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1.
J Mater Sci Mater Med ; 32(5): 55, 2021 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-33961158

RESUMO

Present investigation focuses on development and detailed characterization of a new Mg alloy sample (BM) with and without coating of hydroxyapatite (BMH) and bioactive glass (BMG) by air plasma spray method. After detailed mechano-physico-chemical characterization of powders and coated samples, electrochemical corrosion and SBF immersion tests were carried out. Detailed in vitro characterizations for cell viability were undertaken using MG-63 cell line followed by in vivo tests in rabbit model for studying bone healing up to 60 days. Starting current density increases from BM to BMH to BMG indicating highest resistance towards corrosion in case of BMG samples, however BMH also showed highest icorr value suggesting slowest rate of corrosion than BM and BMG samples. Dissolution of calcium ion in case of BMH and BMG control formation of apatite phases on surface. Ca2+ ions of coatings and from SBF solution underwent reduction reaction simultaneously with conversion of Mg to MgCl2 releasing OH- in the solution, which increases pH. Viability and propagation of human osteoblast-like cells was verified using confocal microscopy observations and from expression of bone specific genes. Alkaline phosphatase assay and ARS staining indicate cell proliferation and production of neo-osseous tissue matrix. In vivo, based on histology of heart, kidney and liver, and immune response of IL-2, IL-6 and TNFα, all the materials show no adverse effects in body system. The bone creation was observed to be more for BMH. Although both BMH and BMG show rays of possibilities in early new bone formation and tough bone-implant bonding at interface as compared to bare Mg alloy, however, BMG showed better well-sprayed coating covering on substrate and resistance against corrosion prior implanting in vivo. Also, better apatite formation on this sample makes it more favourable implant.


Assuntos
Fosfatos de Cálcio/química , Cálcio/química , Vidro/química , Magnésio/química , Zinco/química , Ligas/química , Animais , Linhagem Celular , Sobrevivência Celular , Materiais Revestidos Biocompatíveis/química , Corrosão , Humanos , Teste de Materiais , Osteoblastos/fisiologia , Próteses e Implantes , Coelhos , Propriedades de Superfície
2.
J Chem Inf Model ; 59(10): 4450-4459, 2019 10 28.
Artigo em Inglês | MEDLINE | ID: mdl-31518124

RESUMO

Profile-quantitative structure-activity relationship (pQSAR) is a massively multitask, two-step machine learning method with unprecedented scope, accuracy, and applicability domain. In step one, a "profile" of conventional single-assay random forest regression models are trained on a very large number of biochemical and cellular pIC50 assays using Morgan 2 substructural fingerprints as compound descriptors. In step two, a panel of partial least squares (PLS) models are built using the profile of pIC50 predictions from those random forest regression models as compound descriptors (hence the name). Previously described for a panel of 728 biochemical and cellular kinase assays, we have now built an enormous pQSAR from 11 805 diverse Novartis (NVS) IC50 and EC50 assays. This large number of assays, and hence of compound descriptors for PLS, dictated reducing the profile by only including random forest regression models whose predictions correlate with the assay being modeled. The random forest regression and pQSAR models were evaluated with our "realistically novel" held-out test set, whose median average similarity to the nearest training set member across the 11 805 assays was only 0.34, comparable to the novelty of compounds actually selected from virtual screens. For the 11 805 single-assay random forest regression models, the median correlation of prediction with the experiment was only rext2 = 0.05, virtually random, and only 8% of the models achieved our standard success threshold of rext2 = 0.30. For pQSAR, the median correlation was rext2 = 0.53, comparable to four-concentration experimental IC50s, and 72% of the models met our rext2 > 0.30 standard, totaling 8558 successful models. The successful models included assays from all of the 51 annotated target subclasses, as well as 4196 phenotypic assays, indicating that pQSAR can be applied to virtually any disease area. Every month, all models are updated to include new measurements, and predictions are made for 5.5 million NVS compounds, totaling 50 billion predictions. Common uses have included virtual screening, selectivity design, toxicity and promiscuity prediction, mechanism-of-action prediction, and others. Several such actual applications are described.


Assuntos
Descoberta de Drogas/métodos , Aprendizado de Máquina , Algoritmos , Bioensaio , Relação Dose-Resposta a Droga , Concentração Inibidora 50 , Modelos Logísticos , Modelos Químicos , Proteínas/química , Relação Quantitativa Estrutura-Atividade
3.
BMC Complement Altern Med ; 19(1): 261, 2019 Sep 18.
Artigo em Inglês | MEDLINE | ID: mdl-31533701

