Sarah Sirin, Nirodhini S Siriwardana, Michael Wood, James Mills, Dominic J Reynolds, Frédéric H Vaillancourt
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引用次数: 0
Abstract
High-throughput screening (HTS) approaches incorporating multiplexed, cell-based assays are increasingly common for identifying novel modulators of complex biological processes. To enable the discovery of small molecule modulators of mRNA processing, we developed a multiplexed, bead-based, high-throughput QuantiGene assay, leveraging the Luminex platform that is capable of simultaneously quantifying transcript levels of multiple independent target genes within a single HTS campaign. To address plate variability and potential screening artifacts, a pragmatic hit-calling pipeline was implemented utilizing both plate- and well-based normalization strategies. This dual-normalization approach reduced false negatives and produced consistent hit confirmation rates. Application of this methodology led to the identification of unique compounds selectively modulating individual target genes. Strikingly, among the three exemplary genes, only 5% of primary actives demonstrated activity across all three target genes, underscoring the assay's capacity for detecting selective mRNA modulators. Chemical motif analysis of confirmed actives recovered known RNA privileged scaffolds as well as novel scaffolds that are uniquely enriched for individual targets screened. Validation screening using an orthogonal, four-point concentration-response real-time PCR (qPCR) assay in a disease-relevant cell line demonstrated high validation rates, supporting the robustness and translational relevance of this multiplexed HTS platform. These findings establish a scalable and reliable strategy for identifying selective small molecule modulators of mRNA processing, with broad applicability in early drug discovery.
期刊介绍:
ASSAY and Drug Development Technologies provides access to novel techniques and robust tools that enable critical advances in early-stage screening. This research published in the Journal leads to important therapeutics and platforms for drug discovery and development. This reputable peer-reviewed journal features original papers application-oriented technology reviews, topical issues on novel and burgeoning areas of research, and reports in methodology and technology application.
ASSAY and Drug Development Technologies coverage includes:
-Assay design, target development, and high-throughput technologies-
Hit to Lead optimization and medicinal chemistry through preclinical candidate selection-
Lab automation, sample management, bioinformatics, data mining, virtual screening, and data analysis-
Approaches to assays configured for gene families, inherited, and infectious diseases-
Assays and strategies for adapting model organisms to drug discovery-
The use of stem cells as models of disease-
Translation of phenotypic outputs to target identification-
Exploration and mechanistic studies of the technical basis for assay and screening artifacts