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1.
Nat Commun ; 15(1): 4881, 2024 Jun 07.
Article En | MEDLINE | ID: mdl-38849358

N6-methyladenosine (m6A) plays critical roles in regulating mRNA metabolism. However, comprehensive m6A methylomes in different plant tissues with single-base precision have yet to be reported. Here, we present transcriptome-wide m6A maps at single-base resolution in different tissues of rice and Arabidopsis using m6A-SAC-seq. Our analysis uncovers a total of 205,691 m6A sites distributed across 22,574 genes in rice, and 188,282 m6A sites across 19,984 genes in Arabidopsis. The evolutionarily conserved m6A sites in rice and Arabidopsis ortholog gene pairs are involved in controlling tissue development, photosynthesis and stress response. We observe an overall mRNA stabilization effect by 3' UTR m6A sites in certain plant tissues. Like in mammals, a positive correlation between the m6A level and the length of internal exons is also observed in plant mRNA, except for the last exon. Our data suggest an active m6A deposition process occurring near the stop codon in plant mRNA. In addition, the MTA-installed plant mRNA m6A sites correlate with both translation promotion and translation suppression, depicting a more complicated regulatory picture. Our results therefore provide in-depth resources for relating single-base resolution m6A sites with functions in plants and uncover a suppression-activation model controlling m6A biogenesis across species.


Adenosine , Arabidopsis , Gene Expression Regulation, Plant , Oryza , RNA, Messenger , Oryza/genetics , Oryza/growth & development , Oryza/metabolism , Arabidopsis/genetics , Arabidopsis/metabolism , Arabidopsis/growth & development , Adenosine/analogs & derivatives , Adenosine/metabolism , RNA, Messenger/metabolism , RNA, Messenger/genetics , Transcriptome/genetics , RNA, Plant/genetics , RNA, Plant/metabolism , 3' Untranslated Regions/genetics , Gene Expression Profiling/methods , RNA Stability/genetics , Exons/genetics , Codon, Terminator/genetics
2.
Plant Physiol Biochem ; 212: 108797, 2024 Jul.
Article En | MEDLINE | ID: mdl-38850732

Long non-coding RNAs (lncRNAs) are a class of RNA transcripts that surpass 200 nucleotides in length and lack discernible coding potential. LncRNAs that have been functionally characterized have pivotal functions in several plant processes, including the regulation of flowering, and development of lateral roots. It also plays a crucial role in the plant's response to abiotic stressors and exhibits vital activities in environmental adaptation. The progress in NGS (next-generation sequencing) and functional genomics technology has facilitated the discovery of lncRNA in plant species. This review is a brief explanation of lncRNA genomics, its molecular role, and the mechanism of action in plants. The review also addresses the challenges encountered in this field and highlights promising molecular and computational methodologies that can aid in the comparative and functional analysis of lncRNAs.


Plants , RNA, Long Noncoding , RNA, Plant , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , RNA, Plant/genetics , Plants/genetics , Plants/metabolism , Gene Expression Regulation, Plant/genetics , Plant Physiological Phenomena/genetics
3.
BMC Plant Biol ; 24(1): 547, 2024 Jun 13.
Article En | MEDLINE | ID: mdl-38872092

BACKGROUND: Plant growth and development are severely threatened by drought and salt stresses. Compared with structural genes, transcription factors (TFs) play more pivotal roles in plant growth and stress adaptation. However, the underlying mechanisms of sorghum adapting to drought and salt are insufficient, and systematic analysis of TFs in response to the above stresses is lacking. RESULTS: In this study, TFs were identified in sorghum and model plants (Arabidopsis thaliana and rice), and gene number and conserved domain were compared between sorghum and model plants. According to syntenic analysis, the expansion of sorghum and rice TFs may be due to whole-genome duplications. Between sorghum and model plants TFs, specific conserved domains were identified and they may be related to functional diversification of TFs. Forty-five key genes in sorghum, including four TFs, were likely responsible for drought adaption based on differently expression analysis. MiR5072 and its target gene (Sobic.001G449600) may refer to the determination of sorghum drought resistance according to small RNA and degradome analysis. Six genes were associated with drought adaptation of sorghum based on weighted gene co-expression network analysis (WGCNA). Similarly, the core genes in response to salt were also characterized using the above methods. Finally, 15 candidate genes, particularly two TFs (Sobic.004G300300, HD-ZIP; Sobic.003G244100, bZIP), involved in combined drought and salt resistance of sorghum were identified. CONCLUSIONS: In summary, the findings in this study help clarify the molecular mechanisms of sorghum responding to drought and salt. We identified candidate genes and provide important genetic resource for potential development of drought-tolerant and salt-tolerant sorghum plants.


