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DeBoer K, Melser S, Sperschneider J, Kamphuis LG, Garg G, Gao LL, Frick K, Singh KB. Identification and profiling of narrow-leafed lupin (Lupinus angustifolius) microRNAs during seed development. BMC Genomics 2019; 20:135. [PMID: 30764773 PMCID: PMC6376761 DOI: 10.1186/s12864-019-5521-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Accepted: 02/07/2019] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Whilst information regarding small RNAs within agricultural crops is increasing, the miRNA composition of the nutritionally valuable pulse narrow-leafed lupin (Lupinus angustifolius) remains unknown. RESULTS By conducting a genome- and transcriptome-wide survey we identified 7 Dicer-like and 16 Argonaute narrow-leafed lupin genes, which were highly homologous to their legume counterparts. We identified 43 conserved miRNAs belonging to 16 families, and 13 novel narrow-leafed lupin-specific miRNAs using high-throughput sequencing of small RNAs from foliar and root and five seed development stages. We observed up-regulation of members of the miRNA families miR167, miR399, miR156, miR319 and miR164 in narrow-leafed lupin seeds, and confirmed expression of miR156, miR166, miR164, miR1507 and miR396 using quantitative RT-PCR during five narrow-leafed lupin seed development stages. We identified potential targets for the conserved and novel miRNAs and were able to validate targets of miR399 and miR159 using 5' RLM-RACE. The conserved miRNAs are predicted to predominately target transcription factors and 93% of the conserved miRNAs originate from intergenic regions. In contrast, only 43% of the novel miRNAs originate from intergenic regions and their predicted targets were more functionally diverse. CONCLUSION This study provides important insights into the miRNA gene regulatory networks during narrow-leafed lupin seed development.
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Affiliation(s)
- Kathleen DeBoer
- The UWA Institute of Agriculture, University of Western Australia, Crawley, WA 6009 Australia
| | - Su Melser
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
- Present address: INSERM U1215, Neurocentre Magendie, Bordeaux, France
| | - Jana Sperschneider
- Centre for Genomics, Metabolomics and Bioinformatics (CGMB), The Australian National University, Canberra, ACT 2601 Australia
| | - Lars G. Kamphuis
- The UWA Institute of Agriculture, University of Western Australia, Crawley, WA 6009 Australia
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
- Curtin University, Centre for Crop and Disease Management, Department of Environment and Agriculture, Bentley, WA 6102 Australia
| | - Gagan Garg
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
| | - Ling-Ling Gao
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
| | - Karen Frick
- The UWA Institute of Agriculture, University of Western Australia, Crawley, WA 6009 Australia
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
- The School of Plant Biology, University of Western Australia, Crawley, WA 6009 Australia
| | - Karam B. Singh
- The UWA Institute of Agriculture, University of Western Australia, Crawley, WA 6009 Australia
- CSIRO Agriculture and Food, Private Bag 5, Wembley, WA 6913 Australia
- Curtin University, Centre for Crop and Disease Management, Department of Environment and Agriculture, Bentley, WA 6102 Australia
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2
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Yang K, Wen X, Mudunuri S, Varma GPS, Sablok G. Diff isomiRs: Large-scale detection of differential isomiRs for understanding non-coding regulated stress omics in plants. Sci Rep 2019; 9:1406. [PMID: 30723229 PMCID: PMC6363768 DOI: 10.1038/s41598-019-38932-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Accepted: 01/14/2019] [Indexed: 11/11/2022] Open
Abstract
Plants have an amazing ability to cope with wide variety of stresses by regulating the expression of genes and thus by altering the physiological status. In the past few years, canonical microRNA variants (isomiRs) have been shown to play pivotal roles by acting as regulators of the transcriptional machinery. In the present research, we present Diff isomiRs, a web-based exploratory repository of differential isomiRs across 16 sequenced plant species representing a total of 433 datasets across 21 different stresses and 158 experimental states. Diff isomiRs provides the high-throughput detection of differential isomiRs using mapping-based and model-based differential analysis revealing a total of 16,157 and 2,028 differential isomiRs, respectively. Easy-to-use and web-based exploration of differential isomiRs provides several features such as browsing of the differential isomiRs according to stress or species, as well as association of the differential isomiRs to targets and plant endogenous target mimics (PeTMs). Diff isomiRs also provides the relationship between the canonical miRNAs, isomiRs and the miRNA-target interactions. This is the first web-based large-scale repository for browsing differential isomiRs and will facilitate better understanding of the regulatory role of the isomiRs with respect to the canonical microRNAs. Diff isomiRs can be accessed at: www.mcr.org.in/diffisomirs.
