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1.
ACS Med Chem Lett ; 14(9): 1188-1197, 2023 Sep 14.
Artigo em Inglês | MEDLINE | ID: mdl-37736187

RESUMO

The advancement of in silico technologies such as library enumeration and synthetic feasibility prediction has made drug discovery pipelines rely more and more on virtual libraries, which provide a significantly larger pool of compounds than in-stock supplier catalogs. Virtual libraries from external sources, however, may be associated with long delivery time and high cost. In this study, we present a Do-It-Yourself (DIY) combinatorial chemistry library containing over 14 million almost completely novel products built from 1000 low-cost building blocks based on robust reactions frequently applied at medicinal chemistry laboratories. The applicability of the DIY library for various drug discovery approaches is demonstrated by extensive physicochemical property, structural diversity profiling, and the generation of focused libraries. We found that internally built DIY chemical libraries present a viable alternative of external virtual catalogs by providing access to a large number of low-cost and quickly accessible potential chemical starting points for drug discovery.

2.
Mol Divers ; 26(5): 2427-2441, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-34709525

RESUMO

Physicochemical properties are fundamental to predict the pharmacokinetic and pharmacodynamic behavior of drug candidates. Easily calculated descriptors such as molecular weight and logP have been found to correlate with the success rate of clinical trials. These properties have been previously shown to highlight a sweet-spot in the chemical space associated with favorable pharmacokinetics, which is superior against other regions during hit identification and optimization. In this study, we applied self-organizing maps (SOMs) trained on sixteen calculated properties of a subset of known drugs for the analysis of commercially available compound databases, as well as public biological and chemical databases frequently used for drug discovery. Interestingly, several regions of the property space have been identified that are highly overrepresented by commercially available chemical libraries, while we found almost completely unoccupied regions of the maps (commercially neglected chemical space resembling the properties of known drugs). Moreover, these underrepresented portions of the chemical space are compatible with most rigorous property filters applied by the pharma industry in medicinal chemistry optimization programs. Our results suggest that SOMs may be directly utilized in the strategy of library design for drug discovery to sample previously unexplored parts of the chemical space to aim at yet-undruggable targets.


Assuntos
Descoberta de Drogas , Bibliotecas de Moléculas Pequenas , Algoritmos , Bases de Dados de Compostos Químicos , Bases de Dados Factuais , Descoberta de Drogas/métodos , Bibliotecas de Moléculas Pequenas/farmacologia
3.
J Acoust Soc Am ; 146(6): 4352, 2019 12.
Artigo em Inglês | MEDLINE | ID: mdl-31893744

RESUMO

This paper asked whether children fitted with bilateral hearing aids (BHA) develop normal perception of binaural cues which are the basis of spatial hearing. Data from children with BHA (n = 26, age = 12.6 ± 2.84 years) were compared to data from a control group (n = 12, age = 12.36 ± 2.83 years). Stimuli were 250 Hz click-trains of 36 ms and a 40 ms consonant-vowel /da/ at 1 Hz presented through ER3A insert-earphones unilaterally or bilaterally. Bilateral stimuli were presented at different interaural level difference (ILD) and interaural timing difference (ITD) conditions. Participants indicated whether the sound came from the left or right side (lateralization) or whether one sound or two could be heard (binaural fusion). BHA children lateralized ILDs similarly to the control group but had impaired lateralization of ITDs. Longer response times relative to controls suggest that lateralization of ITDs was challenging for children with BHA. Most, but not all, of the BHA group were able to fuse click and speech sounds similarly to controls. Those unable to fuse showed particularly poor ITD lateralization. Results suggest that ITD perception is abnormal in children using BHAs, suggesting persistent effects of hearing loss that are not remediated by present clinical rehabilitation protocols.


