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1.
Plants (Basel) ; 10(6)2021 Jun 18.
Article in English | MEDLINE | ID: mdl-34207216

ABSTRACT

Transcriptomics studies have been facilitated by the development of microarray and RNA-Seq technologies, with thousands of expression datasets available for many species. However, the quality of data can be highly variable, making the combined analysis of different datasets difficult and unreliable. Most of the microarray data for Medicago truncatula, the barrel medic, have been stored and made publicly accessible on the web database Medicago truncatula Gene Expression atlas (MtGEA). The aim of this work is to ameliorate the quality of the MtGEA database through a general method based on logical and statistical relationships among parameters and conditions. The initial 716 columns available in the dataset were reduced to 607 by evaluating the quality of data through the sum of the expression levels over the entire transcriptome probes and Pearson correlation among hybridizations. The reduced dataset shows great improvements in the consistency of the data, with a reduction in both false positives and false negatives resulting from Pearson correlation and GO enrichment analysis among genes. The approach we used is of general validity and our intent is to extend the analysis to other plant microarray databases.

2.
Ann Bot ; 116(1): 69-89, 2015 Jul.
Article in English | MEDLINE | ID: mdl-26078466

ABSTRACT

BACKGROUND AND AIMS: The RAM/MOR signalling network of eukaryotes is a conserved regulatory module involved in co-ordination of stem cell maintenance, cell differentiation and polarity establishment. To date, no such signalling network has been identified in plants. METHODS: Genes encoding the bona fide core components of the RAM/MOR pathway were identified in Arabidopsis thaliana (arabidopsis) by sequence similarity searches conducted with the known components from other species. The transcriptional network(s) of the arabidopsis RAM/MOR signalling pathway were identified by running in-depth in silico analyses for genes co-regulated with the core components. In situ hybridization was used to confirm tissue-specific expression of selected RAM/MOR genes. KEY RESULTS: Co-expression data suggested that the arabidopsis RAM/MOR pathway may include genes involved in floral transition, by co-operating with chromatin remodelling and mRNA processing/post-transcriptional gene silencing factors, and genes involved in the regulation of pollen tube polar growth. The RAM/MOR pathway may act upstream of the ROP1 machinery, affecting pollen tube polar growth, based on the co-expression of its components with ROP-GEFs. In silico tissue-specific co-expression data and in situ hybridization experiments suggest that different components of the arabidopsis RAM/MOR are expressed in the shoot apical meristem and inflorescence meristem and may be involved in the fine-tuning of stem cell maintenance and cell differentiation. CONCLUSIONS: The arabidopsis RAM/MOR pathway may be part of the signalling cascade that converges in pollen tube polarized growth and in fine-tuning stem cell maintenance, differentiation and organ polarity.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/cytology , Arabidopsis/metabolism , Cell Polarity , Gene Regulatory Networks , Signal Transduction/genetics , Stem Cells/cytology , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Cell Polarity/genetics , Chromatin Assembly and Disassembly/genetics , Cluster Analysis , Gene Expression Regulation, Plant , Genes, Plant , In Situ Hybridization , Stem Cells/metabolism , Time Factors , Transcriptome/genetics
3.
Mol Plant Pathol ; 13(8): 828-41, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22443363

ABSTRACT

With the aim of identifying novel regulators of host and nonhost resistance to fungi in rice, we carried out a systematic mutant screen of mutagenized lines. Two mutant wrky22 knockout lines revealed clear-cut enhanced susceptibility to both virulent and avirulent Magnaporthe oryzae strains and altered cellular responses to nonhost Magnaporthe grisea and Blumeria graminis fungi. In addition, the analysis of the pathogen responses of 24 overexpressor OsWRKY22 lines revealed enhanced resistance phenotypes on infection with virulent M. oryzae strain, confirming that OsWRKY22 is involved in rice resistance to blast. Bioinformatic analyses determined that the OsWRKY22 gene belongs to a well-defined cluster of monocot-specific WRKYs. The co-regulatory analysis revealed no significant co-regulation of OsWRKY22 with a representative panel of OsWRKYs, supporting its unique role in a series of transcriptional responses. In contrast, inquiring a subset of biotic stress-related Affymetrix data, a large number of resistance and defence-related genes were found to be putatively co-expressed with OsWRKY22. Taken together, all gathered experimental evidence places the monocot-specific OsWRKY22 gene at the convergence point of signal transduction circuits in response to both host and nonhost fungi encountering rice plants.


