13 displayed a very high correlation with the same drug. Five derivatives (2, 4, 6, 11 and 13) showed a high correlation with aclacinomycin A in the TGI vector. At the same time, compound 1 effectively suppressed ADK in cultured MDA-MB 231 cell lines, indicating that ADK is one of its targets through which it exerts anticancer properties. Based on molecular docking results, the possible binding mode of oxazolopyrimidine 1 to ADK has been suggested.
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A novel series of 5-sulfinyl(sulfonyl)-4-arylsulfonyl-substituted 1,3-oxazoles has been synthesized, characterized and subjected to NCI inâ vitro assessment. Cancer cell lines of all subpanels were most sensitive to 2-{[4-[(4-fluorophenyl)sulfonyl]-2-(2-furyl)-1,3-oxazol-5-yl]sulfinyl}acetamide (3 l). Its antiproliferative and cytotoxic activity averaged over each subpanel was manifested in a very narrow range of concentrations (GI50 : 1.64-1.86â µM, TGI: 3.16-3.81â µM and LC50 : 5.53-7.27â µM), i. e. practically did not depend on the origin of the cancer cell line. The COMPARE matrix using TGI vector showed a high positive correlation of 3 l (r=0.88) with the intercalating agent aclarubicin, which inhibits topoisomerases. The absence in the database of standard agents that have a high correlation with the cytotoxicity of this compound suggests that it may have a unique mechanism of action. According to the results of the docking analysis, the most promising anticancer target for compound 3 l is DNA topoisomerase IIß. The obtained results indicate the anticancer activity of 5-sulfinyl(sulfonyl)-4-arylsulfonyl-substituted 1,3-oxazoles, which may be useful for the development of new anticancer drugs. 2-{[4-[(4-Fluorophenyl)sulfonyl]-2-(2-furyl)-1,3-oxazol-5-yl]sulfinyl}acetamide (3 l), as the most active, can be recommended for further in-depth studies.
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Antineoplásicos , Oxazoles , Línea Celular Tumoral , Oxazoles/farmacología , Antineoplásicos/farmacología , Relación Estructura-Actividad , Ensayos de Selección de Medicamentos Antitumorales , Proliferación CelularRESUMEN
Varicella zoster virus (VZV) infection causes severe disease such as chickenpox, shingles, and postherpetic neuralgia, often leading to disability. Reactivation of latent VZV is associated with a decrease in specific cellular immunity in the elderly and in patients with immunodeficiency. However, due to the limited efficacy of existing therapy and the emergence of antiviral resistance, it has become necessary to develop new and effective antiviral drugs for the treatment of diseases caused by VZV, particularly in the setting of opportunistic infections. The goal of this work is to identify potent oxazole derivatives as anti-VZV agents by machine learning, followed by their synthesis and experimental validation. Predictive QSAR models were developed using the Online Chemical Modeling Environment (OCHEM). Data on compounds exhibiting antiviral activity were collected from the ChEMBL and uploaded in the OCHEM database. The predictive ability of the models was tested by cross-validation, giving coefficient of determination q2 = 0.87-0.9. The validation of the models using an external test set proves that the models can be used to predict the antiviral activity of newly designed and known compounds with reasonable accuracy within the applicability domain (q2 = 0.83-0.84). The models were applied to screen a virtual chemical library with expected activity of compounds against VZV. The 7 most promising oxazole derivatives were identified, synthesized, and tested. Two of them showed activity against the VZV Ellen strain upon primary in vitro antiviral screening. The synthesized compounds may represent an interesting starting point for further development of the oxazole derivatives against VZV. The developed models are available online at OCHEM http://ochem.eu/article/145978 and can be used to virtually screen for potential compounds with anti-VZV activity.
