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1.
Methods Mol Biol ; 2686: 403-428, 2023.
Article in English | MEDLINE | ID: mdl-37540371

ABSTRACT

Real-time, or quantitative, reverse transcription polymerase chain reaction (qRT-PCR) is a powerful method for rapid and reliable quantification of mRNA abundance. Although it has not featured prominently in flower development research in the past, the availability of novel techniques for the synchronized induction of flower development, or for the isolation of cell-specific mRNA populations, suggests that detailed quantitative analyses of gene expression over time and in specific tissues and cell types by qRT-PCR will become more widely used. In this chapter, we discuss specific considerations for studying gene expression by using qRT-PCR, such as the identification of suitable reference genes for the experimental set-up used. In addition, we provide protocols for performing qRT-PCR experiments in a multiwell plate format (with the LightCycler® 480 system, Roche) and with nanofluidic arrays (BioMark™ system, Fluidigm), which allow the automatic combination of sets of samples with sets of assays, and significantly reduce reaction volume and the number of liquid-handling steps performed during the experiment.


Subject(s)
Flowers , Gene Expression Profiling , Real-Time Polymerase Chain Reaction/methods , Gene Expression Profiling/methods , RNA, Messenger/genetics , Flowers/genetics , Flowers/metabolism , Biological Assay , Reverse Transcriptase Polymerase Chain Reaction
2.
Methods Mol Biol ; 2686: 495-508, 2023.
Article in English | MEDLINE | ID: mdl-37540374

ABSTRACT

Developmental processes in multicellular organisms depend on the proficiency of cells to orchestrate different gene expression programs. Over the past years, several studies of reproductive organ development have considered genomic analyses of transcription factors and global gene expression changes, modeling complex gene regulatory networks. Nevertheless, the dynamic view of developmental processes requires, as well, the study of the proteome in its expression, complexity, and relationship with the transcriptome. In this chapter, we describe a dual extraction method-for protein and RNA-for the characterization of genome expression at proteome level and its correlation to transcript expression data. We also present a shotgun proteomic procedure (LC-MS/MS) followed by a pipeline for the imputation of missing values in mass spectrometry results.


Subject(s)
Multiomics , Proteomics , Proteomics/methods , Chromatography, Liquid , Proteome/metabolism , Tandem Mass Spectrometry , Flowers/genetics , Flowers/metabolism
3.
Methods Mol Biol ; 2686: 509-536, 2023.
Article in English | MEDLINE | ID: mdl-37540375

ABSTRACT

Understanding the global and dynamic nature of plant developmental processes requires not only the study of the transcriptome, but also of the proteome, including its largely uncharacterized peptidome fraction. Recent advances in proteomics and high-throughput analyses of translating RNAs (ribosome profiling) have begun to address this issue, evidencing the existence of novel, uncharacterized, and possibly functional peptides. To validate the accumulation in tissues of sORF-encoded polypeptides (SEPs), the basic setup of proteomic analyses (i.e., LC-MS/MS) can be followed. However, the detection of peptides that are small (up to ~100 aa, 6-7 kDa) and novel (i.e., not annotated in reference databases) presents specific challenges that need to be addressed both experimentally and with computational biology resources. Several methods have been developed in recent years to isolate and identify peptides from plant tissues. In this chapter, we outline two different peptide extraction protocols and the subsequent peptide identification by mass spectrometry using the database search or the de novo identification methods.


Subject(s)
Proteomics , Tandem Mass Spectrometry , Chromatography, Liquid/methods , Proteomics/methods , Tandem Mass Spectrometry/methods , Peptides/chemistry , Proteome/chemistry , Flowers
5.
Plant J ; 105(1): 7-21, 2021 01.
Article in English | MEDLINE | ID: mdl-33111454