Droughts , RNA, Messenger , Sorghum , Transcription Factors , Sorghum/genetics , Sorghum/physiology , RNA, Messenger/genetics , RNA, Messenger/metabolism , Transcription Factors/genetics , Transcription Factors/metabolism , Gene Expression Regulation, Plant , Oryza/genetics , Oryza/physiology , Salt Stress/genetics , RNA, Plant/genetics , Plant Proteins/genetics , Plant Proteins/metabolism , Genes, Plant , Sequence Analysis, RNA
4.
PLoS One ; 19(6): e0304790, 2024.
Article En | MEDLINE | ID: mdl-38875250

In plants, small RNAs (sRNAs), mainly microRNAs (miRNAs) and small interfering RNAs (siRNAs), have been described as key regulators of plant development, growth, and abiotic and biotic responses. Despite reports indicating the involvement of certain sRNAs in regulating the interaction between Botrytis cinerea (a major necrotrophic fungal phytopathogen) and host plants, there remains a lack of analysis regarding the potential regulatory roles of plant sRNAs during early stages of the interaction despite early immune responses observed then during infection. We present the first transcriptome-wide analysis of small RNA expression on the early interaction between the necrotrophic fungus Botrytis cinerea and the model plant Arabidopsis thaliana. We found that evolutionary conserved A. thaliana miRNAs were the sRNAs that accumulated the most in the presence of B. cinerea. The upregulation of miR167, miR159 and miR319 was of particular interest because these, together with their target transcripts, are involved in the fine regulation of the plant hormone signaling pathways. We also describe that miR173, which triggers the production of secondary siRNAs from TAS1 and TAS2 loci, as well as secondary siRNAs derived from these loci, is upregulated in response to B. cinerea. Thus, at an early stage of the interaction there are transcriptional changes of sRNA-guided silencing pathway genes and of a subset of sRNAs that targeted genes from the PPR gene superfamily, and these may be important mechanisms regulating the interaction between A. thaliana and B. cinerea. This work provides the basis for a better understanding of the regulation mediated by sRNAs during early B. cinerea-plant interaction and may help in the development of more effective strategies for its control.


Arabidopsis , Botrytis , Gene Expression Regulation, Plant , Host-Pathogen Interactions , MicroRNAs , RNA, Plant , Botrytis/genetics , Botrytis/pathogenicity , Arabidopsis/genetics , Arabidopsis/microbiology , MicroRNAs/genetics , MicroRNAs/metabolism , Host-Pathogen Interactions/genetics , RNA, Plant/genetics , Plant Diseases/microbiology , Plant Diseases/genetics , RNA, Small Interfering/genetics , RNA, Small Interfering/metabolism , Gene Expression Profiling
5.
BMC Plant Biol ; 24(1): 552, 2024 Jun 14.
Article En | MEDLINE | ID: mdl-38877390

BACKGROUND: The interaction of proteins with RNA in the cell is crucial to orchestrate all steps of RNA processing. RNA interactome capture (RIC) techniques have been implemented to catalogue RNA- binding proteins in the cell. In RIC, RNA-protein complexes are stabilized by UV crosslinking in vivo. Polyadenylated RNAs and associated proteins are pulled down from cell lysates using oligo(dT) beads and the RNA-binding proteome is identified by quantitative mass spectrometry. However, insights into the RNA-binding proteome of a single RNA that would yield mechanistic information on how RNA expression patterns are orchestrated, are scarce. RESULTS: Here, we explored RIC in Arabidopsis to identify proteins interacting with a single mRNA, using the circadian clock-regulated Arabidopsis thaliana GLYCINE-RICH RNA-BINDING PROTEIN 7 (AtGRP7) transcript, one of the most abundant transcripts in Arabidopsis, as a showcase. Seedlings were treated with UV light to covalently crosslink RNA and proteins. The AtGRP7 transcript was captured from cell lysates with antisense oligonucleotides directed against the 5'untranslated region (UTR). The efficiency of RNA capture was greatly improved by using locked nucleic acid (LNA)/DNA oligonucleotides, as done in the enhanced RIC protocol. Furthermore, performing a tandem capture with two rounds of pulldown with the 5'UTR oligonucleotide increased the yield. In total, we identified 356 proteins enriched relative to a pulldown from atgrp7 mutant plants. These were benchmarked against proteins pulled down from nuclear lysates by AtGRP7 in vitro transcripts immobilized on beads. Among the proteins validated by in vitro interaction we found the family of Acetylation Lowers Binding Affinity (ALBA) proteins. Interaction of ALBA4 with the AtGRP7 RNA was independently validated via individual-nucleotide resolution crosslinking and immunoprecipitation (iCLIP). The expression of the AtGRP7 transcript in an alba loss-of-function mutant was slightly changed compared to wild-type, demonstrating the functional relevance of the interaction. CONCLUSION: We adapted specific RNA interactome capture with LNA/DNA oligonucleotides for use in plants using AtGRP7 as a showcase. We anticipate that with further optimization and up scaling the protocol should be applicable for less abundant transcripts.


