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1.
PLoS One ; 12(9): e0182810, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28877180

RESUMO

Continuous glucose monitoring (CGM) is a platform to measure blood glucose (BG) levels continuously in real time with high enough resolution to document their underlying fluctuations. Multiscale entropy (MSE) analysis has been proposed as a measure of time-series complexity, and when applied to clinical CGM data, MSE analysis revealed that diabetic patients have lower MSE complexity in their BG time series than healthy subjects. To determine if the clinical observations on complexity of glucose dynamics can be back-translated to relevant preclinical species used routinely in diabetes drug discovery, we performed CGM in both mouse (ob/ob) and rat (Zucker Diabetic Fatty, ZDF) models of diabetes. We demonstrate that similar to human data, the complexity of glucose dynamics is also decreased in diabetic mice and rats. We show that low complexity of glucose dynamics is not simply a reflection of high glucose values, but rather reflective of the underlying disease state (i.e. diabetes). Finally, we demonstrate for the first time that the complexity of glucose fluctuations in ZDF rats, as probed by MSE analysis, is decreased prior to the onset of overt diabetes, although complexity undergoes further decline during the transition to frank diabetes. Our study suggests that MSE could serve as a novel biomarker for the progression to diabetes and that complexity studies in preclinical models could offer a new paradigm for early differentiation, and thereby, selection of appropriate clinical candidate molecules to be tested in human clinical trials.


Assuntos
Glicemia/metabolismo , Diabetes Mellitus Experimental/sangue , Animais , Entropia , Masculino , Camundongos Endogâmicos C57BL , Camundongos Obesos , Obesidade/sangue , Ratos , Ratos Zucker , Magreza/sangue
2.
SLAS Discov ; 22(8): 1060-1066, 2017 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-28426939

RESUMO

Agonist shift assays feature cross-titrations of allosteric modulators and orthosteric ligands. Information generated in agonist shift assays can include a modulator's effect on the orthosteric agonist's potency (alpha) and efficacy (beta), as well as direct agonist activity of the allosteric ligand (tauB) and the intrinsic binding affinity of the modulator to the unoccupied receptor (KB). Because of the heavy resource demand and complex data handling, these allosteric parameters are determined infrequently during the course of a drug discovery program and on a relatively small subset of compounds. Automation of agonist shift assays enables this data-rich analysis to evaluate a larger number of compounds, offering the potential to differentiate compound classes earlier and prospectively prioritize based on desired molecular pharmacology. A high-throughput calcium-imaging agonist shift assay was pursued to determine the allosteric parameters of over 1000 positive allosteric modulator (PAM) molecules for the human muscarinic acetylcholine receptor 1 (M1). Control compounds were run repeatedly to demonstrate internal consistency. Comparisons between potency measurements and the allosteric parameter results demonstrate that these different types of measurements do not necessarily correlate, highlighting the importance of fully characterizing and understanding the allosteric properties of leads.


Assuntos
Ensaios de Triagem em Larga Escala/métodos , Receptor Muscarínico M1/metabolismo , Acetilcolina/farmacologia , Regulação Alostérica/efeitos dos fármacos , Animais , Automação , Células CHO , Cricetinae , Cricetulus , Receptor Muscarínico M1/agonistas , Receptor Muscarínico M1/química , Reprodutibilidade dos Testes
3.
J Lab Autom ; 21(6): 817-823, 2016 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26846143

RESUMO

The pace and complexity of modern drug discovery places ever-increasing demands on scientists for data analysis and interpretation. Data flow programming and modern visualization tools address these demands directly. Three different requirements-one for allosteric modulator analysis, one for a specialized clotting analysis, and one for enzyme global progress curve analysis-are reviewed, and their execution in a combined data flow/visualization environment is outlined.


Assuntos
Coleta de Dados , Interpretação Estatística de Dados , Descoberta de Drogas/métodos , Processamento Eletrônico de Dados/métodos , Farmacologia/métodos , Estatística como Assunto/métodos
4.
J Lab Autom ; 21(1): 57-63, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-26460107

RESUMO

Quantitative reverse transcription PCR (qRT-PCR) is a valuable tool for characterizing the effects of inhibitors on viral replication. The amplification of target viral genes through the use of specifically designed fluorescent probes and primers provides a reliable method for quantifying RNA. Due to reagent costs, use of these assays for compound evaluation is limited. Until recently, the inability to accurately dispense low volumes of qRT-PCR assay reagents precluded the routine use of this PCR assay for compound evaluation in drug discovery. Acoustic dispensing has become an integral part of drug discovery during the past decade; however, acoustic transfer of microliter volumes of aqueous reagents was time consuming. The Labcyte Echo 525 liquid handler was designed to enable rapid aqueous transfers. We compared the accuracy and precision of a qPCR assay using the Labcyte Echo 525 to those of the BioMek FX, a traditional liquid handler, with the goal of reducing the volume and cost of the assay. The data show that the Echo 525 provides higher accuracy and precision compared to the current process using a traditional liquid handler. Comparable data for assay volumes from 500 nL to 12 µL allowed the miniaturization of the assay, resulting in significant cost savings of drug discovery and process streamlining.


