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Su P, Zhao L, Li W, Zhao J, Yan J, Ma X, Li A, Wang H, Kong L. Integrated metabolo-transcriptomics and functional characterization reveals that the wheat auxin receptor TIR1 negatively regulates defense against Fusarium graminearum. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2021; 63:340-352. [PMID: 32678930 DOI: 10.1111/jipb.12992] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 07/16/2020] [Indexed: 05/20/2023]
Abstract
Fusarium head blight (FHB) caused by Fusarium graminearum Schwabe (teleomorph Gibberella zeae (Schw.) Perch) results in large yield losses in annual global wheat production. Although studies have identified a number of wheat FHB resistance genes, a deeper understanding of the mechanisms underlying host plant resistance to F. graminearum is required for the control of FHB. Here, an integrated metabolomics and transcriptomics analysis of infected wheat plants (Triticum aestivum L.) enabled identification of 789 differentially accumulated metabolites, including flavonoids, phenolamides, tryptamine derivatives, and phytohormones, and revealed altered expression of more than 100 genes that function in the biosynthesis or regulation of these pathways. Our data regarding the effects of F. graminearum infection on flavonoids and auxin signaling led to follow-up experiments that showed that exogenous kaempferide and apigenin application on spikes increased wheat resistance to FHB, while exogenous auxin treatment increased FHB susceptibility. RNAi-mediated knockdown of the gene encoding the auxin receptor, TaTIR1, increased FHB resistance. Our data supported the use of TaTIR1 knockdown in controlling FHB. Our study provides insights on the wheat response to F. graminearum infection and its FHB resistance mechanisms while illustrating the potential of TaTIR1 knockdown in increasing FHB resistance during crop improvement programs.
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Affiliation(s)
- Peisen Su
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Lanfei Zhao
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Wen Li
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Jinxiao Zhao
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Jun Yan
- College of Information Science and Engineering, Shandong Agricultural University, Tai'an, 271018, China
| | - Xin Ma
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Anfei Li
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Hongwei Wang
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
| | - Lingrang Kong
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, 271018, China
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Waheed S, Anwar M, Saleem MA, Wu J, Tayyab M, Hu Z. The Critical Role of Small RNAs in Regulating Plant Innate Immunity. Biomolecules 2021; 11:biom11020184. [PMID: 33572741 PMCID: PMC7912340 DOI: 10.3390/biom11020184] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 01/14/2021] [Accepted: 01/14/2021] [Indexed: 12/12/2022] Open
Abstract
Plants, due to their sessile nature, have an innate immune system that helps them to defend against different pathogen infections. The defense response of plants is composed of a highly regulated and complex molecular network, involving the extensive reprogramming of gene expression during the presence of pathogenic molecular signatures. Plants attain proper defense against pathogens through the transcriptional regulation of genes encoding defense regulatory proteins and hormone signaling pathways. Small RNAs are emerging as versatile regulators of plant development and act in different tiers of plant immunity, including pathogen-triggered immunity (PTI) and effector-triggered immunity (ETI). The versatile regulatory functions of small RNAs in plant growth and development and response to biotic and abiotic stresses have been widely studied in recent years. However, available information regarding the contribution of small RNAs in plant immunity against pathogens is more limited. This review article will focus on the role of small RNAs in innate immunity in plants.
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Affiliation(s)
- Saquib Waheed
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou 350002, China;
| | - Muhammad Anwar
- Guangdong Technology Research Center for Marine Algal Bioengineering, Guangdong Key Laboratory of Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, China
- Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China
- Correspondence: (M.A.); (Z.H.)
| | - Muhammad Asif Saleem
- Department of Plant Breeding and Genetics, Bahauddin Zakariya University, Multan 60800, Pakistan;
| | - Jinsong Wu
- Shenzhen Key Laboratory of Marine Bioresource & Eco-Environmental Science, Longhua Innovation Institute for Biotechnology, Shenzhen University, Shenzhen 518060, China;
| | - Muhammad Tayyab
- Key Laboratory of Sugarcane Biology and Genetic Breeding, Ministry of Agriculture and Forestry University, Fuzhou 350002, China;
| | - Zhangli Hu
- Guangdong Technology Research Center for Marine Algal Bioengineering, Guangdong Key Laboratory of Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, China
- Shenzhen Key Laboratory of Marine Bioresource & Eco-Environmental Science, Longhua Innovation Institute for Biotechnology, Shenzhen University, Shenzhen 518060, China;
- Correspondence: (M.A.); (Z.H.)
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Çakır Ö, Arıkan B, Karpuz B, Turgut-Kara N. Expression analysis of miRNAs and their targets related to salt stress in Solanum lycopersicum H-2274. BIOTECHNOL BIOTEC EQ 2021. [DOI: 10.1080/13102818.2020.1870871] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Affiliation(s)
- Özgür Çakır
- Department of Molecular Biology and Genetics, Science Faculty, İstanbul University, Istanbul, Turkey
| | - Burcu Arıkan
- Department of Molecular Biology and Genetics, Science Faculty, İstanbul University, Istanbul, Turkey
| | - Burcu Karpuz
- Programme of Molecular Biology and Genetics, Institute of Science, Istanbul University, Istanbul, Turkey
| | - Neslihan Turgut-Kara
- Department of Molecular Biology and Genetics, Science Faculty, İstanbul University, Istanbul, Turkey
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Chakraborty A, Viswanath A, Malipatil R, Rathore A, Thirunavukkarasu N. Structural and Functional Characteristics of miRNAs in Five Strategic Millet Species and Their Utility in Drought Tolerance. Front Genet 2020; 11:608421. [PMID: 33363575 PMCID: PMC7753210 DOI: 10.3389/fgene.2020.608421] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Accepted: 11/05/2020] [Indexed: 11/13/2022] Open
Abstract
Millets are the strategic food crops in arid and drought-prone ecologies. Millets, by virtue of nature, are very well-adapted to drought conditions and able to produce sustainable yield. Millets have important nutrients that can help prevent micro-nutrient malnutrition. As a result of the adverse effect of climate change and widespread malnutrition, millets have attained a strategic position to sustain food and nutritional security. Although millets can adapt well to the drought ecologies where other cereals fail completely, the yield level is very low under stress. There is a tremendous opportunity to increase the genetic potential of millet crops in dry lands when the genetics of the drought-tolerance mechanism is fully explained. MicroRNAs (miRNAs) are the class of small RNAs that control trait expression. They are part of the gene regulation but little studied in millets. In the present study, novel miRNAs and gene targets were identified from the genomic resources of pearl millet, sorghum, foxtail millet, finger millet, and proso millet through in silico approaches. A total of 1,002 miRNAs from 280 families regulating 23,158 targets were identified using different filtration criteria in five millet species. The unique as well as conserved structural features and functional characteristics of miRNA across millets were explained. About 84 miRNAs were conserved across millets in different species combinations, which explained the evolutionary relationship of the millets. Further, 215 miRNAs controlling 155 unique major drought-responsive genes, transcription factors, and protein families revealed the genetics of drought tolerance that are accumulated in the millet genomes. The miRNAs regulating the drought stress through specific targets or multiple targets showed through a network analysis. The identified genes regulated by miRNA genes could be useful in developing functional markers and used for yield improvement under drought in millets as well as in other crops.
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Affiliation(s)
- Animikha Chakraborty
- Genomics and Molecular Breeding Lab, Indian Council of Agricultural Research-Indian Institute of Millets Research, Hyderabad, India
| | - Aswini Viswanath
- Genomics and Molecular Breeding Lab, Indian Council of Agricultural Research-Indian Institute of Millets Research, Hyderabad, India
| | - Renuka Malipatil
- Genomics and Molecular Breeding Lab, Indian Council of Agricultural Research-Indian Institute of Millets Research, Hyderabad, India
| | - Abhishek Rathore
- Statistics, Bioinformatics and Data Management, International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, India
| | - Nepolean Thirunavukkarasu
- Genomics and Molecular Breeding Lab, Indian Council of Agricultural Research-Indian Institute of Millets Research, Hyderabad, India
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Ren J, Zhang H, Shi X, Ai X, Dong J, Zhao X, Zhong C, Jiang C, Wang J, Yu H. Genome-Wide Identification of Key Candidate microRNAs and Target Genes Associated with Peanut Drought Tolerance. DNA Cell Biol 2020; 40:373-383. [PMID: 33373540 DOI: 10.1089/dna.2020.6245] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Peanut is an important crash crop worldwide, and it is often threatened by drought stress due to unexpected extreme weather events. In this work, NH5 and FH18 were selected as drought-tolerant and drought-sensitive varieties, respectively. Comparison of their physiological responses revealed that NH5 showed less wilting, higher relative water content and lower water loss rate of detached leaves, lower electrolyte leakage, and stronger antioxidant ability under drought stress than did FH18. Based on comparative transcriptomic analysis, 5376 differentially expressed mRNAs were commonly identified in the two varieties, and 2993 genes specifically changed in the drought-tolerant variety and were mainly enriched in photosynthesis-antenna proteins and photosynthetic pathways. Furthermore, 73 microRNAs (miRNAs) were differentially expressed in the drought tolerance variety specifically under drought stress; of these, two key candidate miRNAs, novel miR_416 and novel miR_73, were identified, and the majority of their target genes were enriched in phenylpropanoid biosynthesis, linoleic acid metabolism, and cutin, suberine, and wax biosynthesis. This study lays the foundation for the analysis of the molecular mechanism of drought tolerance and promotes the genetic improvement of peanut drought tolerance.
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Affiliation(s)
- Jingyao Ren
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - He Zhang
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Xiaolong Shi
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Xin Ai
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Jiale Dong
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Xinhua Zhao
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Chao Zhong
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Chunji Jiang
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Jing Wang
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
| | - Haiqiu Yu
- Peanut Research Institute, College of Agronomy, Shenyang Agricultural University, Shenyang, China
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Bakhshi B, Fard EM. Whole Aegilops tauschii Transcriptome Investigation Revealed Nine Novel miRNAs Involved in Stress Response. Curr Bioinform 2020. [DOI: 10.2174/1574893614666191017151708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background:
Aegilops tauschii is a wild relative of bread wheat. This species has been
reported as the donor of bread wheat D genome. There are also several reports that mentioned the
importance of Ae. tauschii in biotic and abiotic stress tolerance. On the other hands, miRNAs have
been reported as the essential regulatory elements in stress response.
Objective:
Therefore, it is important to discover novel miRNAs involved in stress tolerance in this
species. The aim of the current study was to predict novel miRNAs in Ae. tauschii and also
uncover their potential role in stress response.
Methods:
For this purpose, ESTs, TSAs, and miRBase databases were obtained and used to
predict new miRNAs.
Results:
Our results discovered nine novel stem-loop miRNAs. These predicted miRNAs could be
introduced as the new members of previously identified miRNA families in Ae. tauschii, including
miR156, miR168, miR169, and miR319. The result indicating that miR397 and miR530 are novel
families in this species. Furthermore, several novel stem-loop miRNAs predicted for T. aestivum
showed remarkable similarities to novel Ae. tauschii stem-loops.
Conclusion:
Our results demonstrated that predicted novel miRNAs could play a significant role
in stress response.
