scholarly journals Analysis of global gene expression profiles in tobacco roots under drought stress

2015 ◽  
Vol 10 (1) ◽  
Author(s):  
Fuqiang Yin ◽  
Ming Liu ◽  
Jian Gao ◽  
Wenyou Zhang ◽  
Cheng Qin ◽  
...  
Keyword(s):  
Gene Expression ◽  
Drought Stress ◽  
Root Development ◽  
Drought Resistance ◽  
Differentially Expressed ◽  
Regulatory Mechanisms ◽  
Cellular Transport ◽  
Tobacco Cultivar ◽  
Tobacco Roots ◽  
Molecular Regulatory Mechanisms

AbstractTobacco (Nicotiana tabacum L.) is an economically important and relatively drought-tolerant crop grown around the world. However, the molecular regulatory mechanisms involved in tobacco root development in response to drought stress are not wellknown. To gain insight into the transcriptome dynamics associated with drought resistance, genome-wide gene expression profiling of roots from a tobacco cultivar (Honghua Dajinyuan, a major flue-cured tobacco cultivar in Southwest China) under 20% PEG6000 treatment for 0, 6 h and 48 h were conducted using Solexa sequencing (Illumina Inc., San Diego, CA, USA). Over five million tags were generated from tobacco roots, including 229,344, 221,248 and 242,065 clean tags in three libraries, respectively. The most differentially expressed tags, with either log2FC > 2.0 for up-regulated genes or log2FC < -2.0 for down regulated genes (p < 0.001), were analyzed further. In comparison to the control, 1476 up-regulated and 1574 down-regulated differentially expressed genes (DEGs) were identified, except for unknown transcripts, which were grouped into 43 functional categories involved in seven significant pathways. The most enriched categories were those that were populated by transcripts involved in metabolism, signal transduction and cellular transport. Many genes and/or biological pathways were found to be common among the three libraries, for example, genes participating in transport, stress response, auxin transport and signaling, etc. Next, the expression patterns of 12 genes were assessed with quantitative real-time PCR, the results of which agreed with the Solexa analysis. In conclusion, we revealed complex changes in the transcriptome during tobacco root development related to drought resistance, and provided a comprehensive set of data that is essential to understanding the molecular regulatory mechanisms involved. These data may prove valuable in future studies of the molecular mechanisms regulating root development in response to drought stress in tobacco and other plants.

Response of Interspecific Hybrid Species of Manchurian Ash to MJ and NO Signals and Preliminary Study on the Formation Mechanism of Drought Resistance Advantage

2021 ◽  
Author(s):  
Yang Cao ◽  
fei song ◽  
Xingtang Zhao ◽  
Liming He ◽  
Yaguang Zhan
Keyword(s):  
Gene Expression ◽  
Drought Stress ◽  
Drought Resistance ◽  
Interspecific Hybrid ◽  
Normal Growth ◽  
Control Group ◽  
Physiological Indicators ◽  
Manchurian Ash ◽  
In The Wild ◽  
Set Up

Abstract Background: In this study, sodium nitrate (SNP, a donor of nitric oxide) and methyl jasmonate (MJ) were used as exogenous hormones. The experiment was conducted with the offspring (interspecific hybrid) D110 of ash and ash, and their respective parents (non-interspecific hybrid) D113 and 4-3 as experimental materials. The experiment set up three experimental groups of drought stress, exogenous hormone SNP and MJ, and a control group under normal growth (non-drought stress), to study the physiological indicators and gene expression of manchurian ash. Result: The results showed that under drought stress and exogenous application of hormone SNP or MJ, there were significant differences between hybrids and parents in plant growth, photosynthesis, defense enzyme activity, hormone content and gene expression.Conclusions: This experiment provides a new theoretical support for the existing hormone breeding methods of manchurian ash, which can improve the drought resistance of manchurian ash and increase its survival rate in the wild. Increasing the growth rate and breeding efficiency of manchurian ash brings new ideas.

scholarly journals Identification of Exogenous Nitric Oxide-Responsive miRNAs from Alfalfa (Medicago sativa L.) under Drought Stress by High-Throughput Sequencing

Genes ◽  
2019 ◽  
Vol 11 (1) ◽  
pp. 30
Author(s):  
Yaodong Zhao ◽  
Wenjing Ma ◽  
Xiaohong Wei ◽  
Yu Long ◽  
Ying Zhao ◽  
...  
Keyword(s):  
Nitric Oxide ◽  
Drought Stress ◽  
Medicago Sativa ◽  
High Throughput ◽  
Drought Resistance ◽  
High Throughput Sequencing ◽  
Target Genes ◽  
Expression Profiles ◽  
Differentially Expressed ◽  
Medicago Sativa L

