Drug Discovery 2021 After the Storm: Re-connect, Re-invent, Re-imagine
Poster
61

A New Workflow Automating the Data Analysis in Gene Expression Screens Across Assay Formats Produces Consistent Results at Scale and Efficiency

Abstract

The characterization of gene expression changes has broad applications, including (1) screening of RNA-based or small molecule drugs which function by direct modulation of gene expression, e.g., by altering pre-mRNA splicing, (2) verifying effects of protein-targeting drugs on given cellular pathways, and (3) toxicity profiling or assessing target selectivity. Today, assays such as multiplexed reverse transcription qPCR (RT-qPCR) or bead-based technologies like the QuantiGeneTM assay can be performed on automated platforms to enable screening of gene expression at scale. These technologies allow a large increase in throughput, but to date, there exists no common analysis workflow which can consistently and efficiently process high-volume data for all gene expression assays. In this poster, we present a new, highly automated analysis workflow embedded in Genedata Screener which yields major efficiency gains and standardized, high-quality results. This workflow provides built-in functionality for processing and quality control (QC) procedures common to all gene expression assays, such as: normalization to house-keeping genes, which can be assigned per assay; dedicated fits for fold change measurements in dose-response; automated QC including masking of unreliable measurements, flagging of cytotoxic compounds, and dedicated quality plots. Additionally, the workflow features analyses specific to RT-qPCR, such as viewing raw amplification curves for RT-qPCR experiments and robust, automated determination of Ct values. Recently, this workflow was deployed at Evotec to streamline RT-qPCR-based screens, enabling the routine screening of up to 400’000 compounds, resulting in rapid analysis and significantly shortened cycle times for gene expression assays.

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