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Affiliation(s)
- Behnam Bakhshi
- Horticulture Crops Research Department, Sistan Agricultural and Natural Resources Research and Education Center, AREEO, Zabol, Iran
| | - Ehsan Mohseni Fard
- Department of Agronomy and Plant Breeding, Faculty of Agriculture, University of Zanjan, Zanjan, Iran
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Jothimani K, Arulbalachandran D. Physiological and biochemical studies of black gram (Vigna mungo (L.) Hepper) under polyethylene glycol induced drought stress. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2020. [DOI: 10.1016/j.bcab.2020.101777] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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58
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Buch DU, Sharma OA, Pable AA, Barvkar VT. Characterization of microRNA genes from Pigeonpea (Cajanus cajan L.) and understanding their involvement in drought stress. J Biotechnol 2020; 321:23-34. [PMID: 32610182 DOI: 10.1016/j.jbiotec.2020.06.019] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 06/22/2020] [Accepted: 06/23/2020] [Indexed: 12/20/2022]
Abstract
MicroRNAs (miRNA) are non-coding 20-24 nucleotide long RNAs regulating gene expression. In this study, we have characterized and analysed expression of miRNAs in Pigeonpea by using bioinformatics and experimental tools. We identified 116 miRNAs belonging to 32 phylogenetic families. Further, transcription start sites of miRNA genes revealed abundance and unique arrangement of adenine at +1 and thymine at -1 position. Promoter analysis exhibited presence of 19 most prevalent motifs which comprises majorly of TATA box and MYC domains. In total, 252 miRNA-targets were identified and found to be involved in various developmental processes and stress responses. Moreover, genome-wide localization studies demonstrated clustering of cca-miRNA 395 and 169 genes. The tandem and segmental duplication events were observed suggesting miRNA genes have been originated parallelly with protein coding genes. The expression analysis revealed induction of cca-miR169a, 398a and 408 miRNAs under drought stress highlighting their involvement. Conversely, down-regulation of their putative targets (NFYA, SOD, and UCLA, respectively) confirmed regulatory role of miRNAs in their expression emphasising the negative relationship between these miRNAs and targets in Pigeonpea. This study reports vast repertoire of miRNA genes which further can be experimentally characterized to elucidate their functions in various biological processes and can be recommended for Pigeonpea improvement programs.
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Affiliation(s)
- Drushtant U Buch
- Department of Botany, Savitribai Phule Pune University, Pune, 411007, India.
| | - Oshin A Sharma
- Department of Botany, Savitribai Phule Pune University, Pune, 411007, India.
| | - Anupama A Pable
- Department of Microbiology, Savitribai Phule Pune University, Pune, 411007, India.
| | - Vitthal T Barvkar
- Department of Botany, Savitribai Phule Pune University, Pune, 411007, India.
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Visentin I, Pagliarani C, Deva E, Caracci A, Turečková V, Novák O, Lovisolo C, Schubert A, Cardinale F. A novel strigolactone-miR156 module controls stomatal behaviour during drought recovery. PLANT, CELL & ENVIRONMENT 2020; 43:1613-1624. [PMID: 32196123 DOI: 10.1111/pce.13758] [Citation(s) in RCA: 57] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 03/05/2020] [Accepted: 03/08/2020] [Indexed: 05/12/2023]
Abstract
miR156 is a conserved microRNA whose role and induction mechanisms under stress are poorly known. Strigolactones are phytohormones needed in shoots for drought acclimation. They promote stomatal closure ABA-dependently and independently; however, downstream effectors for the former have not been identified. Linkage between miR156 and strigolactones under stress has not been reported. We compared ABA accumulation and sensitivity as well as performances of wt and miR156-overexpressing (miR156-oe) tomato plants during drought. We also quantified miR156 levels in wt, strigolactone-depleted and strigolactone-treated plants, exposed to drought stress. Under irrigated conditions, miR156 overexpression and strigolactone treatment led to lower stomatal conductance and higher ABA sensitivity. Exogenous strigolactones were sufficient for miR156 accumulation in leaves, while endogenous strigolactones were required for miR156 induction by drought. The "after-effect" of drought, by which stomata do not completely re-open after rewatering, was enhanced by both strigolactones and miR156. The transcript profiles of several miR156 targets were altered in strigolactone-depleted plants. Our results show that strigolactones act as a molecular link between drought and miR156 in tomato, and identify miR156 as a mediator of ABA-dependent effect of strigolactones on the after-effect of drought on stomata. Thus, we provide insights into both strigolactone and miR156 action on stomata.
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Affiliation(s)
- Ivan Visentin
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
| | - Chiara Pagliarani
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
- Institute for Sustainable Plant Protection, National Research Council, Turin, Italy
| | - Eleonora Deva
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
- Centre for Biotech & Agricultural Research StrigoLab Srl, Turin, Italy
| | - Alessio Caracci
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
| | - Veronika Turečková
- Laboratory of Growth Regulators, Centre of the Region Haná for Biotechnological and Agricultural Research, Palacký University and Institute of Experimental Botany, Czech Academy of Sciences, Olomouc, Czech Republic
| | - Ondrej Novák
- Laboratory of Growth Regulators, Centre of the Region Haná for Biotechnological and Agricultural Research, Palacký University and Institute of Experimental Botany, Czech Academy of Sciences, Olomouc, Czech Republic
| | - Claudio Lovisolo
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
| | - Andrea Schubert
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
| | - Francesca Cardinale
- Plant Stress Lab, Department of Agriculture, Forestry and Food Science DISAFA - Turin University, Grugliasco, Italy
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PlantMirP-Rice: An Efficient Program for Rice Pre-miRNA Prediction. Genes (Basel) 2020; 11:genes11060662. [PMID: 32570706 PMCID: PMC7349308 DOI: 10.3390/genes11060662] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Revised: 06/13/2020] [Accepted: 06/15/2020] [Indexed: 11/16/2022] Open
Abstract
Rice microRNAs (miRNAs) are important post-transcriptional regulation factors and play vital roles in many biological processes, such as growth, development, and stress resistance. Identification of these molecules is the basis of dissecting their regulatory functions. Various machine learning techniques have been developed to identify precursor miRNAs (pre-miRNAs). However, no tool is implemented specifically for rice pre-miRNAs. This study aims at improving prediction performance of rice pre-miRNAs by constructing novel features with high discriminatory power and developing a training model with species-specific data. PlantMirP-rice, a stand-alone random forest-based miRNA prediction tool, achieves a promising accuracy of 93.48% based on independent (unseen) rice data. Comparisons with other competitive pre-miRNA prediction methods demonstrate that plantMirP-rice performs better than existing tools for rice and other plant pre-miRNA classification.
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Early Drought-Responsive Genes Are Variable and Relevant to Drought Tolerance. G3-GENES GENOMES GENETICS 2020; 10:1657-1670. [PMID: 32161086 PMCID: PMC7202030 DOI: 10.1534/g3.120.401199] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Drought stress is an important crop yield limiting factor worldwide. Plant physiological responses to drought stress are driven by changes in gene expression. While drought-responsive genes (DRGs) have been identified in maize, regulation patterns of gene expression during progressive water deficits remain to be elucidated. In this study, we generated time-series transcriptomic data from the maize inbred line B73 under well-watered and drought conditions. Comparisons between the two conditions identified 8,626 DRGs and the stages (early, middle, and late drought) at which DRGs occurred. Different functional groups of genes were regulated at the three stages. Specifically, early and middle DRGs display higher copy number variation among diverse Zea mays lines, and they exhibited stronger associations with drought tolerance as compared to late DRGs. In addition, correlation of expression between small RNAs (sRNAs) and DRGs from the same samples identified 201 negatively sRNA/DRG correlated pairs, including genes showing high levels of association with drought tolerance, such as two glutamine synthetase genes, gln2 and gln6 The characterization of dynamic gene responses to progressive drought stresses indicates important adaptive roles of early and middle DRGs, as well as roles played by sRNAs in gene expression regulation upon drought stress.
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Lu Q, Guo F, Xu Q, Cang J. LncRNA improves cold resistance of winter wheat by interacting with miR398. FUNCTIONAL PLANT BIOLOGY : FPB 2020; 47:544-557. [PMID: 32345432 DOI: 10.1071/fp19267] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Accepted: 12/21/2019] [Indexed: 05/26/2023]
Abstract
One of the important functions of long non-coding RNA (lncRNA) is to be competing endogenous RNAs (ceRNAs). As miR398 is reported to respond to different stressors, it is necessary to explore its relationship with lncRNA in the cold resistance mechanism of winter wheat. Tae-miR398-precursor sequence was isolated from the winter wheat (Triticum aestivum). RLM-RACE verified that tae-miR398 cleaved its target CSD1. Quantitative detection at 5°C, -10°C and -25°C showed that the expression of tae-miR398 decreased in response to low temperatures, whereas CSD1 showed an opposite expression pattern. LncR9A, lncR117 and lncR616 were predicted and verified to interact with miR398. tae-miR398 and three lncRNAs were transferred into Arabidopsis thaliana respectively. The lncR9A were transferred into Brachypodium distachyom. Transgenic plants were cultivated at -8°C and assessed for the expression of malondialdehyde, chlorophyll, superoxide dismutase and miR398-lncRNA-target mRNA. The results demonstrate that tae-miR398 regulates low temperature tolerance by downregulating its target, CSD1. lncRNA regulates the expression of CSD1 indirectly by competitively binding miR398, which, in turn, affects the resistance of Dn1 to cold. miR398-regulation triggers a regulatory loop that is critical to cold stress tolerance in wheat. Our findings offer an improved strategy to crop plants with enhanced stress tolerance.
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Affiliation(s)
- Qiuwei Lu
- College of Life Science, Northeast Agricultural University, Harbin 15000, Heilongjiang, China
| | - Fuye Guo
- College of Life Science, Northeast Agricultural University, Harbin 15000, Heilongjiang, China
| | - Qinghua Xu
- College of Life Science, Northeast Agricultural University, Harbin 15000, Heilongjiang, China; and Corresponding authors. ;
| | - Jing Cang
- College of Life Science, Northeast Agricultural University, Harbin 15000, Heilongjiang, China; and Corresponding authors. ;
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63
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Xia H, Yu S, Kong D, Xiong J, Ma X, Chen L, Luo L. Temporal responses of conserved miRNAs to drought and their associations with drought tolerance and productivity in rice. BMC Genomics 2020; 21:232. [PMID: 32171232 PMCID: PMC7071783 DOI: 10.1186/s12864-020-6646-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 03/04/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Plant miRNAs play crucial roles in responses to drought and developmental processes. It is essential to understand the association of miRNAs with drought-tolerance (DT), as well as their impacts on growth, development, and reproduction (GDP). This will facilitate our utilization of rice miRNAs in breeding. RESULTS In this study, we investigated the time course of miRNA responses to a long-term drought among six rice genotypes by high-throughput sequencing. In total, 354 conserved miRNAs were drought responsive, representing obvious genotype- and stage-dependent patterns. The drought-responsive miRNAs (DRMs) formed complex regulatory network via their coexpression and direct/indirect impacts on the rice transcriptome. Based on correlation analyses, 211 DRMs were predicted to be associated with DT and/or GDP. Noticeably, 14.2% DRMs were inversely correlated with DT and GDP. In addition, 9 pairs of mature miRNAs, each derived from the same pre-miRNAs, were predicted to have opposite roles in regulating DT and GDP. This suggests a potential yield penalty if an inappropriate miRNA/pre-miRNA is utilized. miRNAs have profound impacts on the rice transcriptome reflected by great number of correlated drought-responsive genes. By regulating these genes, a miRNA could activate diverse biological processes and metabolic pathways to adapt to drought and have an influence on its GDP. CONCLUSION Based on the temporal pattern of miRNAs in response to drought, we have described the complex network between DRMs. Potential associations of DRMs with DT and/or GDP were disclosed. This knowledge provides valuable information for a better understanding in the roles of miRNAs play in rice DT and/or GDP, which can facilitate our utilization of miRNA in breeding.