ABSTRACT

Members of the plant specific RAV family of transcription factors regulate several developmental and physiological processes. In the model plant Arabidopsis thaliana, the RAV TEMPRANILLO 1 (TEM1) and TEM2 control important phase changes such as the juvenile to adult and the vegetative to reproductive transitions. Besides their known regulatory function in plant development, a transcriptomics analysis of transgenic plants overexpressing TEM1 also revealed overrepresentation of Gene Ontology (GO) categories related to abiotic stress responses. Therefore, to investigate the biological relevance of these TEM-dependent transcriptomic changes and elucidate whether TEMs contribute to the modulation of plant growth in response to salinity, we analyzed the behavior of TEM gain and loss of function mutants subjected to mild and high salt stresses at different development stages. With respect to increasing salinity, TEM overexpressing plants were hypersensitive whereas the tem1 tem2 double mutants were more tolerant. Precisely, tem1 tem2 mutants germinated and flowered faster than the wild-type plants under salt stress conditions. Also, tem1 tem2 plants showed a delay in salt-induced leaf senescence, possibly as a consequence of downregulation of jasmonic acid biosynthesis genes. Besides a shorter life cycle and delayed senescence, tem1 tem2 mutants appeared to be better suited to withstand oxidative stress as they accumulated higher levels of α-tocopherol (an important antioxidant metabolite) and displayed a slower degradation of photosynthetic pigments. Taken together, our studies suggest novel and crucial roles for TEM in adaptive growth as they modulate plant development in response to environmental changes such as increasing soil salinity.


Subject(s)
Arabidopsis Proteins/physiology , Arabidopsis/metabolism , Salt Tolerance , Transcription Factors, General/physiology , Transcription Factors/physiology , Arabidopsis/physiology , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Flowers/growth & development , Gene Expression Profiling , Gene Expression Regulation, Plant , Oxidative Stress/physiology , Salt Stress , Transcription Factors/metabolism , Transcription Factors, General/genetics , Transcription Factors, General/metabolism
6.
Nat Commun ; 9(1): 4680, 2018 11 08.
Article in English | MEDLINE | ID: mdl-30409967

ABSTRACT

Drought represents a major threat to food security. Mechanistic data describing plant responses to drought have been studied extensively and genes conferring drought resistance have been introduced into crop plants. However, plants with enhanced drought resistance usually display lower growth, highlighting the need for strategies to uncouple drought resistance from growth. Here, we show that overexpression of BRL3, a vascular-enriched member of the brassinosteroid receptor family, can confer drought stress tolerance in Arabidopsis. Whereas loss-of-function mutations in the ubiquitously expressed BRI1 receptor leads to drought resistance at the expense of growth, overexpression of BRL3 receptor confers drought tolerance without penalizing overall growth. Systematic analyses reveal that upon drought stress, increased BRL3 triggers the accumulation of osmoprotectant metabolites including proline and sugars. Transcriptomic analysis suggests that this results from differential expression of genes in the vascular tissues. Altogether, this data suggests that manipulating BRL3 expression could be used to engineer drought tolerant crops.


Subject(s)
Arabidopsis/physiology , Droughts , Plant Development , Plant Vascular Bundle/metabolism , Receptors, Cell Surface/metabolism , Arabidopsis/genetics , Gene Expression Regulation, Plant , Metabolome , Mutation/genetics , Osmotic Pressure , Plant Development/genetics , Plant Roots/genetics , Plant Roots/physiology , Plants, Genetically Modified , Stress, Physiological/genetics , Transcription, Genetic , Tropism
7.
J Exp Bot ; 67(6): 1639-48, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26956505

ABSTRACT

Shoot apical meristem activity is controlled by complex regulatory networks in which components such as transcription factors, miRNAs, small peptides, hormones, enzymes and epigenetic marks all participate. Many key genes that determine the inherent characteristics of the shoot apical meristem have been identified through genetic approaches. Recent advances in genome-wide studies generating extensive transcriptomic and DNA-binding datasets have increased our understanding of the interactions within the regulatory networks that control the activity of the meristem, identifying new regulators and uncovering connections between previously unlinked network components. In this review, we focus on recent studies that illustrate the contribution of whole genome analyses to understand meristem function.