RESUMO

BACKGROUND: Our previous study exhibited free radicals scavenging and antioxidant activities of ethanolic and aqueous extracts of Tamarindus indica L. leaves in chronic sodium fluoride poisoning in rats. Tamarindus indica L. seed extract was also reported to have anti-arthritic efficacy by inhibiting cartilage and bone degrading factors. Therefore, an attempt was made to evaluate the effects of ethanolic extract of Tamarindus indica L. leaves in septic arthritis. METHODS: The safety study was performed by oral dosing of ethanolic extract of the plant leaves at 2 g kg- 1 for consecutive 28 days in rabbits. Septic arthritis was induced in rabbits by single intra-articular inoculation of 104 c.f.u. of Staphylococcus aureus to the left stifle joint and was monitored by bacterial colony count, some relevant biochemical parameters and histopathological interpretation of the affected joint. For efficacy evaluation in septic arthritis, linezolid at 75 mg kg- 1 twice daily for 10 days and the ethanolic extract of Tamarindus indica L. at 500 and 1000 mg kg- 1 for consecutive 14 days were administered orally to the rabbits after 48 h of induction of arthritis. RESULTS: In sub-acute toxicity study of Tamarindus indica L. leaves ethanolic extract, no significant change between days was found for aspertate aminotransferase, alanine transaminase, alkaline phosphatase, blood urea nitrogen and creatinine compared to day 0 values of the same group. The bacterial colony count of synovial fluid following Staphylococcus aureus inoculation to left stifle joint was found to be 1.08 ± 0.47 and 1.19 ± 0.29 c.f.u. mL- 1 in ethanolic extract low dose and high dose groups respectively, on day 2 which was reduced to 0.057 ± 0.036 c.f.u. mL- 1 and nil on day 16. The test extract was also found to markedly reduce simultaneous glucose difference, total protein ratio of serum and synovial fluid, joint radius and joint narrowing. CONCLUSION: Ethanolic extract of Tamarindus indica L. leaves at 500 mg kg- 1 and 1000 mg kg- 1 produced anti-arthritic effects against S. aureus induced septic arthritis in rabbits. However, the ethanolic extract at 1000 mg kg- 1 orally for consecutive 14 days showed better effects in septic arthritis.


Assuntos
Antibacterianos/administração & dosagem , Artrite Infecciosa/tratamento farmacológico , Extratos Vegetais/administração & dosagem , Infecções Estafilocócicas/tratamento farmacológico , Tamarindus/química , Animais , Antibacterianos/efeitos adversos , Antibacterianos/química , Artrite Infecciosa/microbiologia , Feminino , Humanos , Extratos Vegetais/efeitos adversos , Extratos Vegetais/química , Folhas de Planta/química , Coelhos , Infecções Estafilocócicas/microbiologia , Staphylococcus aureus/efeitos dos fármacos , Staphylococcus aureus/crescimento & desenvolvimento
4.
J Chem Inf Model ; 57(9): 2152-2160, 2017 09 25.
Artigo em Inglês | MEDLINE | ID: mdl-28792217

RESUMO

Protein kinases represent an important target class for drug discovery because of their role in signaling pathways involved in disease areas such as oncology and immunology. A key element of many ATP-competitive kinase inhibitors is their hinge-binding motif. Here, we describe Kinase Crystal Miner (KCM)-a new approach developed at Boehringer Ingelheim (BI) that harvests the existing crystallographic information on kinase-inhibitor co-crystal structures from internal and external databases. About 1000 unique three-dimensional kinase inhibitor hinge binding motifs have been extracted from structures covering more than 180 different protein kinases. These hinge binding motifs along with their attachment vectors have been combined in the KCM for the purpose of scaffold hopping, kinase screening deck design, and interactive structure-based design. Prospective scaffold hopping using the KCM identified two potent and selective Bruton tyrosine kinase (BTK) inhibitors with hinge binding fragments novel to BTK.


Assuntos
Mineração de Dados , Descoberta de Drogas/métodos , Simulação de Acoplamento Molecular , Inibidores de Proteínas Quinases/metabolismo , Inibidores de Proteínas Quinases/farmacologia , Proteínas Tirosina Quinases/antagonistas & inibidores , Proteínas Tirosina Quinases/metabolismo , Cristalografia por Raios X , Humanos , Ligantes , Ligação Proteica , Conformação Proteica , Proteínas Tirosina Quinases/química
5.
Bioorg Med Chem Lett ; 24(14): 3026-33, 2014 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-24881567

RESUMO

Structural modifications of the left-hand side of compound 1 were identified which retained or improved potent binding to Bcl-2 and Bcl-xL in in vitro biochemical assays and had strong activity in an RS4;11 apoptotic cellular assay. For example, sulfoxide diastereomer 13 maintained good binding affinity and comparable cellular potency to 1 while improving aqueous solubility. The corresponding diastereomer (14) was significantly less potent in the cell, and docking studies suggest that this is due to a stereochemical preference for the RS versus SS sulfoxide. Appending a dimethylaminoethoxy side chain (27) adjacent to the benzylic position of the biphenyl moiety of 1 improved cellular activity by approximately three-fold, and this activity was corroborated in cell lines overexpressing Bcl-2 and Bcl-xL.


