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Precision multidimensional assay for high-throughput microRNA drug discovery

Development of drug discovery assays that combine high content with throughput is challenging. Information-processing gene networks can address this challenge by integrating multiple potential targets of drug candidates' activities into a small number of informative readouts, reporting simultan...

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Detalles Bibliográficos
Autores principales: Haefliger, Benjamin, Prochazka, Laura, Angelici, Bartolomeo, Benenson, Yaakov
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757758/
https://www.ncbi.nlm.nih.gov/pubmed/26880188
http://dx.doi.org/10.1038/ncomms10709
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author Haefliger, Benjamin
Prochazka, Laura
Angelici, Bartolomeo
Benenson, Yaakov
author_facet Haefliger, Benjamin
Prochazka, Laura
Angelici, Bartolomeo
Benenson, Yaakov
author_sort Haefliger, Benjamin
collection PubMed
description Development of drug discovery assays that combine high content with throughput is challenging. Information-processing gene networks can address this challenge by integrating multiple potential targets of drug candidates' activities into a small number of informative readouts, reporting simultaneously on specific and non-specific effects. Here we show a family of networks implementing this concept in a cell-based drug discovery assay for miRNA drug targets. The networks comprise multiple modules reporting on specific effects towards an intended miRNA target, together with non-specific effects on gene expression, off-target miRNAs and RNA interference pathway. We validate the assays using known perturbations of on- and off-target miRNAs, and evaluate an ∼700 compound library in an automated screen with a follow-up on specific and non-specific hits. We further customize and validate assays for additional drug targets and non-specific inputs. Our study offers a novel framework for precision drug discovery assays applicable to diverse target families.
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spelling pubmed-47577582016-03-04 Precision multidimensional assay for high-throughput microRNA drug discovery Haefliger, Benjamin Prochazka, Laura Angelici, Bartolomeo Benenson, Yaakov Nat Commun Article Development of drug discovery assays that combine high content with throughput is challenging. Information-processing gene networks can address this challenge by integrating multiple potential targets of drug candidates' activities into a small number of informative readouts, reporting simultaneously on specific and non-specific effects. Here we show a family of networks implementing this concept in a cell-based drug discovery assay for miRNA drug targets. The networks comprise multiple modules reporting on specific effects towards an intended miRNA target, together with non-specific effects on gene expression, off-target miRNAs and RNA interference pathway. We validate the assays using known perturbations of on- and off-target miRNAs, and evaluate an ∼700 compound library in an automated screen with a follow-up on specific and non-specific hits. We further customize and validate assays for additional drug targets and non-specific inputs. Our study offers a novel framework for precision drug discovery assays applicable to diverse target families. Nature Publishing Group 2016-02-16 /pmc/articles/PMC4757758/ /pubmed/26880188 http://dx.doi.org/10.1038/ncomms10709 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Haefliger, Benjamin
Prochazka, Laura
Angelici, Bartolomeo
Benenson, Yaakov
Precision multidimensional assay for high-throughput microRNA drug discovery
title Precision multidimensional assay for high-throughput microRNA drug discovery
title_full Precision multidimensional assay for high-throughput microRNA drug discovery
title_fullStr Precision multidimensional assay for high-throughput microRNA drug discovery
title_full_unstemmed Precision multidimensional assay for high-throughput microRNA drug discovery
title_short Precision multidimensional assay for high-throughput microRNA drug discovery
title_sort precision multidimensional assay for high-throughput microrna drug discovery
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757758/
https://www.ncbi.nlm.nih.gov/pubmed/26880188
http://dx.doi.org/10.1038/ncomms10709
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