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Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening

Nuclear entry and exit of the NF-κB family of dimeric transcription factors plays an essential role in regulating cellular responses to inflammatory stress. The dynamics of this nuclear translocation can vary significantly within a cell population and may dramatically change e.g. upon drug exposure....

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Detalles Bibliográficos
Autores principales: Di, Zi, Herpers, Bram, Fredriksson, Lisa, Yan, Kuan, van de Water, Bob, Verbeek, Fons J., Meerman, John H. N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3531459/
https://www.ncbi.nlm.nih.gov/pubmed/23300644
http://dx.doi.org/10.1371/journal.pone.0052337
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author Di, Zi
Herpers, Bram
Fredriksson, Lisa
Yan, Kuan
van de Water, Bob
Verbeek, Fons J.
Meerman, John H. N.
author_facet Di, Zi
Herpers, Bram
Fredriksson, Lisa
Yan, Kuan
van de Water, Bob
Verbeek, Fons J.
Meerman, John H. N.
author_sort Di, Zi
collection PubMed
description Nuclear entry and exit of the NF-κB family of dimeric transcription factors plays an essential role in regulating cellular responses to inflammatory stress. The dynamics of this nuclear translocation can vary significantly within a cell population and may dramatically change e.g. upon drug exposure. Furthermore, there is significant heterogeneity in individual cell response upon stress signaling. In order to systematically determine factors that define NF-κB translocation dynamics, high-throughput screens that enable the analysis of dynamic NF-κB responses in individual cells in real time are essential. Thus far, only NF-κB downstream signaling responses of whole cell populations at the transcriptional level are in high-throughput mode. In this study, we developed a fully automated image analysis method to determine the time-course of NF-κB translocation in individual cells, suitable for high-throughput screenings in the context of compound screening and functional genomics. Two novel segmentation methods were used for defining the individual nuclear and cytoplasmic regions: watershed masked clustering (WMC) and best-fit ellipse of Voronoi cell (BEVC). The dynamic NFκB oscillatory response at the single cell and population level was coupled to automated extraction of 26 analogue translocation parameters including number of peaks, time to reach each peak, and amplitude of each peak. Our automated image analysis method was validated through a series of statistical tests demonstrating computational efficient and accurate NF-κB translocation dynamics quantification of our algorithm. Both pharmacological inhibition of NF-κB and short interfering RNAs targeting the inhibitor of NFκB, IκBα, demonstrated the ability of our method to identify compounds and genetic players that interfere with the nuclear transition of NF-κB.
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spelling pubmed-35314592013-01-08 Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening Di, Zi Herpers, Bram Fredriksson, Lisa Yan, Kuan van de Water, Bob Verbeek, Fons J. Meerman, John H. N. PLoS One Research Article Nuclear entry and exit of the NF-κB family of dimeric transcription factors plays an essential role in regulating cellular responses to inflammatory stress. The dynamics of this nuclear translocation can vary significantly within a cell population and may dramatically change e.g. upon drug exposure. Furthermore, there is significant heterogeneity in individual cell response upon stress signaling. In order to systematically determine factors that define NF-κB translocation dynamics, high-throughput screens that enable the analysis of dynamic NF-κB responses in individual cells in real time are essential. Thus far, only NF-κB downstream signaling responses of whole cell populations at the transcriptional level are in high-throughput mode. In this study, we developed a fully automated image analysis method to determine the time-course of NF-κB translocation in individual cells, suitable for high-throughput screenings in the context of compound screening and functional genomics. Two novel segmentation methods were used for defining the individual nuclear and cytoplasmic regions: watershed masked clustering (WMC) and best-fit ellipse of Voronoi cell (BEVC). The dynamic NFκB oscillatory response at the single cell and population level was coupled to automated extraction of 26 analogue translocation parameters including number of peaks, time to reach each peak, and amplitude of each peak. Our automated image analysis method was validated through a series of statistical tests demonstrating computational efficient and accurate NF-κB translocation dynamics quantification of our algorithm. Both pharmacological inhibition of NF-κB and short interfering RNAs targeting the inhibitor of NFκB, IκBα, demonstrated the ability of our method to identify compounds and genetic players that interfere with the nuclear transition of NF-κB. Public Library of Science 2012-12-27 /pmc/articles/PMC3531459/ /pubmed/23300644 http://dx.doi.org/10.1371/journal.pone.0052337 Text en © 2012 Di et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Di, Zi
Herpers, Bram
Fredriksson, Lisa
Yan, Kuan
van de Water, Bob
Verbeek, Fons J.
Meerman, John H. N.
Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title_full Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title_fullStr Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title_full_unstemmed Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title_short Automated Analysis of NF-κB Nuclear Translocation Kinetics in High-Throughput Screening
title_sort automated analysis of nf-κb nuclear translocation kinetics in high-throughput screening
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3531459/
https://www.ncbi.nlm.nih.gov/pubmed/23300644
http://dx.doi.org/10.1371/journal.pone.0052337
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