Assuntos
Antineoplásicos/farmacologia , Proteínas Proto-Oncogênicas c-bcl-2/antagonistas & inibidores , Proteína bcl-X/antagonistas & inibidores , Compostos de Anilina/química , Compostos de Anilina/farmacologia , Antineoplásicos/química , Apoptose/efeitos dos fármacos , Linhagem Celular , Relação Dose-Resposta a Droga , Humanos , Modelos Moleculares , Estrutura Molecular , Proteínas Proto-Oncogênicas c-bcl-2/metabolismo , Solubilidade , Estereoisomerismo , Relação Estrutura-Atividade , Sulfonamidas/química , Sulfonamidas/farmacologia , Proteína bcl-X/metabolismo
6.
Int J Surg ; 2024 May 06.
Artigo em Inglês | MEDLINE | ID: mdl-38716973

RESUMO

Emerged health-related problems especially with increasing population and with the wider occurrence of these issues have always put the utmost concern and led medicine to outgrow its usual mode of treatment, to achieve better outcomes. Orthopedic interventions are one of the most concerning hitches, requiring advancement in several issues, that show complications with conventional approaches. Advanced studies have been undertaken to address the issue, among which stem cell therapy emerged as a better area of growth. The capacity of the stem cells to renovate themselves and adapt into different cell types made it possible to implement its use as a regenerative slant. Harvesting the stem cells, particularly mesenchymal stem cells is easier and can be further grown in vitro. In this review, we have discussed orthopedic-related issues including bone defects and fractures, non-unions, ligament and tendon injuries, degenerative changes, and associated conditions, which require further approaches to execute better outcomes, and the advanced strategies that can be tagged along with various ways of application of mesenchymal stem cells. It aims to objectify the idea of stem cells, with a major focus on the application of Mesenchymal stem cells (MSCs) from different sources in various orthopedic interventions. It also discusses the limitations, and future scopes for further approaches in the field of regenerative medicine. The involvement of mesenchymal stem cells may transition the procedures in orthopedic interventions from predominantly surgical substitution and reconstruction to bio-regeneration and prevention. Nevertheless, additional improvements and evaluations are required to explore the effectiveness and safety of mesenchymal stem cell treatment in orthopedic regenerative medicine.

7.
ACS Biomater Sci Eng ; 10(7): 4510-4524, 2024 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-38826128

RESUMO

Eggshell membrane-based biomedical applications have recently received great attention for their wound-healing properties. However, there are limited studies on diabetic wound healing. In this regard, we devised four types of composite eggshell membrane mats with nanoscale coatings of bioactive glass/Zn/Co-doped bioactive glass (ESM + BAG, ESM + ZnBAG, ESM + CoBAG, and ESM + ZnCoBAG) as wound-dressing materials for chronic nonhealing diabetic wounds. A detailed study of the physicochemical properties of the mats was conducted. In vitro studies demonstrated cytocompatibility and viability of human dermal fibroblasts on all four types of mats. The cells also attached finely on the mats with the help of cellular extensions, as evident from scanning electron microscopy (SEM) and rhodamine-phalloidin and Hoechst 33342 staining of cellular components. Endowed with bioactive properties, these mats influenced all aspects of full-thickness skin wound healing in diabetic animal model studies. All of the mats, especially the ESM + ZnCoBAG mat, showed the earliest wound closure, effective renewal, and restructuring of the extracellular matrix in terms of an accurate and timely accumulation of collagen, elastin, and reticulin fibers. Hydroxyproline and sulfated glycosaminoglycans were significantly (p < 0.01, p < 0.05) higher in ESM-ZnCoBAG-treated wounds in comparison to ESM-BAG-treated wounds, which suggests that these newly developed mats have potential as an affordable diabetic wound care solution in biomedical research.


Assuntos
Bandagens , Cobalto , Diabetes Mellitus Experimental , Casca de Ovo , Vidro , Cicatrização , Zinco , Animais , Cicatrização/efeitos dos fármacos , Zinco/química , Zinco/farmacologia , Casca de Ovo/química , Diabetes Mellitus Experimental/patologia , Vidro/química , Coelhos , Cobalto/química , Cobalto/farmacologia , Humanos , Pele/patologia , Pele/efeitos dos fármacos , Pele/lesões , Fibroblastos/efeitos dos fármacos
8.
ACS Appl Bio Mater ; 7(5): 2762-2780, 2024 05 20.
Artigo em Inglês | MEDLINE | ID: mdl-38629138

RESUMO

In the present study, we have discussed the influence of forging temperature (623 K (FT623), 723 K (FT723) and 823 K (FT823)) on microstructure and texture evolution and its implication on mechanical behavior, in vitro-in vivo biocorrosion, antibacterial response, and cytocompatibility of microalloyed Mg-Zr-Sr-Ce alloy. Phase analysis, SEM, and TEM characterization confirm the presence of Mg12Ce precipitate, and its stability was further validated by performing ab initio molecular dynamic simulation study. FT723 exhibits strengthened basal texture, higher fraction of second phases, and particle-stimulated nucleation-assisted DRX grains compared to other two specimens, resulting in superior strength with comparable ductility. FT723 also exhibits superior corrosion resistance mainly due to the strengthened basal texture and lower dislocation density. All the specimens exhibit excellent antibacterial behavior with Gram-negative E. coli, Gram-positive Staphylococcus aureus, and Pseudomonas aeruginosa bacteria. 100% reduction of bacterial growth is observed within 24 h of culture of the specimens. Cytocompatibility was determined by challenging specimen extracts with the MC3T3-E1 cell lines. FT723 specimen exhibits the highest cell proliferation and alkaline phosphatase activity (ALP) because of its superior corrosion resistance. The ability of the specimens to be used in orthopedic implant application was evaluated by in vivo study in rabbit femur. Neither tissue-related infection nor the detrimental effect surrounding the implant was confirmed from histological analysis. Significant higher bone regeneration surrounding the FT723 specimen was observed in SEM analysis and fluorochrome labeling. After 60 days, the FT723 specimen exhibits the highest bone formation, suggesting it is a suitable candidate for orthopedic implant application.