Subject(s)
Genes, Plant , Magnaporthe/pathogenicity , Oryza/genetics , Computational Biology , Mutation , Oryza/immunology , Oryza/microbiology , Virulence
4.
BMC Plant Biol ; 9: 120, 2009 Sep 22.
Article in English | MEDLINE | ID: mdl-19772648

ABSTRACT

BACKGROUND: The WRKY transcription factor gene family has a very ancient origin and has undergone extensive duplications in the plant kingdom. Several studies have pointed out their involvement in a range of biological processes, revealing that a large number of WRKY genes are transcriptionally regulated under conditions of biotic and/or abiotic stress. To investigate the existence of WRKY co-regulatory networks in plants, a whole gene family WRKYs expression study was carried out in rice (Oryza sativa). This analysis was extended to Arabidopsis thaliana taking advantage of an extensive repository of gene expression data. RESULTS: The presented results suggested that 24 members of the rice WRKY gene family (22% of the total) were differentially-regulated in response to at least one of the stress conditions tested. We defined the existence of nine OsWRKY gene clusters comprising both phylogenetically related and unrelated genes that were significantly co-expressed, suggesting that specific sets of WRKY genes might act in co-regulatory networks. This hypothesis was tested by Pearson Correlation Coefficient analysis of the Arabidopsis WRKY gene family in a large set of Affymetrix microarray experiments. AtWRKYs were found to belong to two main co-regulatory networks (COR-A, COR-B) and two smaller ones (COR-C and COR-D), all including genes belonging to distinct phylogenetic groups. The COR-A network contained several AtWRKY genes known to be involved mostly in response to pathogens, whose physical and/or genetic interaction was experimentally proven. We also showed that specific co-regulatory networks were conserved between the two model species by identifying Arabidopsis orthologs of the co-expressed OsWRKY genes. CONCLUSION: In this work we identified sets of co-expressed WRKY genes in both rice and Arabidopsis that are functionally likely to cooperate in the same signal transduction pathways. We propose that, making use of data from co-regulatory networks, it is possible to highlight novel clusters of plant genes contributing to the same biological processes or signal transduction pathways. Our approach will contribute to unveil gene cooperation pathways not yet identified by classical genetic analyses. This information will open new routes contributing to the dissection of WRKY signal transduction pathways in plants.


Subject(s)
Arabidopsis/genetics , Gene Regulatory Networks , Multigene Family , Oryza/genetics , Plant Proteins/metabolism , Arabidopsis/metabolism , Cluster Analysis , DNA, Plant/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant , Genes, Plant , Oligonucleotide Array Sequence Analysis , Oryza/metabolism , Phylogeny , Plant Proteins/genetics , Signal Transduction , Stress, Physiological , Transcription Factors/genetics , Transcription Factors/metabolism
5.
New Phytol ; 179(3): 643-662, 2008.
Article in English | MEDLINE | ID: mdl-18715324

ABSTRACT

* Mitogen activated protein kinase (MAPK) pathways are signal transduction modules with layers of protein kinases having c. 120 genes in Arabidopsis, but only a few have been linked experimentally to functions. * We analysed microarray expression data for 114 MAPK signalling genes represented on the ATH1 Affymetrix arrays; determined their expression patterns during development, and in a wide range of time-course microarray experiments for their signal-dependent transcriptional regulation and their coregulation with other signalling components and transcription factors. * Global expression correlation of the MAPK genes with each of the represented 21 692 Arabidopsis genes was determined by calculating Pearson correlation coefficients. To group MAPK signalling genes based on similarities in global regulation, we performed hierarchical clustering on the pairwise correlation values. This should allow inferring functional information from well-studied MAPK components to functionally uncharacterized ones. Statistical overrepresentation of specific gene ontology (GO) categories in the gene lists showing high expression correlation values with each of the MAPK components predicted biological themes for the gene functions. * The combination of these methods provides functional information for many uncharacterized MAPK genes, and a framework for complementary future experimental dissection of the function of this complex family.


Subject(s)
Arabidopsis Proteins/genetics , Arabidopsis/genetics , Gene Expression , MAP Kinase Signaling System , Arabidopsis/drug effects , Arabidopsis/microbiology , Arabidopsis/physiology , Arabidopsis Proteins/metabolism , Cell Proliferation , Cluster Analysis , Gene Expression Profiling , Gene Expression Regulation, Developmental/drug effects , Gene Expression Regulation, Plant/drug effects , Oligonucleotide Array Sequence Analysis , Plant Growth Regulators/pharmacology
6.
PLoS One ; 3(4): e2068, 2008 Apr 30.
Article in English | MEDLINE | ID: mdl-18446225

ABSTRACT

Aliphatic glucosinolates are compounds which occur in high concentrations in Arabidopsis thaliana and other Brassicaceae species. They are important for the resistance of the plant to pest insects. Previously, the biosynthesis of these compounds was shown to be regulated by transcription factors MYB28 and MYB29. We now show that MYB28 and MYB29 are partially redundant, but in the absence of both, the synthesis of all aliphatic glucosinolates is blocked. Untargeted and targeted biochemical analyses of leaf metabolites showed that differences between single and double knock-out mutants and wild type plants were restricted to glucosinolates. Biosynthesis of long-chain aliphatic glucosinolates was blocked by the myb28 mutation, while short-chain aliphatic glucosinolates were reduced by about 50% in both the myb28 and the myb29 single mutants. Most remarkably, all aliphatic glucosinolates were completely absent in the double mutant. Expression of glucosinolate biosynthetic genes was slightly but significantly reduced by the single myb mutations, while the double mutation resulted in a drastic decrease in expression of these genes. Since the myb28myb29 double mutant is the first Arabidopsis genotype without any aliphatic glucosinolates, we used it to establish the relevance of aliphatic glucosinolate biosynthesis to herbivory by larvae of the lepidopteran insect Mamestra brassicae. Plant damage correlated inversely to the levels of aliphatic glucosinolates observed in those plants: Larval weight gain was 2.6 fold higher on the double myb28myb29 mutant completely lacking aliphatic glucosinolates and 1.8 higher on the single mutants with intermediate levels of aliphatic glucosinolates compared to wild type plants.


