Whole-Genome Identification and Salt- and ABA-Induced Expression Trends of the Nicotiana tabacum CKX gene family

Abstract Cytokinin hormones are indispensable for plant growth and development. Cytokinin oxidase/dehydrogenase (CKX) helps regulate the dynamic balance of endogenous cytokinin levels. However, little is known about the CKX genes of Nicotiana tabacum (NtCKXs). In silico analyses were used to isolate, characterize, and elucidate the phylogenetic relationships of 15 NtCKX genes. Multi-species phylogenetic tree construction placed NtCKX1–15 on five of the eight branches of the CKX phylogenetic tree. Protein structure and network analyses revealed that NtCKX genes located on the same phylogenetic branch generally contain several conserved motifs and have highly similar structures, with structural domains related to flavin adenine dinucleotide (FAD) and cytokinin-binding found on all of the predicted NtCKX-encoded proteins. The upstream promotor region of NtCKX genes contained a large number of abiotic stress-responsive cis-acting elements, including DRE, ERE, MBS, MYB, and MYC. Gene expression analysis revealed that each NtCKX gene has a different response to salt- and exogenous ABA-stress. Four NtCKX genes exhibited ABA-induced expression trends with varying peak times. Under salt-stress, NtCKX expression was significantly suppressed in two genes and upregulated in five others. In summary, we have provided basic in-formation about the CKX gene family of N. tabacum, and elucidated their gene expression patterns under abiotic stresses, including ABA- and salt-stress. The findings of this work can serve as a foundation for future study of the functions of N. tabacum CKX genes.

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Using LASSO in gene co-expression network for genome-wide identification of gene interactions responding to salt stress in rice

10.1101/359364 ◽

2018 ◽

Author(s):

Qian Du ◽

Malachy Campbell ◽

Huihui Yu ◽

Kan Liu ◽

Harkamal Walia ◽

...

Keyword(s):

Gene Expression ◽

Salt Stress ◽

Variable Selection ◽

Expression Profiles ◽

Physiological Responses ◽

Expression Patterns ◽

Gene Expression Profiles ◽

Gene Interactions ◽

Lasso Regression ◽

Network Analyses

AbstractIn many applications, such as gene co-expression network analyses, data arises with a huge number of covariates while the size of sample is comparatively small. To improve the accuracy of prediction, variable selection is often used to get a sparse solution by forcing coefficients of variables contributing less to the observed response variable to zero. Various algorithms were developed for variable selection, but LASSO is well known for its statistical accuracy, computational feasibility and broad applicability to adaptation. In this project, we applied LASSO to the gene co-expression network of rice with salt stress to discover key gene interactions for salt-tolerance related phenotypes. The dataset we have is a high-dimensional one, having 50K genes from 100 samples, with the issue of multicollinearity for fitting linear regression - the expression level of genes in the same pathway tends to be highly correlated. The property of LASSO with sparse parameters is naturally suitable to identify gene interactions of interest in this dataset. After biologically functional modules in the co-expression network was identified, the major changed expression patterns were further selected by LASSO regression to establish a linear relationship between gene expression profiles and physiological responses, such as sodium/potassium condenses, with salt stress. Five modules of intensively co-expressed genes, from 45 to 291 genes, were identified by our method with significant P-values, which indicate these modules are significantly associated with physiological responses to stress. Genes in these modules have functions related to ion transport, osmotic adjustment, and oxidative tolerance. For example, LOC_Os7g47350 and LOC_Os07g37320 are co-expressed gene in the same module 15. Both are ion transporter genes and have higher gene expression levels for rice with low sodium levels with salt stress.

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Microtubule Dynamics Plays a Vital Role in Plant Adaptation and Tolerance to Salt Stress

International Journal of Molecular Sciences ◽

10.3390/ijms22115957 ◽

2021 ◽

Vol 22 (11) ◽

pp. 5957

Author(s):

Hyun Jin Chun ◽

Dongwon Baek ◽

Byung Jun Jin ◽

Hyun Min Cho ◽

Mi Suk Park ◽

...