Arabidopsis Proteins , Arabidopsis , Proteome , RNA, Messenger , RNA-Binding Proteins , Arabidopsis Proteins/metabolism , Arabidopsis Proteins/genetics , Arabidopsis/genetics , Arabidopsis/metabolism , RNA-Binding Proteins/metabolism , RNA-Binding Proteins/genetics , Proteome/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Plant/genetics , RNA, Plant/metabolism , Gene Expression Regulation, Plant
6.
BMC Plant Biol ; 24(1): 500, 2024 Jun 05.
Article En | MEDLINE | ID: mdl-38840244

As a highly salt-resistant mangrove, Avicennia marina can thrive in the hypersaline water. The leaves of Avicennia marina play a crucial role in salinity stress adaptability by secreting salt. Although the functions of long non-coding RNAs (lncRNAs) in leaves remain unknown, they have emerged as regulators in leaf development, aging and salt response. In this study, we employed transcriptomic data of both short-term and long-term salt treated leaves to identify salt-associated lncRNAs of leaf tissue. As a result, 687 short-term and 797 long-term salt-associated lncRNAs were identified. Notably, both short-term and long-term salt-associated lncRNAs exhibited slightly longer lengths and larger exons, but smaller introns compared with salt-non-associated lncRNAs. Furthermore, salt-associated lncRNAs also displayed higher tissue-specificity than salt-non-associated lncRNAs. Most of the salt-associated lncRNAs were common to short- and long-term salt treatments. And about one fifth of the downregulated salt-associated lncRNAs identified both in two terms were leaf tissue-specific lncRNAs. Besides, these leaf-specific lncRNAs were found to be involved in the oxidation-reduction and photosynthesis processes, as well as several metabolic processes, suggesting the noticeable functions of salt-associated lncRNAs in regulating salt responses of Avicennia marina leaves.


Avicennia , Plant Leaves , RNA, Long Noncoding , RNA, Plant , Avicennia/genetics , Avicennia/physiology , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , Plant Leaves/genetics , RNA, Plant/genetics , Gene Expression Regulation, Plant , Transcriptome , Gene Expression Profiling
7.
Plant Signal Behav ; 19(1): 2361174, 2024 Dec 31.
Article En | MEDLINE | ID: mdl-38825852

Foeniculum vulgare Mill. commonly known as fennel, is a globally recognized aromatic medicinal plant and culinary herb with widespread popularity due to its antimicrobial, antioxidant, carminative, and diuretic properties, among others. Although the phenotypic effects of salinity stress have been previously explored in fennel, the molecular mechanisms underlying responses to elevated salinity in this plant remain elusive. MicroRNAs (miRNAs) are tiny, endogenous, and extensively conserved non-coding RNAs (ncRNAs) typically ranging from 20 to 24 nucleotides (nt) in length that play a major role in a myriad of biological functions. In fact, a number of miRNAs have been extensively associated with responses to abiotic stress in plants. Consequently, employing computational methodologies and rigorous filtering criteria, 40 putative miRNAs belonging to 25 different families were characterized from fennel in this study. Subsequently, employing the psRNATarget tool, a total of 67 different candidate target transcripts for the characterized fennel miRNAs were predicted. Additionally, the expression patterns of six selected fennel miRNAs (i.e. fvu-miR156a, fvu-miR162a-3p, fvu-miR166a-3p, fvu-miR167a-5p, fvu-miR171a-3p, and fvu-miR408-3p) were analyzed under salinity stress conditions via qPCR. This article holds notable significance as it identifies not only 40 putative miRNAs in fennel, a non-model plant, but also pioneers the analysis of their expression under salinity stress conditions.


Foeniculum , Gene Expression Regulation, Plant , MicroRNAs , Plant Leaves , Salt Stress , Foeniculum/genetics , MicroRNAs/genetics , MicroRNAs/metabolism , Plant Leaves/metabolism , Plant Leaves/genetics , Salt Stress/genetics , Gene Expression Profiling , RNA, Plant/genetics , RNA, Plant/metabolism
8.
Int J Mol Sci ; 25(11)2024 May 30.
Article En | MEDLINE | ID: mdl-38892231