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A novel series of 1,3-oxazol-4-yltriphenylphosphonium salts has been synthesized and functionalized. Oxazole derivatives were subjected to NCI inâ vitro assessment. Seven most active derivatives have been selected for five-dose assay. Among them, compounds 9 ([2-(4-methylphenyl)-5-[(4-methylphenyl)sulfanyl]-1,3-oxazol-4-yl]triphenylphosphonium perchlorate), 1 ([5-(4-methylphenyl)amino]-2-phenyl-1,3-oxazol-4-yl]triphenylphosphonium perchlorate) and 4 ([5-phenyl-2-[(4-methylphenyl)amino]-1,3-oxazol-4-yl]triphenylphosphonium perchlorate) were the most active against all tested cancer subpanels. Statistical analysis of the total panel data showed average values of parameters of anticancer activity in the range of 0.3-1.1â µM (GI50 ), 1.2-2.5â µM (TGI) and 5-6â µM (LC50 ). It was found that the presence of phenyl or 4-methylphenyl groups at C(2) and C(5) in the oxazole ring is of critical importance for the manifestation of the anticancer activity. Matrix COMPARE analysis using LC50 vector showed a high positive correlation of compound 9 with standard anticancer agents that can directly disrupt mitochondrial function, causing programmed death of cancer cells. The obtained results indicate the anticancer activity of 1,3-oxazol-4-ylphosphonium salts, which could be useful for developing new anticancer drugs. The most active of them can be recommended for further in-depth studies and synthesis of new derivatives with antitumor activity on their basis.
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Antineoplásicos , Sales (Química) , Sales (Química)/farmacología , Percloratos , Relación Estructura-Actividad , Antineoplásicos/farmacología , Oxazoles/farmacología , Línea Celular Tumoral , Ensayos de Selección de Medicamentos AntitumoralesRESUMEN
A previously developed model to predict antibacterial activity of ionic liquids against a resistant A. baumannii strain was used to assess activity of phosphonium ionic liquids. Their antioxidant potential was additionally evaluated with newly developed models, which were based on public data. The accuracy of the models was rigorously evaluated using cross-validation as well as test set prediction. Six alkyl triphenylphosphonium and alkyl tributylphosphonium bromides with the C8, C10, and C12 alkyl chain length were synthesized and tested in vitro. Experimental studies confirmed their activity against A. baumannii as well as showed pronounced antioxidant properties. These results suggest that phosphonium ionic liquids could be promising lead structures against A. baumannii.
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BACKGROUND: The fragment-to-fragment approach for the estimation of the biological affinity of the pharmacophores with biologically active molecules has been proposed. It is the next step in the elaboration of molecular docking and using the quantum-chemical methods for the complex modeling of pharmacophores with biomolecule fragments. METHODS: The parameter φ 0 was used to estimate the contribution of π-electron interactions in biological affinity. It is directly related to the position of the frontier levels and reflects the donor-acceptor properties of the pharmacophores and stabilization energy of the [PharmêBioM] complex Results: By using quantum-chemical calculations, it was found that the stacking interaction of oxazoles with phenylalanine is 7-11 kcal/mol, while the energy of hydrogen bonding of oxazoles with the amino group of lysine is 5-9 kcal/mol. The fragment-to-fragment approach can be applied for the investigation of the dependence of biological affinity on the electronic structure of pharmacophores.c Conclusion: The founded quantum-chemical regularities are confirmed with the structure-activity relationships of substituted oxazoles.
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Electrones , Oxazoles , Enlace de Hidrógeno , Simulación del Acoplamiento Molecular , Oxazoles/química , Oxazoles/farmacología , Relación Estructura-ActividadRESUMEN
An efficient and practical synthetic procedure for libraries of diversified 1,2-dihydrochromeno[2,3-c]pyrrole-3,9-diones using a multicomponent process is presented. A convenient synthetic procedure for obtaining functionalized 3-(2-hydroxyphenyl)-4,5-dihydropyrrolo[3,4-c]pyrazol-6(1H)-ones via ring-opening strategy has also been developed. This protocol was found to be compatible with a wide range of substituents and paves the way for the practical synthesis of title compounds with a broad range of substituents under mild condition. The products can be easily isolated by crystallization without the use of chromatography.