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Affiliation(s)
- Hui Xia
- Shanghai Agrobiological Gene Center, Shanghai, China.
| | - Shunwu Yu
- Shanghai Agrobiological Gene Center, Shanghai, China
| | - Deyan Kong
- Shanghai Agrobiological Gene Center, Shanghai, China
| | - Jie Xiong
- Shanghai Agrobiological Gene Center, Shanghai, China
| | - Xiaosong Ma
- Shanghai Agrobiological Gene Center, Shanghai, China
| | - Liang Chen
- Shanghai Agrobiological Gene Center, Shanghai, China
| | - Lijun Luo
- Shanghai Agrobiological Gene Center, Shanghai, China.
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Singh S, Kumar A, Panda D, Modi MK, Sen P. Identification and characterization of drought responsive miRNAs from a drought tolerant rice genotype of Assam. ACTA ACUST UNITED AC 2020. [DOI: 10.1016/j.plgene.2019.100213] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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65
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Asefpour Vakilian K. Machine learning improves our knowledge about miRNA functions towards plant abiotic stresses. Sci Rep 2020; 10:3041. [PMID: 32080299 PMCID: PMC7033123 DOI: 10.1038/s41598-020-59981-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Accepted: 02/06/2020] [Indexed: 12/03/2022] Open
Abstract
During the last two decades, human has increased his knowledge about the role of miRNAs and their target genes in plant stress response. Biotic and abiotic stresses result in simultaneous tissue-specific up/down-regulation of several miRNAs. In this study, for the first time, feature selection algorithms have been used to investigate the contribution of individual plant miRNAs in Arabidopsis thaliana response towards different levels of several abiotic stresses including drought, salinity, cold, and heat. Results of information theory-based feature selection revealed that miRNA-169, miRNA-159, miRNA-396, and miRNA-393 had the highest contributions to plant response towards drought, salinity, cold, and heat, respectively. Furthermore, regression models, i.e., decision tree (DT), support vector machines (SVMs), and Naïve Bayes (NB) were used to predict the plant stress by having the plant miRNAs' concentration. SVM with Gaussian kernel was capable of predicting plant stress (R2 = 0.96) considering miRNA concentrations as input features. Findings of this study prove the performance of machine learning as a promising tool to investigate some aspects of miRNAs' contribution to plant stress responses that have been undiscovered until today.
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Affiliation(s)
- Keyvan Asefpour Vakilian
- Department of Agrotechnology, College of Abouraihan, University of Tehran, Tehran, Iran.
- Private Laboratory of Biosensor Applications, Hamadan, Iran.
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66
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Wang W, Wang J, Wei Q, Li B, Zhong X, Hu T, Hu H, Bao C. Transcriptome-Wide Identification and Characterization of Circular RNAs in Leaves of Chinese Cabbage (Brassica rapa L. ssp. pekinensis) in Response to Calcium Deficiency-Induced Tip-burn. Sci Rep 2019; 9:14544. [PMID: 31601970 PMCID: PMC6787205 DOI: 10.1038/s41598-019-51190-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Accepted: 09/26/2019] [Indexed: 12/11/2022] Open
Abstract
Circular RNA (circRNA) is a newly discovered non-coding RNA, which play significant roles in the function and transcriptional regulation of microRNA. To date, in Chinese cabbage, the functional characteristic of circRNAs in response to calcium deficiency-induced tip-burn have not been reported. In this study, 730 circRNAs were isolated from Chinese cabbage leaves, of which 23 and 22 were differentially expressed in different calcium deficiency stages compared with the control. Forty-six host genes of the differentially expressed circRNAs were identified, and one circRNA was found to act as miRNAs sponges. Based on the functional analysis of host genes and target mRNAs of the corresponding miRNAs, the identified circRNAs might participated in response to stimulus, electron carrier activity, ATPase activity, cell wall metabolism, transcription factors and plant hormone signal transduction. ABF2, a positive regulator of the abiotic stress response in the abscisic acid (ABA) pathway, may play a role in calcium deficiency tolerance through a circRNA regulatory pathway. Correspondingly, the concentration of ABA is also increased during the Ca2+ deficiency stress. Our results suggest that circRNAs participate in a broad range of biological processes and physiological functions in the response to calcium deficiency-induced tip-burn and provide a basis for further studies of the biological roles that circRNAs play in the plant stress response.
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Affiliation(s)
- Wuhong Wang
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Jinglei Wang
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Qingzhen Wei
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Biyuan Li
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Xinmin Zhong
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Tianhua Hu
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Haijiao Hu
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China
| | - Chonglai Bao
- Institute of Vegetable Research, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, China.
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67
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Nadarajah K, Kumar IS. Drought Response in Rice: The miRNA Story. Int J Mol Sci 2019; 20:ijms20153766. [PMID: 31374851 PMCID: PMC6696311 DOI: 10.3390/ijms20153766] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Revised: 07/17/2019] [Accepted: 07/22/2019] [Indexed: 01/07/2023] Open
Abstract
As a semi-aquatic plant, rice requires water for proper growth, development, and orientation of physiological processes. Stress is induced at the cellular and molecular level when rice is exposed to drought or periods of low water availability. Plants have existing defense mechanisms in planta that respond to stress. In this review we examine the role played by miRNAs in the regulation and control of drought stress in rice through a summary of molecular studies conducted on miRNAs with emphasis on their contribution to drought regulatory networks in comparison to other plant systems. The interaction between miRNAs, target genes, transcription factors and their respective roles in drought-induced stresses is elaborated. The cross talk involved in controlling drought stress responses through the up and down regulation of targets encoding regulatory and functional proteins is highlighted. The information contained herein can further be explored to identify targets for crop improvement in the future.
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Affiliation(s)
- Kalaivani Nadarajah
- School of Environmental and Natural Resource Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Malaysia.
| | - Ilakiya Sharanee Kumar
- School of Environmental and Natural Resource Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Malaysia
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68
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Fileccia V, Ingraffia R, Amato G, Giambalvo D, Martinelli F. Identification of microRNAS differentially regulated by water deficit in relation to mycorrhizal treatment in wheat. Mol Biol Rep 2019; 46:5163-5174. [PMID: 31327121 DOI: 10.1007/s11033-019-04974-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Accepted: 07/09/2019] [Indexed: 11/29/2022]
Abstract
Arbuscular mycorrhizal fungi (AMF) are soil microrganisms that establish symbiosis with plants positively influencing their resistance to abiotic stresses. The aim of this work was to identify wheat miRNAs differentially regulated by water deficit conditions in presence or absence of AMF treatment. Small RNA libraries were constructed for both leaf and root tissues considering four conditions: control (irrigated) or water deficit in presence/absence of mycorrhizal (AMF) treatment. A total of 12 miRNAs were significantly regulated by water deficit in leaves: five in absence and seven in presence of AMF treatment. In roots, three miRNAs were water deficit-modulated in absence of mycorrhizal treatment while six were regulated in presence of it. The most represented miRNA family was miR167 that was regulated by water deficit in both leaf and root tissues. Interestingly, miR827-5p was differentially regulated in leaves in the absence of mycorrhizal treatment while it was water deficit-modulated in roots irrespective of AMF treatment. In roots, water deficit repressed miR827-5p, miR394, miR6187, miR167e-3p, and miR9666b-3p affecting transcription, RNA synthesis, protein synthesis, and protein modifications. In leaves, mycorrhizae modulated miR5384-3p and miR156e-3p affecting trafficking and cell redox homeostasis. DNA replication and transcription regulation should be targeted by the repression of miR1432-5p and miR166h-3p. This work provided interesting insights into the post-transcriptional mechanisms of wheat responses to water deficit in relation to mycorrhizal symbiosis.
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Affiliation(s)
- Veronica Fileccia
- Dipartimento di Scienze Agrarie, Alimentari e Forestali, Università degli Studi di Palermo, Palermo, Italy
| | - Rosolino Ingraffia
- Dipartimento di Scienze Agrarie, Alimentari e Forestali, Università degli Studi di Palermo, Palermo, Italy
| | - Gaetano Amato
- Dipartimento di Scienze Agrarie, Alimentari e Forestali, Università degli Studi di Palermo, Palermo, Italy
| | - Dario Giambalvo
- Dipartimento di Scienze Agrarie, Alimentari e Forestali, Università degli Studi di Palermo, Palermo, Italy
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69
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Liu X, Zhang X, Sun B, Hao L, Liu C, Zhang D, Tang H, Li C, Li Y, Shi Y, Xie X, Song Y, Wang T, Li Y. Genome-wide identification and comparative analysis of drought-related microRNAs in two maize inbred lines with contrasting drought tolerance by deep sequencing. PLoS One 2019; 14:e0219176. [PMID: 31276526 PMCID: PMC6611575 DOI: 10.1371/journal.pone.0219176] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 06/18/2019] [Indexed: 11/19/2022] Open
Abstract
Drought has become one of the most serious abiotic stresses influencing crop production worldwide. Understanding the molecular regulatory networks underlying drought adaption and tolerance in crops is of great importance for future breeding. microRNAs (miRNAs), as important components of post-transcriptional regulation, play crucial roles in drought response and adaptation in plants. Here, we report a miRNome analysis of two maize inbred lines with contrasting levels of drought tolerance under soil drought in the field. Differential expression analysis showed 11 and 34 miRNAs were uniquely responded to drought in H082183 (drought tolerant) and Lv28 (drought sensitive), respectively, in leaves. In roots, 19 and 23 miRNAs uniquely responded to drought in H082183 and Lv28, respectively. Expression analysis of these drought-responsive miRNA-mRNA modules revealed miR164-MYB, miR164-NAC, miR159-MYB, miR156-SPL and miR160-ARF showed a negative regulatory relationship. Further analysis showed that the miR164-MYB and miR164-NAC modules in the tolerant line modulated the stress response in an ABA (abscisic acid)-dependent manner, while the miR156-SPL and miR160-ARF modules in the sensitive line participated in the inhibition of metabolism in drought-exposed leaves. Together, our results provide new insight into not only drought-tolerance-related miRNA regulation networks in maize but also key miRNAs for further characterization and improvement of maize drought tolerance.
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Affiliation(s)
- Xuyang Liu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xiaojing Zhang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Baocheng Sun
- Institute of Grain Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Luyang Hao
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Cheng Liu
- Institute of Grain Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Dengfeng Zhang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Huaijun Tang
- Institute of Grain Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Chunhui Li
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yongxiang Li
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yunsu Shi
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xiaoqing Xie
- Institute of Grain Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Yanchun Song
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Tianyu Wang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yu Li
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
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70
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López-Galiano MJ, García-Robles I, González-Hernández AI, Camañes G, Vicedo B, Real MD, Rausell C. Expression of miR159 Is Altered in Tomato Plants Undergoing Drought Stress. PLANTS 2019; 8:plants8070201. [PMID: 31269704 PMCID: PMC6681330 DOI: 10.3390/plants8070201] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 06/26/2019] [Accepted: 06/27/2019] [Indexed: 12/17/2022]
Abstract
In a scenario of global climate change, water scarcity is a major threat for agriculture, severely limiting crop yields. Therefore, alternatives are urgently needed for improving plant adaptation to drought stress. Among them, gene expression reprogramming by microRNAs (miRNAs) might offer a biotechnologically sound strategy. Drought-responsive miRNAs have been reported in many plant species, and some of them are known to participate in complex regulatory networks via their regulation of transcription factors involved in water stress signaling. We explored the role of miR159 in the response of Solanum lycopersicum Mill. plants to drought stress by analyzing the expression of sly-miR159 and its target SlMYB transcription factor genes in tomato plants of cv. Ailsa Craig grown in deprived water conditions or in response to mechanical damage caused by the Colorado potato beetle, a devastating insect pest of Solanaceae plants. Results showed that sly-miR159 regulatory function in the tomato plants response to distinct stresses might be mediated by differential stress-specific MYB transcription factor targeting. sly-miR159 targeting of SlMYB33 transcription factor transcript correlated with accumulation of the osmoprotective compounds proline and putrescine, which promote drought tolerance. This highlights the potential role of sly-miR159 in tomato plants’ adaptation to water deficit conditions.