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Affiliation(s)
- Kun Yang
- Key Laboratory of Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Guizhou University), Ministry of Education, Institute of Agro-bioengineering/College of Life Sciences, Guizhou University, Guiyang, 550025, Guizhou Province, P. R. China
| | - Xiaopeng Wen
- Key Laboratory of Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Guizhou University), Ministry of Education, Institute of Agro-bioengineering/College of Life Sciences, Guizhou University, Guiyang, 550025, Guizhou Province, P. R. China.
| | - Suresh Mudunuri
- Centre for Bioinformatics Research, SRKR Engineering College, Chinna Amiram, Bhimavaram, West Godavari District, Andhra Pradesh, 534204, India
| | - G P Saradhi Varma
- Centre for Bioinformatics Research, SRKR Engineering College, Chinna Amiram, Bhimavaram, West Godavari District, Andhra Pradesh, 534204, India
| | - Gaurav Sablok
- Finnish Museum of Natural History, Helsinki, Finland. .,Organismal and Evolutionary Biology (OEB) Research Programme, Department of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.
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Asha S, Soniya EV. The sRNAome mining revealed existence of unique signature small RNAs derived from 5.8SrRNA from Piper nigrum and other plant lineages. Sci Rep 2017; 7:41052. [PMID: 28145468 PMCID: PMC5286533 DOI: 10.1038/srep41052] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2016] [Accepted: 12/16/2016] [Indexed: 01/27/2023] Open
Abstract
Small RNAs derived from ribosomal RNAs (srRNAs) are rarely explored in the high-throughput data of plant systems. Here, we analyzed srRNAs from the deep-sequenced small RNA libraries of Piper nigrum, a unique magnoliid plant. The 5' end of the putative long form of 5.8S rRNA (5.8SLrRNA) was identified as the site for biogenesis of highly abundant srRNAs that are unique among the Piperaceae family of plants. A subsequent comparative analysis of the ninety-seven sRNAomes of diverse plants successfully uncovered the abundant existence and precise cleavage of unique rRF signature small RNAs upstream of a novel 5' consensus sequence of the 5.8S rRNA. The major cleavage process mapped identically among the different tissues of the same plant. The differential expression and cleavage of 5'5.8S srRNAs in Phytophthora capsici infected P. nigrum tissues indicated the critical biological functions of these srRNAs during stress response. The non-canonical short hairpin precursor structure, the association with Argonaute proteins, and the potential targets of 5'5.8S srRNAs reinforced their regulatory role in the RNAi pathway in plants. In addition, this novel lineage specific small RNAs may have tremendous biological potential in the taxonomic profiling of plants.