Aristolochia contorta Bunge is an academically and medicinally important plant species. It belongs to the magnoliids, with an uncertain phylogenetic position, and is one of the few plant species lacking a whole-genome duplication (WGD) event after the angiosperm-wide WGD. A. contorta has been an important traditional Chinese medicine material. Since it contains aristolochic acids (AAs), chemical compounds with nephrotoxity and carcinogenicity, the utilization of this plant has attracted widespread attention. Great efforts are being made to increase its bioactive compounds and reduce or completely remove toxic compounds. MicroRNAs (miRNAs) and natural antisense transcripts (NATs) are two classes of regulators potentially involved in metabolism regulation. Here, we report the identification and characterization of 223 miRNAs and 363 miRNA targets. The identified miRNAs include 51 known miRNAs belonging to 20 families and 172 novel miRNAs belonging to 107 families. A negative correlation between the expression of miRNAs and their targets was observed. In addition, we identified 441 A. contorta NATs and 560 NAT-sense transcript (ST) pairs, of which 12 NATs were targets of 13 miRNAs, forming 18 miRNA-NAT-ST modules. Various miRNAs and NATs potentially regulated secondary metabolism through the modes of miRNA-target gene-enzyme genes, NAT-STs, and NAT-miRNA-target gene-enzyme genes, suggesting the complexity of gene regulatory networks in A. contorta. The results lay a solid foundation for further manipulating the production of its bioactive and toxic compounds.


Aristolochia , Gene Expression Regulation, Plant , Gene Regulatory Networks , MicroRNAs , Secondary Metabolism , MicroRNAs/genetics , MicroRNAs/metabolism , Aristolochia/genetics , Secondary Metabolism/genetics , RNA, Antisense/genetics , Genome, Plant , RNA, Plant/genetics
9.
Int J Mol Sci ; 25(11)2024 Jun 05.
Article En | MEDLINE | ID: mdl-38892412

Due to their immobility and possession of underground parts, plants have evolved various mechanisms to endure and adapt to abiotic stresses such as extreme temperatures, drought, and salinity. However, the contribution of long noncoding RNAs (lncRNAs) to different abiotic stresses and distinct rice seedling parts remains largely uncharacterized beyond the protein-coding gene (PCG) layer. Using transcriptomics and bioinformatics methods, we systematically identified lncRNAs and characterized their expression patterns in the roots and shoots of wild type (WT) and ososca1.1 (reduced hyperosmolality-induced [Ca2+]i increase in rice) seedlings under hyperosmolarity and salt stresses. Here, 2937 candidate lncRNAs were identified in rice seedlings, with intergenic lncRNAs representing the largest category. Although the detectable sequence conservation of lncRNAs was low, we observed that lncRNAs had more orthologs within the Oryza. By comparing WT and ososca1.1, the transcription level of OsOSCA1.1-related lncRNAs in roots was greatly enhanced in the face of hyperosmolality stress. Regarding regulation mode, the co-expression network revealed connections between trans-regulated lncRNAs and their target PCGs related to OsOSCA1.1 and its mediation of hyperosmolality stress sensing. Interestingly, compared to PCGs, the expression of lncRNAs in roots was more sensitive to hyperosmolarity stress than to salt stress. Furthermore, OsOSCA1.1-related hyperosmolarity stress-responsive lncRNAs were enriched in roots, and their potential cis-regulated genes were associated with transcriptional regulation and signaling transduction. Not to be ignored, we identified a motif-conserved and hyperosmolarity stress-activated lncRNA gene (OSlncRNA), speculating on its origin and evolutionary history in Oryza. In summary, we provide a global perspective and a lncRNA resource to understand hyperosmolality stress sensing in rice roots, which helps to decode the complex molecular networks involved in plant sensing and adaptation to stressful environments.


Gene Expression Regulation, Plant , Oryza , Plant Roots , RNA, Long Noncoding , Salt Stress , Oryza/genetics , Oryza/metabolism , RNA, Long Noncoding/genetics , Plant Roots/genetics , Plant Roots/metabolism , Salt Stress/genetics , Osmotic Pressure , Stress, Physiological/genetics , Gene Expression Profiling , RNA, Plant/genetics , Seedlings/genetics , Transcriptome
10.
Int J Biol Macromol ; 272(Pt 2): 132800, 2024 Jun.
Article En | MEDLINE | ID: mdl-38825271

CircRNAs are a class of covalently closed non-coding RNA formed by linking the 5' terminus and the 3' terminus after reverse splicing. CircRNAs are widely found in eukaryotes, and they are highly conserved, with spatio-temporal expression specificity and stability. CircRNAs can act as miRNA sponges to regulate the expression of downstream target genes, regulating the transcription of parental genes and some can even be translated into peptides or proteins. Research on circRNAs in plants is still in its infancy compared to that in animals. With the deepening of research, the results of a variety of plant circRNAs suggest that they play an important role in growth and development, and tolerance towards abiotic stresses such as salt, drought, low temperature, high temperature and other adverse environments. In this review paper, we elaborated the molecular characteristics, mechanism of action, function and bioinformatics databases of plant circRNAs, combined with the progress of circRNA research in animals, discussed the potential mechanism of action of plant circRNAs, and proposed the unsolved problems and prospects for future application of plant circRNAs.