Subject(s)
Gene Regulatory Networks , Genome, Plant , Meristem/genetics , Genes, Plant , Plant Leaves/embryology , Plant Leaves/genetics , Stem Cells/cytology , Stem Cells/metabolism
9.
BMC Genomics ; 15: 1083, 2014 Dec 10.
Article in English | MEDLINE | ID: mdl-25491154

ABSTRACT

BACKGROUND: Small RNAs (sRNAs), including small interfering RNAs (siRNAs) and microRNAs (miRNAs), have emerged as important regulators of eukaryotic gene expression. In plants, miRNAs play critical roles in development, nutrient homeostasis and abiotic stress responses. Accumulating evidence also reveals that sRNAs are involved in plant immunity. Most studies on pathogen-regulated sRNAs have been conducted in Arabidopsis plants infected with the bacterial pathogen Pseudomonas syringae, or treated with the flagelin-derived elicitor peptide flg22 from P. syringae. This work investigates sRNAs that are regulated by elicitors from the fungus Fusarium oxysporum in Arabidopsis. RESULTS: Microarray analysis revealed alterations on the accumulation of a set of sRNAs in response to elicitor treatment, including miRNAs and small RNA sequences derived from massively parallel signature sequencing. Among the elicitor-regulated miRNAs was miR168 which regulates ARGONAUTE1, the core component of the RNA-induced silencing complex involved in miRNA functioning. Promoter analysis in transgenic Arabidopsis plants revealed transcriptional activation of MIR168 by fungal elicitors. Furthermore, transgenic plants expressing a GFP-miR168 sensor gene confirmed that the elicitor-induced miR168 is active. MiR823, targeting Chromomethylase3 (CMT3) involved in RNA-directed DNA methylation (RdDM) was also found to be regulated by fungal elicitors. In addition to known miRNAs, microarray analysis allowed the identification of an elicitor-inducible small RNA that was incorrectly annotated as a miRNA. Studies on Arabidopsis mutants impaired in small RNA biogenesis demonstrated that this sRNA, is a heterochromatic-siRNA (hc-siRNA) named as siRNA415. Hc-siRNAs are known to be involved in RNA-directed DNA methylation (RdDM). SiRNA415 is detected in several plant species. CONCLUSION: Results here presented support a transcriptional regulatory mechanism underlying MIR168 expression. This finding highlights the importance of miRNA functioning in adaptive processes of Arabidopsis plants to fungal infection. The results of this study also lay a foundation for the involvement of RdDM processes through the activity of siRNA415 and miR823 in mediating regulation of immune responses in Arabidopsis plants.


Subject(s)
Arabidopsis/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant , MicroRNAs/genetics , Plant Diseases/genetics , RNA, Small Interfering/genetics , Arabidopsis/microbiology , Fungi , Phenotype , Plant Diseases/microbiology , Plants, Genetically Modified , Promoter Regions, Genetic , RNA Precursors , Transcriptional Activation
10.
Genome Biol ; 15(3): R41, 2014 Mar 03.
Article in English | MEDLINE | ID: mdl-24581456

ABSTRACT

BACKGROUND: Development of eukaryotic organisms is controlled by transcription factors that trigger specific and global changes in gene expression programs. In plants, MADS-domain transcription factors act as master regulators of developmental switches and organ specification. However, the mechanisms by which these factors dynamically regulate the expression of their target genes at different developmental stages are still poorly understood. RESULTS: We characterized the relationship of chromatin accessibility, gene expression, and DNA binding of two MADS-domain proteins at different stages of Arabidopsis flower development. Dynamic changes in APETALA1 and SEPALLATA3 DNA binding correlated with changes in gene expression, and many of the target genes could be associated with the developmental stage in which they are transcriptionally controlled. We also observe dynamic changes in chromatin accessibility during flower development. Remarkably, DNA binding of APETALA1 and SEPALLATA3 is largely independent of the accessibility status of their binding regions and it can precede increases in DNA accessibility. These results suggest that APETALA1 and SEPALLATA3 may modulate chromatin accessibility, thereby facilitating access of other transcriptional regulators to their target genes. CONCLUSIONS: Our findings indicate that different homeotic factors regulate partly overlapping, yet also distinctive sets of target genes in a partly stage-specific fashion. By combining the information from DNA-binding and gene expression data, we are able to propose models of stage-specific regulatory interactions, thereby addressing dynamics of regulatory networks throughout flower development. Furthermore, MADS-domain TFs may regulate gene expression by alternative strategies, one of which is modulation of chromatin accessibility.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/genetics , Chromatin Assembly and Disassembly , Chromatin/metabolism , Flowers/growth & development , Homeodomain Proteins/metabolism , MADS Domain Proteins/metabolism , Transcription Factors/metabolism , Arabidopsis/growth & development , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , Chromatin/genetics , Flowers/metabolism , Gene Expression Regulation, Developmental , Gene Expression Regulation, Plant , Homeodomain Proteins/genetics , MADS Domain Proteins/genetics , Protein Binding , Transcription Factors/genetics
11.
Methods Mol Biol ; 1110: 103-24, 2014.
Article in English | MEDLINE | ID: mdl-24395254