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Affiliation(s)
- Srinivasan Asha
- Plant Molecular Biology, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, Kerala, 695014, India
| | - E V Soniya
- Plant Molecular Biology, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, Kerala, 695014, India
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4
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Fang YN, Zheng BB, Wang L, Yang W, Wu XM, Xu Q, Guo WW. High-throughput sequencing and degradome analysis reveal altered expression of miRNAs and their targets in a male-sterile cybrid pummelo (Citrus grandis). BMC Genomics 2016; 17:591. [PMID: 27506907 PMCID: PMC4979119 DOI: 10.1186/s12864-016-2882-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2016] [Accepted: 07/05/2016] [Indexed: 12/22/2022] Open
Abstract
Background G1 + HBP is a male sterile cybrid line with nuclear genome from Hirado Buntan pummelo (C. grandis Osbeck) (HBP) and mitochondrial genome from “Guoqing No.1” (G1, Satsuma mandarin), which provides a good opportunity to study male sterility and nuclear-cytoplasmic cross talk in citrus. High-throughput sRNA and degradome sequencing were applied to identify miRNAs and their targets in G1 + HBP and its fertile type HBP during reproductive development. Results A total of 184 known miRNAs, 22 novel miRNAs and 86 target genes were identified. Some of the targets are transcription factors involved in floral development, such as auxin response factors (ARFs), SQUAMOSA promoter binding protein box (SBP-box), MYB, basic region-leucine zipper (bZIP), APETALA2 (AP2) and transport inhibitor response 1 (TIR1). Eight target genes were confirmed to be sliced by corresponding miRNAs using 5’ RACE technology. Based on the sequencing abundance, 42 differentially expressed miRNAs between sterile line G1 + HBP and fertile line HBP were identified. Differential expression of miRNAs and their target genes between two lines was validated by quantitative RT-PCR, and reciprocal expression patterns between some miRNAs and their targets were demonstrated. The regulatory mechanism of miR167a was investigated by yeast one-hybrid and dual-luciferase assays that one dehydrate responsive element binding (DREB) transcription factor binds to miR167a promoter and transcriptionally repress miR167 expression. Conclusion Our study reveals the altered expression of miRNAs and their target genes in a male sterile line of pummelo and highlights that miRNA regulatory network may be involved in floral bud development and cytoplasmic male sterility in citrus. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-2882-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Yan-Ni Fang
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Bei-Bei Zheng
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Lun Wang
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Wei Yang
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xiao-Meng Wu
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Qiang Xu
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China
| | - Wen-Wu Guo
- Key Laboratory of Horticultural Plant Biology of Ministry of Education, Huazhong Agricultural University, Wuhan, 430070, China.
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Cheah BH, Nadarajah K, Divate MD, Wickneswari R. Identification of four functionally important microRNA families with contrasting differential expression profiles between drought-tolerant and susceptible rice leaf at vegetative stage. BMC Genomics 2015; 16:692. [PMID: 26369665 PMCID: PMC4570225 DOI: 10.1186/s12864-015-1851-3] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Accepted: 08/17/2015] [Indexed: 02/07/2023] Open
Abstract
Background Developing drought-tolerant rice varieties with higher yield under water stressed conditions provides a viable solution to serious yield-reduction impact of drought. Understanding the molecular regulation of this polygenic trait is crucial for the eventual success of rice molecular breeding programmes. microRNAs have received tremendous attention recently due to its importance in negative regulation. In plants, apart from regulating developmental and physiological processes, microRNAs have also been associated with different biotic and abiotic stresses. Hence here we chose to analyze the differential expression profiles of microRNAs in three drought treated rice varieties: Vandana (drought-tolerant), Aday Sel (drought-tolerant) and IR64 (drought-susceptible) in greenhouse conditions via high-throughput sequencing. Results Twenty-six novel microRNA candidates involved in the regulation of diverse biological processes were identified based on the detection of miRNA*. Out of their 110 predicted targets, we confirmed 16 targets from 5 novel microRNA candidates. In the differential expression analysis, mature microRNA members from 49 families of known Oryza sativa microRNA were differentially expressed in leaf and stem respectively with over 28 families having at least a similar mature microRNA member commonly found to be differentially expressed between both tissues. Via the sequence profiling data of leaf samples, we identified osa-miR397a/b, osa-miR398b, osa-miR408-5p and osa-miR528-5p as being down-regulated in two drought-tolerant rice varieties and up-regulated in the drought-susceptible variety. These microRNAs are known to be involved in regulating starch metabolism, antioxidant defence, respiration and photosynthesis. A wide range of biological processes were found to be regulated by the target genes of all the identified differentially expressed microRNAs between both tissues, namely root development (5.3–5.7 %), cell transport (13.2–18.4 %), response to stress (10.5–11.3 %), lignin catabolic process (3.8–5.3 %), metabolic processes (32.1–39.5 %), oxidation-reduction process (9.4–13.2 %) and DNA replication (5.7–7.9 %). The predicted target genes of osa-miR166e-3p, osa-miR166h-5p*, osa-miR169r-3p* and osa-miR397a/b were found to be annotated to several of the aforementioned biological processes. Conclusions The experimental design of this study, which features rice varieties with different drought tolerance and tissue specificity (leaf and stem), has provided new microRNA profiling information. The potentially regulatory importance of the microRNA genes mentioned above and their target genes would require further functional analyses. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-1851-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Boon Huat Cheah
- School of Biotechnology and Bioscience, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia.
