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Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks

Rice, a staple food crop, is often subjected to drought and salinity stresses thereby limiting its yield potential. Since there is a cross talk between these abiotic stresses, identification of common and/or overlapping regulatory elements is pivotal for generating rice cultivars that showed toleran...

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Autores principales: Mishra, Pragya, Singh, Nisha, Jain, Ajay, Jain, Neha, Mishra, Vagish, G, Pushplatha, Sandhya, Kiran P., Singh, Nagendra Kumar, Rai, Vandna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Biomedical Informatics 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5953860/
https://www.ncbi.nlm.nih.gov/pubmed/29785071
http://dx.doi.org/10.6026/97320630014123
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author Mishra, Pragya
Singh, Nisha
Jain, Ajay
Jain, Neha
Mishra, Vagish
G, Pushplatha
Sandhya, Kiran P.
Singh, Nagendra Kumar
Rai, Vandna
author_facet Mishra, Pragya
Singh, Nisha
Jain, Ajay
Jain, Neha
Mishra, Vagish
G, Pushplatha
Sandhya, Kiran P.
Singh, Nagendra Kumar
Rai, Vandna
author_sort Mishra, Pragya
collection PubMed
description Rice, a staple food crop, is often subjected to drought and salinity stresses thereby limiting its yield potential. Since there is a cross talk between these abiotic stresses, identification of common and/or overlapping regulatory elements is pivotal for generating rice cultivars that showed tolerance towards them. Analysis of the gene interaction network (GIN) facilitates identifying the role of individual genes and their interactions with others that constitute important molecular determinants in sensing and signaling cascade governing drought and/or salinity stresses. Identification of the various cis-regulatory elements of the genes constituting GIN is equally important. Here, in this study graphical Gaussian model (GGM) was used for generating GIN for an array of genes that were differentially regulated during salinity and/or drought stresses to contrasting rice cultivars (salt-tolerant [CSR11], salt-sensitive [VSR156], drought-tolerant [Vandana], drought-sensitive [IR64]). Whole genome transcriptom profiling by using microarray were employed in this study. Markov Chain completed co-expression analyses of differentially expressed genes using Dynamic Bayesian Network, Probabilistic Boolean Network and Steady State Analysis. A compact GIN was identified for commonly co-expressed genes during salinity and drought stresses with three major hubs constituted by Myb2 transcription factor (TF), phosphoglycerate kinase and heat shock protein (Hsp). The analysis suggested a pivotal role of these genes in salinity and/or drought stress responses. Further, analysis of cis-regulatory elements (CREs) of commonly differentially expressed genes during salinity and drought stresses revealed the presence of 20 different motifs.
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spelling pubmed-59538602018-05-21 Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks Mishra, Pragya Singh, Nisha Jain, Ajay Jain, Neha Mishra, Vagish G, Pushplatha Sandhya, Kiran P. Singh, Nagendra Kumar Rai, Vandna Bioinformation Hypothesis Rice, a staple food crop, is often subjected to drought and salinity stresses thereby limiting its yield potential. Since there is a cross talk between these abiotic stresses, identification of common and/or overlapping regulatory elements is pivotal for generating rice cultivars that showed tolerance towards them. Analysis of the gene interaction network (GIN) facilitates identifying the role of individual genes and their interactions with others that constitute important molecular determinants in sensing and signaling cascade governing drought and/or salinity stresses. Identification of the various cis-regulatory elements of the genes constituting GIN is equally important. Here, in this study graphical Gaussian model (GGM) was used for generating GIN for an array of genes that were differentially regulated during salinity and/or drought stresses to contrasting rice cultivars (salt-tolerant [CSR11], salt-sensitive [VSR156], drought-tolerant [Vandana], drought-sensitive [IR64]). Whole genome transcriptom profiling by using microarray were employed in this study. Markov Chain completed co-expression analyses of differentially expressed genes using Dynamic Bayesian Network, Probabilistic Boolean Network and Steady State Analysis. A compact GIN was identified for commonly co-expressed genes during salinity and drought stresses with three major hubs constituted by Myb2 transcription factor (TF), phosphoglycerate kinase and heat shock protein (Hsp). The analysis suggested a pivotal role of these genes in salinity and/or drought stress responses. Further, analysis of cis-regulatory elements (CREs) of commonly differentially expressed genes during salinity and drought stresses revealed the presence of 20 different motifs. Biomedical Informatics 2018-03-31 /pmc/articles/PMC5953860/ /pubmed/29785071 http://dx.doi.org/10.6026/97320630014123 Text en © 2018 Biomedical Informatics http://creativecommons.org/licenses/by/3.0/ This is an Open Access article which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. This is distributed under the terms of the Creative Commons Attribution License.
spellingShingle Hypothesis
Mishra, Pragya
Singh, Nisha
Jain, Ajay
Jain, Neha
Mishra, Vagish
G, Pushplatha
Sandhya, Kiran P.
Singh, Nagendra Kumar
Rai, Vandna
Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title_full Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title_fullStr Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title_full_unstemmed Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title_short Identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
title_sort identification of cis-regulatory elements associated with salinity and drought stress tolerance in rice from co-expressed gene interaction networks
topic Hypothesis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5953860/
https://www.ncbi.nlm.nih.gov/pubmed/29785071
http://dx.doi.org/10.6026/97320630014123
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