Assuntos
Tecnologia Biomédica/métodos , Miniaturização/métodos , Reação em Cadeia da Polimerase em Tempo Real/métodos , Acústica , Avaliação Pré-Clínica de Medicamentos/métodos , Soluções
5.
J Biomol Screen ; 19(1): 108-18, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-23989454

RESUMO

The health and disease-related biology of the CXCR4 chemokine receptor presents the challenge of finding a small molecule that can bind CXCR4 and block T-cell tropic human immunodeficiency virus type 1 (HIV-1) cell entry, while preserving the ability of CXCR4 to respond to its native ligand, CXCL12. HIV entry into the host cell involves the interaction of the viral envelope glycoprotein gp120 binding to CD4, followed by a rearrangement in gp120, and subsequent interaction with the chemokine receptor CXCR4 or CCR5. These initial events can be re-created in a cell fusion assay that represents a surrogate system, mimicking the early stages of viral entry via these host cell receptors. In the current study, a T-tropic HIV cell fusion assay was established using U2OS cells expressing the envelope glycoprotein gp160 from the T-tropic HIV NL4-3 and HeLa cells expressing CD4 and CXCR4. Detection of the cell fusion event was based on a Gal4/VP16-activated ß-lactamase signal and was measured by automated microscopy or laser scanning plate cytometry. Changes in morphology associated with cell fusion were combined with ß-lactamase activity to generate results with robust assay statistics in both 384-well and 1536-well plates. Compounds were subsequently characterized by CXCR4 signaling assays to eliminate functional antagonists and allow the identification of a function-sparing HIV entry inhibitor.


Assuntos
Inibidores da Fusão de HIV/farmacologia , Testes de Sensibilidade Microbiana/métodos , Fenótipo , Receptores CXCR4/metabolismo , Internalização do Vírus/efeitos dos fármacos , Linhagem Celular , Expressão Gênica , Genes Reporter , Ensaios de Triagem em Larga Escala , Humanos , Receptores CXCR4/genética , Proteínas Recombinantes de Fusão , Reprodutibilidade dos Testes
6.
J Am Coll Cardiol ; 49(24): 2329-36, 2007 Jun 19.
Artigo em Inglês | MEDLINE | ID: mdl-17572248

RESUMO

OBJECTIVES: The aim of this study was to determine the effect of exercise training and type of exercise (aerobic vs. strength vs. combined training) on left ventricular (LV) remodeling in heart failure (HF). BACKGROUND: A number of randomized controlled trials have examined the effect of exercise training on LV remodeling in individuals with HF. However, the results of these trials have been inconclusive. METHODS: The authors searched MEDLINE (1966 to 2006), Cochrane Central Register of Controlled Trials (issue #3, 2006), CINAHL (1982 to 2006), EMBASE (1988 to 2006), PubMed (1966 to 2006), and reference lists of identified studies for randomized controlled trials examining the effects of exercise training on ejection fraction (EF), end-diastolic volume (EDV), and end-systolic volume (ESV) in clinically stable patients with HF. Primary study authors were also contacted if appropriate. Studies were selected and data were extracted independently by 2 reviewers. Weighted mean differences (WMD) were calculated using a random effects model. RESULTS: Fourteen trials reported EF data (n = 812 patients). Seven trials reported both EDV and ESV data (n = 569). Aerobic training significantly improved EF (9 trials, 538 patients, WMD = 2.59%; 95% confidence interval [CI] 1.44% to 3.74%), EDV (371 patients; WMD = -11.49 ml; 95% CI -19.95 to -3.02 ml) and ESV (371 patients; WMD = -12.87 ml; 95% CI -17.80 to -7.93 ml). Combined aerobic and strength training was not associated with significant improvements in EF, EDV, or ESV. CONCLUSIONS: Aerobic training reverses LV remodeling in clinically stable individuals with HF. This benefit was not confirmed with combined aerobic and strength training.


Assuntos
Terapia por Exercício , Insuficiência Cardíaca/reabilitação , Remodelação Ventricular , Volume Cardíaco , Terapia por Exercício/métodos , Insuficiência Cardíaca/fisiopatologia , Humanos , Volume Sistólico , Resultado do Tratamento , Remodelação Ventricular/fisiologia
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