Assuntos
Ligas , Antibacterianos , Materiais Biocompatíveis , Teste de Materiais , Osteogênese , Antibacterianos/farmacologia , Antibacterianos/química , Ligas/química , Ligas/farmacologia , Osteogênese/efeitos dos fármacos , Animais , Materiais Biocompatíveis/química , Materiais Biocompatíveis/farmacologia , Camundongos , Zircônio/química , Zircônio/farmacologia , Testes de Sensibilidade Microbiana , Tamanho da Partícula , Diferenciação Celular/efeitos dos fármacos , Coelhos , Magnésio/química , Magnésio/farmacologia , Escherichia coli/efeitos dos fármacos , Pseudomonas aeruginosa/efeitos dos fármacos , Proliferação de Células/efeitos dos fármacos , Estrôncio/química , Estrôncio/farmacologia , Simulação de Dinâmica Molecular , Linhagem Celular , Temperatura
9.
ACS Biomater Sci Eng ; 10(5): 2725-2741, 2024 05 13.
Artigo em Inglês | MEDLINE | ID: mdl-38630965

RESUMO

Amidst the present healthcare issues, diabetes is unique as an emerging class of affliction with chronicity in a majority of the population. To check and control its effects, there have been huge turnover and constant development of management strategies, and though a bigger part of the health care area is involved in achieving its control and the related issues such as the effect of diabetes on wound healing and care and many of the works have reached certain successful outcomes, still there is a huge lack in managing it, with maximum effect yet to be attained. Studying pathophysiology and involvement of various treatment options, such as tissue engineering, application of hydrogels, drug delivery methods, and enhancing angiogenesis, are at constantly developing stages either direct or indirect. In this review, we have gathered a wide field of information and different new therapeutic methods and targets for the scientific community, paving the way toward more settled ideas and research advances to cure diabetic wounds and manage their outcomes.


Assuntos
Materiais Biocompatíveis , Diabetes Mellitus , Hidrogéis , Neovascularização Fisiológica , Cicatrização , Cicatrização/efeitos dos fármacos , Humanos , Materiais Biocompatíveis/uso terapêutico , Materiais Biocompatíveis/química , Neovascularização Fisiológica/efeitos dos fármacos , Hidrogéis/química , Hidrogéis/uso terapêutico , Diabetes Mellitus/tratamento farmacológico , Diabetes Mellitus/fisiopatologia , Animais , Engenharia Tecidual/métodos , Sistemas de Liberação de Medicamentos/métodos , Angiogênese
10.
J Mech Behav Biomed Mater ; 138: 105587, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36446181

RESUMO

The present work reports the effect of decellularized platelet-rich fibrin (dPRF) loaded strontium (Sr) doped porous magnesium phosphate (MgP) bioceramics on biocompatibility, biodegradability, and bone regeneration. Sustained release of growth factors from dPRF is a major objective here, which conformed to the availability of dPRF on the scaffold surface even after 7 days of in vitro degradation. dPRF-incorporated MgP scaffolds were implanted in the rabbit femoral bone defect and bone rejuvenation was confirmed by radiological examination, histological examination, fluorochrome labeling study, and micro-CT. µ-CT examination of the regained bone samples exhibited that invasion of mature bone in the pores of the MgP2Sr-dPRF sample was higher than the MgP2Sr which indicated better bone maturation capability of this composition. Quantifiable assessment using oxytetracycline labeling showed 73.55 ± 1.12% new osseous tissue regeneration for MgP2Sr-dPRF samples in contrast to 65.47 ± 1.16% for pure MgP2Sr samples, after 3 months of implantation. Histological analysis depicted the presence of abundant osteoblastic and osteoclastic cells in dPRF-loaded Sr-doped MgP samples as compared to other samples. Radiological studies also mimicked similar results in the MgP2Sr-dPRF group with intact periosteal lining and significant bridging callus formation. The present results indicated that dPRF-loaded Sr-doped magnesium phosphate bioceramics have good biocompatibility, bone-forming ability, and suitable biodegradability in bone regeneration.