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Affiliation(s)
| | | | - Ana I González-Hernández
- Plant Physiology Area, Biochemistry and Biotechnology Group, Department CAMN, University Jaume I, 12071 Castellón, Spain
| | - Gemma Camañes
- Plant Physiology Area, Biochemistry and Biotechnology Group, Department CAMN, University Jaume I, 12071 Castellón, Spain
| | - Begonya Vicedo
- Plant Physiology Area, Biochemistry and Biotechnology Group, Department CAMN, University Jaume I, 12071 Castellón, Spain
| | - M Dolores Real
- Department of Genetics, University of Valencia, Burjassot, 46100 Valencia, Spain
| | - Carolina Rausell
- Department of Genetics, University of Valencia, Burjassot, 46100 Valencia, Spain.
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71
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Jatan R, Chauhan PS, Lata C. Pseudomonas putida modulates the expression of miRNAs and their target genes in response to drought and salt stresses in chickpea (Cicer arietinum L.). Genomics 2019; 111:509-519. [DOI: 10.1016/j.ygeno.2018.01.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 12/29/2017] [Accepted: 01/08/2018] [Indexed: 12/19/2022]
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72
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Awasthi JP, Chandra T, Mishra S, Parmar S, Shaw BP, Nilawe PD, Chauhan NK, Sahoo S, Panda SK. Identification and characterization of drought responsive miRNAs in a drought tolerant upland rice cultivar KMJ 1-12-3. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2019; 137:62-74. [PMID: 30738218 DOI: 10.1016/j.plaphy.2019.01.029] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Revised: 01/29/2019] [Accepted: 01/29/2019] [Indexed: 06/09/2023]
Abstract
Shortfall of rain that creates drought like situation in non-irrigated agriculture system often limits rice production, necessitating introduction of drought tolerance trait into the cultivar of interest. The mechanism governing drought tolerance is, however, largely unknown, particularly the involvement of miRNAs, the master regulators of biochemical events. In this regard, response study on a drought tolerant rice variety KMJ 1-12-3 to 20% PEG (osmolality- 315 mOsm/kg) as drought stress revealed significant changes in abundance of several conserved miRNAs targeting transcription factors like homeodomain-leucine zipper, MADS box family protein, C2H2 zinc finger protein and Myb, well known for their importance in drought tolerance in plants. The response study also revealed significant PEG-induced decrease in abundance of the miRNAs targeting cyclin A, cyclin-dependent kinase, guanine nucleotide exchange factor, GTPase-activating protein, 1-aminocyclopropane-1-carboxylic acid oxidase and indole-3-acetic beta-glucosyl transferase indicating miRNA-regulated role of the cell cycle regulators, G-protein signalling and the plant hormones ethylene and IAA in drought tolerance in plants. The study confirmed the existence of four novel miRNAs, including osa-miR12470, osa-miR12471, osa-miR12472 and osa-miR12473, and the targets of three of them could be successfully validated. The PEG-induced decrease in abundance of the novel miRNAs osa-miR12470 and osa-miR12473 targeting RNA dependent RNA polymerase and equilibrative nucleoside transporter, respectively suggested an overall increase in both degradation and synthesis of nucleic acids in plants challenged with drought stress. The drought-responsive miRNAs identified in the study may be proved useful in introducing the trait in the rice cultivars of choice by manipulation of their cellular abundance.
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Affiliation(s)
- Jay Prakash Awasthi
- Department of Life Science and Bioinformatics, Assam University, Silchar, 788011, Assam, India.
| | - Tilak Chandra
- Environmental Biotechnology Laboratory, Institute of Life Sciences, Nalco Square, Bhubaneswar, 751023, Odisha, India.
| | - Sagarika Mishra
- Environmental Biotechnology Laboratory, Institute of Life Sciences, Nalco Square, Bhubaneswar, 751023, Odisha, India.
| | - Shaifaly Parmar
- Environmental Biotechnology Laboratory, Institute of Life Sciences, Nalco Square, Bhubaneswar, 751023, Odisha, India.
| | - Birendra Prasad Shaw
- Environmental Biotechnology Laboratory, Institute of Life Sciences, Nalco Square, Bhubaneswar, 751023, Odisha, India.
| | - Pravin Daulat Nilawe
- Thermo Fisher Scientific India Pvt. Ltd, 403/404 B-Wing, Delphi, Hiranandani Business Park, Powai, Mumbai, 400076, India.
| | - Neeraj Kumar Chauhan
- Thermo Fisher Scientific India Pvt. Ltd, 403/404 B-Wing, Delphi, Hiranandani Business Park, Powai, Mumbai, 400076, India.
| | - Smita Sahoo
- Department of Life Science and Bioinformatics, Assam University, Silchar, 788011, Assam, India.
| | - Sanjib Kumar Panda
- Department of Life Science and Bioinformatics, Assam University, Silchar, 788011, Assam, India.
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73
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Ding Z, Fu L, Tie W, Yan Y, Wu C, Hu W, Zhang J. Extensive Post-Transcriptional Regulation Revealed by Transcriptomic and Proteomic Integrative Analysis in Cassava under Drought. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:3521-3534. [PMID: 30830777 DOI: 10.1021/acs.jafc.9b00014] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Cassava is a major tropical/subtropical food crop and its yield is greatly restrained by drought; however, the mechanism underlying the drought stress remains largely unknown. In this study, totally 1242 and 715 differentially expressed genes (DEGs), together with 237 and 307 differentially expressed proteins (DEPs), were respectively identified in cassava leaves and roots through RNA-seq and iTRAQ techniques. The majority of DEGs and DEPs were exclusively regulated at the mRNA and protein level, respectively, whereas only a few were commonly regulated, indicating the major involvement of post-transcriptional regulation under drought. Subsequently, the functions of these specifically or commonly regulated DEGs and DEPs were analyzed, and the post-transcriptional regulation of genes involved in heat shock protein, secondary metabolism biosynthesis, and hormone biosynthesis was extensively discussed. This is the first report on an integration of transcriptomic and proteomic analysis in cassava, and it provides new insights into the post-transcriptional regulation of cassava drought stress.
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Affiliation(s)
- Zehong Ding
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
| | - Lili Fu
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
| | - Weiwei Tie
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
| | - Yan Yan
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
| | - Chunlai Wu
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
- Genetic Engineering International Cooperation Base of Chinese Ministry of Science and Technology, Chinese National Center of Plant Gene Research (Wuhan) HUST Part, Key Laboratory of Molecular Biophysics of Chinese Ministry of Education, College of Life Science and Technology , Huazhong University of Science and Technology (HUST) , Wuhan 430074 , China
| | - Wei Hu
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
| | - Jiaming Zhang
- Key Laboratory of Biology and Genetic Resources of Tropical Crops, Institute of Tropical Bioscience and Biotechnology , Chinese Academy of Tropical Agricultural Sciences , Xueyuan Road 4 , Haikou , Hainan 571101 , China
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74
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Hua Y, Zhang C, Shi W, Chen H. High-throughput sequencing reveals microRNAs and their targets in response to drought stress in wheat (Triticum aestivum L.). BIOTECHNOL BIOTEC EQ 2019. [DOI: 10.1080/13102818.2019.1586586] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Affiliation(s)
- Ye Hua
- Department of Longdong Winter Wheat Engineering and Technology Research, College of Agriculture and Forestry, Longdong University, Qingyang, PR China
| | - Cheng Zhang
- Department of Longdong Winter Wheat Engineering and Technology Research, College of Agriculture and Forestry, Longdong University, Qingyang, PR China
| | - Wanxi Shi
- Department of Longdong Winter Wheat Engineering and Technology Research, College of Agriculture and Forestry, Longdong University, Qingyang, PR China
| | - Hong Chen
- Department of Longdong Winter Wheat Engineering and Technology Research, College of Agriculture and Forestry, Longdong University, Qingyang, PR China
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75
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Zheng J, Zeng E, Du Y, He C, Hu Y, Jiao Z, Wang K, Li W, Ludens M, Fu J, Wang H, White FF, Wang G, Liu S. Temporal Small RNA Expression Profiling under Drought Reveals a Potential Regulatory Role of Small Nucleolar RNAs in the Drought Responses of Maize. THE PLANT GENOME 2019; 12:180058. [PMID: 30951096 DOI: 10.3835/plantgenome2018.08.0058] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Small RNAs (sRNAs) are short noncoding RNAs that play roles in many biological processes, including drought responses in plants. However, how the expression of sRNAs dynamically changes with the gradual imposition of drought stress in plants is largely unknown. We generated time-series sRNA sequence data from maize ( L.) seedlings under drought stress (DS) and under well-watered (WW) conditions at the same time points. Analyses of length, functional annotation, and abundance of 736,372 nonredundant sRNAs from both DS and WW data, as well as genome copy numbers at the corresponding genomic regions, revealed distinct patterns of abundance and genome organization for different sRNA classes. The analysis identified 6646 sRNAs whose regulation was altered in response to drought stress. Among drought-responsive sRNAs, 1325 showed transient downregulation by the seventh day, coinciding with visible symptoms of drought stress. The profiles revealed drought-responsive microRNAs, as well as other sRNAs that originated from ribosomal RNAs (rRNAs), splicing small nuclear RNAs, and small nucleolar RNAs (snoRNA). Expression profiles of their sRNA derivers indicated that snoRNAs might play a regulatory role through regulating the stability of rRNAs and splicing small nuclear RNAs under drought condition.
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76
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Niu C, Li H, Jiang L, Yan M, Li C, Geng D, Xie Y, Yan Y, Shen X, Chen P, Dong J, Ma F, Guan Q. Genome-wide identification of drought-responsive microRNAs in two sets of Malus from interspecific hybrid progenies. HORTICULTURE RESEARCH 2019; 6:75. [PMID: 31231533 PMCID: PMC6555824 DOI: 10.1038/s41438-019-0157-z] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2017] [Revised: 02/28/2019] [Accepted: 04/05/2019] [Indexed: 05/12/2023]
Abstract
Drought stress can negatively impact apple fruit quality and yield. Apple microRNAs (miRNAs) participate in apple tree and fruit development, as well as in biotic stress tolerance; however, it is largely unknown whether these molecules are involved in the drought response. To identify drought-responsive miRNAs in Malus, we first examined the drought stress tolerance of ten F1 progenies of R3 (M. × domestica) × M. sieversii. We performed Illumina sequencing on pooled total RNA from both drought-tolerant and drought-sensitive plants. The sequencing results identified a total of 206 known miRNAs and 253 candidate novel miRNAs from drought-tolerant plants and drought-sensitive plants under control or drought conditions. We identified 67 miRNAs that were differentially expressed in drought-tolerant plants compared with drought-sensitive plants under drought conditions. Under drought stress, 61 and 35 miRNAs were differentially expressed in drought-tolerant and drought-sensitive plants, respectively. We determined the expression levels of seven out of eight miRNAs by stem-loop qPCR analysis. We also predicted the target genes of all differentially expressed miRNAs and identified the expression of some genes. Gene Ontology analyses indicated that the target genes were mainly involved in stimulus response and cellular and metabolic processes. Finally, we confirmed roles of two miRNAs in apple response to mannitol. Our results reveal candidate miRNAs and their associated mRNAs that could be targeted for improving drought tolerance in Malus species, thus providing a foundation for understanding the molecular networks involved in the response of apple trees to drought stress.
