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Image-Based Annotation of Chemogenomic Libraries for Phenotypic Screening
Phenotypical screening is a widely used approach in drug discovery for the identification of small molecules with cellular activities. However, functional annotation of identified hits often poses a challenge. The development of small molecules with narrow or exclusive target selectivity such as che...
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Published in: | Molecules (Basel, Switzerland) Switzerland), 2022-02, Vol.27 (4), p.1439 |
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creator | Tjaden, Amelie Chaikuad, Apirat Kowarz, Eric Marschalek, Rolf Knapp, Stefan Schröder, Martin Müller, Susanne |
description | Phenotypical screening is a widely used approach in drug discovery for the identification of small molecules with cellular activities. However, functional annotation of identified hits often poses a challenge. The development of small molecules with narrow or exclusive target selectivity such as chemical probes and chemogenomic (CG) libraries, greatly diminishes this challenge, but non-specific effects caused by compound toxicity or interference with basic cellular functions still pose a problem to associate phenotypic readouts with molecular targets. Hence, each compound should ideally be comprehensively characterized regarding its effects on general cell functions. Here, we report an optimized live-cell multiplexed assay that classifies cells based on nuclear morphology, presenting an excellent indicator for cellular responses such as early apoptosis and necrosis. This basic readout in combination with the detection of other general cell damaging activities of small molecules such as changes in cytoskeletal morphology, cell cycle and mitochondrial health provides a comprehensive time-dependent characterization of the effect of small molecules on cellular health in a single experiment. The developed high-content assay offers multi-dimensional comprehensive characterization that can be used to delineate generic effects regarding cell functions and cell viability, allowing an assessment of compound suitability for subsequent detailed phenotypic and mechanistic studies. |
doi_str_mv | 10.3390/molecules27041439 |
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However, functional annotation of identified hits often poses a challenge. The development of small molecules with narrow or exclusive target selectivity such as chemical probes and chemogenomic (CG) libraries, greatly diminishes this challenge, but non-specific effects caused by compound toxicity or interference with basic cellular functions still pose a problem to associate phenotypic readouts with molecular targets. Hence, each compound should ideally be comprehensively characterized regarding its effects on general cell functions. Here, we report an optimized live-cell multiplexed assay that classifies cells based on nuclear morphology, presenting an excellent indicator for cellular responses such as early apoptosis and necrosis. This basic readout in combination with the detection of other general cell damaging activities of small molecules such as changes in cytoskeletal morphology, cell cycle and mitochondrial health provides a comprehensive time-dependent characterization of the effect of small molecules on cellular health in a single experiment. The developed high-content assay offers multi-dimensional comprehensive characterization that can be used to delineate generic effects regarding cell functions and cell viability, allowing an assessment of compound suitability for subsequent detailed phenotypic and mechanistic studies.</description><identifier>ISSN: 1420-3049</identifier><identifier>EISSN: 1420-3049</identifier><identifier>DOI: 10.3390/molecules27041439</identifier><identifier>PMID: 35209227</identifier><language>eng</language><publisher>Switzerland: MDPI AG</publisher><subject>Annotations ; Apoptosis ; Cell cycle ; Cell Cycle - drug effects ; Cell Cycle - genetics ; Cell Line, Tumor ; Cell morphology ; Cell viability ; chemogenomics ; Cytology ; Cytoskeleton ; Cytotoxicity ; Drug Discovery - methods ; Drug Evaluation, Preclinical - methods ; Dyes ; Experiments ; Genomics - methods ; Genotype & phenotype ; high content imaging ; High-Throughput Screening Assays - methods ; Humans ; Machine learning ; Mitochondria ; Molecular Imaging - methods ; Morphology ; Necrosis ; phenotypic screening ; Protocol ; Reproducibility of Results ; Selectivity ; Small Molecule Libraries ; Staining and Labeling ; Toxicity</subject><ispartof>Molecules (Basel, Switzerland), 2022-02, Vol.27 (4), p.1439</ispartof><rights>2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). 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subjects | Annotations Apoptosis Cell cycle Cell Cycle - drug effects Cell Cycle - genetics Cell Line, Tumor Cell morphology Cell viability chemogenomics Cytology Cytoskeleton Cytotoxicity Drug Discovery - methods Drug Evaluation, Preclinical - methods Dyes Experiments Genomics - methods Genotype & phenotype high content imaging High-Throughput Screening Assays - methods Humans Machine learning Mitochondria Molecular Imaging - methods Morphology Necrosis phenotypic screening Protocol Reproducibility of Results Selectivity Small Molecule Libraries Staining and Labeling Toxicity |
title | Image-Based Annotation of Chemogenomic Libraries for Phenotypic Screening |
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