Assuntos
Surdez/reabilitação , Auxiliares de Audição , Perda Auditiva/reabilitação , Pessoas com Deficiência Auditiva/reabilitação , Estimulação Acústica/métodos , Adolescente , Criança , Implante Coclear/métodos , Implantes Cocleares/efeitos adversos , Feminino , Audição/fisiologia , Humanos , Masculino , Localização de Som/fisiologia , Percepção do Tempo
4.
J Chem Inf Model ; 52(1): 233-42, 2012 Jan 23.
Artigo em Inglês | MEDLINE | ID: mdl-22168379

RESUMO

Ligand-based approaches are particularly important in the hit identification process of drug discovery when no structural information on the target is available. Pharmacophore descriptors that use a topological representation of the ligands are usually fast enough to screen large compound libraries effectively when seeking novel lead candidates. One example of this kind is the Feature Tree descriptor, a reduced graph representation implemented in the FTrees software. In this study, we tested the screening efficiency of FTrees by both retrospective and prospective screens using known histamine H4 antagonists and serotonin transporter (SERT) inhibitors as query molecules. Our results demonstrate that FTrees can effectively find actives. Particularly when combined with a subsequent 2D fingerprint-based diversity selection, FTrees was found to be extremely effective at discovering a diverse set of scaffolds. Prospective screening of our in-house compound deck provided several novel H4 and SERT ligands that could serve as suitable starting points for further optimization.


Assuntos
Histamínicos/química , Receptores Acoplados a Proteínas G/química , Receptores Histamínicos/química , Inibidores Seletivos de Recaptação de Serotonina/química , Proteínas da Membrana Plasmática de Transporte de Serotonina/química , Software , Algoritmos , Desenho Assistido por Computador , Descoberta de Drogas , Histamínicos/farmacologia , Humanos , Estrutura Molecular , Receptores Acoplados a Proteínas G/antagonistas & inibidores , Receptores Histamínicos H4 , Inibidores Seletivos de Recaptação de Serotonina/farmacologia , Bibliotecas de Moléculas Pequenas/química , Bibliotecas de Moléculas Pequenas/farmacologia
5.
J Chem Inf Model ; 50(6): 1165-72, 2010 Jun 28.
Artigo em Inglês | MEDLINE | ID: mdl-20459088

RESUMO

The docking accuracy of Glide was evaluated using 16 different docking protocols on 190 protein-fragment complexes representing 78 targets. Standard precision docking (Glide SP) based protocols showed the best performance. The average root-mean-square deviation (rmsd) between the docked and cocrystallized poses achieved by Glide SP with pre- and postprocessing was 1.17 A, and an acceptable binding mode with rmsd < 2 A could be found in 80% of the cases. Comparison of the docking results produced by different protocols suggests that the sampling efficacy of Glide is adequate for fragment docking. The docking accuracy seems to be limited by the performance of scoring schemes, which is supported by the weak correlation between experimental binding affinities and GlideScores. Cross-docking experiments performed on 8 targets represented by 63 complexes revealed that Glide SP gave similar results to that of the computationally more intensive Glide XP. The average rmsd achieved by Glide SP with pre- and postprocessing was 2.06 A, and an acceptable binding mode with rmsd < 2 A could be found in 63% of the cases. These cross-docking results were improved significantly selecting the optimal X-ray structure for each target (average rmsd = 1.3 A, success rate = 77%), indicating the importance of enrichment studies and the use of multiple X-ray structures in virtual fragment screening.


Assuntos
Descoberta de Drogas/métodos , Modelos Moleculares , Proteínas/metabolismo , Software , Interface Usuário-Computador , Biologia Computacional , Bases de Dados de Proteínas , Ligação Proteica , Termodinâmica
6.
Curr Protein Pept Sci ; 8(2): 161-71, 2007 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-17430197

RESUMO

Intrinsically disordered/unstructured proteins exist in a highly flexible conformational state largely devoid of secondary structural elements and tertiary contacts. Despite their lack of a well defined structure, these proteins often fulfill essential regulatory functions. The intrinsic lack of structure confers functional advantages on these proteins, allowing them to adopt multiple conformations and to bind to different binding partners. The structural flexibility of disordered regions hampers efforts solving structures at high resolution by X-ray crystallography and/or NMR. Removing such proteins/regions from high-throughput structural genomics pipelines would be of significant benefit in terms of cost and success rate. In this paper we outline the theoretical background of structural disorder, and review bioinformatic predictors that can be used to delineate regions most likely to be amenable for structure determination. The primary focus of our review is the interpretation of prediction results in a way that enables segmentation of proteins to separate ordered domains from disordered regions.


Assuntos
Proteínas/química , Cristalografia por Raios X , Ressonância Magnética Nuclear Biomolecular , Conformação Proteica
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