Plants , RNA, Circular , RNA, Circular/genetics , RNA, Circular/metabolism , Plants/genetics , Gene Expression Regulation, Plant , Stress, Physiological/genetics , MicroRNAs/genetics , MicroRNAs/metabolism , RNA, Plant/genetics , Animals
11.
BMC Plant Biol ; 24(1): 534, 2024 Jun 12.
Article En | MEDLINE | ID: mdl-38862913

BACKGROUND: Waterlogging stress (WS) negatively impacts crop growth and productivity, making it important to understand crop resistance processes and discover useful WS resistance genes. In this study, rye cultivars and wild rye species were subjected to 12-day WS treatment, and the cultivar Secale cereale L. Imperil showed higher tolerance. Whole transcriptome sequencing was performed on this cultivar to identify differentially expressed (DE) messenger RNAs (DE-mRNAs) and long non-coding RNAs (DE-lncRNAs) involved in WS response. RESULTS: Among the 6 species, Secale cereale L. Imperil showed higher tolerance than wild rye species against WS. The cultivar effectively mitigated oxidative stress, and regulated hydrogen peroxide and superoxide anion. A total of 728 DE-mRNAs and 60 DE-lncRNAs were discovered. Among these, 318 DE-mRNAs and 32 DE-lncRNAs were upregulated, and 410 DE-mRNAs and 28 DE-lncRNAs were downregulated. GO enrichment analysis discovered metabolic processes, cellular processes, and single-organism processes as enriched biological processes (BP). For cellular components (CC), the enriched terms were membrane, membrane part, cell, and cell part. Enriched molecular functions (MF) terms were catalytic activity, binding, and transporter activity. LncRNA and mRNA regulatory processes were mainly related to MAPK signaling pathway-plant, plant hormone signal transduction, phenylpropanoid biosynthesis, anthocyanin biosynthesis, glutathione metabolism, ubiquitin-mediated proteolysis, ABC transporter, Cytochrome b6/f complex, secondary metabolite biosynthesis, and carotenoid biosynthesis pathways. The signalling of ethylene-related pathways was not mainly dependent on AP2/ERF and WRKY transcription factors (TF), but on other factors. Photosynthetic activity was active, and carotenoid levels increased in rye under WS. Sphingolipids, the cytochrome b6/f complex, and glutamate are involved in rye WS response. Sucrose transportation was not significantly inhibited, and sucrose breakdown occurs in rye under WS. CONCLUSIONS: This study investigated the expression levels and regulatory functions of mRNAs and lncRNAs in 12-day waterlogged rye seedlings. The findings shed light on the genes that play a significant role in rye ability to withstand WS. The findings from this study will serve as a foundation for further investigations into the mRNA and lncRNA WS responses in rye.


Gene Expression Profiling , Gene Expression Regulation, Plant , RNA, Long Noncoding , RNA, Messenger , Secale , Stress, Physiological , RNA, Long Noncoding/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , Secale/genetics , Secale/physiology , Stress, Physiological/genetics , RNA, Plant/genetics , Transcriptome
12.
Methods Mol Biol ; 2832: 47-55, 2024.
Article En | MEDLINE | ID: mdl-38869786

Recent advancements in detection and mapping methods have enabled researchers to uncover the biological importance of RNA chemical modifications, which play a vital role in post-transcriptional gene regulation. Although numerous types of RNA modifications have been identified in higher eukaryotes, only a few have been extensively studied for their biological functions. Of these, N6-methyladenosine (m6A) is the most prevalent and important mRNA modification that influences various aspects of RNA metabolism, including mRNA stability, degradation, splicing, alternative polyadenylation, export, and localization, as well as translation. Thus, they have implications for a variety of biological processes, including growth, development, and stress responses. The m6A deposition or removal on transcripts is dynamic and is altered in response to internal and external cues. Because this mark can alter gene expression under stress conditions, it is essential to identify the transcripts that can acquire or lose this epitranscriptomic mark upon exposure to stress conditions. Here we describe a step-by-step protocol for identifying stress-responsive transcriptome-wide m6A changes using RNA immunoprecipitation followed by high-throughput sequencing (MeRIP-seq).