Alfalfa (Medicago sativa L.) is a high quality leguminous forage. Drought stress is one of the main factors that restrict the development of the alfalfa industry. High-throughput sequencing was used to analyze the microRNA (miRNA) profiles of alfalfa plants treated with CK (normal water), PEG (polyethylene glycol-6000; drought stress), and PEG + SNP (sodium nitroprusside; nitric oxide (NO) sprayed externally under drought stress). We identified 90 known miRNAs belonging to 46 families and predicted 177 new miRNAs. Real-time quantitative fluorescent PCR (qRT-PCR) was used to validate high-throughput expression analysis data. A total of 32 (14 known miRNAs and 18 new miRNAs) and 55 (24 known miRNAs and 31 new miRNAs) differentially expressed miRNAs were identified in PEG and PEG + SNP samples. This suggested that exogenous NO can induce more new miRNAs. The differentially expressed miRNA maturation sequences in the two treatment groups were targeted by 86 and 157 potential target genes, separately. The function of target genes was annotated by gene ontology (GO) enrichment and kyoto encyclopedia of genes and genomes (KEGG) analysis. The expression profiles of nine selected miRNAs and their target genes verified that their expression patterns were opposite. This study has documented that analysis of miRNA under PEG and PEG + SNP conditions provides important insights into the improvement of drought resistance of alfalfa by exogenous NO at the molecular level. This has important scientific value and practical significance for the improvement of plant drought resistance by exogenous NO.

scholarly journals Utilization of Transcriptome, Small RNA, and Degradome Sequencing to Provide Insights Into Drought Stress and Rewatering Treatment in Medicago ruthenica

2021 ◽  
Vol 12 ◽  
Author(s):  
Rui Shi ◽  
Wei Jiao ◽  
Lan Yun ◽  
Zhiqiang Zhang ◽  
Xiujuan Zhang ◽  
...  
Keyword(s):  
Drought Stress ◽  
Drought Resistance ◽  
Small Rna ◽  
Mirna Target ◽  
Expression Patterns ◽  
Functional Characterization ◽  
Differentially Expressed ◽  
Limiting Factor ◽  
Degradome Sequencing ◽  
Medicago Ruthenica

Drought is a major limiting factor in foraging grass yield and quality. Medicago ruthenica (M. ruthenica) is a high-quality forage legume with drought resistance, cold tolerance, and strong adaptability. In this study, we integrated transcriptome, small RNA, and degradome sequencing in identifying drought response genes, microRNAs (miRNAs), and key miRNA-target pairs in M. ruthenica under drought and rewatering treatment conditions. A total of 3,905 genes and 50 miRNAs (45 conserved and 5 novel miRNAs) were significantly differentially expressed in three test conditions (CK: control, DS: plants under drought stress, and RW: plants rewatering after drought stress). The degradome sequencing (AllenScore &lt; 4) analysis revealed that 104 miRNAs (11 novel and 93 conserved miRNAs) were identified with 263 target transcripts, forming 296 miRNA-target pairs in three libraries. There were 38 differentially expressed targets from 16 miRNAs in DS vs. CK, 31 from 11 miRNAs in DS vs. RW, and 6 from 3 miRNAs in RW vs. CK; 21, 18, and 3 miRNA-target gene pairs showed reverse expression patterns in DS vs. CK, DS vs. RW, and RW vs. CK comparison groups, respectively. These findings provide valuable information for further functional characterization of genes and miRNAs in response to abiotic stress, in general, and drought stress in M. ruthenica, and potentially contribute to drought resistance breeding of forage in the future.

scholarly journals Characterization of cold stress responses in different rapeseed ecotypes based on metabolomics and transcriptomics analyses

PeerJ ◽  
2020 ◽  
Vol 8 ◽  
pp. e8704 ◽  
Author(s):  
Hongju Jian ◽  
Ling Xie ◽  
Yanhua Wang ◽  
Yanru Cao ◽  
Mengyuan Wan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Amino Acids ◽  
Cold Stress ◽  
Stress Responses ◽  
Differentially Expressed ◽  
Regulatory Mechanisms ◽  
Primary Metabolites ◽  
Stress Treatment ◽  
Organic Acids And Sugars

