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Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast

Inter-individual variation in regulatory circuits controlling gene expression is a powerful source of functional information. The study of associations among genetic variants and gene expression provides important insights about cell circuitry but cannot specify whether and when potential variants d...

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Detalles Bibliográficos
Autores principales: Brodt, Avital, Botzman, Maya, David, Eyal, Gat-Viks, Irit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4256076/
https://www.ncbi.nlm.nih.gov/pubmed/25474467
http://dx.doi.org/10.1371/journal.pcbi.1003984
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author Brodt, Avital
Botzman, Maya
David, Eyal
Gat-Viks, Irit
author_facet Brodt, Avital
Botzman, Maya
David, Eyal
Gat-Viks, Irit
author_sort Brodt, Avital
collection PubMed
description Inter-individual variation in regulatory circuits controlling gene expression is a powerful source of functional information. The study of associations among genetic variants and gene expression provides important insights about cell circuitry but cannot specify whether and when potential variants dynamically alter their genetic effect during the course of response. Here we develop a computational procedure that captures temporal changes in genetic effects, and apply it to analyze transcription during inhibition of the TOR signaling pathway in segregating yeast cells. We found a high-order coordination of gene modules: sets of genes co-associated with the same genetic variant and sharing a common temporal genetic effect pattern. The temporal genetic effects of some modules represented a single state-transitioning pattern; for example, at 10–30 minutes following stimulation, genetic effects in the phosphate utilization module attained a characteristic transition to a new steady state. In contrast, another module showed an impulse pattern of genetic effects; for example, in the poor nitrogen sources utilization module, a spike up of a genetic effect at 10–20 minutes following stimulation reflected inter-individual variation in the timing (rather than magnitude) of response. Our analysis suggests that the same mechanism typically leads to both inter-individual variation and the temporal genetic effect pattern in a module. Our methodology provides a quantitative genetic approach to studying the molecular mechanisms that shape dynamic changes in transcriptional responses.
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spelling pubmed-42560762014-12-11 Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast Brodt, Avital Botzman, Maya David, Eyal Gat-Viks, Irit PLoS Comput Biol Research Article Inter-individual variation in regulatory circuits controlling gene expression is a powerful source of functional information. The study of associations among genetic variants and gene expression provides important insights about cell circuitry but cannot specify whether and when potential variants dynamically alter their genetic effect during the course of response. Here we develop a computational procedure that captures temporal changes in genetic effects, and apply it to analyze transcription during inhibition of the TOR signaling pathway in segregating yeast cells. We found a high-order coordination of gene modules: sets of genes co-associated with the same genetic variant and sharing a common temporal genetic effect pattern. The temporal genetic effects of some modules represented a single state-transitioning pattern; for example, at 10–30 minutes following stimulation, genetic effects in the phosphate utilization module attained a characteristic transition to a new steady state. In contrast, another module showed an impulse pattern of genetic effects; for example, in the poor nitrogen sources utilization module, a spike up of a genetic effect at 10–20 minutes following stimulation reflected inter-individual variation in the timing (rather than magnitude) of response. Our analysis suggests that the same mechanism typically leads to both inter-individual variation and the temporal genetic effect pattern in a module. Our methodology provides a quantitative genetic approach to studying the molecular mechanisms that shape dynamic changes in transcriptional responses. Public Library of Science 2014-12-04 /pmc/articles/PMC4256076/ /pubmed/25474467 http://dx.doi.org/10.1371/journal.pcbi.1003984 Text en © 2014 Brodt 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
Brodt, Avital
Botzman, Maya
David, Eyal
Gat-Viks, Irit
Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title_full Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title_fullStr Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title_full_unstemmed Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title_short Dissecting Dynamic Genetic Variation That Controls Temporal Gene Response in Yeast
title_sort dissecting dynamic genetic variation that controls temporal gene response in yeast
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4256076/
https://www.ncbi.nlm.nih.gov/pubmed/25474467
http://dx.doi.org/10.1371/journal.pcbi.1003984
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