Assuntos
Fibrina Rica em Plaquetas , Alicerces Teciduais , Animais , Coelhos , Porosidade , Regeneração Óssea , Magnésio/farmacologia , Estrôncio/farmacologia , Osteogênese
11.
J Chem Inf Model ; 52(1): 156-70, 2012 Jan 23.
Artigo em Inglês | MEDLINE | ID: mdl-22133092

RESUMO

Reliable in silico prediction methods promise many advantages over experimental high-throughput screening (HTS): vastly lower time and cost, affinity magnitude estimates, no requirement for a physical sample, and a knowledge-driven exploration of chemical space. For the specific case of kinases, given several hundred experimental IC(50) training measurements, the empirically parametrized profile-quantitative structure-activity relationship (profile-QSAR) and surrogate AutoShim methods developed at Novartis can predict IC(50) with a reliability approaching experimental HTS. However, in the absence of training data, prediction is much harder. The most common a priori prediction method is docking, which suffers from many limitations: It requires a protein structure, is slow, and cannot predict affinity. (1) Highly accurate profile-QSAR (2) models have now been built for roughly 100 kinases covering most of the kinome. Analyzing correlations among neighboring kinases shows that near neighbors share a high degree of SAR similarity. The novel chemogenomic kinase-kernel method reported here predicts activity for new kinases as a weighted average of predicted activities from profile-QSAR models for nearby neighbor kinases. Three different factors for weighting the neighbors were evaluated: binding site sequence identity to the kinase neighbors, similarity of the training set for each neighbor model to the compound being predicted, and accuracy of each neighbor model. Binding site sequence identity was by far most important, followed by chemical similarity. Model quality had almost no relevance. The median R(2) = 0.55 for kinase-kernel interpolations on 25% of the data of each set held out from method optimization for 51 kinase assays, approached the accuracy of median R(2) = 0.61 for the trained profile-QSAR predictions on the same held out 25% data of each set, far faster and far more accurate than docking. Validation on the full data sets from 18 additional kinase assays not part of method optimization studies also showed strong performance with median R(2) = 0.48. Genetic algorithm optimization of the binding site residues used to compute binding site sequence identity identified 16 privileged residues from a larger set of 46. These 16 are consistent with the kinase selectivity literature and structural biology, further supporting the scientific validity of the approach. A priori kinase-kernel predictions for 4 million compounds were interpolated from 51 existing profile-QSAR models for the remaining >400 novel kinases, totaling 2 billion activity predictions covering the entire kinome. The method has been successfully applied in two therapeutic projects to generate predictions and select compounds for activity testing.


Assuntos
Fosfotransferases/química , Inibidores de Proteínas Quinases/química , Relação Quantitativa Estrutura-Atividade , Software , Sítios de Ligação , Humanos , Concentração Inibidora 50 , Modelos Moleculares , Fosfotransferases/antagonistas & inibidores , Ligação Proteica , Inibidores de Proteínas Quinases/farmacologia , Reprodutibilidade dos Testes , Homologia de Sequência de Aminoácidos
12.
J Chem Inf Model ; 52(9): 2430-40, 2012 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-22607621

RESUMO

The 2D Profile-QSAR and 3D Surrogate AutoShim protein-family virtual screening methods were originally developed for kinases. They are the key components of an iterative medium-throughput screening alternative to expensive and time-consuming experimental high-throughput screening. Encouraged by the success with kinases, the S1-serine proteases were selected as a second protein family to tackle, based on the structural and SAR similarity among them, availability of structural and bioactivity data, and the current and future small-molecule drug discovery interest. A validation study on 24 S1-serine protease assay data sets from 16 unique proteases gave very promising results. Profile-QSAR gave a median R(ext)² = 0.60 for 24 assay data sets, and pairwise selectivity modeling on 60 protease pairs gave a median R(ext)² = 0.64, comparable to the performance for kinases. A 17-structure universal ensemble S1-serine protease surrogate receptor for Autoshim was developed from a collection of ~1500 X-ray structures. The predictive performance on 24 S1-serine protease assays was good, with a median R(ext)² = 0.41, but lower than had been obtained for kinases. Analysis suggested that the higher structural diversity of the protease structures, as well as smaller assay data sets and fewer potent compounds, both contributed to the decreased predictive power. In a prospective virtual screening application, 32 compounds were ordered from a 1.5 million archive and tested in a biochemical assay. Thirteen of the 32 compounds were active at IC50 ≤ 10 µM, a 41% hit-rate. Three new scaffolds were identified which are being followed up with testing of additional analogues. A SAR similarity analysis for this target against 13 other proteases also indicated two potential protease targets which were positively and negatively correlated with the activity of the target protease.


Assuntos
Modelos Moleculares , Peptídeo Hidrolases/metabolismo , Relação Quantitativa Estrutura-Atividade , Relação Estrutura-Atividade
13.
J Chem Inf Model ; 51(10): 2697-705, 2011 Oct 24.
Artigo em Inglês | MEDLINE | ID: mdl-21848284

RESUMO

The target-tailored 3-D virtual screening (VS) method "Surrogate AutoShim" adds pharmacophoric shims to a 16-kinase crystal structure "Universal Kinase Ensemble Receptor" (UKER) to generate highly predictive, target-customized docking models. Predocking a corporate archive of millions of compounds into the 16-structure ensemble takes months. However, since the 16 UKER structures are always the same, docking need only be done once. The predocked results are then "shimmed" to reproduce experimental training data for any number of additional kinases far more accurately than conventional docking. Training new kinase models and predicting activity for millions of predocked compounds against dozens of kinases takes only hours. However reducing the predocking time would make the method even more advantageous. Sequential Floating Forward Search (SFFS) was employed to rationally identify a reduced subset using only 8 of the 16 structures, a "Minimal Kinase Ensemble Receptor" (MKER) that preserved the predictive accuracy for 20 kinase models. Furthermore, a performance evaluation of this subset on an extended set of 52 kinase targets and 100,000 compounds showed statistical model performance comparable to the original UKER. The MKER has halved the time for predocking large databases of internal and commercial compounds. For ad hoc virtual libraries, where predocking is not possible, 2- or 3-kinases "Approximate Kinase Ensemble Receptors" (AKER) were also identified with only a modest loss of prediction accuracy.