Adenosine , Gene Expression Regulation, Plant , RNA, Plant , Stress, Physiological , Transcriptome , Adenosine/analogs & derivatives , Adenosine/metabolism , Adenosine/genetics , Stress, Physiological/genetics , RNA, Plant/genetics , High-Throughput Nucleotide Sequencing/methods , RNA, Messenger/genetics , RNA, Messenger/metabolism , Gene Expression Profiling/methods , Arabidopsis/genetics , Arabidopsis/metabolism , Sequence Analysis, RNA/methods , Immunoprecipitation/methods , Plants/genetics , Plants/metabolism , RNA Processing, Post-Transcriptional
13.
Methods Mol Biol ; 2832: 81-98, 2024.
Article En | MEDLINE | ID: mdl-38869789

Alternative splicing (AS) of pre-mRNAs is a type of post-transcriptional regulation in eukaryotes that expands the number of mRNA isoforms. Intron retention is the primary form of AS in plants and occurs more frequently when plants are exposed to environmental stresses. Several wet-lab and bioinformatics techniques are used to detect AS events, but these techniques are technically challenging or unsuitable for studying AS in plants. Here, we report a method that combines RNA-sequencing and reverse transcription PCR for visualizing and validating heat stress-induced AS events in plants, using Arabidopsis thaliana and HEAT SHOCK PROTEIN21 (HSP21) as examples.


Alternative Splicing , Arabidopsis , Heat-Shock Response , Alternative Splicing/genetics , Heat-Shock Response/genetics , Arabidopsis/genetics , Gene Expression Regulation, Plant , RNA-Seq/methods , Reverse Transcriptase Polymerase Chain Reaction/methods , RNA, Plant/genetics , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Computational Biology/methods
14.
Methods Mol Biol ; 2832: 133-144, 2024.
Article En | MEDLINE | ID: mdl-38869792

Plant long non-coding RNAs (lncRNAs) have been implicated in many biological processes, including responses to abiotic stresses, yet their detailed functions and especially their modes of action are still underexplored. lncRNAs often interact with proteins to participate in multiple levels of gene regulation. Therefore, identifying the RNA-binding proteins and validating their interaction with lncRNAs will be instrumental in revealing the functions of lncRNAs. Here, we describe two major methods to determine the interaction between lncRNA and proteins in vitro, RNA pull-down, and RNA EMSA.


RNA, Long Noncoding , RNA-Binding Proteins , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , RNA-Binding Proteins/metabolism , RNA-Binding Proteins/genetics , Stress, Physiological/genetics , Electrophoretic Mobility Shift Assay/methods , RNA, Plant/genetics , RNA, Plant/metabolism , Protein Binding
15.
Int J Mol Sci ; 25(10)2024 May 09.
Article En | MEDLINE | ID: mdl-38791194

MicroRNAs (miRNAs) are a group of endogenous small non-coding RNAs in plants. They play critical functions in various biological processes during plant growth and development. Salvia miltiorrhiza is a well-known traditional Chinese medicinal plant with significant medicinal, economic, and academic values. In order to elucidate the role of miRNAs in S. miltiorrhiza, six small RNA libraries from mature roots, young roots, stems, mature leaves, young leaves and flowers of S. miltiorrhiza and one degradome library from mixed tissues were constructed. A total of 184 miRNA precursors, generating 137 known and 49 novel miRNAs, were genome-widely identified. The identified miRNAs were predicted to play diversified regulatory roles in plants through regulating 891 genes. qRT-PCR and 5' RLM-RACE assays validated the negative regulatory role of smi-miR159a in SmMYB62, SmMYB78, and SmMYB80. To elucidate the function of smi-miR159a in bioactive compound biosynthesis, smi-miR159a transgenic hairy roots were generated and analyzed. The results showed that overexpression of smi-miR159a caused a significant decrease in rosmarinic acid and salvianolic acid B contents. qRT-PCR analysis showed that the targets of smi-miR159a, including SmMYB62, SmMYB78, and SmMYB80, were significantly down-regulated, accompanied by the down-regulation of SmPAL1, SmC4H1, Sm4CL1, SmTAT1, SmTAT3, SmHPPR1, SmRAS, and SmCYP98A14 genes involved in phenolic acid biosynthesis. It suggests that smi-miR159a is a significant negative regulator of phenolic acid biosynthesis in S. miltiorrhiza.


Gene Expression Regulation, Plant , Hydroxybenzoates , MicroRNAs , Salvia miltiorrhiza , Salvia miltiorrhiza/genetics , Salvia miltiorrhiza/metabolism , MicroRNAs/genetics , Hydroxybenzoates/metabolism , Plant Roots/genetics , Plant Roots/metabolism , RNA, Plant/genetics , Genome, Plant
16.
Plant Physiol Biochem ; 212: 108681, 2024 Jul.
Article En | MEDLINE | ID: mdl-38776825

