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Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes
Multiplexed gene-signature-based phenotypic assays are increasingly used for the identification and profiling of small molecule-tool compounds and drugs. Here we introduce a method (provided as R-package) for the quantification of the dose-response potency of a gene-signature as EC(50) and IC(50) va...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295968/ https://www.ncbi.nlm.nih.gov/pubmed/32541899 http://dx.doi.org/10.1038/s41598-020-66533-5 |
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author | Renner, Steffen Bergsdorf, Christian Bouhelal, Rochdi Koziczak-Holbro, Magdalena Amati, Andrea Marco Techer-Etienne, Valerie Flotte, Ludivine Reymann, Nicole Kapur, Karen Hoersch, Sebastian Oakeley, Edward James Schuffenhauer, Ansgar Gubler, Hanspeter Lounkine, Eugen Farmer, Pierre |
author_facet | Renner, Steffen Bergsdorf, Christian Bouhelal, Rochdi Koziczak-Holbro, Magdalena Amati, Andrea Marco Techer-Etienne, Valerie Flotte, Ludivine Reymann, Nicole Kapur, Karen Hoersch, Sebastian Oakeley, Edward James Schuffenhauer, Ansgar Gubler, Hanspeter Lounkine, Eugen Farmer, Pierre |
author_sort | Renner, Steffen |
collection | PubMed |
description | Multiplexed gene-signature-based phenotypic assays are increasingly used for the identification and profiling of small molecule-tool compounds and drugs. Here we introduce a method (provided as R-package) for the quantification of the dose-response potency of a gene-signature as EC(50) and IC(50) values. Two signaling pathways were used as models to validate our methods: beta-adrenergic agonistic activity on cAMP generation (dedicated dataset generated for this study) and EGFR inhibitory effect on cancer cell viability. In both cases, potencies derived from multi-gene expression data were highly correlated with orthogonal potencies derived from cAMP and cell growth readouts, and superior to potencies derived from single individual genes. Based on our results we propose gene-signature potencies as a novel valid alternative for the quantitative prioritization, optimization and development of novel drugs. |
format | Online Article Text |
id | pubmed-7295968 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-72959682020-06-17 Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes Renner, Steffen Bergsdorf, Christian Bouhelal, Rochdi Koziczak-Holbro, Magdalena Amati, Andrea Marco Techer-Etienne, Valerie Flotte, Ludivine Reymann, Nicole Kapur, Karen Hoersch, Sebastian Oakeley, Edward James Schuffenhauer, Ansgar Gubler, Hanspeter Lounkine, Eugen Farmer, Pierre Sci Rep Article Multiplexed gene-signature-based phenotypic assays are increasingly used for the identification and profiling of small molecule-tool compounds and drugs. Here we introduce a method (provided as R-package) for the quantification of the dose-response potency of a gene-signature as EC(50) and IC(50) values. Two signaling pathways were used as models to validate our methods: beta-adrenergic agonistic activity on cAMP generation (dedicated dataset generated for this study) and EGFR inhibitory effect on cancer cell viability. In both cases, potencies derived from multi-gene expression data were highly correlated with orthogonal potencies derived from cAMP and cell growth readouts, and superior to potencies derived from single individual genes. Based on our results we propose gene-signature potencies as a novel valid alternative for the quantitative prioritization, optimization and development of novel drugs. Nature Publishing Group UK 2020-06-15 /pmc/articles/PMC7295968/ /pubmed/32541899 http://dx.doi.org/10.1038/s41598-020-66533-5 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Renner, Steffen Bergsdorf, Christian Bouhelal, Rochdi Koziczak-Holbro, Magdalena Amati, Andrea Marco Techer-Etienne, Valerie Flotte, Ludivine Reymann, Nicole Kapur, Karen Hoersch, Sebastian Oakeley, Edward James Schuffenhauer, Ansgar Gubler, Hanspeter Lounkine, Eugen Farmer, Pierre Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title | Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title_full | Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title_fullStr | Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title_full_unstemmed | Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title_short | Gene-signature-derived IC(50)s/EC(50)s reflect the potency of causative upstream targets and downstream phenotypes |
title_sort | gene-signature-derived ic(50)s/ec(50)s reflect the potency of causative upstream targets and downstream phenotypes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295968/ https://www.ncbi.nlm.nih.gov/pubmed/32541899 http://dx.doi.org/10.1038/s41598-020-66533-5 |
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