The winter oilseed ecotype is more tolerant to low temperature than the spring ecotype. Transcriptome and metabolome analyses of leaf samples of five spring Brassica napus L. (B. napus) ecotype lines and five winter B. napus ecotype lines treated at 4 °C and 28 °C were performed. A total of 25,460 differentially expressed genes (DEGs) of the spring oilseed ecotype and 28,512 DEGs of the winter oilseed ecotype were identified after cold stress; there were 41 differentially expressed metabolites (DEMs) in the spring and 47 in the winter oilseed ecotypes. Moreover, more than 46.2% DEGs were commonly detected in both ecotypes, and the extent of the changes were much more pronounced in the winter than spring ecotype. By contrast, only six DEMs were detected in both the spring and winter oilseed ecotypes. Eighty-one DEMs mainly belonged to primary metabolites, including amino acids, organic acids and sugars. The large number of specific genes and metabolites emphasizes the complex regulatory mechanisms involved in the cold stress response in oilseed rape. Furthermore, these data suggest that lipid, ABA, secondary metabolism, signal transduction and transcription factors may play distinct roles in the spring and winter ecotypes in response to cold stress. Differences in gene expression and metabolite levels after cold stress treatment may have contributed to the cold tolerance of the different oilseed ecotypes.

scholarly journals Transcriptome Profiling Reveals Effects of Drought Stress on Gene Expression in Diploid Potato Genotype P3-198

2019 ◽  
Vol 20 (4) ◽  
pp. 852 ◽  
Author(s):  
Xiaohui Yang ◽  
Jie Liu ◽  
Jianfei Xu ◽  
Shaoguang Duan ◽  
Qianru Wang ◽  
...  
Keyword(s):  
Drought Stress ◽  
Signaling Pathway ◽  
Drought Resistance ◽  
Time Course ◽  
Molecular Mechanisms ◽  
Solanum Tuberosum L ◽  
Differentially Expressed ◽  
Protein Kinase Activity ◽  
Diploid Potato ◽  
Potato Genotype

Potato (Solanum tuberosum L.) is one of the three most important food crops worldwide; however, it is strongly affected by drought stress. The precise molecular mechanisms of drought stress response in potato are not very well understood. The diploid potato genotype P3-198 has been verified to be highly resistant to drought stress. Here, a time-course experiment was performed to identify drought resistance response genes in P3-198 under polyethylene glycol (PEG)-induced stress using RNA-sequencing. A total of 1665 differentially expressed genes (DEGs) were specifically identified, and based on gene ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, the transcription factor activity, protein kinase activity, and the plant hormone signal transduction process were significantly enriched. Annotation revealed that these DEGs mainly encode transcription factors, protein kinases, and proteins related to redox regulation, carbohydrate metabolism, and osmotic adjustment. In particular, genes encoding abscisic acid (ABA)-dependent signaling molecules were significantly differentially expressed, which revealed the important roles of the ABA-dependent signaling pathway in the early response of P3-198 to drought stress. Quantitative real-time PCR experimental verification confirmed the differential expression of genes in the drought resistance signaling pathway. Our results provide valuable information for understanding potato drought-resistance mechanisms, and also enrich the gene resources available for drought-resistant potato breeding.

scholarly journals Transcriptome characterization and differentially expressed genes under flooding and drought stress in the biomass grasses Phalaris arundinacea and Dactylis glomerata

2019 ◽  
Vol 124 (4) ◽  
pp. 717-730 ◽  
Author(s):  
Manfred Klaas ◽  
Niina Haiminen ◽  
Jim Grant ◽  
Paul Cormican ◽  
John Finnan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Drought Stress ◽  
Differential Gene Expression ◽  
Dactylis Glomerata ◽  
Phalaris Arundinacea ◽  
Differentially Expressed ◽  
Grass Species ◽  
Reed Canary Grass ◽  
Canary Grass ◽  
Differential Gene

