WGCNA Analysis and Identification of Key Genes in Tobacco in Response to Different Nitrogen Levels
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ABSTRACT:
PROVIDER: PRJNA1146944 | ENA |
REPOSITORIES: ENA
Dataset's files
| Action | DRS | |||
|---|---|---|---|---|
| SRR30206537_1.fastq.gz | Fastqsanger.gz | |||
| SRR30206537_2.fastq.gz | Fastqsanger.gz | |||
| SRR30206538_1.fastq.gz | Fastqsanger.gz | |||
| SRR30206538_2.fastq.gz | Fastqsanger.gz | |||
| SRR30206539_1.fastq.gz | Fastqsanger.gz |
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Project description:Background :Nitrogen (N) supply directly impacts growth and quality in flue-cured tobacco. To decipher molecular responses to N gradients, we integrated transcriptomics and weighted gene co-expression network analysis (WGCNA) on leaves from four N treatments: 0 (inherent soil fertility), 60 (low), 105 (standard), and 150 kg/hm² (high). Results :Phenotypic analysis revealed dose-dependent increases in leaf nitrogen content with higher N application, accompanied by excessive vegetative growth and delayed maturity at 150 kg/hm². Transcriptome sequencing identified 47,216 genes, with differentially expressed genes (DEGs) increasing linearly with N levels (1,458–2,147 DEGs). Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment highlighted nitrogen metabolism pathways, yielding 14 DEGs (11 in assimilation, 3 in transport). Weighted gene co-expression network analysis (WGCNA) uncovered two modules (lightcyan1 and black) strongly associated with N responses, harboring transcription factors NtERF11 (AP2/ERF), NtWRKY3 (WRKY), and NtSRM1 (MYB). Sub-network analysis within these modules identified five hub genes: NtGLN1-1, two uncharacterized genes, NtDFC , and NtGDSL. NtGDSL may enhance nitrogen use efficiency (NUE) through stress-responsive mechanisms, while NtDFC could integrate N signaling with developmental processes. These findings provide novel insights into N regulatory networks in flue-cured tobacco. Conclusions :This study reveals the effects of nitrogen application rates on flue-cured tobacco growth and gene expression. By identifying key transcription factors and genes regulating nitrogen metabolism, it provides a theoretical basis for dissecting nitrogen regulatory mechanisms, optimizing fertilization strategies, and improving nitrogen use efficiency in tobacco production.
2025-03-17 | GSE274518 | GEO
Project description:Nitrogen physiology is important in tobacco because of its role in generation of leaf yield and accumulation of nitrogen-containing alkaloids and that can react with nitrosating agents in the formation of carcinogenic tobacco specific nitrosamines. Cultivars of the burley tobacco market class are homozygous for deleterious alleles at the duplicate Yb1 and Yb2 loci which have previously been associated with decreased nitrogen use and utilization efficiency,; increased leaf nitrate, total nitrogen, and alkaloid levels,; and reduced yields. How mutant alleles at these two loci affect these traits is not well understood. Recent identification of the Yb1 and Yb2 genes enabled overexpression of the wild-type Yb1 allele in yb1yb1yb2yb2 plants to determine if observed unfavorable effects were due to linkage or pleiotropy, and to determine if overexpression could lead to beneficial modifications in any of these traits in transgenic plants relative to naturally-occurring wild-type genotypes. Yb1 overexpression was found to confer an agronomic benefit to yb1yb1yb2yb2 genotypes but no advantage to wild-type genotypes. RNA-Seq was used to carry out a comparative transcriptome analyses of genetically engineered and wild-type NILs to gain insight on metabolic pathways affecting carbon and nitrogen metabolism that might be altered as the result of genetic variability at the Yb1 and Yb2 loci. Results indicate that complex changes in the transcriptome of tobacco can be manifested by altered expression of Yb1.
