Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments

Environmental Gene Regulatory Influence Networks (EGRINs) coordinate the timing and rate of gene expression in response to environmental and developmental signals. EGRINs encompass many layers of regulation, which culminate in changes in the level of accumulated transcripts. Here we infer EGRINs for...

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Autores principales: Wilkins, Olivia, Hafemeister, Christoph, Plessis, Anne, Holloway-Phillips, Meisha-Marika, Pham, Gina M., Nicotra, Adrienne B., Gregorio, Glenn B., Jagadish, Krishna S.V., Septiningsih, Endang M., Bonneau, Richard, Purugganan, Michael
Formato: Preprint
Lenguaje:Inglés
Publicado: Cold Spring Harbor Laboratory 2016
Acceso en línea:https://hdl.handle.net/10568/165285
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author Wilkins, Olivia
Hafemeister, Christoph
Plessis, Anne
Holloway-Phillips, Meisha-Marika
Pham, Gina M.
Nicotra, Adrienne B.
Gregorio, Glenn B.
Jagadish, Krishna S.V.
Septiningsih, Endang M.
Bonneau, Richard
Purugganan, Michael
author_browse Bonneau, Richard
Gregorio, Glenn B.
Hafemeister, Christoph
Holloway-Phillips, Meisha-Marika
Jagadish, Krishna S.V.
Nicotra, Adrienne B.
Pham, Gina M.
Plessis, Anne
Purugganan, Michael
Septiningsih, Endang M.
Wilkins, Olivia
author_facet Wilkins, Olivia
Hafemeister, Christoph
Plessis, Anne
Holloway-Phillips, Meisha-Marika
Pham, Gina M.
Nicotra, Adrienne B.
Gregorio, Glenn B.
Jagadish, Krishna S.V.
Septiningsih, Endang M.
Bonneau, Richard
Purugganan, Michael
author_sort Wilkins, Olivia
collection Repository of Agricultural Research Outputs (CGSpace)
description Environmental Gene Regulatory Influence Networks (EGRINs) coordinate the timing and rate of gene expression in response to environmental and developmental signals. EGRINs encompass many layers of regulation, which culminate in changes in the level of accumulated transcripts. Here we infer EGRINs for the response of five tropical Asian rice cultivars to high temperatures, water deficit, and agricultural field conditions, by systematically integrating time series transcriptome data (720 RNA-seq libraries), patterns of nucleosome-free chromatin (18 ATAC-seq libraries), and the occurrence of known cis-regulatory elements. First, we identify 5,447 putative target genes for 445 transcription factors (TFs) by connecting TFs with genes with known cis-regulatory motifs in nucleosome-free chromatin regions proximal to transcriptional start sites (TSS) of genes. We then use network component analysis to estimate the regulatory activity for these TFs from the expression of these putative target genes. Finally, we inferred an EGRIN using the estimated TFA as the regulator. The EGRIN included regulatory interactions between 4,052 target genes regulated by 113 TFs. We resolved distinct regulatory roles for members of a large TF family, including a putative regulatory connection between abiotic stress and the circadian clock, as well as specific regulatory functions for TFs in the drought response. TFA estimation using network component analysis is an effective way of incorporating multiple genome-scale measurements into network inference and that supplementing data from controlled experimental conditions with data from outdoor field conditions increases the resolution for EGRIN inference.
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spelling CGSpace1652852025-06-17T08:23:24Z Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments Wilkins, Olivia Hafemeister, Christoph Plessis, Anne Holloway-Phillips, Meisha-Marika Pham, Gina M. Nicotra, Adrienne B. Gregorio, Glenn B. Jagadish, Krishna S.V. Septiningsih, Endang M. Bonneau, Richard Purugganan, Michael Environmental Gene Regulatory Influence Networks (EGRINs) coordinate the timing and rate of gene expression in response to environmental and developmental signals. EGRINs encompass many layers of regulation, which culminate in changes in the level of accumulated transcripts. Here we infer EGRINs for the response of five tropical Asian rice cultivars to high temperatures, water deficit, and agricultural field conditions, by systematically integrating time series transcriptome data (720 RNA-seq libraries), patterns of nucleosome-free chromatin (18 ATAC-seq libraries), and the occurrence of known cis-regulatory elements. First, we identify 5,447 putative target genes for 445 transcription factors (TFs) by connecting TFs with genes with known cis-regulatory motifs in nucleosome-free chromatin regions proximal to transcriptional start sites (TSS) of genes. We then use network component analysis to estimate the regulatory activity for these TFs from the expression of these putative target genes. Finally, we inferred an EGRIN using the estimated TFA as the regulator. The EGRIN included regulatory interactions between 4,052 target genes regulated by 113 TFs. We resolved distinct regulatory roles for members of a large TF family, including a putative regulatory connection between abiotic stress and the circadian clock, as well as specific regulatory functions for TFs in the drought response. TFA estimation using network component analysis is an effective way of incorporating multiple genome-scale measurements into network inference and that supplementing data from controlled experimental conditions with data from outdoor field conditions increases the resolution for EGRIN inference. 2016-03-03 2024-12-19T12:54:55Z 2024-12-19T12:54:55Z Preprint https://hdl.handle.net/10568/165285 en Open Access Cold Spring Harbor Laboratory Wilkins, Olivia; Hafemeister, Christoph; Plessis, Anne; Holloway-Phillips, Meisha-Marika; Pham, Gina M.; Nicotra, Adrienne B.; Gregorio, Glenn B.; Jagadish, S.V. Krishna; Septiningsih, Endang M.; Bonneau, Richard and Purugganan, Michael. 2016. Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments. bioRxiv Preprint: doi: https://doi.org/10.1101/042317, (e-first copy): 40 pages, ill. Ref.
spellingShingle Wilkins, Olivia
Hafemeister, Christoph
Plessis, Anne
Holloway-Phillips, Meisha-Marika
Pham, Gina M.
Nicotra, Adrienne B.
Gregorio, Glenn B.
Jagadish, Krishna S.V.
Septiningsih, Endang M.
Bonneau, Richard
Purugganan, Michael
Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title_full Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title_fullStr Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title_full_unstemmed Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title_short Environmental gene regulatory influence networks in rice (Oryza sativa): response to water deficit, high temperature and agricultural environments
title_sort environmental gene regulatory influence networks in rice oryza sativa response to water deficit high temperature and agricultural environments
url https://hdl.handle.net/10568/165285
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