Abstract Background and Aims Perennial grasses are a global resource as forage, and for alternative uses in bioenergy and as raw materials for the processing industry. Marginal lands can be valuable for perennial biomass grass production, if perennial biomass grasses can cope with adverse abiotic environmental stresses such as drought and waterlogging. Methods In this study, two perennial grass species, reed canary grass (Phalaris arundinacea) and cocksfoot (Dactylis glomerata) were subjected to drought and waterlogging stress to study their responses for insights to improving environmental stress tolerance. Physiological responses were recorded, reference transcriptomes established and differential gene expression investigated between control and stress conditions. We applied a robust non-parametric method, RoDEO, based on rank ordering of transcripts to investigate differential gene expression. Furthermore, we extended and validated vRoDEO for comparing samples with varying sequencing depths. Key Results This allowed us to identify expressed genes under drought and waterlogging whilst using only a limited number of RNA sequencing experiments. Validating the methodology, several differentially expressed candidate genes involved in the stage 3 step-wise scheme in detoxification and degradation of xenobiotics were recovered, while several novel stress-related genes classified as of unknown function were discovered. Conclusions Reed canary grass is a species coping particularly well with flooding conditions, but this study adds novel information on how its transcriptome reacts under drought stress. We built extensive transcriptomes for the two investigated C3 species cocksfoot and reed canary grass under both extremes of water stress to provide a clear comparison amongst the two species to broaden our horizon for comparative studies, but further confirmation of the data would be ideal to obtain a more detailed picture.

scholarly journals Evaluation of drought resistance and transcriptome analysis for the identification of drought-responsive genes in Iris germanica

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Jingwei Zhang ◽  
Dazhuang Huang ◽  
Xiaojie Zhao ◽  
Man Zhang
Keyword(s):  
Gene Expression ◽  
Drought Stress ◽  
Drought Resistance ◽  
Molecular Mechanisms ◽  
Cdna Libraries ◽  
Sequencing Analysis ◽  
Peg 6000 ◽  
Sequencing Platform ◽  
Iris Germanica ◽  
Drought Resistant

AbstractIris germanica, a species with very high ornamental value, exhibits the strongest drought resistance among the species in the genus Iris, but the molecular mechanism underlying its drought resistance has not been evaluated. To investigate the gene expression profile changes exhibited by high-drought-resistant I. germanica under drought stress, 10 cultivars with excellent characteristics were included in pot experiments under drought stress conditions, and the changes in the chlorophyll (Chl) content, plasma membrane relative permeability (RP), and superoxide dismutase (SOD), malondialdehyde (MDA), free proline (Pro), and soluble protein (SP) levels in leaves were compared among these cultivars. Based on their drought-resistance performance, the 10 cultivars were ordered as follows: ‘Little Dream’ > ‘Music Box’ > ‘X’Brassie’ > ‘Blood Stone’ > ‘Cherry Garden’ > ‘Memory of Harvest’ > ‘Immortality’ > ‘White and Gold’ > ‘Tantara’ > ‘Clarence’. Using the high-drought-resistant cultivar ‘Little Dream’ as the experimental material, cDNA libraries from leaves and rhizomes treated for 0, 6, 12, 24, and 48 h with 20% polyethylene glycol (PEG)-6000 to simulate a drought environment were sequenced using the Illumina sequencing platform. We obtained 1, 976, 033 transcripts and 743, 982 unigenes (mean length of 716 bp) through a hierarchical clustering analysis of the resulting transcriptome data. The unigenes were compared against the Nr, Nt, Pfam, KOG/COG, Swiss-Prot, KEGG, and gene ontology (GO) databases for functional annotation, and the gene expression levels in leaves and rhizomes were compared between the 20% PEG-6000 stress treated (6, 12, 24, and 48 h) and control (0 h) groups using DESeq2. 7849 and 24,127 differentially expressed genes (DEGs) were obtained from leaves and rhizomes, respectively. GO and KEGG enrichment analyses of the DEGs revealed significantly enriched KEGG pathways, including ribosome, photosynthesis, hormone signal transduction, starch and sucrose metabolism, synthesis of secondary metabolites, and related genes, such as heat shock proteins (HSPs), transcription factors (TFs), and active oxygen scavengers. In conclusion, we conducted the first transcriptome sequencing analysis of the I. germanica cultivar ‘Little Dream’ under drought stress and generated a large amount of genetic information. This study lays the foundation for further exploration of the molecular mechanisms underlying the responses of I. germanica to drought stress and provides valuable genetic resources for the breeding of drought-resistant plants.

scholarly journals Identification Method of Drought Resistance on Maize Based on qRT-PCR

2020 ◽  
Author(s):  
Xinyue Liu ◽  
Songtao Liu ◽  
Tinashe Zenda ◽  
Yafei Wang ◽  
Jiao Li ◽  
...  
Keyword(s):  
Gene Expression ◽  
Molecular Identification ◽  
Drought Resistance ◽  
Resistance Index ◽  
Differentially Expressed ◽  
Maize Hybrid ◽  
Qrt Pcr ◽  
Dnaj Gene ◽  
Drought Resistant ◽  
Hybrid Cultivar

