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Ma L, Xu Y, Tao X, Fahim AM, Zhang X, Han C, Yang G, Wang W, Pu Y, Liu L, Fan T, Wu J, Sun W. Integrated miRNA and mRNA Transcriptome Analysis Reveals Regulatory Mechanisms in the Response of Winter Brassica rapa to Drought Stress. Int J Mol Sci 2024; 25:10098. [PMID: 39337583 PMCID: PMC11432419 DOI: 10.3390/ijms251810098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2024] [Revised: 09/09/2024] [Accepted: 09/17/2024] [Indexed: 09/30/2024] Open
Abstract
Drought is a major abiotic stress factor that reduces agricultural productivity. Understanding the molecular regulatory network of drought response in winter rape is of great significance for molecular Brassica rapa. In order to comprehensively analyze the network expression of DEGs and DEMIs in winter rape under drought stress, in this study we used Longyou 7 as the experimental material to identify DEGs and DEMIs related to drought stress by transcriptome and miRNA sequencing. A total of 14-15 key differential mRNA genes related to drought stress and biological stress were screened out under different treatments in the three groups. and 32 differential miRNAs were identified through targeted regulatory relationships, and the mRNA expression of 20 target genes was negatively regulated by the targeting regulatory relationship. It is mainly enriched in starch and sucrose metabolism, carbon metabolism and other pathways. Among them, gra-MIR8731-p3_2ss13GA18GA regulated the expression of multiple mRNAs in the three treatments. miRNA is mainly involved in the drought resistance of Chinese cabbage winter rape by regulating the expression of target genes, such as starch and sucrose metabolism, amino acid biosynthesis, and carbon metabolism. These miRNAs and their target genes play an indispensable role in winter rapeseed drought stress tolerance regulation.
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Affiliation(s)
- Li Ma
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Yanxia Xu
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Xiaolei Tao
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Abbas Muhammad Fahim
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Xianliang Zhang
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Chunyang Han
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Gang Yang
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Wangtian Wang
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Yuanyuan Pu
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Lijun Liu
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Tingting Fan
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Junyan Wu
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Wancang Sun
- State Key Laboratory of Aridland Crop Science, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
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Exploring the Effect of Methyl Jasmonate on the Expression of microRNAs Involved in Biosynthesis of Active Compounds of Rosemary Cell Suspension Cultures through RNA-Sequencing. Int J Mol Sci 2022; 23:ijms23073704. [PMID: 35409063 PMCID: PMC8998883 DOI: 10.3390/ijms23073704] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 03/20/2022] [Accepted: 03/25/2022] [Indexed: 02/04/2023] Open
Abstract
Our aim in the experiment was to study the effects of methyl jasmonates (MeJA) on the active compounds of rosemary suspension cells, the metabolites' change of contents under different concentrations of MeJA, including 0 (CK), 10 (M10), 50 (M50) and 100 μM MeJA (M100). The results demonstrated that MeJA treatments promoted the accumulation of rosmarinic acid (RA), carnosic acid (CA), flavonoids, jasmonate (JA), gibberellin (GA), and auxin (IAA); but reduced the accumulations of abscisic acid (ABA), salicylic acid (SA), and aspartate (Asp). In addition, 50 and 100 μM MeJA promoted the accumulation of alanine (Ala) and glutamate (Glu), and 50 μM MeJA promoted the accumulation of linoleic acid and alpha-linolenic acid in rosemary suspension cells. Comparative RNA-sequencing analysis of different concentrations of MeJA showed that a total of 30, 61, and 39 miRNAs were differentially expressed in the comparisons of CKvsM10, CKvsM50, CKvsM100, respectively. The analysis of the target genes of the differentially expressed miRNAs showed that plant hormone signal transduction, linoleic acid, and alpha-linolenic acid metabolism-related genes were significantly enriched. In addition, we found that miR160a-5p target ARF, miR171d_1 and miR171f_3 target DELLA, miR171b-3p target ETR, and miR156a target BRI1, which played a key role in rosemary suspension cells under MeJA treatments. qRT-PCR of 12 differentially expressed miRNAs and their target genes showed a high correlation between the RNA-seq and the qRT-PCR result. Amplification culture of rosemary suspension cells in a 5 L stirred bioreactor showed that cell biomass accumulation in the bioreactor was less than that in the shake flask under the same conditions, and the whole cultivation period was extended to 14 d. Taken together, MeJA promoted the synthesis of the active compounds in rosemary suspension cells in a wide concentration range via concentration-dependent differential expression patterns. This study provided an overall view of the miRNAs responding to MeJA in rosemary.
