Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1782416504265900032 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4757758 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT haefligerbenjamin precisionmultidimensionalassayforhighthroughputmicrornadrugdiscovery AT prochazkalaura precisionmultidimensionalassayforhighthroughputmicrornadrugdiscovery AT angelicibartolomeo precisionmultidimensionalassayforhighthroughputmicrornadrugdiscovery AT benensonyaakov precisionmultidimensionalassayforhighthroughputmicrornadrugdiscovery |