Parthenocarpy is one of the most important agronomic traits for fruit yield in cucumbers. However, the precise gene regulation and the posttranscriptional mechanism are elusive. In the presented study, one parthenocarpic line DDX and non-parthenocarpic line ZK were applied to identify the microRNAs (miRNAs) involved in parthenocarpic fruit formation. The differential expressed miRNAs among parthenocarpic fruit of forchlorfenuron (CPPU) treated ZK (ZK-CPPU), pollinated ZK (ZK-P), non-pollinated DDX (DDX-NP) were compared with the non-parthenocarpic fruits of non-pollinated ZK (ZK-NP). It indicated 98 miRNAs exhibited differential expression were identified. Notably, a significant proportion of these miRNAs were enriched in the signal transduction pathway of plant hormones, as identified by the KEGG pathway analysis. qRT-PCR validation indicated that CsmiR156 family was upregulated in the ZK-NP while downregulated in ZK-CPPU, ZK-P, and DDX-NP at 1 day after anthesis. Meanwhile, the opposite trend was observed for CsmiR164a. In ZK-CPPU, ZK-P, and DDX-NP, CsmiRNA156 genes (CsSPL16 and CsARR9-like) were upregulated while CsmiRNA164a genes (CsNAC6, CsCUC1, and CsNAC100) were downregulated. The GUS and dual luciferase assay validated that CsmiR156a inhibited while CsmiR164a induced their target genes' transcription. This study presents novel insights into the involvement of CsmiR156a and CsmiR164a in the CK-mediated posttranscriptional regulation of cucumber parthenocarpy, which will aid future breeding programs.


Cucumis sativus , Cytokinins , Gene Expression Regulation, Plant , MicroRNAs , Cucumis sativus/genetics , Cucumis sativus/metabolism , MicroRNAs/genetics , MicroRNAs/metabolism , Cytokinins/metabolism , Fruit/genetics , Fruit/metabolism , RNA, Plant/genetics , RNA, Plant/metabolism , Phenylurea Compounds/pharmacology , Pyridines
17.
Methods ; 228: 65-79, 2024 Aug.
Article En | MEDLINE | ID: mdl-38768931

This study proposed an intelligent model for predicting abiotic stress-responsive microRNAs in plants. MicroRNAs (miRNAs) are short RNA molecules regulates the stress in genes. Experimental methods are costly and time-consuming, as compare to in-silico prediction. Addressing this gap, the study seeks to develop an efficient computational model for plant stress response prediction. The two benchmark datasets for MiRNA and Pre-MiRNA dataset have been acquired in this study. Four ensemble approaches such as bagging, boosting, stacking, and blending have been employed. Classifiers such as Random Forest (RF), Extra Trees (ET), Ada Boost (ADB), Light Gradient Boosting Machine (LGBM), and Support Vector Machine (SVM). Stacking and Blending employed all stated classifiers as base learners and Logistic Regression (LR) as Meta Classifier. There have been a total of four types of testing used, including independent set, self-consistency, cross-validation with 5 and 10 folds, and jackknife. This study has utilized evaluation metrics such as accuracy score, specificity, sensitivity, Mathew's correlation coefficient (MCC), and AUC. Our proposed methodology has outperformed existing state of the art study in both datasets based on independent set testing. The SVM-based approach has exhibited accuracy score of 0.659 for the MiRNA dataset, which is better than the previous study. The ET classifier has surpassed the accuracy of Pre-MiRNA dataset as compared to the existing benchmark study, achieving an impressive score of 0.67. The proposed method can be used in future research to predict abiotic stresses in plants.


MicroRNAs , Stress, Physiological , Support Vector Machine , MicroRNAs/genetics , Stress, Physiological/genetics , RNA, Plant/genetics , Computational Biology/methods , Plants/genetics , Algorithms , Gene Expression Regulation, Plant/genetics
18.
Plant Physiol Biochem ; 212: 108771, 2024 Jul.
Article En | MEDLINE | ID: mdl-38820913

DNA damage response (DDR), a complex network of cellular pathways that cooperate to sense and repair DNA lesions, is regulated by several mechanisms, including microRNAs. As small, single-stranded RNA molecules, miRNAs post-transcriptionally regulate their target genes by mRNA cleavage or translation inhibition. Knowledge regarding miRNAs influence on DDR-associated genes is still scanty in plants. In this work, an in silico analysis was performed to identify putative miRNAs that could target DDR sensors, signal transducers and effector genes in wheat. Selected putative miRNA-gene pairs were tested in an experimental system where seeds from two wheat mutant lines were irradiated with 50 Gy and 300 Gy gamma(γ)-rays. To evaluate the effect of the treatments on wheat germination, phenotypic and molecular (DNA damage, ROS accumulation, gene/miRNA expression profile) analyses have been carried out. The results showed that in dry seeds ROS accumulated immediately after irradiation and decayed soon after while the negative impact on seedling growth was supported by enhanced accumulation of DNA damage. When a qRT-PCR analysis was performed, the selected miRNAs and DDR-related genes were differentially modulated by the γ-rays treatments in a dose-, time- and genotype-dependent manner. A significant negative correlation was observed between the expression of tae-miR5086 and the RAD50 gene, involved in double-strand break sensing and homologous recombination repair, one of the main processes that repairs DNA breaks induced by γ-rays. The results hereby reported can be relevant for wheat breeding programs and screening of the radiation response and tolerance of novel wheat varieties.