Keyword(s):

Gene Expression ◽

Cell Wall ◽

Salt Stress ◽

Differentially Expressed ◽

Differentially Expressed Proteins ◽

Related Gene ◽

Plant Adaptation ◽

Salt Stress Response ◽

Network Analyses ◽

Cell Wall Biogenesis

Although recent studies suggest that the plant cytoskeleton is associated with plant stress responses, such as salt, cold, and drought, the molecular mechanism underlying microtubule function in plant salt stress response remains unclear. We performed a comparative proteomic analysis between control suspension-cultured cells (A0) and salt-adapted cells (A120) established from Arabidopsis root callus to investigate plant adaptation mechanisms to long-term salt stress. We identified 50 differentially expressed proteins (45 up- and 5 down-regulated proteins) in A120 cells compared with A0 cells. Gene ontology enrichment and protein network analyses indicated that differentially expressed proteins in A120 cells were strongly associated with cell structure-associated clusters, including cytoskeleton and cell wall biogenesis. Gene expression analysis revealed that expressions of cytoskeleton-related genes, such as FBA8, TUB3, TUB4, TUB7, TUB9, and ACT7, and a cell wall biogenesis-related gene, CCoAOMT1, were induced in salt-adapted A120 cells. Moreover, the loss-of-function mutant of Arabidopsis TUB9 gene, tub9, showed a hypersensitive phenotype to salt stress. Consistent overexpression of Arabidopsis TUB9 gene in rice transgenic plants enhanced tolerance to salt stress. Our results suggest that microtubules play crucial roles in plant adaptation and tolerance to salt stress. The modulation of microtubule-related gene expression can be an effective strategy for developing salt-tolerant crops.

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Genome-wide analysis and expression profile of the bZIP gene family in poplar

BMC Plant Biology ◽

10.1186/s12870-021-02879-w ◽

2021 ◽

Vol 21 (1) ◽

Author(s):

Kai Zhao ◽

Song Chen ◽

Wenjing Yao ◽

Zihan Cheng ◽

Boru Zhou ◽

...

Keyword(s):

Salt Stress ◽

Systems Biology ◽

Gene Family ◽

Stress Responses ◽

Metal Ion ◽

Gene Networks ◽

Expression Patterns ◽

Gene Set Enrichment Analysis ◽

Specific Gene ◽

Biological Processes

Abstract Background The bZIP gene family, which is widely present in plants, participates in varied biological processes including growth and development and stress responses. How do the genes regulate such biological processes? Systems biology is powerful for mechanistic understanding of gene functions. However, such studies have not yet been reported in poplar. Results In this study, we identified 86 poplar bZIP transcription factors and described their conserved domains. According to the results of phylogenetic tree, we divided these members into 12 groups with specific gene structures and motif compositions. The corresponding genes that harbor a large number of segmental duplication events are unevenly distributed on the 17 poplar chromosomes. In addition, we further examined collinearity between these genes and the related genes from six other species. Evidence from transcriptomic data indicated that the bZIP genes in poplar displayed different expression patterns in roots, stems, and leaves. Furthermore, we identified 45 bZIP genes that respond to salt stress in the three tissues. We performed co-expression analysis on the representative genes, followed by gene set enrichment analysis. The results demonstrated that tissue differentially expressed genes, especially the co-expressing genes, are mainly involved in secondary metabolic and secondary metabolite biosynthetic processes. However, salt stress responsive genes and their co-expressing genes mainly participate in the regulation of metal ion transport, and methionine biosynthetic. Conclusions Using comparative genomics and systems biology approaches, we, for the first time, systematically explore the structures and functions of the bZIP gene family in poplar. It appears that the bZIP gene family plays significant roles in regulation of poplar development and growth and salt stress responses through differential gene networks or biological processes. These findings provide the foundation for genetic breeding by engineering target regulators and corresponding gene networks into poplar lines.

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Transformed hairy roots of Mesembryantemum crystallinum: gene expression patterns upon salt stress

Physiologia Plantarum ◽

10.1111/j.1399-3054.1994.tb02527.x ◽

1994 ◽

Vol 90 (4) ◽

pp. 708-714 ◽

Cited By ~ 15

Author(s):

Peter Andolfatto ◽

Angela Bornhouser ◽

Hans J. Bohnert ◽

John C. Thomas

Keyword(s):

Gene Expression ◽

Salt Stress ◽

Hairy Roots ◽

Expression Patterns ◽

Gene Expression Patterns ◽

Transformed Hairy Roots

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Genome-wide identification, classification, evolutionary analysis and gene expression patterns of the protein kinase gene family in wheat and Aegilops tauschii

Plant Molecular Biology ◽

10.1007/s11103-017-0637-1 ◽

2017 ◽

Vol 95 (3) ◽

pp. 227-242 ◽

Cited By ~ 5

Author(s):

Jun Yan ◽

Peisen Su ◽

Zhaoran Wei ◽

Eviatar Nevo ◽

Lingrang Kong

Keyword(s):

Gene Expression ◽

Protein Kinase ◽

Gene Family ◽

Expression Patterns ◽

Aegilops Tauschii ◽

Gene Expression Patterns ◽

Evolutionary Analysis ◽

Kinase Gene ◽

Genome Wide ◽

Protein Kinase Gene

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Genome-Wide Identification of the NHX Gene Family in Punica granatum L. and Their Expressional Patterns under Salt Stress

Agronomy ◽

10.3390/agronomy11020264 ◽

2021 ◽

Vol 11 (2) ◽

pp. 264

Author(s):

Jianmei Dong ◽

Cuiyu Liu ◽

Yuying Wang ◽

Yujie Zhao ◽

Dapeng Ge ◽

...