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Queiroz de Pinho Tavares E, Camara Mattos Martins M, Grandis A, Romim GH, Rusiska Piovezani A, Weissmann Gaiarsa J, Silveira Buckeridge M. Newly identified miRNAs may contribute to aerenchyma formation in sugarcane roots. PLANT DIRECT 2020; 4:e00204. [PMID: 32226917 PMCID: PMC7098396 DOI: 10.1002/pld3.204] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 01/11/2020] [Accepted: 01/24/2020] [Indexed: 05/14/2023]
Abstract
Small RNAs comprise three families of noncoding regulatory RNAs that control gene expression by blocking mRNA translation or leading to mRNA cleavage. Such post-transcriptional negative regulation is relevant for both plant development and environmental adaptations. An important biotechnological application of miRNA identification is the discovery of regulators and effectors of cell wall degradation, which can improve/facilitate hydrolysis of cell wall polymers for second-generation bioethanol production. The recent characterization of plant innate cell wall modifications occurring during root aerenchyma development triggered by ethylene led to the possibility of prospection for mechanisms of cell wall disassembly in sugarcane. By using next-generation sequencing, 39 miRNAs were identified in root segments along the process of aerenchyma development. Among them, 31 miRNAs were unknown to the sugarcane miRBase repository but previously identified as produced by its relative Sorghum bicolor. Key putative targets related to signal transduction, carbohydrate metabolic process, and cell wall organization or biogenesis were among the most representative gene categories targeted by miRNA. They belong to the subclasses of genes associated with the four modules of cell wall modification in sugarcane roots: cell expansion, cell separation, hemicellulose, and cellulose hydrolysis. Thirteen miRNAs possibly related to ethylene perception and signaling were also identified. Our findings suggest that miRNAs may be involved in the regulation of cell wall degradation during aerenchyma formation. This work also points out to potential molecular tools for sugarcane improvement in the context of second-generation biofuels.
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Affiliation(s)
| | | | - Adriana Grandis
- Departamento de Botânica Instituto de Biociências Universidade de São Paulo São Paulo Brazil
| | - Grayce H Romim
- Departamento de Botânica Instituto de Biociências Universidade de São Paulo São Paulo Brazil
| | | | - Jonas Weissmann Gaiarsa
- Centro de Facilidades Para a Pesquisa Instituto de Ciências Biomédicas Universidade de São Paulo São Paulo Brazil
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Chen P, Chen J, Sun M, Yan H, Feng G, Wu B, Zhang X, Wang X, Huang L. Comparative transcriptome study of switchgrass ( Panicum virgatum L.) homologous autopolyploid and its parental amphidiploid responding to consistent drought stress. BIOTECHNOLOGY FOR BIOFUELS 2020; 13:170. [PMID: 33072185 PMCID: PMC7559793 DOI: 10.1186/s13068-020-01810-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Accepted: 10/06/2020] [Indexed: 05/09/2023]
Abstract
BACKGROUND Newly formed polyploids may experience short-term adaptative changes in their genome that may enhance the resistance of plants to stress. Considering the increasingly serious effects of drought on biofuel plants, whole genome duplication (WGD) may be an efficient way to proceed with drought resistant breeding. However, the molecular mechanism of drought response before/after WGD remains largely unclear. RESULT We found that autoploid switchgrass (Panicum virgatum L.) 8X Alamo had higher drought tolerance than its parent amphidiploid 4X Alamo using physiological tests. RNA and microRNA sequencing at different time points during drought were then conducted on 8X Alamo and 4X Alamo switchgrass. The specific differentially expressed transcripts (DETs) that related to drought stress (DS) in 8X Alamo were enriched in ribonucleoside and ribonucleotide binding, while the drought-related DETs in 4X Alamo were enriched in structural molecule activity. Ploidy-related DETs were primarily associated with signal transduction mechanisms. Weighted gene co-expression network analysis (WGCNA) detected three significant DS-related modules, and their DETs were primarily enriched in biosynthesis process and photosynthesis. A total of 26 differentially expressed microRNAs (DEmiRs) were detected, and among them, sbi-microRNA 399b was only expressed in 8X Alamo. The targets of microRNAs that were responded to polyploidization and drought stress all contained cytochrome P450 and superoxide dismutase genes. CONCLUSIONS This study explored the drought response of 8X and 4X Alamo switchgrass on both physiological and transcriptional levels, and provided experimental and sequencing data basis for a short-term adaptability study and drought-resistant biofuel plant breeding.
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Affiliation(s)
- Peilin Chen
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
- Institute for Biology, Plant Cell and Molecular Biology, Humboldt-Universität zu Berlin, 10115 Berlin, Germany
| | - Jing Chen
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Min Sun
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Haidong Yan
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
- Department of Horticulture, Virginia Tech, Blacksburg, VA 24061 USA
| | - Guangyan Feng
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Bingchao Wu
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Xinquan Zhang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Xiaoshan Wang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
| | - Linkai Huang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130 China
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Li H, Chen X, Wang Y, Yao D, Lin Y, Lai Z. Exploration of the effect of blue light on microRNAs involved in the accumulation of functional metabolites of longan embryonic calli through RNA-sequencing. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2019; 99:1533-1547. [PMID: 30142690 DOI: 10.1002/jsfa.9329] [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: 05/04/2018] [Revised: 08/08/2018] [Accepted: 08/19/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND The regulation of functional metabolites under light by structural genes and regulatory genes is understood but the roles of microRNAs in this pathway have rarely been reported and their regulation network is not yet clear. RESULTS Blue light was most conducive to promoting the synthesis of some functional metabolites in longan embryonic callus (ECs). In this study, we sequenced three small RNA libraries of constructed longan ECs under different light qualities (dark, blue, and white). A total of 29 and 22 miRNAs were differentially expressed in the dark versus blue (DB) and dark versus white (DW) combinations, respectively. According to Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, most of the differentially expressed miRNA target genes were involved in plant hormone signal transduction, mitogen-activated protein kinase (MAPK) signaling, biosynthesis of unsaturated fatty acids, and so on. Cytoscape analysis of the target genes of miRNAs indicated that miR396b-5p and miR5139 had the most target genes in DB. Moreover, this study also found that miR171f_3 targeted DELLA, miR390e targeted BRI1, miR396b-5p targeted EBF1/2 and EIN3; these miRNAs participated in the blue light signaling network through their target genes and regulated the accumulation of longan functional metabolites. CONCLUSIONS The results of the study revealed that the expressions of phase-specific miRNAs vary with the change of functional metabolites in longan ECs. This study provides new insights into the molecular mechanisms that allow light to influence plant metabolism. © 2018 Society of Chemical Industry.