Assuntos
Avaliação Pré-Clínica de Medicamentos/métodos , Inibidores de Proteínas Quinases/farmacologia , Proteínas Quinases/metabolismo , Interface Usuário-Computador , Humanos , Ligantes , Modelos Moleculares , Conformação Proteica , Proteínas Quinases/química
14.
J Chem Inf Model ; 51(8): 1942-56, 2011 Aug 22.
Artigo em Inglês | MEDLINE | ID: mdl-21667971

RESUMO

Profile-QSAR is a novel 2D predictive model building method for kinases. This "meta-QSAR" method models the activity of each compound against a new kinase target as a linear combination of its predicted activities against a large panel of 92 previously studied kinases comprised from 115 assays. Profile-QSAR starts with a sparse incomplete kinase by compound (KxC) activity matrix, used to generate Bayesian QSAR models for the 92 "basis-set" kinases. These Bayesian QSARs generate a complete "synthetic" KxC activity matrix of predictions. These synthetic activities are used as "chemical descriptors" to train partial-least squares (PLS) models, from modest amounts of medium-throughput screening data, for predicting activity against new kinases. The Profile-QSAR predictions for the 92 kinases (115 assays) gave a median external R²(ext) = 0.59 on 25% held-out test sets. The method has proven accurate enough to predict pairwise kinase selectivities with a median correlation of R²(ext) = 0.61 for 958 kinase pairs with at least 600 common compounds. It has been further expanded by adding a "C(k)XC" cellular activity matrix to the KxC matrix to predict cellular activity for 42 kinase driven cellular assays with median R²(ext) = 0.58 for 24 target modulation assays and R²(ext) = 0.41 for 18 cell proliferation assays. The 2D Profile-QSAR, along with the 3D Surrogate AutoShim, are the foundations of an internally developed iterative medium-throughput screening (IMTS) methodology for virtual screening (VS) of compound archives as an alternative to experimental high-throughput screening (HTS). The method has been applied to 20 actual prospective kinase projects. Biological results have so far been obtained in eight of them. Q² values ranged from 0.3 to 0.7. Hit-rates at 10 uM for experimentally tested compounds varied from 25% to 80%, except in K5, which was a special case aimed specifically at finding "type II" binders, where none of the compounds were predicted to be active at 10 µM. These overall results are particularly striking as chemical novelty was an important criterion in selecting compounds for testing. The method is completely automated. Predicted activities for nearly 4 million internal and commercial compounds across 115 kinase assays and 42 cellular assays are stored in the corporate database. Like computed physical properties, this predicted kinase activity profile can be computed and stored as each compound is registered.


Assuntos
Química Farmacêutica/métodos , Descoberta de Drogas/métodos , Inibidores Enzimáticos/metabolismo , Preparações Farmacêuticas/análise , Proteínas Quinases/metabolismo , Interface Usuário-Computador , Automação Laboratorial , Teorema de Bayes , Sítios de Ligação , Linhagem Celular , Proliferação de Células/efeitos dos fármacos , Bases de Dados de Proteínas , Inibidores Enzimáticos/análise , Inibidores Enzimáticos/química , Inibidores Enzimáticos/farmacologia , Ensaios de Triagem em Larga Escala , Humanos , Cinética , Análise dos Mínimos Quadrados , Ligantes , Preparações Farmacêuticas/química , Ligação Proteica , Proteínas Quinases/análise , Proteínas Quinases/química , Relação Quantitativa Estrutura-Atividade , Sensibilidade e Especificidade
15.
J Chem Inf Model ; 51(6): 1376-92, 2011 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-21604711

RESUMO

SARS-CoV from the coronaviridae family has been identified as the etiological agent of Severe Acute Respiratory Syndrome (SARS), a highly contagious upper respiratory disease that reached epidemic status in 2002. SARS-3CL(pro), a cysteine protease indispensible to the viral life cycle, has been identified as one of the key therapeutic targets against SARS. A combined ligand and structure-based virtual screening was carried out against the Asinex Platinum collection. Multiple low micromolar inhibitors of the enzyme were identified through this search, one of which also showed activity against SARS-CoV in a whole cell CPE assay. Furthermore, multinanosecond explicit solvent simulations were carried out using the docking poses of the identified hits to study the overall stability of the binding site interactions as well as identify important changes in the interaction profile that were not apparent from the docking study. Cumulative analysis of the evaluated compounds and the simulation studies led to the identification of certain protein-ligand interaction patterns which would be useful in further structure based design efforts.