Abstract Background: In order to reveal the mechanism of drought resistance of maize, establish the molecular identification system of drought resistance and solve the problem of difficult identification of drought resistance of maize. Taking Nongdan 476, a drought-tolerant maize hybrid cultivar, and Zhongxin 978, a drought-sensitive maize hybrid cultivar, as materials, drought stress and normal watering treatment were carried out at seedling stage, flare stage, tasseling stage and filling stage, and leaf tissue were collected for transcriptomes.Results: P-vaule < 0.05 was selected as the screening standard. There were 6281, 17191, 21790 and 15475 differentially expressed genes of each stage, respectively. At the same time, only DnaJ gene was significantly differentially expressed at the four stages. The preliminary results of qRT-PCR showed that the up regulation of DnaJ gene expression was consistent with the results of transcriptome analysis. DnaJ gene expression was further detected by using control samples with specific drought resistance index of yield. The results showed that DnaJ gene expression drought resistance index (DIE) was highly correlated with yield drought resistance index (DIP), and the 5-level criteria for DnaJ gene expression drought resistance index (DIE) were defined by their linear equations. Conclusion: Drought resistance of maize is a character controlled by multiple genes. There is a significant difference between the expression of DnaJ gene in drought resistant and non drought resistant maize, which has the potential to be used as molecular identification of drought resistance of maize, and can provide a more comprehensive and accurate technical means for drought resistance cultivation and breeding of maize.

scholarly journals Identification of key modules and hub genes regulating drought stress response in rice drought sensitive line PY6 by weighted gene co-expression network analysis

2020 ◽  
Author(s):  
Baiyang Yu ◽  
Jianbin Liu ◽  
Di Wu ◽  
Ying Liu ◽  
Weijian Cen ◽  
...  
Keyword(s):  
Drought Stress ◽  
Network Analysis ◽  
Drought Resistance ◽  
Differentially Expressed ◽  
Chromosome 1 ◽  
Genetic Linkage Analysis ◽  
Rna Seq ◽  
Hub Genes ◽  
The Impact ◽  
Go Terms

Abstract Background: Drought stress is an adverse factor with deleterious effects on several facets of rice growth. However, the mechanism underlying drought resistance in rice remains unclear. In order to genetically understand the potential molecular mechanism for drought response in rice, a drought sensitive Chromosome Segment Substitution Line (CSSL) PY6, which was constructed by the introgression of genomic segments of drought sensitive variety LAMBAYEQUE1 into drought-resistance variety PR403 via backcrossing, was used to map the QTL locus dss-1 for its sensitive phenotype, and to reveal the impact of dss-1 on the transcriptional profiling of PY6 via RNA-seq and WGCNA (weighted gene co-expression network analysis) analysis. Results: The genetic linkage analysis showed that dss-1 was located on the short arm of chromosome 1 of rice. In contrast to PR403, the over-accumulation of H 2 O 2 and MDA that might result in drought sensitive phenotype was observed in PY6 under drought stress. In the analysis of RNA-seq data, the identified differentially expressed genes (DEGs) mainly enriched in photosynthesis-related GO terms and exhibited a down-regulation pattern of their expressions in both PY6 and PR403 in response to drought stress, indicating that the photosynthesis was greatly inhibited in rice. Further WGCNA analysis constructed a co-expression network with 26 gene modules in which 4 and 3 modules that were highly correlated with H 2 O 2 and MDA, respectively. Likewise, the GO analysis of the differentially expressed hub genes (DEHGs) enriched in H 2 O 2 -correlated modules showed that the photosynthesis related GO terms were consistently over-represented. Furthermore, functional annotation of DEHGs in H 2 O 2 and MDA correlated modules revealed a cross talk between abiotic and biotic stresses. This was reflected by the differential expression alterations of hub genes which were annotated as encoding MYBs, laccases, WRKYs, and PRs family proteins, and ZFP36 were notably observed between PY6 and PR403 in response drought stress. Conclusions: Collectively, we speculated that drought-induced the inhibition of photosynthesis lead to the accumulation of H 2 O 2 and MDA that can trigger the reprogramming the profiling of transcriptome in rice. This included the differential regulation of hub genes that involve in ROS eliminated pathways to prevent the damage of rice plants from oxidative stress.

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