ABSTRACT

Almost three decades of genetic and molecular analyses have resulted in detailed insights into many of the processes that take place during flower development and in the identification of a large number of key regulatory genes that control these processes. Despite this impressive progress, many questions about how flower development is controlled in different angiosperm species remain unanswered. In this chapter, we discuss some of these open questions and the experimental strategies with which they could be addressed. Specifically, we focus on the areas of floral meristem development and patterning, floral organ specification and differentiation, as well as on the molecular mechanisms underlying the evolutionary changes that have led to the astounding variations in flower size and architecture among extant and extinct angiosperms.


Subject(s)
Flowers/growth & development , Evolution, Molecular , Flowers/anatomy & histology , Flowers/genetics , Meristem/anatomy & histology , Meristem/genetics , Meristem/growth & development , Models, Biological
12.
Methods Mol Biol ; 1110: 347-62, 2014.
Article in English | MEDLINE | ID: mdl-24395269

ABSTRACT

Determining gene function through reverse genetics has been an important experimental approach in the field of flower development. The method largely relies on the availability of knockout lines for the gene of interest. Insertional mutagenesis can be performed using either T-DNA or transposable elements, but the former has been more frequently employed in Arabidopsis. A primary concern for working with insertional mutant lines is whether the respective insertion results in a complete or rather a partial loss of gene function. The effect of the insertion largely depends on its position with respect to the structure of the gene. In order to quickly identify and obtain knockout lines for genes of interest in Arabidopsis, more than 325,000 mapped insertion lines have been catalogued on indexed libraries and made publicly available to researchers. Online accessible databases provide information regarding the site of insertion, whether a mutant line is available in a homozygous or hemizygous state, and outline technical aspects for plant identification, such as primer design tools used for genotyping. In this chapter, we describe the procedure for isolating knockout lines for genes of interest in Arabidopsis.


Subject(s)
Arabidopsis/genetics , Gene Knockout Techniques/methods , Genes, Plant/genetics , Genetic Markers/genetics , Genotyping Techniques , Homozygote , Mutagenesis, Insertional , Reverse Transcriptase Polymerase Chain Reaction , Seedlings/genetics , Seeds/genetics
13.
Methods Mol Biol ; 1110: 363-82, 2014.
Article in English | MEDLINE | ID: mdl-24395270

ABSTRACT

Real-time, or quantitative, reverse transcription polymerase chain reaction (qRT-PCR), is a powerful method for rapid and reliable quantification of mRNA abundance. Although it has not featured prominently in flower development research in the past, the availability of novel techniques for the synchronized induction of flower development, or for the isolation of cell-specific mRNA populations, suggests that detailed quantitative analyses of gene expression over time and in specific tissues and cell types by qRT-PCR will become more widely used. In this chapter, we discuss specific considerations for studying gene expression by using qRT-PCR, such as the identification of suitable reference genes for the experimental setup used. In addition, we provide protocols for performing qRT-PCR experiments in a multiwell plate format (with the LightCycler(®) 480 system, Roche) and with nanofluidic arrays (BioMark™ system, Fluidigm), which allow the automatic combination of sets of samples with sets of assays, and significantly reduce reaction volume and the number of liquid-handling steps performed during the experiment.