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Pirroles , Estructura MolecularRESUMEN
A series of benzenesulfonamides incorporating pyrazole- and pyridazinecarboxamides decorated with several bulky moieties has been obtained by original procedures. The new derivatives were investigated for the inhibition of four physiologically crucial human carbonic anhydrase (hCA, EC 4.2.2.1.1) isoforms, hCA I and II (cytosolic enzymes) as well as hCA IX and XII (transmembrane, tumor-associated isoforms). Examples of isoform-selective inhibitors were obtained for all four enzymes investigated here, and a computational approach was employed for explaining the observed selectivity, which may be useful in drug design approaches for obtaining inhibitors with pharmacological applications useful as antiglaucoma, diuretic, antitumor or anti-cerebral ischemia drugs.
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Anhidrasas Carbónicas , Proteínas de Neoplasias/antagonistas & inhibidores , Neoplasias/enzimología , Sulfonamidas , Inhibidores de Anhidrasa Carbónica/química , Inhibidores de Anhidrasa Carbónica/farmacología , Humanos , Isoenzimas/antagonistas & inhibidores , Pirazoles/química , Pirazoles/farmacología , Sulfonamidas/química , Sulfonamidas/farmacología , BencenosulfonamidasRESUMEN
The problem of designing new antiviral drugs against Human Cytomegalovirus (HCMV) was addressed using the Online Chemical Modeling Environment (OCHEM). Data on compound antiviral activity to human organisms were collected from the literature and uploaded in the OCHEM database. The predictive ability of the regression models was tested through cross-validation, giving coefficient of determination q2 = 0.71-0.76. The validation of the models using an external test set proved that the models can be used to predict the activity of newly designed compounds with reasonable accuracy within the applicability domain (q2 = 0.70-0.74). The models were applied to screen a virtual chemical library of imidazole derivatives, which was designed to have antiviral activity. The six most promising compounds were identified, synthesized and their antiviral activities against HCMV were evaluated in vitro. However, only two of them showed some activity against the HCMV AD169 strain.
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Citomegalovirus , Relación Estructura-Actividad Cuantitativa , Antibacterianos/química , Antivirales/farmacología , Humanos , Imidazoles/química , Imidazoles/farmacología , Aprendizaje AutomáticoRESUMEN
Carbonic Anhydrases (CAs) are ubiquitous metalloenzymes involved in several disease conditions. There are 15 human CA (hCA) isoforms and their high homology represents a challenge for the discovery of potential drugs devoid of off-target side effects. For this reason, many synthetic and pharmacologic research efforts are underway to achieve the full pharmacological potential of CA modulators of activity. We report here a novel series of sulfanilamide derivatives containing heterocyclic carboxamide moieties which were evaluated as CA inhibitors against the physiological relevant isoforms hCA I, II, IX, and XII. Some of them showed selectivity toward isoform hCA II and hCA XII. Molecular docking was performed for some of these compounds on isoforms hCA II and XII to understand the possible interaction with the active site amino acid residues, which rationalized the reported inhibitory activity.
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The oxazole and pyrimidine rings are widely displayed in natural products and synthetic molecules. They are known as the prime skeletons for drug discovery. On the account of structural and chemical diversity, oxazole and pyrimidine-based molecules, as central scaffolds, not only provide different types of interactions with various receptors and enzymes, showing broad biological activities, but also occupy a core position in medicinal chemistry, showing their importance for development and discovery of newer potential therapeutic agents (Curr Top Med Chem, 16, 2016, 3133; Int J Pharm Pharm Sci, 8, 2016, 8; BMC Chem, 13, 2019, 44). For a long time, relatively little attention has been paid to their fused rings that are oxazolopyrimidines, whose chemical structure is similar to that of natural purines because probably none of these compounds were found in natural products or their biological activities turned out to be unexpressed (Bull Chem Soc Jpn, 43, 1970, 187). Recently, however, a significant number of studies have been published on the biological properties of oxazolo[5,4-d]pyrimidines, showing their significant activity as agonists and antagonists of signaling pathways involved in the regulation of the cell life cycle, whereas oxazolo[4,5-d]pyrimidines, on the contrary, represent a poorly studied class of compounds. Limited access to this scaffold has resulted in a corresponding lack of biological research (Eur J Organ Chem, 18, 2018, 2148). Actually, oxazolo[5,4-d]pyrimidine is a versatile scaffold used for the design of bioactive ligands against enzymes and receptors. This review focuses on biological targets and associated pathogenetic mechanisms, as well as pathological disorders that can be modified by well-known oxazolopyrimidines that have been proven to date. Many molecular details of these processes are omitted here, which the interested reader will find in the cited literature. This work also does not cover the methods for the synthesis of the oxazolopyrimidines, which are exhaustively described by De Coen et al. (Eur J Organ Chem, 18, 2018, 2148). The review as well does not discuss the structure-activity relationship, which is described in detail in the original works and deliberately, whenever possible, cites not primary sources, but mostly relevant review articles, so that the reader who wants to delve into a particular problem will immediately receive more complete information. It is expected that the information presented in this review will help readers better understand the purpose of the development of oxazolopyrimidines and the possibility of their development as drugs for the treatment of a wide range of diseases.