Keyword(s):

Salt Stress ◽

Gene Family ◽

Tertiary Structure ◽

Expression Patterns ◽

Functional Characterization ◽

Punica Granatum ◽

Conserved Motifs ◽

Cis Acting ◽

Gene Structures ◽

Punica Granatum L

Most cultivated lands are suffering from soil salinization, which is a global problem affecting agricultural development and economy. High NaCl concentrations in the soil result in the accumulation of toxic Cl− and Na+ in plants. Na+/H+ antiporter (NHX) can regulate Na+ compartmentalization or efflux to reduce Na+ toxicity. This study aims to identify the NHX genes in pomegranate (Punica granatum L.) from the genome sequences and investigate their expression patterns under different concentrations of NaCl stress. In this study, we used the sequences of PgNHXs to analyze the physicochemical properties, phylogenetic evolution, conserved motifs, gene structures, cis-acting elements, protein tertiary structure and expression pattern. A total of 10 PgNHX genes were identified, and divided into three clades. Conserved motifs and gene structures showed that most of them had an amiloride-binding site (FFI/LY/FLLPPI), except for the members of clade III. There were multiple cis-acting elements involved in abiotic stress in PgNHX genes. Additionally, protein-protein interaction network analysis suggested that PgNHXs might play crucial roles in keeping a balance of Na+ in cells. The qRT-PCR analysis suggested that PgNHXs had tissue-specific expressional patterns under salt stress. Overall, our findings indicated that the PgNHXs could play significant roles in response to salt stress. The theoretical foundation was established in the present study for the further functional characterization of the NHX gene family in pomegranate.

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Co-expression networks reveal the tissue-specific regulation of transcription and splicing

10.1101/078741 ◽

2016 ◽

Cited By ~ 4

Author(s):

Ashis Saha ◽

Yungil Kim ◽

Ariel D. H. Gewirtz ◽

Brian Jo ◽

Chuan Gao ◽

...

Keyword(s):

Gene Expression ◽

Genetic Variants ◽

Rna Binding ◽

Expression Patterns ◽

Regulation Of Transcription ◽

Sequencing Data ◽

Tissue Specific ◽

Human Transcriptome ◽

Network Analyses ◽

Specific Regulation

AbstractGene co-expression networks capture biologically important patterns in gene expression data, enabling functional analyses of genes, discovery of biomarkers, and interpretation of regulatory genetic variants. Most network analyses to date have been limited to assessing correlation between total gene expression levels in a single or small sets of tissues. Here, we have reconstructed networks that capture a much more complete set of regulatory relationships, specifically including regulation of relative isoform abundance and splicing, and tissue-specific connections unique to each of a diverse set of tissues. Using the Genotype-Tissue Expression (GTEx) project v6 RNA-sequencing data across 44 tissues in 449 individuals, we evaluated shared and tissue-specific network relationships. First, we developed a framework called Transcriptome Wide Networks (TWNs) for combining total expression and relative isoform levels into a single sparse network, capturing the complex interplay between the regulation of splicing and transcription. We built TWNs for sixteen tissues, and found that hubs with isoform node neighbors in these networks were strongly enriched for splicing and RNA binding genes, demonstrating their utility in unraveling regulation of splicing in the human transcriptome, and providing a set of candidate shared and tissue-specific regulatory hub genes. Next, we used a Bayesian biclustering model that identifies network edges between genes with co-expression in a single tissue to reconstruct tissue-specific networks (TSNs) for 27 distinct GTEx tissues and for four subsets of related tissues. Using both TWNs and TSNs, we characterized gene co-expression patterns shared across tissues. Finally, we found genetic variants associated with multiple neighboring nodes in our networks, supporting the estimated network structures and identifying 33 genetic variants with distant regulatory impact on transcription and splicing. Our networks provide an improved understanding of the complex relationships between genes in the human transcriptome, including tissue-specificity of gene co-expression, regulation of splicing, and the coordinated impact of genetic variation on transcription.