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Affiliation(s)
- Chundong Niu
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Haiyan Li
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Lijuan Jiang
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Mingjia Yan
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Cuiying Li
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Dali Geng
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Yinpeng Xie
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Yan Yan
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Xiaoxia Shen
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Pengxiang Chen
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Jun Dong
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Fengwang Ma
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
| | - Qingmei Guan
- State Key Laboratory of Crop Stress Biology for Arid Areas/Shaanxi Key Laboratory of Apple, College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100 China
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Li Q, Yang C, Du J, Zhang B, He Y, Hu Q, Li M, Zhang Y, Wang C, Zhong J. Characterization of miRNA profiles in the mammary tissue of dairy cattle in response to heat stress. BMC Genomics 2018; 19:975. [PMID: 30593264 PMCID: PMC6309072 DOI: 10.1186/s12864-018-5298-1] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Accepted: 11/21/2018] [Indexed: 12/27/2022] Open
Abstract
Background MicroRNAs (miRNAs) are a class of small noncoding RNAs that play important roles in the regulation of gene expression. However, the role of miRNAs in bovine mammary gland responses to heat stress is not well understood. Results In the present study, we performed a deep RNA sequencing analysis to identify miRNAs associated with the heat stress potential of the bovine mammary gland. We identified 27 miRNAs that were differentially expressed significantly between the mammary tissue of Holstein cattle heat stress and normal conditions. Twenty miRNAs had higher expression in the mammary tissue of heat-stressed Holstein cattle. The seven highest differentially expressed candidate miRNAs (bta-miR-21-5p, bta-miR-99a-5p, bta-miR-146b, bta-miR-145, bta-miR-2285 t, bta-miR-133a, and bta-miR-29c) identified by deep RNA sequencing were additionally evaluated by stem-loop qPCR. Enrichment analyses for targeted genes revealed that the major differences between miRNAs expression in the mammary gland of heat-stressed versus control were associated with the regulation of Wnt, TGF-β, MAPK, Notch, and JAK-STAT. Conclusions These data indicated that the differentially expressed miRNAs identified in this study may act as dominant regulators during heat stress. We might reduce heat stress damage of Holstein cows by up-regulating or down-regulating these differentially expressed miRNAs. Electronic supplementary material The online version of this article (10.1186/s12864-018-5298-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Qiuling Li
- Edible and Medicinal Fungi Research and Development Center, College of Life Sciences, Langfang Normal University, Langfang, 065000, People's Republic of China. .,Dairy Cattle Research Center, Shandong, Academy of Agricultural Science, Jinan, 250100, People's Republic of China.
| | - Chunhong Yang
- Dairy Cattle Research Center, Shandong, Academy of Agricultural Science, Jinan, 250100, People's Republic of China
| | - Juan Du
- Edible and Medicinal Fungi Research and Development Center, College of Life Sciences, Langfang Normal University, Langfang, 065000, People's Republic of China
| | - Baogui Zhang
- Yongqing Animal Husbandry and Veterinary Bureau, Yongqing, 065600, People's Republic of China
| | - Ying He
- Dachang County Animal Health Supervision Institute, Dachang, 065300, People's Republic of China
| | - Qimeng Hu
- Edible and Medicinal Fungi Research and Development Center, College of Life Sciences, Langfang Normal University, Langfang, 065000, People's Republic of China
| | - Meiru Li
- Edible and Medicinal Fungi Research and Development Center, College of Life Sciences, Langfang Normal University, Langfang, 065000, People's Republic of China
| | - Yiming Zhang
- Edible and Medicinal Fungi Research and Development Center, College of Life Sciences, Langfang Normal University, Langfang, 065000, People's Republic of China
| | - Changfa Wang
- Dairy Cattle Research Center, Shandong, Academy of Agricultural Science, Jinan, 250100, People's Republic of China
| | - Jifeng Zhong
- Dairy Cattle Research Center, Shandong, Academy of Agricultural Science, Jinan, 250100, People's Republic of China
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78
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Cao C, Long R, Zhang T, Kang J, Wang Z, Wang P, Sun H, Yu J, Yang Q. Genome-Wide Identification of microRNAs in Response to Salt/Alkali Stress in Medicago truncatula through High-Throughput Sequencing. Int J Mol Sci 2018; 19:ijms19124076. [PMID: 30562933 PMCID: PMC6321334 DOI: 10.3390/ijms19124076] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Revised: 11/21/2018] [Accepted: 11/27/2018] [Indexed: 11/25/2022] Open
Abstract
Saline-alkaline stress is a universal abiotic stress that adversely affects plant growth and productivity. Saline-alkaline conditions results in plant abnormal transcriptome expression finally manifesting as defective phenotypes. Considerable research has revealed the active role of microRNA in various stress conditions. This study was aimed to identify novel miRNAs and the miRNA expression patterns in the leguminous model plant R108 (Medicago truncatula). The miRNA contained in the total RNA extracted from Medicago truncatula seedlings (72 h) that had been treated with solutions mimicking saline and alkaline soils was subjected to miRNA deep sequencing. The Illumina HiSeq sequencing platform was used to analyze nine small RNA libraries of three treatment groups: distilled water, 20 mM NaCl + Na2SO4 and 5 mM Na2CO3 + NaHCO3. Sequencing revealed that 876 miRNAs including 664 known miRNAs and 212 potential novel miRNAs were present in all the libraries. The miR159 family, miR156 family, miR2086-3p, miR396, miR166, miR319, miR167, miR5213-5p, miR1510 and miR2643 were among the most expressed miRNAs in all libraries. The results of miRNAs expression under treatments were validated by reverse-transcription quantitative PCR (RT-qPCR). Target gene prediction through computational analysis and pathway annotation analysis revealed that the primary pathways affected by stress were related to plant development, including metabolic processes, single-organism processes and response to the stimulus. Our results provide valuable information towards elucidating the molecular mechanisms of salt/alkali tolerance in Medicago truncatula and provide insight into the putative role of miRNAs in plant stress resistance.
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Affiliation(s)
- Chunyu Cao
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
- Bioengineering College of Chongqing University, Chongqing 400044, China.
| | - Ruicai Long
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Tiejun Zhang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Junmei Kang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Zhen Wang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Pingqing Wang
- Bioengineering College of Chongqing University, Chongqing 400044, China.
| | - Hao Sun
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Jie Yu
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Qingchuan Yang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
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79
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Sun X, Lin L, Sui N. Regulation mechanism of microRNA in plant response to abiotic stress and breeding. Mol Biol Rep 2018; 46:1447-1457. [PMID: 30465132 DOI: 10.1007/s11033-018-4511-2] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 11/19/2018] [Indexed: 01/08/2023]
Abstract
microRNAs (miRNAs) in plants are a class of small RNAs consisting of approximately 21-24 nucleotides. The mature miRNA binds to the target mRNA through the formation of a miRNA-induced silencing complex (MIRISC), and cleaves or inhibits translation, thereby achieving negative regulation of the target gene. Based on miRNA plays an important role in regulating plant gene expression, studies on the prediction, identification, function and evolution of plant miRNAs have been carried out. In addition, many researches prove that miRNAs are also involved in many kinds of abiotic and biotic stress, under abiotic stress, plants can express some miRNA, and act on stress-related target genes, which can make plants adapt to stress in physiological response. In this review, the synthetic pathway and mechanism of plant miRNA are briefly described, and we discuss the biological functions and regulatory mechanisms of miRNAs responding to abiotic stresses including low temperature, salt, drought stress and breeding to lay the foundation for further exploring the mechanism of action of miRNAs in stress resistance of plant. And analyze its utilization prospects in plant stress resistance research.
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Affiliation(s)
- Xi Sun
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Jinan, 250014, Shandong, People's Republic of China
| | - Lin Lin
- Water Research Institute of Shandong Province, Jinan, People's Republic of China
| | - Na Sui
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Jinan, 250014, Shandong, People's Republic of China.
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80
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Ji Y, Chen P, Chen J, Pennerman KK, Liang X, Yan H, Zhou S, Feng G, Wang C, Yin G, Zhang X, Hu Y, Huang L. Combinations of Small RNA, RNA, and Degradome Sequencing Uncovers the Expression Pattern of microRNA⁻mRNA Pairs Adapting to Drought Stress in Leaf and Root of Dactylis glomerata L. Int J Mol Sci 2018; 19:E3114. [PMID: 30314311 PMCID: PMC6213654 DOI: 10.3390/ijms19103114] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2018] [Revised: 10/05/2018] [Accepted: 10/08/2018] [Indexed: 11/17/2022] Open
Abstract
Drought stress is a global problem, and the lack of water is a key factor that leads to agricultural shortages. MicroRNAs play a crucial role in the plant drought stress response; however, the microRNAs and their targets involved in drought response have not been well elucidated. In the present study, we used Illumina platform (https://www.illumina.com/) and combined data from miRNA, RNA, and degradome sequencing to explore the drought- and organ-specific miRNAs in orchardgrass (Dactylis glomerata L.) leaf and root. We aimed to find potential miRNA⁻mRNA regulation patterns responding to drought conditions. In total, 519 (486 conserved and 33 novel) miRNAs were identified, of which, 41 miRNAs had significant differential expression among the comparisons (p < 0.05). We also identified 55,366 unigenes by RNA-Seq, where 12,535 unigenes were differently expressed. Finally, our degradome analysis revealed that 5950 transcripts were targeted by 487 miRNAs. A correlation analysis identified that miRNA ata-miR164c-3p and its target heat shock protein family A (HSP70) member 5 gene comp59407_c0 (BIPE3) may be essential in organ-specific plant drought stress response and/or adaptation in orchardgrass. Additionally, Gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) analyses found that "antigen processing and presentation" was the most enriched downregulated pathway in adaptation to drought conditions. Taken together, we explored the genes and miRNAs that may be involved in drought adaptation of orchardgrass and identified how they may be regulated. These results serve as a valuable genetic resource for future studies focusing on how plants adapted to drought conditions.
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Affiliation(s)
- Yang Ji
- Sichuan Animal Science Academy, Chengdu 610066, China.
| | - Peilin Chen
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Jing Chen
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Kayla K Pennerman
- Department of Plant Biology, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, USA.
| | - Xiaoyu Liang
- Sichuan Animal Science Academy, Chengdu 610066, China.
| | - Haidong Yan
- Department of Horticulture, Virginia Tech, Blacksburg, VA 24061, USA.
| | - Sifan Zhou
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Guangyan Feng
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Chengran Wang
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Guohua Yin
- Department of Plant Biology, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, USA.
| | - Xinquan Zhang
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
| | - Yuanbin Hu
- Sichuan Animal Science Academy, Chengdu 610066, China.
| | - Linkai Huang
- Department of Grassland Science, Faculty of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China.
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81
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Elevated carbon dioxide and drought modulate physiology and storage-root development in sweet potato by regulating microRNAs. Funct Integr Genomics 2018; 19:171-190. [PMID: 30244303 DOI: 10.1007/s10142-018-0635-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Revised: 09/04/2018] [Accepted: 09/07/2018] [Indexed: 02/06/2023]
Abstract
Elevated CO2 along with drought is a serious global threat to crop productivity. Therefore, understanding the molecular mechanisms plants use to protect these stresses is the key for plant growth and development. In this study, we mimicked natural stress conditions under a controlled Soil-Plant-Atmosphere-Research (SPAR) system and provided the evidence for how miRNAs regulate target genes under elevated CO2 and drought conditions. Significant physiological and biomass data supported the effective utilization of source-sink (leaf to root) under elevated CO2. Additionally, elevated CO2 partially rescued the effect of drought on total biomass. We identified both known and novel miRNAs differentially expressed during drought, CO2, and combined stress, along with putative targets. A total of 32 conserved miRNAs belonged to 23 miRNA families, and 25 novel miRNAs were identified by deep sequencing. Using the existing sweet potato genome database and stringent analyses, a total of 42 and 22 potential target genes were predicted for the conserved and novel miRNAs, respectively. These target genes are involved in drought response, hormone signaling, photosynthesis, carbon fixation, sucrose and starch metabolism, etc. Gene ontology and KEGG ontology functional enrichment revealed that these miRNAs might target transcription factors (MYB, TCP, NAC), hormone signaling regulators (ARF, AP2/ERF), cold and drought factors (corA), carbon metabolism (ATP synthase, fructose-1,6-bisphosphate), and photosynthesis (photosystem I and II complex units). Our study is the first report identifying targets of miRNAs under elevated CO2 levels and could support the molecular mechanisms under elevated CO2 in sweet potato and other crops in the future.