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Antineoplásicos/química , Productos Biológicos/química , Oxazoles/química , Inhibidores de Proteínas Quinasas/química , Pirimidinas/química , Antineoplásicos/farmacología , Productos Biológicos/farmacología , Descubrimiento de Drogas , Ensayos de Selección de Medicamentos Antitumorales , Humanos , Isomerismo , Estructura Molecular , Terapia Molecular Dirigida , Inhibidores de Proteínas Quinasas/farmacología , Pirimidinas/farmacología , Receptor de Adenosina A2A/metabolismo , Receptores de Angiotensina/metabolismo , Transducción de Señal , Relación Estructura-ActividadRESUMEN
Carbonic anhydrases (CAs, EC 4.2.1.1) catalyze the essential reaction of CO2 hydration in all living organisms, being actively involved in the regulation of a plethora of patho/physiological conditions. A series of chromene-based sulfonamides were synthesized and tested as possible CA inhibitors. Their inhibitory activity was assessed against the cytosolic human isoforms hCA I, hCA II and the transmembrane hCA IX and XII. Several of the investigated derivatives showed interesting inhibition activity towards the tumor associate isoforms hCA IX and hCA XII. Furthermore, computational procedures were used to investigate the binding mode of this class of compounds, within the active site of hCA IX.
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Benzopiranos/química , Inhibidores de Anhidrasa Carbónica/farmacología , Anhidrasas Carbónicas/química , Sulfonamidas/farmacología , Inhibidores de Anhidrasa Carbónica/química , Dominio Catalítico , Humanos , Modelos Moleculares , Estructura Molecular , Relación Estructura-Actividad , Sulfonamidas/químicaRESUMEN
Natural products as well as their derivatives play a significant role in the discovery of new biologically active compounds in the different areas of our life especially in the field of medicine. The synthesis of compounds produced from natural products including cytisine is one approach for the wider use of natural substances in the development of new drugs. QSAR modeling was used to predict and select of biologically active cytisine-containing 1,3-oxazoles. The eleven most promising compounds were identified, synthesized and tested. The activity of the synthesized compounds was evaluated using the disc diffusion method against C. albicans M 885 (ATCC 10,231) strain and clinical fluconazole-resistant Candida krusei strain. Molecular docking of the most active compounds as potential inhibitors of the Candida spp. glutathione reductase was performed using the AutoDock Vina. The built classification models demonstrated good stability, robustness and predictive power. The eleven cytisine-containing 1,3-oxazoles were synthesized and their activity against Candida spp. was evaluated. Compounds 10, 11 as potential inhibitors of the Candida spp. glutathione reductase demonstrated the high activity against C. albicans M 885 (ATCC 10,231) strain and clinical fluconazole-resistant Candida krusei strain. The studied compounds 10, 11 present the interesting scaffold for further investigation as potential inhibitors of the Candida spp. glutathione reductase with the promising antifungal properties. The developed models are publicly available online at http://ochem.eu/article/120720 and could be used by scientists for design of new more effective drugs.