Assuntos
Avaliação Pré-Clínica de Medicamentos/métodos , Simulação de Dinâmica Molecular , Inibidores de Proteases/farmacologia , Coronavírus Relacionado à Síndrome Respiratória Aguda Grave/enzimologia , Interface Usuário-Computador , Proteínas Virais/antagonistas & inibidores , Proteases 3C de Coronavírus , Cisteína Endopeptidases/química , Desenho de Fármacos , Concentração Inibidora 50 , Inibidores de Proteases/química , Conformação Proteica , Solventes/química , Proteínas Virais/química
16.
J Chem Inf Model ; 51(4): 852-64, 2011 Apr 25.
Artigo em Inglês | MEDLINE | ID: mdl-21428453

RESUMO

Malaria, in particular that caused by Plasmodium falciparum , is prevalent across the tropics, and its medicinal control is limited by widespread drug resistance. Cysteine proteases of P. falciparum , falcipain-2 (FP-2) and falcipain-3 (FP-3), are major hemoglobinases, validated as potential antimalarial drug targets. Structure-based virtual screening of a focused cysteine protease inhibitor library built with soft rather than hard electrophiles was performed against an X-ray crystal structure of FP-2 using the Glide docking program. An enrichment study was performed to select a suitable scoring function and to retrieve potential candidates against FP-2 from a large chemical database. Biological evaluation of 50 selected compounds identified 21 diverse nonpeptidic inhibitors of FP-2 with a hit rate of 42%. Atomic Fukui indices were used to predict the most electrophilic center and its electrophilicity in the identified hits. Comparison of predicted electrophilicity of electrophiles in identified hits with those in known irreversible inhibitors suggested the soft-nature of electrophiles in the selected target compounds. The present study highlights the importance of focused libraries and enrichment studies in structure-based virtual screening. In addition, few compounds were screened against homologous human cysteine proteases for selectivity analysis. Further evaluation of structure-activity relationships around these nonpeptidic scaffolds could help in the development of selective leads for antimalarial chemotherapy.


Assuntos
Inibidores de Cisteína Proteinase/química , Bases de Dados Factuais , Descoberta de Drogas/métodos , Modelos Moleculares , Relação Estrutura-Atividade , Antimaláricos/química , Antimaláricos/farmacologia , Cisteína Endopeptidases/química , Inibidores de Cisteína Proteinase/farmacologia , Resistência a Medicamentos , Humanos , Malária , Plasmodium falciparum/efeitos dos fármacos , Plasmodium falciparum/enzimologia
17.
J Mater Sci Mater Med ; 22(3): 705-20, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21221731

RESUMO

A systematic and extensive approach incorporating in vitro and in vivo experimentation to treat chronic osteomyelitis in animal model were made using antibiotic loaded special bioactive glass porous scaffolds. After thorough characterization for porosity, distribution, surface charge, a novel drug composite were infiltrated by using vacuum infiltration and freeze-drying method which was subsequently analyzed by SEM-EDAX and studied for in vitro drug elution in PBS and SBF. Osteomyelitis in rabbit was induced by inoculation of Staphylococcus aureus and optimum drug-scaffold were checked for its efficacy over control and parenteral treated animals in terms of histopathology, radiology, in vivo drug concentration in bone and serum and implant-bone interface by SEM. It was optimized that 60P samples with 60-65% porosity (bimodal distribution of macro- to micropore) with average pore size ~60 µm and higher interconnectivity, moderately high antibiotic adsorption efficiency (~49%) was ideal. Results after 42 days showed antibiotic released higher than MIC against S. aureus compared to parenteral treatment (2 injections a day for 6 weeks). In vivo drug pharmacokinetics and SEM on bone-defect interface proved superiority of CFS loaded porous bioactive glass implants over parenteral group based on infection eradication and new bone formation.


Assuntos
Ceftriaxona/administração & dosagem , Portadores de Fármacos/química , Sistemas de Liberação de Medicamentos , Osteomielite/tratamento farmacológico , Sulbactam/administração & dosagem , Adsorção , Animais , Antibacterianos/administração & dosagem , Antibacterianos/química , Osso e Ossos/efeitos dos fármacos , Doença Crônica , Vidro , Concentração de Íons de Hidrogênio , Osteomielite/patologia , Porosidade , Pós , Coelhos , Staphylococcus aureus/metabolismo
18.
Pharm Res ; 27(8): 1659-76, 2010 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-20464462