Subject(s)
Arabidopsis/parasitology , Feeding Behavior/physiology , Glucosinolates/metabolism , Insecta/physiology , Animals , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Gene Expression Regulation, Plant , Genes, Plant , Glucosinolates/biosynthesis , Glucosinolates/chemistry , Histone Acetyltransferases , Host-Parasite Interactions , Larva/physiology , Mass Spectrometry , Mutagenesis, Insertional , Mutation/genetics , Plant Leaves/genetics , Plant Leaves/metabolism , Principal Component Analysis , Transcription Factors/genetics , Transcription Factors/metabolism
7.
Gene ; 342(2): 231-41, 2004 Nov 24.
Article in English | MEDLINE | ID: mdl-15527982

ABSTRACT

Initiation of transcription mediated by RNA polymerase II requires a number of transcription factors among which TFIID is the major core promoter recognition factor. TFIID is composed of highly conserved factors which include the TATA-binding protein (TBP) and about 14 TBP-associated factors (TAFs). Since TAFs play important roles in transcription they have been extensively studied in organisms like yeast, Drosophila and human. Surprisingly, TAFs have been poorly characterized in plants. With the completion of the Arabidopsis genome sequence, it is possible to search for TAFs, since many of them have conserved amino acid sequences. Mining the genome of Arabidopsis for TAFs resulted in the identification of 18 putative Arabidopsis TAFs (AtTAFs). We have analyzed their protein structure and their genomic localisation. Expression profiling by RT-PCR showed that these TAFs are expressed in all parts of the plant which is in agreement with their general role in transcription. These analyses in combination with their evolutionary conservation with TAFs of other organisms are discussed.


Subject(s)
Arabidopsis Proteins/genetics , Arabidopsis/genetics , TATA-Binding Protein Associated Factors/genetics , Chromosomes, Plant/genetics , Cloning, Molecular , DNA, Complementary/genetics , Gene Expression Regulation, Plant , Genes, Plant/genetics , Genome, Plant , Multigene Family/genetics , Phylogeny , RNA, Plant/genetics , RNA, Plant/metabolism , Reverse Transcriptase Polymerase Chain Reaction
8.
Yeast ; 21(13): 1107-20, 2004 Oct 15.
Article in English | MEDLINE | ID: mdl-15484288

ABSTRACT

The cell wall is essential to preserve osmotic integrity of yeast cells. Some phenotypic traits of cell wall mutants suggest that, as a result of a weakening of the cell wall, hypo-osmotic stress-like conditions are created. Consequent expansion of the cell wall and stretching of the plasma membrane trigger a complex response to prevent cell lysis. In this work we examined two conditions that generate a cell wall and membrane stress: one is represented by the cell wall mutant gas1Delta and the other by a hypo-osmotic shock. We examined the actin cytoskeleton and the role of the cell wall sensors Wsc1p and Mid2p in these stress conditions. In the gas1 null mutant cells, which lack a beta(1,3)-glucanosyltransferase activity required for cell wall assembly, a constitutive marked depolarization of actin cytoskeleton was found. In a hypo-osmotic shock wild-type cells showed a transient depolarization of actin cytoskeleton. The percentage of depolarized cells was maximal at 30 min after the shift and then progressively decreased until cells reached a new steady-state condition. The maximal response was proportional to the magnitude of the difference in the external osmolarity before and after the shift within a given range of osmolarities. Loss of Wsc1p specifically delayed the repolarization of the actin cytoskeleton, whereas Wsc1p and Mid2p were essential for the maintenance of cell integrity in gas1Delta cells. The control of actin cytoskeleton is an important element in the context of the compensatory response to cell wall weakening. Wsc1p appears to be an important regulator of the actin network rearrangements in conditions of cell wall expansion and membrane stretching.


Subject(s)
Actins/physiology , Cytoskeleton/physiology , Membrane Proteins/physiology , Saccharomyces cerevisiae Proteins/physiology , Saccharomyces cerevisiae/physiology , Benzenesulfonates/pharmacology , Caffeine/pharmacology , Calcium-Binding Proteins/physiology , Cell Polarity/physiology , Cell Survival/physiology , Chitin/analysis , Glucans/analysis , Intracellular Signaling Peptides and Proteins , Membrane Glycoproteins , Microscopy, Confocal , Mutagenesis, Insertional , Osmotic Pressure , Sodium Dodecyl Sulfate/pharmacology
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