2023-07-05 | GSE236277 | GEO
Project description:Nitrogen stress is the main abiotic stress factor affecting the carbon and nitrogen balance of flue-cured tobacco. Tandem mass tag (TMT) proteomics was used to compare the differently expressed proteins (DEPs) of flue-cured tobacco under high- (HN) and low- (LN) nitrogen stress, and Gene Ontology (GO) function annotation, Kyoto Encyclopedia for Genes and Genomes (KEGG) analysis, and protein-protein interaction (PPI) analysis were conducted. The results showed that the difference between LN and HN stress was mainly reflected in the formation pathways of carbon and nitrogen metabolism.
2024-08-22 | PXD055100 |
Project description:Background: Healthy individuals exposed to low levels of cigarette smoke have a decrement in lung function and higher risk for lung disease compared to unexposed individuals. We hypothesized that healthy individuals exposed to low levels of tobacco smoke must have biologic changes in the small airway epithelium compared to healthy unexposed individuals. Methods: Small airway epithelium was obtained by bronchoscopy from 121 individuals; microarrays assessed genome wide gene expression, and urine nicotine and cotinine were used to categorized subjects as “nonsmokers,” “active smokers,” and “low exposure.” The gene expression data was used to determine the threshold and ID50 of urine nicotine and cotinine at which the small airway epithelium showed abnormal responses. Results: There was no threshold of urine nicotine without an abnormal small airway epithelial response, and only a slightly above detectable threshold abnormal response for cotinine. The nicotine ID50 for nicotine was 25 ng/ml and cotinine 104 ng/ml. Conclusions: The small airway epithelium detects and responds to low levels of tobacco smoke with transcriptome modifications. This provides biologic correlates of epidemiologic studies linking low level tobacco smoke exposure to lung health risk, health, identifies genes in the lung cells most sensitive to tobacco smoke and defines thresholds at the lung epithelium responds to inhaled tobacco smoke.
2011-02-02 | GSE19667 | GEO
Project description:Nitrogen is a crucial nutrient element for plant growth and productivity, with both excess and deficiency in nitrogen fertilizer application posing adverse effects on plants and the environment. The internal mechanisms by which the medicinal plant Epimedium pubescens (E. pubescens) adapts to varying nitrogen levels remain unclear. This study employed one-year-old E. pubescens as the experimental material to systematically analyze the changes in plant growth traits, carbon metabolites, and Icariin-Flavonoids content under different exogenous nitrogen levels. Furthermore, it examined the transcriptional changes in gene expression within E. pubescens in response to varying nitrogen levels. The results showed that under moderate nitrogen levels (7.5 mmol/L NO3-), E. pubescens exhibited increased biomass accumulation and flavonoid synthesis. However, deficient or excessive nitrogen levels (0, 22.5 mmol/L NO3-) significantly inhibited photosynthesis in E. pubescens, reducing the content of starch, soluble sugars, and Icariin-Flavonoids, leading to decreased biomass and accompanied by changes in leaf color (pale green or browning). Transcriptome analysis revealed the underlying molecular mechanisms of these changes in plants regulated by different nitrogen levels. Nitrogen deficiency and excess triggered distinct transcriptional response patterns, with the number of differentially expressed genes (DEGs) peaking at S2 (36 days) under nitrogen deficiency and significantly declining at S3 (48 days), while the number of DEGs under excess nitrogen continuously increased over time from S1 to S3 (12-48 days). Both conditions significantly affected the expression of genes related to carbon and nitrogen metabolism, flavonoid synthesis, and stress response. Based on the correlation analysis of expression levels of genes related to these pathways, growth traits, and metabolite content indicators, we constructed regulatory network diagrams for carbon-nitrogen metabolism and Icariin-flavonoid metabolism-related genes. Furthermore, we identified hub genes that may be involved in regulating Icariin-flavonoid metabolism in response to nitrogen levels, such as UGT (Ebr06G044290), EpF3H (Ebr04G062950), EpCHS5 (Ebr03G073940) (Fig. 9A), UGT (Ebr06G044660), and EpUGT13_A (Ebr06G044210). Additionally, among the DEGs obtained at the S3 stage, we discovered the transcription factors MYB1_CROXC (Ebr04G001770) and MYB12_ARATH (Ebr01G065030). We constructed their associated gene networks under different nitrogen levels, which may primarily regulate the expression of genes like UGT, CHS, and F3H involved in the flavonoid synthesis stage of E. pubescens under varying nitrogen conditions. In summary, this study has revealed the growth performance and the variation patterns of Icariin-Flavonoid metabolism in E. pubescens in response to different exogenous nitrogen levels, as well as their complex underlying mechanisms. Additionally, key genes involved in regulating the synthesis of flavonol glycosides in E. pubescens by nitrogen levels have been identified. This provides an important basis for a deeper understanding of the mechanisms of nitrogen regulation on the growth and secondary metabolism of medicinal plants. Furthermore, it offers theoretical support and potential genetic resources for the efficient utilization of nitrogen fertilizers in E. pubescens cultivation and the breeding of high-nitrogen-use-efficiency varieties.