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Affiliation(s)
- Hansheng Li
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xiaohui Chen
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yun Wang
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Deheng Yao
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yuling Lin
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zhongxiong Lai
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, China
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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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Budzinski IGF, de Moraes FE, Cataldi TR, Franceschini LM, Labate CA. Network Analyses and Data Integration of Proteomics and Metabolomics From Leaves of Two Contrasting Varieties of Sugarcane in Response to Drought. FRONTIERS IN PLANT SCIENCE 2019; 10:1524. [PMID: 31850025 PMCID: PMC6892781 DOI: 10.3389/fpls.2019.01524] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Accepted: 11/01/2019] [Indexed: 05/11/2023]
Abstract
Uncovering the molecular mechanisms involved in the responses of crops to drought is crucial to understand and enhance drought tolerance mechanisms. Sugarcane (Saccharum spp.) is an important commercial crop cultivated mainly in tropical and subtropical areas for sucrose and ethanol production. Usually, drought tolerance has been investigated by single omics analysis (e.g. global transcripts identification). Here we combine label-free quantitative proteomics and metabolomics data (GC-TOF-MS), using a network-based approach, to understand how two contrasting commercial varieties of sugarcane, CTC15 (tolerant) and SP90-3414 (susceptible), adjust their leaf metabolism in response to drought. To this aim, we propose the utilization of regularized canonical correlation analysis (rCCA), which is a modification of classical CCA, and explores the linear relationships between two datasets of quantitative variables from the same experimental units, with a threshold set to 0.99. Light curves revealed that after 4 days of drought, the susceptible variety had its photosynthetic capacity already significantly reduced, while the tolerant variety did not show major reduction. Upon 12 days of drought, photosynthesis in the susceptible plants was completely reduced, while the tolerant variety was at a third of its rate under control conditions. Network analysis of proteins and metabolites revealed that different biological process had a stronger impact in each variety (e.g. translation in CTC15, generation of precursor metabolites, response to stress and energy in SP90-3414). Our results provide a reference data set and demonstrate that rCCA can be a powerful tool to infer experimentally metabolite-protein or protein-metabolite associations to understand plant biology.
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Liu W, Cheng C, Chen F, Ni S, Lin Y, Lai Z. High-throughput sequencing of small RNAs revealed the diversified cold-responsive pathways during cold stress in the wild banana (Musa itinerans). BMC PLANT BIOLOGY 2018; 18:308. [PMID: 30486778 PMCID: PMC6263057 DOI: 10.1186/s12870-018-1483-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Accepted: 10/15/2018] [Indexed: 05/16/2023]
Abstract
BACKGROUND Cold stress is one of the most severe abiotic stresses affecting the banana production. Although some miRNAs have been identified, little is known about the role of miRNAs in response to cold stress in banana, and up to date, there is no report about the role of miRNAs in the response to cold stress in the plants of the cultivated or wild bananas. RESULT Here, a cold-resistant line wild banana (Musa itinerans) from China was used to profile the cold-responsive miRNAs by RNA-seq during cold stress. Totally, 265 known mature miRNAs and 41 novel miRNAs were obtained. Cluster analysis of differentially expressed (DE) miRNAs indicated that some miRNAs were specific for chilling or 0 °C treated responses, and most of them were reported to be cold-responsive; however, some were seldom reported to be cold-responsive in response to cold stress, e.g., miR395, miR408, miR172, suggesting that they maybe play key roles in response to cold stress. The GO and KEGG pathway enrichment analysis of DE miRNAs targets indicated that there existed diversified cold-responsive pathways, and miR172 was found likely to play a central coordinating role in response to cold stress, especially in the regulation of CK2 and the circadian rhythm. Finally, qPCR assays indicated the related targets were negatively regulated by the tested DE miRNAs during cold stress in the wild banana. CONCLUSIONS In this study, the profiling of miRNAs by RNA-seq in response to cold stress in the plants of the wild banana (Musa itinerans) was reported for the first time. The results showed that there existed diversified cold-responsive pathways, which provided insight into the roles of miRNAs during cold stress, and would be helpful for alleviating cold stress and cold-resistant breeding in bananas.