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82
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Fard EM, Bakhshi B, Farsi M, Kakhki AM, Nikpay N, Ebrahimi MA, Mardi M, Salekdeh GH. MicroRNAs regulate the main events in rice drought stress response by manipulating the water supply to shoots. MOLECULAR BIOSYSTEMS 2018; 13:2289-2302. [PMID: 28872648 DOI: 10.1039/c7mb00298j] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
MicroRNAs (miRNAs) are small endogenous regulatory RNAs that are involved in a variety of biological processes related to proliferation, development, and response to biotic and abiotic stresses. miRNA profiles of rice (Oryza sativa L. cv. IR64.) leaves in a partial root zone drying (PRD) system were analysed using a high-throughput sequencing approach to identify miRNAs associated with drought signalling. The treatments performed in this study were as follows: well-watered ("wet" roots, WW), wherein both halves of the pot were watered daily; drought ("dry" roots, DD), wherein water was withheld from both halves of the pot; and well-watered/drought ("wet" and "dry" roots, WD), wherein one half of each pot was watered daily, the same as in WW, and water was withheld from the other part, the same as in DD. High-throughput sequencing enabled us to detect novel miRNAs and study the differential expression of known miRNAs. A total of 209 novel miRNAs were detected in this study. Differential miRNA profiling of the DD, WD and WW conditions showed differential expression of 159 miRNAs, among which 83, 44 and 32 miRNAs showed differential expression under both DD and WD conditions. The detection of putative targets of the differentially expressed miRNAs and investigation of their functions showed that most of these genes encode transcription factors involved in growth and development, leaf morphology, regulation of hormonal homeostasis, and stress response. The most important differences between the DD and WD conditions involved regulation of the levels of hormones such as auxin, cytokinin, abscisic acid, and jasmonic acid and also regulation of phosphor homeostasis. Overall, differentially expressed miRNAs under WD conditions were found to differ from those under DD conditions, with such differences playing a role in adaptation and inducing the normal condition. The mechanisms involved in regulating hormonal homeostasis and involved in energy production and consumption were found to be the most important regulatory pathways distinguishing the DD and WD conditions.
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Affiliation(s)
- Ehsan Mohseni Fard
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education, and Extension Organization, Karaj, Tehran, Iran.
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83
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Martinelli F, Cannarozzi G, Balan B, Siegrist F, Weichert A, Blösch R, Tadele Z. Identification of miRNAs linked with the drought response of tef [Eragrostis tef (Zucc.) Trotter]. JOURNAL OF PLANT PHYSIOLOGY 2018; 224-225:163-172. [PMID: 29656008 DOI: 10.1016/j.jplph.2018.02.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Revised: 01/25/2018] [Accepted: 02/26/2018] [Indexed: 06/08/2023]
Abstract
Tef [Eragrostis tef (Zucc.) Trotter], a staple food crop in the Horn of Africa and particularly in Ethiopia, has several beneficial agronomical and nutritional properties, including waterlogging and drought tolerance. In this study, we performed microRNA profiling of tef using the Illumina HiSeq 2500 platform, analyzing both shoots and roots of two tef genotypes, one drought-tolerant (Tsedey) and one drought-susceptible (Alba). We obtained more than 10 million filtered reads for each of the 24 sequenced small cDNA libraries. Reads mapping to known miRNAs were more abundant in the root than shoot tissues. Thirteen and 35 miRNAs were significantly modulated in response to drought, in Alba and Tsedey roots, respectively. One miRNA was upregulated under drought conditions in both genotypes. In shoots, nine miRNAs were modulated in common between the two genotypes and all showed similar trends of expression. One-hundred and forty-seven new miRNA mature sequences were identified in silico, 22 of these were detected in all relevant samples and seven were differentially regulated when comparing drought with normal watering. Putative targets of the miRNA regulated under drought in root and shoot tissues were predicted. Among the targets were transcription factors such as CCAAT-HAP2, MADS and NAC. Verification with qRT-PCR revealed that five of six potential targets showed a pattern of expression that was consistent with the correspondent miRNA amount measured by RNA-Seq. In general, candidate miRNAs involved in the post-transcriptional regulation of the tef response to drought could be included in next-generation breeding programs.
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Affiliation(s)
- Federico Martinelli
- Dipartimento di Scienze Agrarie Alimentari Forestali, Università di Palermo, viale delle scienze Ed. 4., Palermo, Italy.
| | - Gina Cannarozzi
- Institute of Plant Sciences, Altenbergrain 21, University of Bern, Bern, Switzerland; Swiss Institute of Bioinformatics, Lausanne, Switzerland.
| | - Bipin Balan
- Dipartimento di Scienze Agrarie Alimentari Forestali, Università di Palermo, viale delle scienze Ed. 4., Palermo, Italy.
| | - Fredy Siegrist
- Institute of Plant Sciences, Altenbergrain 21, University of Bern, Bern, Switzerland.
| | - Annett Weichert
- Institute of Plant Sciences, Altenbergrain 21, University of Bern, Bern, Switzerland.
| | - Regula Blösch
- Institute of Plant Sciences, Altenbergrain 21, University of Bern, Bern, Switzerland.
| | - Zerihun Tadele
- Institute of Plant Sciences, Altenbergrain 21, University of Bern, Bern, Switzerland; Institute of Biotechnology, Addis Ababa University, Addis Ababa, Ethiopia.
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84
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Exploration of miRNAs and target genes of cytoplasmic male sterility line in cotton during flower bud development. Funct Integr Genomics 2018; 18:457-476. [PMID: 29626311 DOI: 10.1007/s10142-018-0606-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 01/30/2018] [Accepted: 03/20/2018] [Indexed: 12/13/2022]
Abstract
Cytoplasmic male sterility (CMS) lines provide crucial material to harness heterosis for crop plants, which serves as an important strategy for hybrid seed production. However, the molecular mechanism remains obscure. Although microRNAs (miRNAs) play important roles in vegetative growth and reproductive growth, there are few reports on miRNAs regulating the development of male sterility in Upland cotton. In present study, 12 small RNA libraries were constructed and sequenced for two development stages of flower buds from a CMS line and its maintainer line. Based on the results, 256 novel miRNAs were allocated to 141 new miRNA families, and 77 known miRNAs belonging to 54 conserved miRNA families were identified as well. Comparative analysis revealed that 61 novel and 10 conserved miRNAs were differentially expressed. Further transcriptome analysis identified 232 target genes for these miRNAs, which participated in cellular developmental process, cell death, pollen germination, and sexual reproduction. In addition, expression patterns of typical miRNA and the negatively regulated target genes, such as PPR, ARF, AP2, and AFB, were verified by qRT-PCR in cotton flower buds. These targets were previously reported to be related to reproduction development and male sterility, suggesting that miRNAs might act as regulators of CMS occurrence. Some miRNAs displayed specific expression profiles in special developmental stages of CMS line and its fertile hybrid (F1). Present study offers new information on miRNAs and their related target genes in exploiting CMS mechanism, and revealing the miRNA regulatory networks in Upland cotton.
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85
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Döll S, Kuhlmann M, Rutten T, Mette MF, Scharfenberg S, Petridis A, Berreth DC, Mock HP. Accumulation of the coumarin scopolin under abiotic stress conditions is mediated by the Arabidopsis thaliana THO/TREX complex. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2018; 93:431-444. [PMID: 29222952 DOI: 10.1111/tpj.13797] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2015] [Revised: 11/15/2017] [Accepted: 11/23/2017] [Indexed: 05/20/2023]
Abstract
Secondary metabolites are involved in the plant stress response. Among these are scopolin and its active form scopoletin, which are coumarin derivatives associated with reactive oxygen species scavenging and pathogen defence. Here we show that scopolin accumulation can be induced in the root by osmotic stress and in the leaf by low-temperature stress in Arabidopsis thaliana. A genetic screen for altered scopolin levels in A. thaliana revealed a mutant compromised in scopolin accumulation in response to stress; the lesion was present in a homologue of THO1 coding for a subunit of the THO/TREX complex. The THO/TREX complex contributes to RNA silencing, supposedly by trafficking precursors of small RNAs. Mutants defective in THO, AGO1, SDS3 and RDR6 were impaired with respect to scopolin accumulation in response to stress, suggesting a mechanism based on RNA silencing such as the trans-acting small interfering RNA pathway, which requires THO/TREX function.
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Affiliation(s)
- Stefanie Döll
- Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Markus Kuhlmann
- Department of Molecular Genetics, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Twan Rutten
- Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Michael F Mette
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Sarah Scharfenberg
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry (IPB), Weinberg 3, 06120, Halle (Saale), Germany
| | - Antonios Petridis
- Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Dorothee-Carina Berreth
- Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
| | - Hans-Peter Mock
- Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstraße 3, 06466, Seeland, OT Gatersleben, Germany
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86
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Long non-coding RNA and microRNA-675/let-7a mediates the protective effect of melatonin against early brain injury after subarachnoid hemorrhage via targeting TP53 and neural growth factor. Cell Death Dis 2018; 9:99. [PMID: 29367587 PMCID: PMC5833397 DOI: 10.1038/s41419-017-0155-8] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Revised: 11/14/2017] [Accepted: 11/15/2017] [Indexed: 12/25/2022]
Abstract
The objective of this study was to identify the protective effect of melatonin (MT) against early brain injury (EBI) following subarachnoid hemorrhage (SAH) and explore the underlying molecular mechanism. Real-time polymerase chain reaction (PCR) and luciferase assay were utilized to detect the effect of MT on H19 expression level, computation analysis and luciferase assay were conducted to the underlying mechanism of let-7a and miR-675. Real-time PCR, western blot analysis, immunohistochemistry, 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay, and flow cytometry analysis were performed to detect the effect of MT on H19, miR-675, let-7a, TP53, neural growth factor (NGF) levels, cell viability, and apoptosis status. Melatonin increased H19 expression level by enhancing H19 transcriptional efficiency in a concentration-dependent manner. MiR-675 and let-7a directly targeted P53 and NGF, respectively, and miR-675 reduced luciferase activity of wild-type but not mutant TP53 3′UTR. Meanwhile, let-7a suppressed luciferase activity of wild-type but not mutant NGF 3′UTR. H2O2 increased number of SA-b-gal, and while MT administration repressed the premature senescence. H2O2 obviously upregulated expressions of H19, miR-675, and NGF, and downregulated let-7a and TP53 levels; however, MT treatment reduced expressions of H19, miR-675, and NGF, and improved let-7a and TP53 levels. Treating with MT attenuated the neurological deficits and reduced the brain swelling. MT treatment repressed apoptosis of neurons caused by SAH. Levels of H19, miR-675, and NGF were much higher in the SAH + MT group, while there were even higher levels of H19, miR-675, and NGF in the SAH group than in the sham group; levels of let-7a and TP53 were much lower in the SAH + MT group, while they were even lower in the SAH group than in the sham group. Our study revealed that treatment with MT protected against EBI after SAH by modulating the signaling pathways of H19-miR-675-P53-apoptosis and H19-let-7a-NGF-apoptosis.