Subject(s)
Gene Expression Profiling/methods , Real-Time Polymerase Chain Reaction/methods , Flowers/genetics , RNA, Plant/genetics , RNA, Plant/isolation & purification , Reverse Transcription
14.
J Exp Bot ; 65(1): 1-9, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24277279

ABSTRACT

Floral organs are specified by the activities of a small group of transcriptional regulators, the floral organ identity factors. Extensive genetic and molecular analyses have shown that these proteins act as master regulators of flower development, and function not only in organ identity determination but also during organ morphogenesis. Although it is now well established that these transcription factors act in higher order protein complexes in the regulation of transcription, the gene expression programmes controlled by them have remained largely elusive. Only recently, detailed insights into their functions have been obtained through the combination of a wide range of experimental methods, including transcriptomic and proteomic approaches. Here, we review the progress that has been made in the characterization of the floral organ identity factors from the main model plant Arabidopsis thaliana, and we discuss what is known about the processes acting downstream of these regulators. We further outline open questions, which we believe need to be addressed to obtain a more complete view of the molecular processes that govern floral organ development and specification.


Subject(s)
Arabidopsis Proteins/genetics , Arabidopsis/growth & development , Flowers/growth & development , Gene Expression Regulation, Developmental , Arabidopsis/genetics , Arabidopsis Proteins/metabolism , Flowers/genetics , Gene Expression Regulation, Plant , Gene Regulatory Networks , Mutation , Transcription Factors/genetics , Transcription Factors/metabolism
15.
Methods Mol Biol ; 876: 207-16, 2012.
Article in English | MEDLINE | ID: mdl-22576098

ABSTRACT

Gene transcripts are under extensive posttranscriptional regulation, including the regulation of their stability. A major route for mRNA degradation produces uncapped mRNAs, which can be generated by decapping enzymes, endonucleases, and small RNAs. Profiling uncapped mRNA molecules is important for the understanding of the transcriptome, whose composition is determined by a balance between mRNA synthesis and degradation. In this chapter, we describe a method to profile these uncapped mRNAs at the genome scale.


Subject(s)
Gene Expression Profiling/methods , RNA, Messenger/genetics , Transcriptome/genetics , RNA Stability/genetics
16.
Methods Mol Biol ; 815: 147-59, 2012.
Article in English | MEDLINE | ID: mdl-22130990

ABSTRACT

We present a quantification method for affinity-based DNA microarrays which is based on the real-time measurements of hybridization kinetics. This method, i.e., real-time DNA microarrays, enhances the detection dynamic range of conventional systems by being impervious to probe saturation, washing artifacts, microarray spot-to-spot variations, and other intensity-affecting impediments. We demonstrate in both theory and practice that the time-constant of target capturing is inversely proportional to the concentration of the target analyte, which we take advantage of as the fundamental parameter to estimate the concentration of the analytes. Furthermore, to experimentally validate the capabilities of this method in practical applications, we present a FRET-based assay which enables the real-time detection in gene expression DNA microarrays.


Subject(s)
Fluorescence Resonance Energy Transfer , Oligonucleotide Array Sequence Analysis/methods , Algorithms , Animals , Calibration , DNA Probes/chemical synthesis , Gene Expression Profiling/methods , Kinetics , Mice , Oligonucleotide Array Sequence Analysis/standards , Reference Standards
17.
Curr Opin Biotechnol ; 22(2): 260-70, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21167706

ABSTRACT

Arabidopsis genomic and network analyses have facilitated crop research towards the understanding of many biological processes of fundamental importance for agriculture. Genes that were identified through genomic analyses in Arabidopsis have been used to manipulate crop traits such as pathogen resistance, yield, water-use efficiency, and drought tolerance, with the effects being tested in field conditions. The integration of diverse Arabidopsis genome-wide datasets in probabilistic functional networks has been demonstrated as a feasible strategy to associate novel genes with traits of interest, and novel genomic methods continue to be developed. The combination of genome-wide location studies, using ChIP-Seq, with gene expression profiling data is affording a genome-wide view of regulatory networks previously delineated through genetic and molecular analyses, leading to the identification of novel components and of new connections within these networks.


