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      Transcriptomic analysis reveals the differentially expressed genes and pathways involved in drought tolerance in pearl millet [ Pennisetum glaucum (L.) R. Br]

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          Abstract

          Pearl millet is a cereal crop known for its high tolerance to drought, heat and salinity stresses as well as for its nutritional quality. The molecular mechanism of drought tolerance in pearl millet is unknown. Here we attempted to unravel the molecular basis of drought tolerance in two pearl millet inbred lines, ICMB 843 and ICMB 863 using RNA sequencing. Under greenhouse condition, ICMB 843 was found to be more tolerant to drought than ICMB 863. We sequenced the root transcriptome from both lines under control and drought conditions using an Illumina Hi-Seq platform, generating 139.1 million reads. Mapping of sequenced reads against the foxtail millet genome, which has been relatively well-annotated, led to the identification of several differentially expressed genes under drought stress. Total of 6799 and 1253 differentially expressed genes were found in ICMB 843 and ICMB 863, respectively. Pathway and gene function analysis by KEGG online tool revealed that the drought response in pearl millet is mainly regulated by pathways related to photosynthesis, plant hormone signal transduction and mitogen-activated protein kinase signaling. The changes in expression of drought-responsive genes determined by RNA sequencing were confirmed by reverse-transcription PCR for 7 genes. These results are a first step to understanding the molecular mechanisms of drought tolerance in pearl millet and lay a foundation for its genetic improvement.

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          Most cited references41

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          Drought and Salt Tolerance in Plants

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            Photosynthesis and drought: can we make metabolic connections from available data?

            Photosynthesis is one of the key processes to be affected by water deficits, via decreased CO2 diffusion to the chloroplast and metabolic constraints. The relative impact of those limitations varies with the intensity of the stress, the occurrence (or not) of superimposed stresses, and the species we are dealing with. Total plant carbon uptake is further reduced due to the concomitant or even earlier inhibition of growth. Leaf carbohydrate status, altered directly by water deficits or indirectly (via decreased growth), acts as a metabolic signal although its role is not totally clear. Other relevant signals acting under water deficits comprise: abscisic acid (ABA), with an impact on stomatal aperture and the regulation at the transcription level of a large number of genes related to plant stress response; other hormones that act either concurrently (brassinosteroids, jasmonates, and salycilic acid) or antagonistically (auxin, cytokinin, or ethylene) with ABA; and redox control of the energy balance of photosynthetic cells deprived of CO2 by stomatal closure. In an attempt to systematize current knowledge on the complex network of interactions and regulation of photosynthesis in plants subjected to water deficits, a meta-analysis has been performed covering >450 papers published in the last 15 years. This analysis shows the interplay of sugars, reactive oxygen species (ROS), and hormones with photosynthetic responses to drought, involving many metabolic events. However, more significantly it highlights (i) how fragmented and often non-comparable the results are and (ii) how hard it is to relate molecular events to plant physiological status, namely photosynthetic activity, and to stress intensity. Indeed, the same data set usually does not integrate these different levels of analysis. Considering these limitations, it was hard to find a general trend, particularly concerning molecular responses to drought, with the exception of the genes ABI1 and ABI3. These genes, irrespective of the stress type (acute versus chronic) and intensity, show a similar response to water shortage in the two plant systems analysed (Arabidopsis and barley). Both are associated with ABA-mediated metabolic responses to stress and the regulation of stomatal aperture. Under drought, ABI1 transcription is up-regulated while ABI3 is usually down-regulated. Recently ABI3 has been hypothesized to be essential for successful drought recovery.
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              Abscisic Acid and abiotic stress signaling.

