Gene-signature-derived IC 50 s/EC 50 s reflect the potency of causative upstream targets and downstream phenotypes

Steffen Renner,Christian Bergsdorf,Rochdi Bouhelal, Magdalena Koziczak-Holbro,Andrea Marco Amati, Valerie Techer-Etienne, Ludivine Flotte,Nicole Reymann,Karen Kapur,Sebastian Hoersch, Edward James Oakeley,Ansgar Schuffenhauer, Hanspeter Gubler,Eugen Lounkine,Pierre Farmer

SCIENTIFIC REPORTS(2020)

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摘要
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.
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关键词
Chemical biology,Computational biology and bioinformatics,Drug discovery,Drug screening,High-throughput screening,Mechanism of action,Pharmacology,Screening,Small molecules,Science,Humanities and Social Sciences,multidisciplinary
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