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Alcaloides/farmacología , Antifúngicos/farmacología , Candida/efectos de los fármacos , Glutatión Reductasa/antagonistas & inhibidores , Simulación del Acoplamiento Molecular , Oxazoles/farmacología , Alcaloides/síntesis química , Alcaloides/química , Antifúngicos/síntesis química , Antifúngicos/química , Azocinas/síntesis química , Azocinas/química , Azocinas/farmacología , Candida/enzimología , Glutatión Reductasa/metabolismo , Pruebas de Sensibilidad Microbiana , Estructura Molecular , Oxazoles/síntesis química , Oxazoles/química , Relación Estructura-Actividad Cuantitativa , Quinolizinas/síntesis química , Quinolizinas/química , Quinolizinas/farmacologíaRESUMEN
QSAR analysis of a set of previously synthesized phosphonium ionic liquids (PILs) tested against Gram-negative multidrug-resistant clinical isolate Acinetobacter baumannii was done using the Online Chemical Modeling Environment (OCHEM). To overcome the problem of overfitting due to descriptor selection, fivefold cross-validation with variable selection in each step of the model development was applied. The predictive ability of the classification models was tested by cross-validation, giving balanced accuracies (BA) of 76%-82%. The validation of the models using an external test set proved that the models can be used to predict the activity of newly designed compounds with a reasonable accuracy within the applicability domain (BA = 83%-89%). The models were applied to screen a virtual chemical library with expected activity of compounds against MDR Acinetobacter baumannii. The eighteen most promising compounds were identified, synthesized, and tested. Biological testing of compounds was performed using the disk diffusion method in Mueller-Hinton agar. All tested molecules demonstrated high anti-A. baumannii activity and different toxicity levels. The developed classification SAR models are freely available online at http://ochem.eu/article/113921 and could be used by scientists for design of new more effective antibiotics.
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Acinetobacter baumannii/efectos de los fármacos , Antibacterianos/química , Líquidos Iónicos/química , Compuestos Organofosforados/química , Animales , Antibacterianos/farmacología , Simulación por Computador , Crustáceos/efectos de los fármacos , Bases de Datos de Compuestos Químicos , Evaluación Preclínica de Medicamentos , Farmacorresistencia Bacteriana Múltiple , Humanos , Líquidos Iónicos/farmacología , Aprendizaje Automático , Pruebas de Sensibilidad Microbiana , Relación Estructura-Actividad CuantitativaRESUMEN
BACKGROUND: Tuberculosis (TB) is an infection disease caused by Mycobacterium tuberculosis (Mtb) bacteria. One of the main causes of mortality from TB is the problem of Mtb resistance to known drugs. OBJECTIVE: The goal of this work is to identify potent small molecule anti-TB agents by machine learning, synthesis and biological evaluation. METHODS: The On-line Chemical Database and Modeling Environment (OCHEM) was used to build predictive machine learning models. Seven compounds were synthesized and tested in vitro for their antitubercular activity against H37Rv and resistant Mtb strains. RESULTS: A set of predictive models was built with OCHEM based on a set of previously synthesized isoniazid (INH) derivatives containing a thiazole core and tested against Mtb. The predictive ability of the models was tested by a 5-fold cross-validation, and resulted in balanced accuracies (BA) of 61-78% for the binary classifiers. Test set validation showed that the models could be instrumental in predicting anti- TB activity with a reasonable accuracy (with BA = 67-79 %) within the applicability domain. Seven designed compounds were synthesized and demonstrated activity against both the H37Rv and multidrugresistant (MDR) Mtb strains resistant to rifampicin and isoniazid. According to the acute toxicity evaluation in Daphnia magna neonates, six compounds were classified as moderately toxic (LD50 in the range of 10-100 mg/L) and one as practically harmless (LD50 in the range of 100-1000 mg/L). CONCLUSION: The newly identified compounds may represent a starting point for further development of therapies against Mtb. The developed models are available online at OCHEM http://ochem.eu/article/11 1066 and can be used to virtually screen for potential compounds with anti-TB activity.