| | - Kalaivani Nadarajah
- School of Environmental and Natural Resource Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia.
| | - Mayur Dashrath Divate
- Bionivid Technology [P] Ltd., 401-4AB Cross, 1st Main, NGEF East Kasturi Nagar, Bangalore, 560043, India.
| | - Ratnam Wickneswari
- School of Environmental and Natural Resource Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia.
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Sablok G, Srivastva AK, Suprasanna P, Baev V, Ralph PJ. isomiRs: Increasing Evidences of isomiRs Complexity in Plant Stress Functional Biology. FRONTIERS IN PLANT SCIENCE 2015; 6:949. [PMID: 26617614 PMCID: PMC4639611 DOI: 10.3389/fpls.2015.00949] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2015] [Accepted: 10/17/2015] [Indexed: 05/11/2023]
Affiliation(s)
- Gaurav Sablok
- Plant Functional Biology and Climate Change Cluster (C3), University of Technology SydneySydney, NSW, Australia
- *Correspondence: Gaurav Sablok
| | - Ashish K. Srivastva
- Nuclear Agriculture and Biotechnology Division, Bhabha Atomic Research CentreMumbai, India
| | - Penna Suprasanna
- Nuclear Agriculture and Biotechnology Division, Bhabha Atomic Research CentreMumbai, India
| | - Vesselin Baev
- Department of Plant Physiology and Molecular Biology, University of PlovdivPlovdiv, Bulgaria
| | - Peter J. Ralph
- Plant Functional Biology and Climate Change Cluster (C3), University of Technology SydneySydney, NSW, Australia
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7
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Li J, Reichel M, Li Y, Millar AA. The functional scope of plant microRNA-mediated silencing. TRENDS IN PLANT SCIENCE 2014; 19:750-6. [PMID: 25242049 DOI: 10.1016/j.tplants.2014.08.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2014] [Revised: 08/05/2014] [Accepted: 08/23/2014] [Indexed: 05/26/2023]
Abstract
Deep sequencing has identified a complex set of plant miRNAs that potentially regulates many target genes of high complementarity. Furthermore, the discovery that many plant miRNAs work through a translational repression mechanism, along with the identification of noncanonical targets, has encouraged bioinformatic searches with less stringent parameters, identifying an even wider range of potential targets. Together, these findings suggest that any given plant miRNA family may regulate a highly diverse set of mRNAs. Here we present evolutionary, genetic, and mechanistic evidence that opposes this idea but instead suggests that families of sequence-related miRNAs regulate very few functionally related targets. We propose that complexities beyond complementarity impact plant miRNA target recognition, possibly explaining the current disparity between bioinformatic prediction and functional evidence.
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Affiliation(s)
- Junyan Li
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Marlene Reichel
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Yanjiao Li
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Anthony A Millar
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia.