RESUMO

PURPOSE: Present investigation deals with an extensive approach incorporating in vitro and in vivo experimentation to treat chronic osteomyelitis, using hydroxyapatite porous scaffolds. MATERIALS AND METHODS: Hydroxyapatite was synthesized in the laboratory by wet chemical method, different porous scaffolds have been fabricated. In vitro studies include variation of porosity with interconnectivity, pore-drug interfacial studies by SEM-EDAX and drug elution studies (by HPLC) both in contact with PBS and SBF at approximately 37 degrees C. In vivo trials were based on experimental osteomyelitis in rabbit model induced in tibia by Staphylococcus aureus. Characterizations included observation of histopathology, radiology and estimation of drug in both bone and serum for 42 days by HPLC method and subsequent bone-biomaterial interface by SEM. RESULTS: It was established that lower pore percentage with a distribution of mainly micro-pores were found to be superior over the higher pore percentage both in vitro and in vivo. The criteria was matched with the 50N50H samples which had 50-55% porosity with an average pore size approximately 110 microm, having higher interconnectivity (10-100 microm), moderately high adsorption efficiency (approximately 50%) when loaded with CFS (drug combinations consisting of irreversible b-lactamase inhibitor and b-lactam antibiotic). CFS release from HAp implants were faster in PBS than SBF. Further, both the results of in vitro and in vivo drug elution after 42 days showed release higher than minimum inhibitory concentration of CFS against Staphylococcus aureus. In vivo studies also proved the superiority of CFS loaded HAp implants than parenteral group based on eradication of infection and new bone formation. CONCLUSIONS: HAp based porous scaffold loaded with CFS and designed porosity (in terms of micro- and macro-porosity, interconnectivity) was found to be an ideal delivery system which could locally, sustainably release the composite antibiotic in reliable manner both in terms of in vitro drug elution behaviour in contact with SBF and in vivo animal trial.


Assuntos
Antibacterianos/administração & dosagem , Ceftriaxona/administração & dosagem , Modelos Animais de Doenças , Sistemas de Liberação de Medicamentos , Durapatita/síntese química , Osteomielite/tratamento farmacológico , Sulbactam/administração & dosagem , Animais , Antibacterianos/farmacologia , Composição de Medicamentos , Durapatita/administração & dosagem , Durapatita/farmacologia , Concentração de Íons de Hidrogênio , Microscopia Eletrônica de Varredura , Porosidade , Pós , Coelhos , Staphylococcus aureus/efeitos dos fármacos , Difração de Raios X
19.
J Chem Inf Model ; 50(5): 906-23, 2010 May 24.
Artigo em Inglês | MEDLINE | ID: mdl-20392095

RESUMO

Apoptosis, or programmed cell death, forms an important part of the cellular regulation machinery. The Bcl-2 protein family, comprising of proapoptotic and antiapoptotic members, forms an important part of the cells internal apoptotic pathway. Overexpression of the antiapoptotic members of the family in a number of cancer cell lines renders them immune to apoptosis and the ability to survive under conditions of cellular stress. Inhibition of the antiapoptotic members of the Bcl-2 family are, therefore, an interesting target for the development of anticancer therapy. An innovative structure-based virtual screening strategy was developed to identify inhibitors of Bcl-xL, an antiapoptotic member of the Bcl-2 family. Various innovative filters, such as receptor-based pharmacophore, cascade docking approach, cross-docking, and composite scoring with docking pose based descriptors were designed through exhaustive validation studies and implemented in the screening funnel. The 1.8 million 'big-n-greasy' subset from ZINC was screened using the protocol, and 45 compounds were finally selected for biological evaluation against Bcl-xL. The evaluation led to the identification of one low-micromolar and two weaker inhibitors belonging to novel scaffolds. Further evaluation of structure-activity relationships around these scaffolds could help in the development of anticancer leads against Bcl-xL.


Assuntos
Antineoplásicos/química , Antineoplásicos/farmacologia , Proteína bcl-X/antagonistas & inibidores , Proteína bcl-X/metabolismo , Sítios de Ligação , Humanos , Ligantes , Modelos Moleculares , Neoplasias/tratamento farmacológico , Estrutura Terciária de Proteína , Relação Estrutura-Atividade , Proteína bcl-X/química
20.
Mol Cell Biochem ; 325(1-2): 141-8, 2009 May.
Artigo em Inglês | MEDLINE | ID: mdl-19184366

RESUMO

L-Malate dehydrogenase (PfMDH) from Plasmodium falciparum, the causative agent for the most severe form of malaria, has shown remarkable similarities to L: -lactate dehydrogenase (PfLDH). PfMDH is more closely related to [LDH-like] MDHs characterized in archae and other prokaryotes. Initial sequence analysis and identification of critical amino acid residues involved in inter-subunit salt-bridge interactions predict tetrameric structure for PfMDH. The catalytically active recombinant PfMDH was characterized as a tetramer. The enzyme is localized primarily in the parasites cytosol. To gain molecular insights into PfMDH/PfLDH relationships and to understand the quaternary structure of PfMDH, dimers were generated by mutation to the potential salt-bridge interacting sites. The R183A and R214G mutations, which snapped the salt bridges between the dimers and resulted in lower dimeric state, did not affect catalytic properties of the enzyme. The mutant dimers of PfMDH were active equally as the wild-type PfMDH. The studies reveal structure of PfMDH as a dimer of dimers. The tetrameric state of PfMDH was not essential for catalytic functions of the enzyme but may be an evolutionary adaptation for cytosolic localization to support its role in NAD/NADH coupling, an important metabolic function for survival of the malaria parasite.


Assuntos
Malato Desidrogenase/química , Mutação , Plasmodium falciparum/enzimologia , Sequência de Aminoácidos , Animais , Sequência de Bases , Primers do DNA , Malato Desidrogenase/genética , Modelos Moleculares , Dados de Sequência Molecular , Estrutura Quaternária de Proteína , Homologia de Sequência de Aminoácidos
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