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Affiliation(s)
- Weihua Liu
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
- Chongqing Normal University, Daxuecheng Middle Rd, Chongqing, Shapingba Qu China
| | - Chunzhen Cheng
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
| | - Fanglan Chen
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
| | - Shanshan Ni
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
| | - Yuling Lin
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
| | - Zhongxiong Lai
- Institute of Horticultural Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002 China
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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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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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Li M, Liang Z, He S, Zeng Y, Jing Y, Fang W, Wu K, Wang G, Ning X, Wang L, Li S, Tan H, Tan F. Genome-wide identification of leaf abscission associated microRNAs in sugarcane (Saccharum officinarum L.). BMC Genomics 2017; 18:754. [PMID: 28946845 PMCID: PMC5613641 DOI: 10.1186/s12864-017-4053-3] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Accepted: 08/11/2017] [Indexed: 11/16/2022] Open
Abstract
Background Sugarcane (Saccharum officinarum L.) is an economically important crop, mainly due to the production of sugar and biofuel (Azevedo RA, Carvalho RF, Cia MC, & Gratão PL, Trop Plant Biol 4:42-51, 2011). Grown mainly in tropical and subtropical countries, sugarcane is a highly polyploid plant with up to ten copies of each chromosome, which increases the difficulties of genome assembly and genetic, physiologic and biochemical analyses. The increasing demands of sugar and the increasing cost of sugarcane harvest require sugarcane varieties which can shed their leaves during the maturity time, so it is important to study the mechanism of leaf abscission in sugarcane. Results To improve the understanding of miRNA roles in sugarcane leaf abscission, we reported the genome-wide characterization of miRNAs and their putative targets in sugarcane using deep sequencing for six small RNA libraries. In total, 93 conserved miRNAs and 454 novel miRNAs were identified in sugarcane using previously reported transcriptome as reference. Among them, 25 up-regulated and 13 down-regulated miRNAs were identified in leaf abscission sugarcane plants (LASP) compared to leaf packaging sugarcane plants (LPSP). Target prediction revealed several miRNA-mRNA modules including miR156-SPL, miR319-TPR2, miR396-GRF and miR408-LAC3 might be involved in the sugarcane leaf abscission. KEGG pathway enrichment analysis showed differentially expressed miRNAs may regulate pathways like “plant hormone signal transduction” and “plant-pathogen interaction”, which is consistent with previous transcriptome study. In addition, we identified 96 variant miRNAs with 135 single nucleotide polymorphisms (SNPs). The expression of sugarcane miRNAs and variant miRNAs were confirmed by qRT-PCR. We identified a possible poaceae specific miRNA called miR5384 for the first time in sugarcane. Conclusions We not only reported miR5384, a possible poaceae specific miRNA, for the first time in sugarcane but also presented some miRNA-mRNA modules including miR156-SPL, miR319-TPR2, miR396-GRF and miR408-LAC in sugarcane. These modules might be involved in the regulation of sugarcane leaf abscission during the maturity time. All of these findings may lay ground work for future application of sugarcane breeding program and benefit research studies of sugarcane miRNAs. Electronic supplementary material The online version of this article (doi:10.1186/s12864-017-4053-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ming Li
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China.
| | - Zhaoxu Liang
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Shanshan He
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Yuan Zeng
- Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Yan Jing
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Weikuan Fang
- Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Kaichao Wu
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Guanyu Wang
- Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Xia Ning
- Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Lunwang Wang
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Song Li
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Hongwei Tan
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
| | - Fang Tan
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, People's Republic of China
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12
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da Silva MD, de Oliveira Silva RL, Ferreira Neto JRC, Benko-Iseppon AM, Kido EA. Genotype-dependent regulation of drought-responsive genes in tolerant and sensitive sugarcane cultivars. Gene 2017; 633:17-27. [PMID: 28855118 DOI: 10.1016/j.gene.2017.08.022] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Revised: 07/28/2017] [Accepted: 08/23/2017] [Indexed: 12/20/2022]
Abstract
Drought is the most damaging among the major abiotic stresses. Transcriptomic studies allow a global overview of expressed genes, providing the basis for molecular markers development. Here, the HT-SuperSAGE technique allowed the evaluation of four drought-tolerant cultivars and four-sensitive cultivars, after 24h of irrigation suppression. We identified 9831 induced unitags from roots of the tolerant cultivars with different regulations by the -sensitive cultivars after the applied stress. These unitags allowed a proposal of 15 genes, whose expressed profiles were validated by RT-qPCR, evaluating each cultivar independently. These genes covered broad metabolic processes: ethylene stress attenuation (ACCD); root growth (β-EXP8); protein degradation [ubiquitination pathway (E2, 20SPβ4); plant proteases (AP, C13)]; oxidative detoxification (TRX); fatty acid synthesis (ACC); amino acid transport (AAT), and carbohydrate metabolism [glycolysis (PFK, TPI, FBA); TCA cycle (LDP, MDH); pentose phosphate pathway (TKT)]. The expressed profiles showed a genotype-dependent regulation of the target genes. Two drought-tolerant cultivars (SP83-2847; CTC6) presented each one, nine of the induced genes. Among the -sensitive cultivars, CTC13 induced only one, while SP90-1636 induced two genes. These genes should help breeders to identify accessions managing drought stress tolerance responses, showing better ethylene stress attenuation, energy allocation, amino acid transport, and protein homeostasis.
