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1.
J Chem Inf Model ; 54(10): 2996-3004, 2014 Oct 27.
Artigo em Inglês | MEDLINE | ID: mdl-25244007

RESUMO

In a decade with over half a billion dollars of investment, more than 300 chemical probes have been identified to have biological activity through NIH funded screening efforts. We have collected the evaluations of an experienced medicinal chemist on the likely chemistry quality of these probes based on a number of criteria including literature related to the probe and potential chemical reactivity. Over 20% of these probes were found to be undesirable. Analysis of the molecular properties of these compounds scored as desirable suggested higher pKa, molecular weight, heavy atom count, and rotatable bond number. We were particularly interested whether the human evaluation aspect of medicinal chemistry due diligence could be computationally predicted. We used a process of sequential Bayesian model building and iterative testing as we included additional probes. Following external validation of these methods and comparing different machine learning methods, we identified Bayesian models with accuracy comparable to other measures of drug-likeness and filtering rules created to date.


Assuntos
Inteligência Artificial , Modelos Estatísticos , Sondas Moleculares/química , Teorema de Bayes , Simulação por Computador , Humanos , Sondas Moleculares/economia , Peso Molecular , Controle de Qualidade , Sensibilidade e Especificidade
2.
Mol Imaging Biol ; 16(4): 441-8, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24733693

RESUMO

We have developed an efficient, streamlined, cost-effective approach to obtain Investigational New Drug (IND) approvals from the Food and Drug Administration (FDA) for positron emission tomography (PET) imaging probes (while the FDA uses the terminology PET drugs, we are using "PET imaging probes," "PET probes," or "probes" as the descriptive terms). The required application and supporting data for the INDs were collected in a collaborative effort involving appropriate scientific disciplines. This path to INDs was successfully used to translate three [(18) F]fluoro-arabinofuranosylcytosine (FAC) analog PET probes to phase 1 clinical trials. In doing this, a mechanism has been established to fulfill the FDA regulatory requirements for translating promising PET imaging probes from preclinical research into human clinical trials in an efficient and cost-effective manner.


Assuntos
Academias e Institutos , Drogas em Investigação , Imagem Molecular , Sondas Moleculares , Tomografia por Emissão de Pósitrons , Animais , Citarabina , Aprovação de Drogas , Feminino , Humanos , Masculino , Imagem Molecular/economia , Sondas Moleculares/economia , Tomografia por Emissão de Pósitrons/economia , Ratos Sprague-Dawley , Estados Unidos , United States Food and Drug Administration
3.
PLoS One ; 7(2): e32042, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-22363793

RESUMO

The generation of affinity reagents, usually monoclonal antibodies, remains a critical bottleneck in biomedical research and diagnostic test development. Recombinant antibody-like proteins such as scFv have yet to replace traditional monoclonal antibodies in antigen detection applications, in large part because of poor performance of scFv in solution. To address this limitation, we have developed assays that use whole yeast cells expressing scFv on their surfaces (yeast-scFv) in place of soluble purified scFv or traditional monoclonal antibodies. In this study, a nonimmune library of human scFv displayed on the surfaces of yeast cells was screened for clones that bind to recombinant cyst proteins of Entamoeba histolytica, an enteric pathogen of humans. Selected yeast-scFv clones were stabilized by lyophilization and used in detection assay formats in which the yeast-scFv served as solid support-bound monoclonal antibodies. Specific binding of antigen to the yeast-scFv was detected by staining with rabbit polyclonal antibodies. In flow cytometry-based assays, lyophilized yeast-scFv reagents retained full binding activity and specificity for their cognate antigens after 4 weeks of storage at room temperature in the absence of desiccants or stabilizers. Because flow cytometry is not available to all potential assay users, an immunofluorescence assay was also developed that detects antigen with similar sensitivity and specificity. Antigen-specific whole-cell yeast-scFv reagents can be selected from nonimmune libraries in 2-3 weeks, produced in vast quantities, and packaged in lyophilized form for extended shelf life. Lyophilized yeast-scFv show promise as low cost, renewable alternatives to monoclonal antibodies for diagnosis and research.


Assuntos
Anticorpos Monoclonais/economia , Antígenos de Protozoários/imunologia , Entamoeba histolytica/imunologia , Liofilização/economia , Liofilização/métodos , Saccharomyces cerevisiae/metabolismo , Anticorpos de Cadeia Única/imunologia , Anticorpos Monoclonais/imunologia , Antígenos de Protozoários/economia , Custos e Análise de Custo , Imunofluorescência , Humanos , Indicadores e Reagentes/economia , Limite de Detecção , Microscopia de Fluorescência , Sondas Moleculares/economia , Sondas Moleculares/metabolismo , Proteínas de Protozoários/imunologia , Saccharomyces cerevisiae/citologia , Anticorpos de Cadeia Única/economia , Fatores de Tempo
4.
Microbiol Res ; 163(2): 140-7, 2008.
Artigo em Inglês | MEDLINE | ID: mdl-16730965

RESUMO

Spring water from alpine catchments are important water resources but they can be vulnerable against faecal contamination. Potential faecal contamination sources are wildlife populations, pasturing activities, or alpine tourism. Unfortunately, no faecal source tracking method is available to date which is sensitive enough for appropriate spring water monitoring and source allocation. Our purpose was to develop a Duplex Scorpion real-time PCR approach for the specific and sensitive quantification of Bacteroides sp. 16S rDNA fragments from human and cattle origin. By the developed approach, detection of plasmids, carrying the respective biomarker sequence, was possible over a range of more than seven orders of magnitudes down to six copy numbers per PCR assay. Furthermore, the Duplex Scorpion real-time PCR allowed the specific quantification down to 50 targets in plasmid spiked spring water matrices. Results indicate that microbial source tracking appears feasible in spring water habitats by probe-based real-time PCR technologies. However, preliminary testing of the established approach on faecal samples collected from a representative alpine habitat did not allow unambiguous source allocation in all cases. In the future, the available sequence database has thus to be widened to allow reliable source tracking in alpine spring watersheds and even expand this approach to other potential faecal sources.


Assuntos
Bacteroides/isolamento & purificação , Água Doce/microbiologia , Reação em Cadeia da Polimerase/métodos , Animais , Bacteroides/genética , Sequência de Bases , Bovinos , Primers do DNA/análise , Primers do DNA/genética , DNA Bacteriano/genética , DNA Ribossômico/genética , Fezes/microbiologia , Humanos , Técnicas de Sonda Molecular/economia , Sondas Moleculares/economia , Sondas Moleculares/genética , Dados de Sequência Molecular , Plasmídeos/análise , Plasmídeos/genética , RNA Ribossômico 16S/genética , Sensibilidade e Especificidade , Alinhamento de Sequência , Análise de Sequência de DNA
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