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87
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Tripathi A, Chacon O, Singla-Pareek SL, Sopory SK, Sanan-Mishra N. Mapping the microRNA Expression Profiles in Glyoxalase Over-expressing Salinity Tolerant Rice. Curr Genomics 2018; 19:21-35. [PMID: 29491730 PMCID: PMC5817874 DOI: 10.2174/1389202918666170228134530] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2016] [Revised: 09/08/2016] [Accepted: 09/20/2016] [Indexed: 12/01/2022] Open
Abstract
In the recent years, glyoxalase pathway has been an active area of research in both human and plants. This pathway is reported to confer stress tolerance in plants, by modulating the glutathione homeostasis to achieve detoxification of a potent cytotoxic and mutagenic compound, methylglyoxal. The microRNAs (miRNAs) are also reported to play significant role in stress tolerance for plants. However, the cross-talk of miRNAs with the metabolism regulated by glyoxalase in the salinity-tolerance is unexplored. We therefore investigated whether expression profiles of miRNAs are altered in response to glyoxalase overexpression, and if any of these are also responsible for modulating the stress responses of plants. In this study, the Next Generation Sequencing (NGS) was employed to profile miRNA expression levels from glyoxalase overexpressing transgenic lines. The associated targets of differentially expressed miRNAs were predicted and their functional annotation was carried out using Gene Ontology (GO) and KEGG Orthology (KO), which showed their involvement in several crucial biological pathways. The analysis of NGS datasets also identified other isoforms or isomiRs of selected miRNAs, which may have an active role in developing tolerance against salt stress. Different aspects of miRNA modifications were also studied in glyoxalase overexpressing lines.
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Affiliation(s)
- Anita Tripathi
- International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi, India
| | - Osmani Chacon
- International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi, India
| | - Sneh Lata Singla-Pareek
- International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi, India
| | - Sudhir K. Sopory
- International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi, India
| | - Neeti Sanan-Mishra
- International Center for Genetic Engineering and Biotechnology, Aruna Asaf Ali Marg, New Delhi, India
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88
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Leaf wax trait in crops for drought and biotic stress tolerance: regulators of epicuticular wax synthesis and role of small RNAs. ACTA ACUST UNITED AC 2017. [DOI: 10.1007/s40502-017-0333-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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89
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90
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Guo Y, Zhao S, Zhu C, Chang X, Yue C, Wang Z, Lin Y, Lai Z. Identification of drought-responsive miRNAs and physiological characterization of tea plant (Camellia sinensis L.) under drought stress. BMC PLANT BIOLOGY 2017; 17:211. [PMID: 29157225 PMCID: PMC5696764 DOI: 10.1186/s12870-017-1172-6] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 11/10/2017] [Indexed: 05/19/2023]
Abstract
BACKGROUND Drought stress is one of the major natural challenges in the main tea-producing regions of China. The tea plant (Camellia sinensis) is a traditional beverage plant whose growth status directly affects tea quality. Recent studies have revealed that microRNAs (miRNAs) play key functions in plant growth and development. Although some miRNAs have been identified in C. sinensis, little is known about their roles in the drought stress response of tea plants. RESULTS Physiological characterization of Camellia sinensis 'Tieguanyin' under drought stress showed that the malondialdehyde concentration and electrical conductivity of leaves of drought-stressed plants increased when the chlorophyll concentration decreased under severe drought stress. We sequenced four small-RNA (sRNA) libraries constructed from leaves of plants subjected to four different treatments, normal water supply (CK); mild drought stress (T1); moderate drought stress (T2) and severe drought stress (T3). A total of 299 known mature miRNA sequences and 46 novel miRNAs were identified. Gene Ontology enrichment analysis revealed that most of the differentially expressed-miRNA target genes were related to regulation of transcription. Kyoto Encyclopedia of Genes and Genomes analysis revealed that the most highly enriched pathways under drought stress were D-alanine metabolism, sulfur metabolism, and mineral absorption pathways. Real-time quantitative PCR (qPCR) was used to validate the expression patterns of 21 miRNAs (2 up-regulated and 19 down-regulated under drought stress). The observed co-regulation of the miR166 family and their targets ATHB-14-like and ATHB-15-like indicate the presence of negative feedback regulation in miRNA pathways. CONCLUSIONS Analyses of drought-responsive miRNAs in tea plants showed that most of differentially expressed-miRNA target genes were related to regulation of transcription. The results of study revealed that the expressions of phase-specific miRNAs vary with morphological, physiological, and biochemical changes. These findings will be useful for research on drought resistance and provide insights into the mechanisms of drought adaptation and resistance in C. sinensis.
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Affiliation(s)
- Yuqiong Guo
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Shanshan Zhao
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Chen Zhu
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Xiaojun Chang
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Chuan Yue
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Zhong Wang
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Yuling Lin
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Zhongxiong Lai
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
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91
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Hoffman AM, Smith MD. Gene expression differs in codominant prairie grasses under drought. Mol Ecol Resour 2017; 18:334-346. [DOI: 10.1111/1755-0998.12733] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Revised: 10/01/2017] [Accepted: 10/17/2017] [Indexed: 11/28/2022]
Affiliation(s)
- Ava M. Hoffman
- Department of Biology and Graduate Degree Program in Ecology Colorado State University Fort Collins CO USA
| | - Melinda D. Smith
- Department of Biology and Graduate Degree Program in Ecology Colorado State University Fort Collins CO USA
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92
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Park SY, Grabau E. Bypassing miRNA-mediated gene regulation under drought stress: alternative splicing affects CSD1 gene expression. PLANT MOLECULAR BIOLOGY 2017; 95:243-252. [PMID: 28776286 DOI: 10.1007/s11103-017-0642-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 07/21/2017] [Indexed: 05/24/2023]
Abstract
The binding site for miR398 in an isoform of Cu/Zn superoxide dismutase (CSD1) is eliminated by alternative splicing to bypass miR398-mediated gene down-regulation under drought stress. MicroRNA (miRNA) binding sites (MBSs) are frequently interrupted by introns and therefore require proper splicing to generate functional MBSs in target transcripts. MBSs can also be excluded during splicing of pre-messenger RNA, leading to different regulation among isoforms. Previous studies have shown that levels of Cu/Zn superoxide dismutase (CSD) are down-regulated by miR398. In this study, sequences and transcript levels of peanut CSD1 isoforms (AhCSD1-1, AhCSD1-2.1, and AhCSD1-2.2) were analyzed under the drought stress. Results demonstrated that a miR398 binding site is eliminated in AhCSD1-2.2 as a consequence of alternative splicing, which bypasses miRNA-mediated down-regulation under drought stress. This alternative isoform was not only identified in peanut but also in soybean and Arabidopsis. In addition, transgenic Arabidopsis plants expressing AhCSD1 were more tolerant to osmotic stress. We hypothesize that the level of AhCSD1 is increased to allow diverse plant responses to overcome environmental challenges even in the presence of increased miR398 levels. These findings suggest that studies on the role of alternatively spliced MBSs affecting transcript levels are important for understanding plant stress responses.
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Affiliation(s)
- So-Yon Park
- Department of Plant Pathology, Physiology, and Weed Science, Virginia Tech, 170 Drillfield Drive, Blacksburg, VA, 24061, USA.
| | - Elizabeth Grabau
- Department of Plant Pathology, Physiology, and Weed Science, Virginia Tech, 170 Drillfield Drive, Blacksburg, VA, 24061, USA
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93
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Liu M, Yu H, Zhao G, Huang Q, Lu Y, Ouyang B. Identification of drought-responsive microRNAs in tomato using high-throughput sequencing. Funct Integr Genomics 2017; 18:67-78. [PMID: 28956210 DOI: 10.1007/s10142-017-0575-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Revised: 09/12/2017] [Accepted: 09/19/2017] [Indexed: 11/29/2022]
Abstract
Drought is a major abiotic stress affecting crop productivity and quality. As a class of noncoding RNA, microRNA (miRNA) plays important roles in plant growth, development, and stress response. However, their response and roles in tomato drought stress is largely unknown. Here, by using high-throughput sequencing, we compared the miRNA profiles before and after drought treatment in two tomato genotypes: M82, a drought-sensitive cultivated tomato (Solanum lycopersicum), and IL2-5, a drought-tolerant introgression line derived from M82 and the tomato wild species S. pennellii (LA0716). A total of 108 conserved and 208 novel miRNAs were identified, among them, 32 and 68 were significantly changed in expression after stress. Further, 1936 putative target genes were predicted for those differentially-expressed miRNAs. Gene ontology and pathway analysis showed that many of the target genes were involved in stress resistance, such as genes in GO terms including response to stress, defense response, response to stimulus, phosphorylation, and signal transduction. Our results suggested that miRNAs play an essential role in the drought response of tomato. This work will help to further characterize specific miRNAs functioning in drought tolerance.
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Affiliation(s)
- Minmin Liu
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China
| | - Huiyang Yu
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China
| | - Gangjun Zhao
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China
| | - Qiufeng Huang
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China
| | - Yongen Lu
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China
| | - Bo Ouyang
- Key Laboratory of Horticultural Plant Biology (MOE), and Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region), MOA, Huazhong Agricultural University, Wuhan, 430070, China.
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94
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Bakhshi B, Fard EM, Gharechahi J, Safarzadeh M, Nikpay N, Fotovat R, Azimi MR, Salekdeh GH. The contrasting microRNA content of a drought tolerant and a drought susceptible wheat cultivar. JOURNAL OF PLANT PHYSIOLOGY 2017; 216:35-43. [PMID: 28575745 DOI: 10.1016/j.jplph.2017.05.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2017] [Revised: 05/14/2017] [Accepted: 05/17/2017] [Indexed: 05/08/2023]
Abstract
Drought stress represents one of the most common stresses affecting the productivity of crop plants. A rather recently discovered component of the plant response to drought is the cellular population of microRNAs. Here, the microRNA content was revealed of two bread wheat cultivars contrasting strongly with respect to the ability to withstand drought stress. A total of 1813 miRNAs was identified, grouped into 106 families. Some 104 of these miRNAs were predicted to match 212 novel miRNA precursors. In the drought tolerant cultivar (SM), 105 (33 known and 72 novel) miRNAs were altered in abundance by the imposition of drought stress, while the equivalent number in the more sensitive cultivar (SW) was 51 (20 and 31). An in silico analysis predicted that these miRNAs target at least 1959 genes in SM and 1111 in SW, suggesting their broad contribution to the drought stress response. Among the target genes were several known stress-related genes, encoding, for example, superoxide dismutase, various MYB transcription factors, various ABA signaling proteins and various MADS-box transcription factors. In many cases, the more susceptible cultivar SW behaved in a contrasting manner. The suggestion is that miRNAs represent an important aspect of the drought stress response, post-transcriptionally regulating a range of stress-related genes.
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Affiliation(s)
- Behnam Bakhshi
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education, and Extension Organization, Karaj, Tehran, Iran
| | - Ehsan Mohseni Fard
- Department of Agronomy and Plant Breeding, Faculty of Agriculture, University of Zanjan, Zanjan, Iran
| | - Javad Gharechahi
- Human Genetics Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
| | - Mahdieh Safarzadeh
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education, and Extension Organization, Karaj, Tehran, Iran
| | - Nava Nikpay
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education, and Extension Organization, Karaj, Tehran, Iran
| | - Reza Fotovat
- Department of Agronomy and Plant Breeding, Faculty of Agriculture, University of Zanjan, Zanjan, Iran
| | - Mohammad Reza Azimi
- Department of Agronomy and Plant Breeding, Faculty of Agriculture, University of Zanjan, Zanjan, Iran
| | - Ghasem Hosseini Salekdeh
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education, and Extension Organization, Karaj, Tehran, Iran; Department of Molecular Systems Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran.