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Affiliation(s)
- Manassés Daniel da Silva
- Federal University of Pernambuco (UFPE), Bioscience Center, Department of Genetics, 50670-420 Recife, PE, Brazil
| | | | | | - Ana Maria Benko-Iseppon
- Federal University of Pernambuco (UFPE), Bioscience Center, Department of Genetics, 50670-420 Recife, PE, Brazil
| | - Ederson Akio Kido
- Federal University of Pernambuco (UFPE), Bioscience Center, Department of Genetics, 50670-420 Recife, PE, Brazil.
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Ferreira THS, Tsunada MS, Bassi D, Araújo P, Mattiello L, Guidelli GV, Righetto GL, Gonçalves VR, Lakshmanan P, Menossi M. Sugarcane Water Stress Tolerance Mechanisms and Its Implications on Developing Biotechnology Solutions. FRONTIERS IN PLANT SCIENCE 2017; 8:1077. [PMID: 28690620 PMCID: PMC5481406 DOI: 10.3389/fpls.2017.01077] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Accepted: 06/06/2017] [Indexed: 05/20/2023]
Abstract
Sugarcane is a unique crop with the ability to accumulate high levels of sugar and is a commercially viable source of biomass for bioelectricity and second-generation bioethanol. Water deficit is the single largest abiotic stress affecting sugarcane productivity and the development of water use efficient and drought tolerant cultivars is an imperative for all major sugarcane producing countries. This review summarizes the physiological and molecular studies on water deficit stress in sugarcane, with the aim to help formulate more effective research strategies for advancing our knowledge on genes and mechanisms underpinning plant response to water stress. We also overview transgenic studies in sugarcane, with an emphasis on the potential strategies to develop superior sugarcane varieties that improve crop productivity in drought-prone environments.
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Affiliation(s)
- Thais H. S. Ferreira
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Max S. Tsunada
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Denis Bassi
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Pedro Araújo
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Lucia Mattiello
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Giovanna V. Guidelli
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Germanna L. Righetto
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Vanessa R. Gonçalves
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | | | - Marcelo Menossi
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
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14
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Chen Q, Li M, Zhang Z, Tie W, Chen X, Jin L, Zhai N, Zheng Q, Zhang J, Wang R, Xu G, Zhang H, Liu P, Zhou H. Integrated mRNA and microRNA analysis identifies genes and small miRNA molecules associated with transcriptional and post-transcriptional-level responses to both drought stress and re-watering treatment in tobacco. BMC Genomics 2017; 18:62. [PMID: 28068898 PMCID: PMC5223433 DOI: 10.1186/s12864-016-3372-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Accepted: 12/02/2016] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Drought stress is one of the most severe problem limited agricultural productivity worldwide. It has been reported that plants response to drought-stress by sophisticated mechanisms at both transcriptional and post-transcriptional levels. However, the precise molecular mechanisms governing the responses of tobacco leaves to drought stress and water status are not well understood. To identify genes and miRNAs involved in drought-stress responses in tobacco, we performed both mRNA and small RNA sequencing on tobacco leaf samples from the following three treatments: untreated-control (CL), drought stress (DL), and re-watering (WL). RESULTS In total, we identified 798 differentially expressed genes (DEGs) between the DL and CL (DL vs. CL) treatments and identified 571 DEGs between the WL and DL (WL vs. DL) treatments. Further analysis revealed 443 overlapping DEGs between the DL vs. CL and WL vs. DL comparisons, and, strikingly, all of these genes exhibited opposing expression trends between these two comparisons, strongly suggesting that these overlapping DEGs are somehow involved in the responses of tobacco leaves to drought stress. Functional annotation analysis showed significant up-regulation of genes annotated to be involved in responses to stimulus and stress, (e.g., late embryogenesis abundant proteins and heat-shock proteins) antioxidant defense (e.g., peroxidases and glutathione S-transferases), down regulation of genes related to the cell cycle pathway, and photosynthesis processes. We also found 69 and 56 transcription factors (TFs) among the DEGs in, respectively, the DL vs. CL and the WL vs. DL comparisons. In addition, small RNA sequencing revealed 63 known microRNAs (miRNA) from 32 families and 368 novel miRNA candidates in tobacco. We also found that five known miRNA families (miR398, miR390, miR162, miR166, and miR168) showed differential regulation under drought conditions. Analysis to identify negative correlations between the differentially expressed miRNAs (DEMs) and DEGs revealed 92 mRNA-miRNA interactions between CL and DL plants, and 32 mRNA-miRNA interactions between DL and WL plants. CONCLUSIONS This study provides a global view of the transcriptional and the post-transcriptional responses of tobacco under drought stress and re-watering conditions. Our results establish an empirical foundation that should prove valuable for further investigations into the molecular mechanisms through which tobacco, and plants more generally, respond to drought stress at multiple molecular genetic levels.
