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Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression
Anterior-posterior (AP) body segmentation of the fruit fly (Drosophila) is first seen in the 7-stripe spatial expression patterns of the pair-rule genes, which regulate downstream genes determining specific segment identities. Regulation of pair-rule expression has been extensively studied for the e...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5402966/ https://www.ncbi.nlm.nih.gov/pubmed/28437444 http://dx.doi.org/10.1371/journal.pone.0176228 |
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author | Holloway, David M. Spirov, Alexander V. |
author_facet | Holloway, David M. Spirov, Alexander V. |
author_sort | Holloway, David M. |
collection | PubMed |
description | Anterior-posterior (AP) body segmentation of the fruit fly (Drosophila) is first seen in the 7-stripe spatial expression patterns of the pair-rule genes, which regulate downstream genes determining specific segment identities. Regulation of pair-rule expression has been extensively studied for the even-skipped (eve) gene. Recent live imaging, of a reporter for the 2(nd) eve stripe, has demonstrated the stochastic nature of this process, with ‘bursts’ in the number of RNA transcripts being made over time. We developed a stochastic model of the spatial and temporal expression of eve stripe 2 (binding by transcriptional activators (Bicoid and Hunchback proteins) and repressors (Giant and Krüppel proteins), transcriptional initiation and termination; with all rate parameters constrained by features of the experimental data) in order to analyze the noisy experimental time series and test hypotheses for how eve transcription is regulated. These include whether eve transcription is simply OFF or ON, with a single ON rate, or whether it proceeds by a more complex mechanism, with multiple ON rates. We find that both mechanisms can produce long (multi-minute) RNA bursts, but that the short-time (minute-to-minute) statistics of the data is indicative of eve being transcribed with at least two distinct ON rates, consistent with data on the joint activation of eve by Bicoid and Hunchback. We also predict distinct statistical signatures for cases in which eve is repressed (e.g. along the edges of the stripe) vs. cases in which activation is reduced (e.g. by mutagenesis of transcription factor binding sites). Fundamental developmental processes such as gene transcription are intrinsically noisy; our approach presents a new way to quantify and analyze time series data during developmental patterning in order to understand regulatory mechanisms and how they propagate noise and impact embryonic robustness. |
format | Online Article Text |
id | pubmed-5402966 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54029662017-05-12 Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression Holloway, David M. Spirov, Alexander V. PLoS One Research Article Anterior-posterior (AP) body segmentation of the fruit fly (Drosophila) is first seen in the 7-stripe spatial expression patterns of the pair-rule genes, which regulate downstream genes determining specific segment identities. Regulation of pair-rule expression has been extensively studied for the even-skipped (eve) gene. Recent live imaging, of a reporter for the 2(nd) eve stripe, has demonstrated the stochastic nature of this process, with ‘bursts’ in the number of RNA transcripts being made over time. We developed a stochastic model of the spatial and temporal expression of eve stripe 2 (binding by transcriptional activators (Bicoid and Hunchback proteins) and repressors (Giant and Krüppel proteins), transcriptional initiation and termination; with all rate parameters constrained by features of the experimental data) in order to analyze the noisy experimental time series and test hypotheses for how eve transcription is regulated. These include whether eve transcription is simply OFF or ON, with a single ON rate, or whether it proceeds by a more complex mechanism, with multiple ON rates. We find that both mechanisms can produce long (multi-minute) RNA bursts, but that the short-time (minute-to-minute) statistics of the data is indicative of eve being transcribed with at least two distinct ON rates, consistent with data on the joint activation of eve by Bicoid and Hunchback. We also predict distinct statistical signatures for cases in which eve is repressed (e.g. along the edges of the stripe) vs. cases in which activation is reduced (e.g. by mutagenesis of transcription factor binding sites). Fundamental developmental processes such as gene transcription are intrinsically noisy; our approach presents a new way to quantify and analyze time series data during developmental patterning in order to understand regulatory mechanisms and how they propagate noise and impact embryonic robustness. Public Library of Science 2017-04-24 /pmc/articles/PMC5402966/ /pubmed/28437444 http://dx.doi.org/10.1371/journal.pone.0176228 Text en © 2017 Holloway, Spirov http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Holloway, David M. Spirov, Alexander V. Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title | Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title_full | Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title_fullStr | Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title_full_unstemmed | Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title_short | Transcriptional bursting in Drosophila development: Stochastic dynamics of eve stripe 2 expression |
title_sort | transcriptional bursting in drosophila development: stochastic dynamics of eve stripe 2 expression |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5402966/ https://www.ncbi.nlm.nih.gov/pubmed/28437444 http://dx.doi.org/10.1371/journal.pone.0176228 |
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