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95
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Ding Y, Wang Y, Jiang Z, Wang F, Jiang Q, Sun J, Chen Z, Zhu C. MicroRNA268 Overexpression Affects Rice Seedling Growth under Cadmium Stress. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:5860-5867. [PMID: 28657742 DOI: 10.1021/acs.jafc.7b01164] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
MicroRNAs (miRNAs) are 21-24-nucleotide-long RNAs that function as ubiquitous post-transcriptional regulators of gene expression in plants and animals. Increasing evidence points to the important role of miRNAs in plant responses to abiotic and biotic stresses. Cadmium (Cd) is a nonessential heavy metal highly toxic to plants. Although many genes encoding metal transporters have been characterized, the mechanisms for the regulation of the expression of the heavy-metal transporter genes are largely unknown. In this study, we found that the expression of miR268 in rice was significantly induced under Cd stress. By contrast, expression of natural resistance-associated macrophage protein 3 (NRAMP3), a target gene of miR268, was dramatically decreased by Cd treatment. Overexpression of miR268 inhibited rice seedling growth under Cd stress. The transgenic miR268-overexpressing plant leaves contained increased levels of hydrogen peroxide and malondialdehyde, and their seedlings accumulated increased levels of Cd when compared to those in wild-type plants. These results indicate that miR268 acts as a negative regulator of rice's tolerance to Cd stress. Thus, miRNA-guided regulation of gene expression plays an important role in plant responses to heavy-metal stress.
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Affiliation(s)
- Yanfei Ding
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Yi Wang
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Zhihua Jiang
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Feijuan Wang
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Qiong Jiang
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Junwei Sun
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
| | - Zhixiang Chen
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
- Department of Botany and Plant Pathology, Purdue University , West Lafayette, Indiana 47907-2054 United States
| | - Cheng Zhu
- Key Laboratory of Marine Food Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University , Hangzhou 310018, People's Republic of China
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96
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Feng JL, Yang ZJ, Chen SP, El-Kassaby YA, Chen H. High throughput sequencing of small RNAs reveals dynamic microRNAs expression of lipid metabolism during Camellia oleifera and C. meiocarpa seed natural drying. BMC Genomics 2017; 18:546. [PMID: 28728593 PMCID: PMC5520325 DOI: 10.1186/s12864-017-3923-z] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2016] [Accepted: 07/04/2017] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Camellia species are ancient oilseed plants with a history of cultivation over two thousand years. Prior to oil extraction, natural seed drying is often practiced, a process affecting fatty acid quality and quantity. MicroRNAs (miRNA) of lipid metabolism associated with camellia seed natural drying are unexplored. To obtain insight into the function of miRNAs in lipid metabolism during natural drying, Illumina sequencing of C. oleifera and C. meiocarpa small-RNA was conducted. RESULTS A total of 274 candidate miRNAs were identified and 3733 target unigenes were annotated by performing a BLASTX. Through integrated GO and KEGG function annotation, 23 miRNA regulating 131 target genes were identified as lipid metabolism, regulating fatty acid biosynthesis, accumulation and catabolism. We observed one, two, and four miRNAs of lipid metabolism which were specially expressed in C. Meiocarpa, C. oleifera, and the two species collectively, respectively. At 30% moisture contents, C. meiocarpa and C. oleifer produced nine and eight significant differentially expressed miRNAs, respectively, with high fatty acid synthesis and accumulation activities. Across the two species, 12 significant differentially expressed miRNAs were identified at the 50% moisture content. CONCLUSIONS Sequencing of small-RNA revealed the presence of 23 miRNAs regulating lipid metabolism in camellia seed during natural drying and permitted comparative miRNA profiles between C. Meiocarpa and C. oleifera. Furthermore, this study successfully identified the best drying environment at which the quantity and quality of lipid in camellia seed are at its maximum.
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Affiliation(s)
- Jin-Ling Feng
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Zhi-Jian Yang
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Shi-Pin Chen
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Yousry A El-Kassaby
- Department of Forest and Conservation Sciences, Faculty of Forestry, University of British Columbia, Forest Sciences Centre, 2424 Main Mall, Vancouver, BC, V6T 1Z4, Canada.
| | - Hui Chen
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
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97
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Discovery of MicroRNAs and Their Target Genes Related to Drought in Paulownia "Yuza 1" by High-Throughput Sequencing. Int J Genomics 2017; 2017:3674682. [PMID: 28695124 PMCID: PMC5485484 DOI: 10.1155/2017/3674682] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Revised: 02/04/2017] [Accepted: 03/09/2017] [Indexed: 11/18/2022] Open
Abstract
Understanding the role of miRNAs in regulating the molecular mechanisms responsive to drought stress was studied in Paulownia "yuza 1." Two small RNA libraries and two degradome libraries were, respectively, constructed and sequenced in order to detect miRNAs and their target genes associated with drought stress. A total of 107 miRNAs and 42 putative target genes were identified in this study. Among them, 77 miRNAs were differentially expressed between drought-treated Paulownia "yuza 1" and the control (60 downregulated and 17 upregulated). The predicted target genes were annotated using the GO, KEGG, and Nr databases. According to the functional classification of the target genes, Paulownia "yuza 1" may respond to drought stress via plant hormone signal transduction, photosynthesis, and osmotic adjustment. Furthermore, the expression levels of seven miRNAs (ptf-miR157b, ptf-miR159b, ptf-miR398a, ptf-miR9726a, ptf-M2153, ptf-M2218, and ptf-M24a) and their corresponding target genes were validated by quantitative real-time PCR. The results provide relevant information for understanding the molecular mechanism of Paulownia resistance to drought and reference data for researching drought resistance of other trees.
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98
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Wu J, Wang L, Wang S. MicroRNAs associated with drought response in the pulse crop common bean (Phaseolus vulgaris L.). Gene 2017; 628:78-86. [PMID: 28711666 DOI: 10.1016/j.gene.2017.07.038] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Revised: 06/20/2017] [Accepted: 07/11/2017] [Indexed: 10/19/2022]
Abstract
Drought stress significantly reduces common bean yields. Recently, some drought-related miRNAs were found in various plants. However, reports of miRNAs involved in drought stress in common bean are limited. Here, we obtained four sRNA samples from drought-tolerant and -sensitive cultivars of common bean that experienced with or without drought treatment. A total of 49 novel miRNAs and 120 known miRNAs were detected. Under drought treatment, 9 and 7 known miRNAs were down and up-regulated, respectively, and 5 and 3 of the novel miRNAs were increased and decreased, respectively. Among these miRNAs, four miRNAs shared the same pattern of expression between Long 22-0579 and Naihua. Target genes of these miRNAs included transcription factors, protein kinases, and nuclear transcription factors. Finally, we verified all of the differentially expressed miRNAs by RT-qPCR, and we identified 16 miRNAs that are potentially associated with the drought stress response. These miRNAs and target genes will be useful in future basic studies and in applied studies investigating how miRNA regulation can be used to enhance drought resistance in plant species.
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Affiliation(s)
- Jing Wu
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, MOA, the National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, CAAS, Beijing 100081, China
| | - Lanfen Wang
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, MOA, the National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, CAAS, Beijing 100081, China
| | - Shumin Wang
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, MOA, the National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, CAAS, Beijing 100081, China.
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99
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Khandal H, Parween S, Roy R, Meena MK, Chattopadhyay D. MicroRNA profiling provides insights into post-transcriptional regulation of gene expression in chickpea root apex under salinity and water deficiency. Sci Rep 2017; 7:4632. [PMID: 28680071 PMCID: PMC5498500 DOI: 10.1038/s41598-017-04906-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Accepted: 05/05/2017] [Indexed: 11/08/2022] Open
Abstract
Activity of root apical meristem (RAM) at the root apex is critical for stress-mediated modulation of root-architecture. Chickpea, like other legumes, possesses a basic open root meristem. Deep sequencing was used to perform microRNA expression profiling in root apex of chickpea (Cicer arietinum L.) in order to investigate post-transcriptional regulation of gene expression in this tissue in response to salinity and water deficit. Five small RNA libraries prepared from chickpea root apices at different stages of stress treatments were sequenced to obtain 284 unique miRNA sequences including 60 novel miRNAs belonging to total 255 families. Two hundred and fiftynine miRNAs were differentially expressed in stress. Six hundred and nine mRNA targets involved in diverse cellular processes were predicted for 244 miRNAs. Stress-responsive expression patterns of selected miRNAs, inverse expression patterns of their target genes and the target-cleavage sites were validated. Three candidate miRNA-target gene relationships were validated in transient expression system in chickpea. The miRNA expression profiling under salinity and water deficiency in a legume root apex and the reported function of their target genes suggested important roles of miRNA-mediated post-transcriptional regulation of gene expression involved in re-patterning of root hair cells, lateral root formation and high-affinity K+-uptake under these stresses.
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Affiliation(s)
- Hitaishi Khandal
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Sabiha Parween
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Riti Roy
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Mukesh Kumar Meena
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Debasis Chattopadhyay
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India.
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100
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Balao F, Trucchi E, Wolfe TM, Hao B, Lorenzo MT, Baar J, Sedman L, Kosiol C, Amman F, Chase MW, Hedrén M, Paun O. Adaptive sequence evolution is driven by biotic stress in a pair of orchid species (Dactylorhiza) with distinct ecological optima. Mol Ecol 2017; 26:3649-3662. [PMID: 28370647 PMCID: PMC5518283 DOI: 10.1111/mec.14123] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2016] [Revised: 02/24/2017] [Accepted: 03/15/2017] [Indexed: 12/23/2022]
Abstract
The orchid family is the largest in the angiosperms, but little is known about the molecular basis of the significant variation they exhibit. We investigate here the transcriptomic divergence between two European terrestrial orchids, Dactylorhiza incarnata and Dactylorhiza fuchsii, and integrate these results in the context of their distinct ecologies that we also document. Clear signals of lineage-specific adaptive evolution of protein-coding sequences are identified, notably targeting elements of biotic defence, including both physical and chemical adaptations in the context of divergent pools of pathogens and herbivores. In turn, a substantial regulatory divergence between the two species appears linked to adaptation/acclimation to abiotic conditions. Several of the pathways affected by differential expression are also targeted by deviating post-transcriptional regulation via sRNAs. Finally, D. incarnata appears to suffer from insufficient sRNA control over the activity of RNA-dependent DNA polymerase, resulting in increased activity of class I transposable elements and, over time, in larger genome size than that of D. fuchsii. The extensive molecular divergence between the two species suggests significant genomic and transcriptomic shock in their hybrids and offers insights into the difficulty of coexistence at the homoploid level. Altogether, biological response to selection, accumulated during the history of these orchids, appears governed by their microenvironmental context, in which biotic and abiotic pressures act synergistically to shape transcriptome structure, expression and regulation.
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Affiliation(s)
- Francisco Balao
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
- Departamento de Biología Vegetal y EcologíaUniversity of SevilleSevillaSpain
| | - Emiliano Trucchi
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
- Department of Life Sciences and BiotechnologiesUniversity of FerraraFerraraItaly
| | - Thomas M. Wolfe
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
- Vienna Graduate School of Population GeneticsViennaAustria
| | - Bao‐Hai Hao
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
| | - Maria Teresa Lorenzo
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
- Departamento de Biología Vegetal y EcologíaUniversity of SevilleSevillaSpain
| | - Juliane Baar
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
| | - Laura Sedman
- Gregor Mendel Institute for Plant Molecular BiologyViennaAustria
| | - Carolin Kosiol
- Institut für PopulationsgenetikVetmeduni ViennaViennaAustria
- Centre of Biological DiversitySchool of BiologyUniversity of St AndrewsSt AndrewsUK
| | - Fabian Amman
- Department of Chromosome BiologyUniversity of ViennaViennaAustria
| | - Mark W. Chase
- Royal Botanic Gardens KewRichmondUK
- School of Plant BiologyUniversity of Western AustraliaCrawley, PerthWAAustralia
| | | | - Ovidiu Paun
- Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
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