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Affiliation(s)
- Qiansi Chen
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Meng Li
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha, 410000, China
- College of Life Science and Technology, Central South University of Forestry and Technology, Changsha, 410000, China
| | - Zhongchun Zhang
- School of Life Sciences, Central China Normal University, Wuhan, 430079, 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, Haikou, 571101, China
| | - Xia Chen
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Lifeng Jin
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Niu Zhai
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Qingxia Zheng
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Jianfeng Zhang
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Ran Wang
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Guoyun Xu
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Hui Zhang
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China
| | - Pingping Liu
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China.
| | - Huina Zhou
- Zhengzhou Tobacco Research Institute, Zhengzhou, 450001, China.
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15
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Liu WW, Meng J, Cui J, Luan YS. Characterization and Function of MicroRNA ∗s in Plants. FRONTIERS IN PLANT SCIENCE 2017; 8:2200. [PMID: 29312425 PMCID: PMC5744440 DOI: 10.3389/fpls.2017.02200] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Accepted: 12/14/2017] [Indexed: 05/20/2023]
Abstract
MicroRNAs, a group of non-coding RNA molecules, play essential roles in a wide range of cellular processes in different molecules, cells, and organisms. In plants, microRNAs are a class of 20- to 24-nucleotides endogenous small RNAs that repress gene expression. The microRNA guide strand (miRNA) and its complementary strand (miRNA∗) both originate from the miRNA/miRNA∗ duplex. Generally, the guide strands act as post-transcriptional regulators that suppress gene expression by cleaving their target mRNA transcripts, whereas the complementary strands were thought to be degraded as 'passenger strands.' However, the complementary strand has been confirmed to possess significant biological functionality in recent reports. In this review, we summarized the binding characteristics of the miRNA∗ strands with ARGONAUTE proteins, their tissue-specific accumulations and their biological functions, illustrating the essential roles of miRNA∗s in biological processes and therefore providing directions for further exploration.
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Affiliation(s)
- Wei-wei Liu
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, China
| | - Jun Meng
- School of Computer Science and Technology, Dalian University of Technology, Dalian, China
- *Correspondence: Jun Meng, Yu-shi Luan,
| | - Jun Cui
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, China
| | - Yu-shi Luan
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, China
- *Correspondence: Jun Meng, Yu-shi Luan,
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16
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Ferreira THS, Tsunada MS, Bassi D, Araújo P, Mattiello L, Guidelli GV, Righetto GL, Gonçalves VR, Lakshmanan P, Menossi M. Sugarcane Water Stress Tolerance Mechanisms and Its Implications on Developing Biotechnology Solutions. FRONTIERS IN PLANT SCIENCE 2017; 8:1077. [PMID: 28690620 PMCID: PMC5481406 DOI: 10.3389/fpls.2017.01077/full 10.3389/fpls.2017.01077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Sugarcane is a unique crop with the ability to accumulate high levels of sugar and is a commercially viable source of biomass for bioelectricity and second-generation bioethanol. Water deficit is the single largest abiotic stress affecting sugarcane productivity and the development of water use efficient and drought tolerant cultivars is an imperative for all major sugarcane producing countries. This review summarizes the physiological and molecular studies on water deficit stress in sugarcane, with the aim to help formulate more effective research strategies for advancing our knowledge on genes and mechanisms underpinning plant response to water stress. We also overview transgenic studies in sugarcane, with an emphasis on the potential strategies to develop superior sugarcane varieties that improve crop productivity in drought-prone environments.
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Affiliation(s)
- Thais H. S. Ferreira
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Max S. Tsunada
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Denis Bassi
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Pedro Araújo
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Lucia Mattiello
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Giovanna V. Guidelli
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Germanna L. Righetto
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | - Vanessa R. Gonçalves
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
| | | | - Marcelo Menossi
- Functional Genome Laboratory, Department of Genetics, Evolution and Bioagents, Institute of Biology, State University of CampinasCampinas, Brazil
- *Correspondence: Marcelo Menossi
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17
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Candar-Cakir B, Arican E, Zhang B. Small RNA and degradome deep sequencing reveals drought-and tissue-specific micrornas and their important roles in drought-sensitive and drought-tolerant tomato genotypes. PLANT BIOTECHNOLOGY JOURNAL 2016; 14:1727-46. [PMID: 26857916 PMCID: PMC5067666 DOI: 10.1111/pbi.12533] [Citation(s) in RCA: 110] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2015] [Revised: 12/15/2015] [Accepted: 12/26/2015] [Indexed: 05/03/2023]
Abstract
Drought stress has adverse impacts on plant production and productivity. MicroRNAs (miRNAs) are one class of noncoding RNAs regulating gene expression post-transcriptionally. In this study, we employed small RNA and degradome sequencing to systematically investigate the tissue-specific miRNAs responsible to drought stress, which are understudied in tomato. For this purpose, root and upground tissues of two different drought-responsive tomato genotypes (Lycopersicon esculentum as sensitive and L. esculentum var. cerasiforme as tolerant) were subjected to stress with 5% polyethylene glycol for 7 days. A total of 699 conserved miRNAs belonging to 578 families were determined and 688 miRNAs were significantly differentially expressed between different treatments, tissues and genotypes. Using degradome sequencing, 44 target genes were identified associated with 36 miRNA families. Drought-related miRNAs and their targets were enriched functionally by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. Totally, 53 miRNAs targeted 23 key drought stress- and tissue development-related genes, including DRP (dehydration-responsive protein), GTs (glycosyltransferases), ERF (ethylene responsive factor), PSII (photosystem II) protein, HD-ZIP (homeodomain-leucine zipper), MYB and NAC-domain transcription factors. miR160, miR165, miR166, miR171, miR398, miR408, miR827, miR9472, miR9476 and miR9552 were the key miRNAs functioning in regulation of these genes and involving in tomato response to drought stress. Additionally, plant hormone signal transduction pathway genes were differentially regulated by miR169, miR172, miR393, miR5641, miR5658 and miR7997 in both tissues of both sensitive and tolerant genotypes. These results provide new insight into the regulatory role of miRNAs in drought response with plant hormone signal transduction and drought-tolerant tomato breeding.