Subject(s)
Arabidopsis/metabolism , Crops, Agricultural/metabolism , Gene Expression Regulation, Plant/physiology , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Crops, Agricultural/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant/genetics , Gene Regulatory Networks
18.
Science ; 328(5974): 85-9, 2010 Apr 02.
Article in English | MEDLINE | ID: mdl-20360106

ABSTRACT

The MADS-domain transcription factor APETALA1 (AP1) is a key regulator of Arabidopsis flower development. To understand the molecular mechanisms underlying AP1 function, we identified its target genes during floral initiation using a combination of gene expression profiling and genome-wide binding studies. Many of its targets encode transcriptional regulators, including known floral repressors. The latter genes are down-regulated by AP1, suggesting that it initiates floral development by abrogating the inhibitory effects of these genes. Although AP1 acts predominantly as a transcriptional repressor during the earliest stages of flower development, at more advanced stages it also activates regulatory genes required for floral organ formation, indicating a dynamic mode of action. Our results further imply that AP1 orchestrates floral initiation by integrating growth, patterning, and hormonal pathways.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/growth & development , Arabidopsis/genetics , Flowers/growth & development , Gene Expression Regulation, Plant , MADS Domain Proteins/metabolism , Transcription Factors/metabolism , Transcription, Genetic , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , Binding Sites , Chromatin Immunoprecipitation , Down-Regulation , Gene Expression Profiling , Genes, Plant , Genome, Plant , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , MADS Domain Proteins/genetics , Oligonucleotide Array Sequence Analysis , Transcription Factors/genetics , Transcription Initiation Site , Transcriptional Activation
19.
Nucleic Acids Res ; 37(20): e132, 2009 Nov.
Article in English | MEDLINE | ID: mdl-19723688

ABSTRACT

We present a quantification method for affinity-based DNA microarrays which is based on the real-time measurements of hybridization kinetics. This method, i.e. real-time DNA microarrays, enhances the detection dynamic range of conventional systems by being impervious to probe saturation in the capturing spots, washing artifacts, microarray spot-to-spot variations, and other signal amplitude-affecting non-idealities. We demonstrate in both theory and practice that the time-constant of target capturing in microarrays, similar to all affinity-based biosensors, is inversely proportional to the concentration of the target analyte, which we subsequently use as the fundamental parameter to estimate the concentration of the analytes. Furthermore, to empirically validate the capabilities of this method in practical applications, we present a FRET-based assay which enables the real-time detection in gene expression DNA microarrays.


Subject(s)
Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis/methods , Fluorescence Resonance Energy Transfer , Kinetics , Models, Theoretical
20.
Plant Cell ; 20(10): 2571-85, 2008 Oct.
Article in English | MEDLINE | ID: mdl-18952771

ABSTRACT

The composition of the transcriptome is determined by a balance between mRNA synthesis and degradation. An important route for mRNA degradation produces uncapped mRNAs, and this decay process can be initiated by decapping enzymes, endonucleases, and small RNAs. Although uncapped mRNAs are an important intermediate for mRNA decay, their identity and abundance have never been studied on a large scale until recently. Here, we present an experimental method for transcriptome-wide profiling of uncapped mRNAs that can be used in any eukaryotic system. We applied the method to study the prevalence of uncapped transcripts during the early stages of Arabidopsis thaliana flower development. Uncapped transcripts were identified for the majority of expressed genes, although at different levels. By comparing uncapped RNA levels with steady state overall transcript levels, our study provides evidence for widespread mRNA degradation control in numerous biological processes involving genes of varied molecular functions, implying that uncapped mRNA levels are dynamically regulated. Sequence analyses identified structural features of transcripts and cis-elements that were associated with different levels of uncapping. These transcriptome-wide profiles of uncapped mRNAs will aid in illuminating new regulatory mechanisms of eukaryotic transcriptional networks.


Subject(s)
Arabidopsis/genetics , Gene Expression Profiling/methods , RNA Stability , RNA, Messenger/metabolism , RNA, Plant/metabolism , Arabidopsis/growth & development , Arabidopsis/metabolism , Flowers/genetics , Flowers/growth & development , Flowers/metabolism , Gene Expression Regulation, Plant , Genes, Plant , MicroRNAs/metabolism , RNA, Messenger/chemistry , RNA, Plant/chemistry , Sequence Analysis, RNA , Untranslated Regions/chemistry
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