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Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures

At present, in vitro phenotypic screening methods are widely used for drug discovery. In the field of epilepsy research, measurements of neuronal activities have been utilized for predicting efficacy of anti-epileptic drugs. Fluorescence measurements of calcium oscillations in neurons are commonly u...

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Autores principales: Sakaguchi, Richi, Nakamura, Saki, Iha, Hiroyuki, Tanaka, Masaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10146483/
https://www.ncbi.nlm.nih.gov/pubmed/37115794
http://dx.doi.org/10.1371/journal.pone.0271782
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author Sakaguchi, Richi
Nakamura, Saki
Iha, Hiroyuki
Tanaka, Masaki
author_facet Sakaguchi, Richi
Nakamura, Saki
Iha, Hiroyuki
Tanaka, Masaki
author_sort Sakaguchi, Richi
collection PubMed
description At present, in vitro phenotypic screening methods are widely used for drug discovery. In the field of epilepsy research, measurements of neuronal activities have been utilized for predicting efficacy of anti-epileptic drugs. Fluorescence measurements of calcium oscillations in neurons are commonly used for measurement of neuronal activities, and some anti-epileptic drugs have been evaluated using this assay technique. However, changes in waveforms were not quantified in previous reports. Here, we have developed a high-throughput screening system containing a new analysis method for quantifying waveforms, and our method has successfully enabled simultaneous measurement of calcium oscillations in a 96-well plate. Features of waveforms were extracted automatically and allowed the characterization of some anti-epileptic drugs using principal component analysis. Moreover, we have shown that trajectories in accordance with the concentrations of compounds in principal component analysis plots were unique to the mechanism of anti-epileptic drugs. We believe that an approach that focuses on the features of calcium oscillations will lead to better understanding of the characteristics of existing anti-epileptic drugs and allow to predict the mechanism of action of novel drug candidates.
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spelling pubmed-101464832023-04-29 Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures Sakaguchi, Richi Nakamura, Saki Iha, Hiroyuki Tanaka, Masaki PLoS One Research Article At present, in vitro phenotypic screening methods are widely used for drug discovery. In the field of epilepsy research, measurements of neuronal activities have been utilized for predicting efficacy of anti-epileptic drugs. Fluorescence measurements of calcium oscillations in neurons are commonly used for measurement of neuronal activities, and some anti-epileptic drugs have been evaluated using this assay technique. However, changes in waveforms were not quantified in previous reports. Here, we have developed a high-throughput screening system containing a new analysis method for quantifying waveforms, and our method has successfully enabled simultaneous measurement of calcium oscillations in a 96-well plate. Features of waveforms were extracted automatically and allowed the characterization of some anti-epileptic drugs using principal component analysis. Moreover, we have shown that trajectories in accordance with the concentrations of compounds in principal component analysis plots were unique to the mechanism of anti-epileptic drugs. We believe that an approach that focuses on the features of calcium oscillations will lead to better understanding of the characteristics of existing anti-epileptic drugs and allow to predict the mechanism of action of novel drug candidates. Public Library of Science 2023-04-28 /pmc/articles/PMC10146483/ /pubmed/37115794 http://dx.doi.org/10.1371/journal.pone.0271782 Text en © 2023 Sakaguchi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Sakaguchi, Richi
Nakamura, Saki
Iha, Hiroyuki
Tanaka, Masaki
Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title_full Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title_fullStr Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title_full_unstemmed Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title_short Phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
title_sort phenotypic screening using waveform analysis of synchronized calcium oscillations in primary cortical cultures
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10146483/
https://www.ncbi.nlm.nih.gov/pubmed/37115794
http://dx.doi.org/10.1371/journal.pone.0271782
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