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Agonal factors distort gene-expression patterns in human postmortem brains

10.1101/2020.07.11.198523 ◽

2020 ◽

Author(s):

Jiacheng Dai ◽

Yu Chen ◽

Chao Chen ◽

Chunyu Liu

Keyword(s):

Gene Expression ◽

Expression Patterns ◽

Postmortem Brain ◽

Gene Expression Patterns ◽

Specific Gene ◽

Surrogate Variable Analysis ◽

Network Analyses ◽

Postmortem Brain Tissue ◽

Postmortem Brains ◽

Study Designs

AbstractAgonal factors, the conditions that occur just prior to death, can impact the molecular quality of postmortem brains, influencing gene expression results. Nevertheless, study designs using postmortem brain tissue rarely, if ever, account for these factors, and previous studies had not documented nor adjusted for agonal factors. Our study used gene expression data of 262 samples from ROSMAP with the following terminal states recorded for each donor: surgery, fever, infection, unconsciousness, difficulty breathing, and mechanical ventilation. Performed differential gene expression and weighted gene co-expression network analyses (WGCNA), fever and infection were the primary contributors to brain gene expression changes. Fever and infection also contributed to brain cell-type specific gene expression and cell proportion changes. Furthermore, the gene expression patterns implicated in fever and infection were unique to other agonal factors. We also found that previous studies of gene expression in postmortem brains were confounded by variables of hypoxia or oxygen level pathways. Therefore, correction for agonal factors through probabilistic estimation of expression residuals (PEER) or surrogate variable analysis (SVA) is recommended to control for unknown agonal factors. Our analyses revealed fever and infection contributing to gene expression changes in postmortem brains and emphasized the necessity of study designs that document and account for agonal factors.

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Genome-wide Characterization and Expression Analysis of YABBY Gene Family in Three Cultivars of Cucurbita Linn. And Their Response of Salt Stress in Cucurbita Moschata

10.21203/rs.3.rs-121953/v1 ◽

2020 ◽

Author(s):

Jingping Yuan ◽

Changwei Shen ◽

Jingjing Xin ◽

Zhenxia Li ◽

Xinzheng Li ◽

...

Keyword(s):

Salt Stress ◽

Abiotic Stress ◽

Plant Growth ◽

Gene Family ◽

Expression Analysis ◽

Expression Patterns ◽

Pcr Analysis ◽

Abiotic Stress Response ◽

Element Analysis ◽

Qrt Pcr

Abstract BackgroundPlant specific YABBY transcription factors have important biological roles in plant growth and abiotic stress. However, the identification of Cucurbita Linn. YABBY and their response to salt stress have not yet been reported. The gene number, gene distribution on chromosome, gene structure, protein conserved structure, protein motif and the cis-acting element of YABBY in three cultivars of Cucurbita Linn. were analyzed by bioinformatics tools, and their tissue expression patterns and expression profile under salt stress were analyzed.ResultsIn this study, 34 YABBY genes (11 CmoYABBYs in Cucurbita moschata, 12 CmaYABBYs in Cucurbita maxima, and 11 CpeYABBYs in Cucurbita pepo) were identified and they were divided into five subfamilies (YAB1/YAB3, YAB2, INO, CRC and YAB5). YABBYs in the same subfamily usually have similar gene structures (intron-exon distribution) and conserved domains. Chromosomal localization analysis showed that these CmoYABBYs, CmaYABBYs, and CpeYABBYs were unevenly distributed in 8, 9, and 9 chromosomes of 21 chromosomes, respectively. Total of 6 duplicated gene pairs, and they all experienced segmental duplication events. Cis-acting element analysis showed that some Cucurbita Linn. YABBYs were associated with at least one of plant hormone response, plant growth, and abiotic stress response. Transcriptional profiles of CmoYABBYs and CmaYABBYs in roots, stems, leaves, and fruits, and CpeYABBYs in seed and fruit mesocarp showed that YABBYs of Cucurbita Linn. had tissue specificity. Finally, the transcriptional profile of 11 CmoYABBYs in leaf and qRT-PCR analysis of CmoYABBYs in root under salt stress indicated that some genes may play an important role in salt stress.ConclusionsGenome-wide identification and expression analysis of YABBYs revealed the characteristics of YABBY gene family in three cultivars of Cucurbita Linn.. Transcriptome and qRT-PCR analysis revealed the response of the CmoYABBYs to salt stress.This provides a theoretical basis for the functional research and utilization of YABBY genes in Cucurbita Linn..

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