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Affiliation(s)
- Bilgin Candar-Cakir
- Programme of Molecular Biology and Genetics, Institute of Science, Istanbul University, Vezneciler, Istanbul, Turkey
- Department of Biology, East Carolina University, Greenville, NC, USA
| | - Ercan Arican
- Department of Molecular Biology and Genetics, Faculty of Science, Istanbul University, Vezneciler, Istanbul, Turkey
| | - Baohong Zhang
- Department of Biology, East Carolina University, Greenville, NC, USA
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18
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da Silva AC, Grativol C, Thiebaut F, Hemerly AS, Ferreira PCG. Computational identification and comparative analysis of miRNA precursors in three palm species. PLANTA 2016; 243:1265-1277. [PMID: 26919984 DOI: 10.1007/s00425-016-2486-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Accepted: 02/09/2016] [Indexed: 06/05/2023]
Abstract
In the present study, miRNA precursors in the genomes of three palm species were identified. Analyzes of sequence conservation and biological function of their putative targets contribute to understand the roles of miRNA in palm biology. MicroRNAs are small RNAs of 20-25 nucleotides in length, with important functions in the regulation of gene expression. Recent genome sequencing of the palm species Elaeis guineensis, Elaeis oleifera and Phoenix dactylifera have enabled the discovery of miRNA genes, which can be used as biotechnological tools in palm trees breeding. The goal of this study is the identification of miRNA precursors in the genomes of these species and their possible biological roles suggested by the mature miRNA-based regulation of target genes. Mature miRNA sequences from Arabidopsis thaliana, Oryza sativa, and Zea mays available at the miRBase were used to predict microRNA precursors in the palm genomes. Three hundred and thirty-eight precursors, ranging from 76 to 220 nucleotide (nt) in size and distributed in 33 families were identified. Moreover, we also identified 266 miRNA precursors of Musa acuminata, which are phylogenetically close to palms species. To understand the biological function of palm miRNAs, 374 putative miRNA targets were identified. An enrichment analysis of target-gene function was carried out using the agriGO tool. The results showed that the targets are involved in plant developmental processes, mainly regulating root development. Our findings contribute to increase the knowledge on microRNA roles in palm biology and could help breeding programs of palm trees.
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Affiliation(s)
- Aline Cunha da Silva
- Universidade Federal Rural da Amazonia, Belém, Brazil
- Laboratório de Biologia Molecular de Plantas, Instituto de Bioquímica Médica Leopoldo de Meis, Universidade Federal do Rio de Janeiro, Avenida Carlos Chagas Filho, 373, CCS, Bl.L-29ss, Cidade Universitária, Rio de Janeiro, RJ, 21941-599, Brazil
| | - Clícia Grativol
- Laboratório de Química e Função de Proteínas e Peptídeos, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Av. Alberto Lamego, 2000, P5-227A, Parque Califórnia, Campos dos Goytacazes, RJ, 28013-602, Brazil
| | - Flávia Thiebaut
- Laboratório de Biologia Molecular de Plantas, Instituto de Bioquímica Médica Leopoldo de Meis, Universidade Federal do Rio de Janeiro, Avenida Carlos Chagas Filho, 373, CCS, Bl.L-29ss, Cidade Universitária, Rio de Janeiro, RJ, 21941-599, Brazil
| | - Adriana Silva Hemerly
- Laboratório de Biologia Molecular de Plantas, Instituto de Bioquímica Médica Leopoldo de Meis, Universidade Federal do Rio de Janeiro, Avenida Carlos Chagas Filho, 373, CCS, Bl.L-29ss, Cidade Universitária, Rio de Janeiro, RJ, 21941-599, Brazil
| | - Paulo Cavalcanti Gomes Ferreira
- Laboratório de Biologia Molecular de Plantas, Instituto de Bioquímica Médica Leopoldo de Meis, Universidade Federal do Rio de Janeiro, Avenida Carlos Chagas Filho, 373, CCS, Bl.L-29ss, Cidade Universitária, Rio de Janeiro, RJ, 21941-599, Brazil.