2024-08-02 | GSE273547 | GEO
Project description:Carbon-Nitrogen metabolic balance during curing of Flue-cured tobacco
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Project description:Identification of Key Pathways and Genes in the Progression of Silicosis Fibrosis Based on WGCNA
| PRJNA839386 | ENA
Project description:The main objective of the present work is the transcriptomic analysis of the interaction between nitrogen nutrition and CO2 levels in maritime pine. For this purpose, seedlings were fertilized with nitrate or ammonium and grown in two different CO2 levels: normal (400 ppm) and high (720ppm).
2022-04-03 | GSE199908 | GEO
Project description:The results indicate that the NtLHT1 mutation enhances LN tolerance in tobacco. The contents of nitrate nitrogen and ammonium nitrogen, as well as the activities of nitrate reductase and glutamine synthetase, were greater in the mutants than in the wild type (WT). Moreover, the contents of some amino acids changed in the mutant. Transcriptome sequencing of roots under LN treatment revealed that the Ntlht1mutant presented 726 differentially expressed genes (DEGs). These DEGs were involved mainly in phenylpropanoid biosynthesis, starch and sucrose metabolism, and cysteine and methionine metabolism.
2025-09-10 | GSE307446 | GEO
Project description:Background: Healthy individuals exposed to low levels of cigarette smoke have a decrement in lung function and higher risk for lung disease compared to unexposed individuals. We hypothesized that healthy individuals exposed to low levels of tobacco smoke must have biologic changes in the small airway epithelium compared to healthy unexposed individuals. Methods: Small airway epithelium was obtained by bronchoscopy from 121 individuals; microarrays assessed genome wide gene expression, and urine nicotine and cotinine were used to categorized subjects as “nonsmokers,” “active smokers,” and “low exposure.” The gene expression data was used to determine the threshold and ID50 of urine nicotine and cotinine at which the small airway epithelium showed abnormal responses. Results: There was no threshold of urine nicotine without an abnormal small airway epithelial response, and only a slightly above detectable threshold abnormal response for cotinine. The nicotine ID50 for nicotine was 25 ng/ml and cotinine 104 ng/ml. Conclusions: The small airway epithelium detects and responds to low levels of tobacco smoke with transcriptome modifications. This provides biologic correlates of epidemiologic studies linking low level tobacco smoke exposure to lung health risk, health, identifies genes in the lung cells most sensitive to tobacco smoke and defines thresholds at the lung epithelium responds to inhaled tobacco smoke. Affymetrix arrays were used to assess the gene expression data of smoking-responsive genes in the in small airway epithelium obtained by fiberoptic bronchoscopy of 48 healthy non-smokers (non-smoker or Nsaets), 65 healthy smokers (smoker), 7 symptomatic smokers (SYMs) and a healthy occasional smoker (OcSs). YSB and LO contributed equally to the study.
2011-02-02 | E-GEOD-19667 | biostudies-arrayexpress