              Abiotic stress is severe environmental stress, which impairs crop production on irrigated land worldwide. Overall, the susceptibility or tolerance to the stress in plants is a coordinated action of multiple stress responsive genes, which also cross-talk with other components of stress signal transduction pathways. Plant responses to abiotic stress can be determined by the severity of the stress and by the metabolic status of the plant. Abscisic acid (ABA) is a phytohormone critical for plant growth and development and plays an important role in integrating various stress signals and controlling downstream stress responses. Plants have to adjust ABA levels constantly in responce to changing physiological and environmental conditions. To date, the mechanisms for fine-tuning of ABA levels remain elusive. The mechanisms by which plants respond to stress include both ABA-dependent and ABA-independent processes. Various transcription factors such as DREB2A/2B, AREB1, RD22BP1 and MYC/MYB are known to regulate the ABA-responsive gene expression through interacting with their corrosponding cis-acting elements such as DRE/CRT, ABRE and MYCRS/MYBRS, respectively. Understanding these mechanisms is important to improve stress tolerance in crops plants. This article first describes the general pathway for plant stress response followed by roles of ABA and transcription factors in stress tolerance including the regulation of ABA biosynthesis.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: ResourcesRole: SoftwareRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: Data curationRole: Formal analysisRole: MethodologyRole: SoftwareRole: Validation
                Role: ValidationRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: Project administrationRole: ResourcesRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: Supervision
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                13 April 2018
                2018
                : 13
                : 4
                : e0195908
                Affiliations
                [1 ] Asian Natural Environmental Science Center (ANESC), the University of Tokyo, Nishitokyo-shi, Tokyo, Japan
                [2 ] Hokkaido University, Hokkaido, Japan
                [3 ] State Key Laboratory of Subtropical Silviculture, Zhejiang A and F University, Lin’an, Hangzhou, China
                Aberystwyth University, UNITED KINGDOM
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Author information
                http://orcid.org/0000-0003-0811-8006
                Article
                PONE-D-18-00307
                10.1371/journal.pone.0195908
                5898751
                29652907
                81219657-c00c-44d2-ac1a-5aad7f48d6b1
                © 2018 Dudhate et al

                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 credited.

                History
                : 4 January 2018
                : 2 April 2018
                Page count
                Figures: 7, Tables: 2, Pages: 14
                Funding
                The authors received no specific funding for this work.
                Categories
                Research Article
                Biology and Life Sciences
                Organisms
                Eukaryota
                Plants
                Grasses
                Millet
                Biology and Life Sciences
                Agriculture
                Crop Science
                Crops
                Cereal Crops
                Biology and Life Sciences
                Plant Science
                Plant Physiology
                Plant Defenses
                Plant Resistance to Abiotic Stress
                Drought Adaptation
                Biology and Life Sciences
                Plant Science
                Plant Pathology
                Plant Resistance to Abiotic Stress
                Drought Adaptation
                Biology and Life Sciences
                Ecology
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Drought Adaptation
                Ecology and Environmental Sciences
                Ecology
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Drought Adaptation
                Biology and Life Sciences
                Plant Science
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Drought Adaptation
                Biology and Life Sciences
                Plant Science
                Plant Physiology
                Plant Defenses
                Plant Resistance to Abiotic Stress
                Biology and Life Sciences
                Plant Science
                Plant Pathology
                Plant Resistance to Abiotic Stress
                Biology and Life Sciences
                Ecology
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Ecology and Environmental Sciences
                Ecology
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Biology and Life Sciences
                Plant Science
                Plant Ecology
                Plant-Environment Interactions
                Plant Resistance to Abiotic Stress
                Biology and life sciences
                Cell biology
                Signal transduction
                Cell signaling
                Signaling cascades
                MAPK signaling cascades
                Ecology and Environmental Sciences
                Drought
                Biology and Life Sciences
                Cell Biology
                Signal Transduction
                Cell Signaling
                Signaling Cascades
                Stress Signaling Cascade
                Biology and life sciences
                Molecular biology
                Molecular biology techniques
                Sequencing techniques
                RNA sequencing
                Research and analysis methods
                Molecular biology techniques
                Sequencing techniques
                RNA sequencing
                Custom metadata
                DATA in FASTQ format were submitted to SRA (Sequence read archive), NCBI (Bio project Id: PRJNA419859). The raw reads can be accessed with accession number SRR6327851 to SRR6327856 for control samples and SRR6327857 to SRR6327862 for drought-stressed samples.

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