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19
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Bi F, Meng X, Ma C, Yi G. Identification of miRNAs involved in fruit ripening in Cavendish bananas by deep sequencing. BMC Genomics 2015; 16:776. [PMID: 26462563 PMCID: PMC4603801 DOI: 10.1186/s12864-015-1995-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 10/06/2015] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND MicroRNAs (miRNAs) are a family of non-coding small RNAs that play an important regulatory role in various biological processes. Previous studies have reported that miRNAs are closely related to the ripening process in model plants. However, the miRNAs that are closely involved in the banana fruit ripening process remain unknown. METHODS Here, we investigated the miRNA populations from banana fruits in response to ethylene or 1-MCP treatment using a deep sequencing approach and bioinformatics analysis combined with quantitative RT-PCR validation. RESULTS A total of 125 known miRNAs and 26 novel miRNAs were identified from three libraries. MiRNA profiling of bananas in response to ethylene treatment compared with 1-MCP treatment showed differential expression of 82 miRNAs. Furthermore, the differentially expressed miRNAs were predicted to target a total of 815 target genes. Interestingly, some targets were annotated as transcription factors and other functional proteins closely involved in the development and the ripening process in other plant species. Analysis by qRT-PCR validated the contrasting expression patterns between several miRNAs and their target genes. CONCLUSIONS The miRNAome of the banana fruit in response to ethylene or 1-MCP treatment were identified by high-throughput sequencing. A total of 82 differentially expressed miRNAs were found to be closely associated with the ripening process. The miRNA target genes encode transcription factors and other functional proteins, including SPL, APETALA2, EIN3, E3 ubiquitin ligase, β-galactosidase, and β-glucosidase. These findings provide valuable information for further functional research of the miRNAs involved in banana fruit ripening.
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Affiliation(s)
- Fangcheng Bi
- Institute of Fruit Tree Research, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. .,Key Laboratory of South Subtropical Fruit Biology and Genetic Resource Utilization, Ministry of Agriculture, 510640, Guangzhou, China. .,Guangdong Provincial Key Laboratory of Tropical and Subtropical Fruit Tree Research, Guangzhou, 510640, China.
| | - Xiangchun Meng
- Institute of Fruit Tree Research, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. .,Key Laboratory of South Subtropical Fruit Biology and Genetic Resource Utilization, Ministry of Agriculture, 510640, Guangzhou, China. .,Guangdong Provincial Key Laboratory of Tropical and Subtropical Fruit Tree Research, Guangzhou, 510640, China.
| | - Chao Ma
- Department of Postharvest Science of Fresh Produce, Agricultural Research Organization, The Volcani Center, Bet Dagan, 50250, Israel.
| | - Ganjun Yi
- Institute of Fruit Tree Research, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. .,Key Laboratory of South Subtropical Fruit Biology and Genetic Resource Utilization, Ministry of Agriculture, 510640, Guangzhou, China. .,Guangdong Provincial Key Laboratory of Tropical and Subtropical Fruit Tree Research, Guangzhou, 510640, China.
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20
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Song A, Wang L, Chen S, Jiang J, Guan Z, Li P, Chen F. Identification of nitrogen starvation-responsive microRNAs in Chrysanthemum nankingense. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2015; 91:41-8. [PMID: 25874656 DOI: 10.1016/j.plaphy.2015.04.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Revised: 04/07/2015] [Accepted: 04/07/2015] [Indexed: 05/12/2023]
Abstract
MicroRNA (miRNA) is involved in many developmental processes and various abiotic stress responses in plants. As nitrogen is a limited element for plant growth, comparative analyses of miRNAs responding to low nitrogen stress is important for improving the nitrogen use efficiency (NUE). We used high-throughput sequencing to detect the response of miRNAs to low nitrogen stress in the roots and leaves of Chrysanthemum nankingense. Compared with the control, the differential expression was more than 2-fold in 81 miRNAs in roots and 101 miRNAs in leaves. The identified miRNAs showed overlapping or unique response to nitrate limitation in roots and leaves, including several members of known miRNA families with low nitrogen stress response, such as miR156, miR169, and miR393. The potential target genes of these miRNAs were also identified. The total amount of predicted target genes was 219, and the corresponding amount of matched miRNAs was 37 in roots and 44 in leaves. Moreover, we used 5' RLM-RACE to map the cleavage sites in four predicted target genes. The differential expression level of miRNAs and target genes was verified by quantitative real-time polymerase chain reaction (qRT-PCR). According to the functional characteristics of the predicted target genes, they were divided into three main categories: transcription factors, kinases, and metabolism.
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Affiliation(s)
- Aiping Song
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China; Jiangsu Province Engineering Lab for Modern Facility Agriculture Technology & Equipment, Nanjing 210095, China
| | - Linxiao Wang
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Sumei Chen
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Jiafu Jiang
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Zhiyong Guan
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Peiling Li
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Fadi Chen
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China; Jiangsu Province Engineering Lab for Modern Facility Agriculture Technology & Equipment, Nanjing 210095, China.
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