Gamma Rays , Gene Expression Regulation, Plant , Germination , MicroRNAs , Seeds , Triticum , Triticum/genetics , Triticum/growth & development , Triticum/radiation effects , Triticum/metabolism , MicroRNAs/genetics , MicroRNAs/metabolism , Germination/radiation effects , Germination/genetics , Seeds/genetics , Seeds/radiation effects , Seeds/growth & development , Gene Expression Regulation, Plant/radiation effects , DNA Damage/genetics , RNA, Plant/genetics , Reactive Oxygen Species/metabolism , Genes, Plant
19.
Plant Mol Biol ; 114(3): 61, 2024 May 19.
Article En | MEDLINE | ID: mdl-38764076

Transient expression and induction of RNA silencing by agroinfiltration is a fundamental method in plant RNA biology. Here, we introduce a new reporter assay using RUBY, which encodes three key enzymes of the betalain biosynthesis pathway, as a polycistronic mRNA. The red pigmentation conferred by betalains allows visual confirmation of gene expression or silencing levels without tissue disruption, and the silencing levels can be quantitatively measured by absorbance in as little as a few minutes. Infiltration of RUBY in combination with p19, a well-known RNA silencing suppressor, induced a fivefold higher accumulation of betalains at 7 days post infiltration compared to infiltration of RUBY alone. We demonstrated that co-infiltration of RUBY with two RNA silencing inducers, targeting either CYP76AD1 or glycosyltransferase within the RUBY construct, effectively reduces RUBY mRNA and betalain levels, indicating successful RNA silencing. Therefore, compared to conventional reporter assays for RNA silencing, the RUBY-based assay provides a simple and rapid method for quantitative analysis without the need for specialized equipment, making it useful for a wide range of RNA silencing studies.


Betalains , Nicotiana , RNA Interference , Betalains/metabolism , Nicotiana/genetics , Nicotiana/metabolism , Plants, Genetically Modified , Gene Expression Regulation, Plant , Plant Proteins/genetics , Plant Proteins/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Plant/genetics , RNA, Plant/metabolism
20.
Int J Mol Sci ; 25(10)2024 May 17.
Article En | MEDLINE | ID: mdl-38791522

The role of lncRNA and circRNA in wheat grain development is still unclear. The objectives of this study were to characterize the lncRNA and circRNA in the wheat grain development and to construct the interaction network among lncRNA, circRNA, and their target miRNA to propose a lncRNA-circRNA-miRNA module related to wheat grain development. Full transcriptome sequencing on two wheat varieties (Annong 0942 and Anke 2005) with significant differences in 1000-grain weight at 10 d (days after pollination), 20 d, and 30 d of grain development were conducted. We detected 650, 736, and 609 differentially expressed lncRNA genes, and 769, 1054, and 1062 differentially expressed circRNA genes in the grains of 10 days, 20 days and 30 days after pollination between Annong 0942 and Anke 2005, respectively. An analysis of the lncRNA-miRNA and circRNA-miRNA targeting networks reveals that circRNAs exhibit a more complex and extensive interaction network in the development of cereal grains and the formation of grain shape. Central to these interactions are tae-miR1177, tae-miR1128, and tae-miR1130b-3p. In contrast, lncRNA genes only form a singular network centered around tae-miR1133 and tae-miR5175-5p when comparing between varieties. Further analysis is conducted on the underlying genes of all target miRNAs, we identified TaNF-YB1 targeted by tae-miR1122a and TaTGW-7B targeted by miR1130a as two pivotal regulatory genes in the development of wheat grains. The quantitative real-time PCR (qRT-PCR) and dual-luciferase reporter assays confirmed the target regulatory relationships between miR1130a-TaTGW-7B and miR1122a-TaNF-YB1. We propose a network of circRNA and miRNA-mediated gene regulation in the development of wheat grains.


Edible Grain , Gene Expression Regulation, Plant , MicroRNAs , RNA, Circular , RNA, Long Noncoding , Triticum , Triticum/genetics , Triticum/growth & development , RNA, Long Noncoding/genetics , RNA, Circular/genetics , RNA, Circular/metabolism , MicroRNAs/genetics , Edible Grain/genetics , Edible Grain/growth & development , Gene Regulatory Networks , RNA, Plant/genetics , Gene Expression Profiling
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