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8
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Maghuly F, Ramkat RC, Laimer M. Virus versus host plant microRNAs: who determines the outcome of the interaction? PLoS One 2014; 9:e98263. [PMID: 24896088 PMCID: PMC4045720 DOI: 10.1371/journal.pone.0098263] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2014] [Accepted: 04/30/2014] [Indexed: 12/23/2022] Open
Abstract
Considering the importance of microRNAs (miRNAs) in the regulation of essential processes in plant pathogen interactions, it is not surprising that, while plant miRNA sequences counteract viral attack via antiviral RNA silencing, viruses in turn have developed antihost defense mechanisms blocking these RNA silencing pathways and establish a counter-defense. In the current study, computational and stem-loop Reverse Transcription – Polymerase Chain Reaction (RT-PCR) approaches were employed to a) predict and validate virus encoded mature miRNAs (miRs) in 39 DNA-A sequences of the bipartite genomes of African cassava mosaic virus (ACMV) and East African cassava mosaic virus-Uganda (EACMV-UG) isolates, b) determine whether virus encoded miRs/miRs* generated from the 5′/3′ harpin arms have the capacity to bind to genomic sequences of the host plants Jatropha or cassava and c) investigate whether plant encoded miR/miR* sequences have the potential to bind to the viral genomes. Different viral pre-miRNA hairpin sequences and viral miR/miR* length variants occurring as isomiRs were predicted in both viruses. These miRNAs were located in three Open Reading Frames (ORFs) and in the Intergenic Region (IR). Moreover, various target genes for miRNAs from both viruses were predicted and annotated in the host plant genomes indicating that they are involved in biotic response, metabolic pathways and transcription factors. Plant miRs/miRs* from conserved and highly expressed families were identified, which were shown to have potential targets in the genome of both begomoviruses, representing potential plant miRNAs mediating antiviral defense. This is the first assessment of predicted viral miRs/miRs* of ACMV and EACMV-UG and host plant miRNAs, providing a reference point for miRNA identification in pathogens and their hosts. These findings will improve the understanding of host- pathogen interaction pathways and the function of viral miRNAs in Euphorbiaceous crop plants.
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Affiliation(s)
- Fatemeh Maghuly
- Plant Biotechnology Unit (PBU), Department Biotechnology, University of Natural Resources and Life Sciences, BOKU-VIBT, Vienna, Austria
| | - Rose C. Ramkat
- Plant Biotechnology Unit (PBU), Department Biotechnology, University of Natural Resources and Life Sciences, BOKU-VIBT, Vienna, Austria
- Department of Biological Sciences, Egerton University, Nakuru, Kenya
| | - Margit Laimer
- Plant Biotechnology Unit (PBU), Department Biotechnology, University of Natural Resources and Life Sciences, BOKU-VIBT, Vienna, Austria
- * E-mail:
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9
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Sample sequencing of vascular plants demonstrates widespread conservation and divergence of microRNAs. Nat Commun 2014; 5:3722. [PMID: 24759728 DOI: 10.1038/ncomms4722] [Citation(s) in RCA: 126] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2013] [Accepted: 03/26/2014] [Indexed: 01/13/2023] Open
Abstract
Small RNAs are pivotal regulators of gene expression that guide transcriptional and post-transcriptional silencing mechanisms in eukaryotes, including plants. Here we report a comprehensive atlas of sRNA and miRNA from 3 species of algae and 31 representative species across vascular plants, including non-model plants. We sequence and quantify sRNAs from 99 different tissues or treatments across species, resulting in a data set of over 132 million distinct sequences. Using miRBase mature sequences as a reference, we identify the miRNA sequences present in these libraries. We apply diverse profiling methods to examine critical sRNA and miRNA features, such as size distribution, tissue-specific regulation and sequence conservation between species, as well as to predict putative new miRNA sequences. We also develop database resources, computational analysis tools and a dedicated website, http://smallrna.udel.edu/. This study provides new insights on plant sRNAs and miRNAs, and a foundation for future studies.
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10
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Su C, Yang X, Gao S, Tang Y, Zhao C, Li L. Identification and characterization of a subset of microRNAs in wheat (Triticum aestivum L.). Genomics 2014; 103:298-307. [PMID: 24667243 DOI: 10.1016/j.ygeno.2014.03.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2013] [Revised: 01/29/2014] [Accepted: 03/10/2014] [Indexed: 01/06/2023]
Abstract
MicroRNAs (miRNAs) represent a class of endogenous regulator for post-transcriptionally modulating gene expression. Elucidating complete miRNA repertoires for individual species is a long-desired goal in miRNA research. So far only 42 have been annotated for common wheat (Triticum aestivum) due to its large genome. Here, we employed miRDeep-P, a program developed previously for retrieving miRNAs from deep sequencing data in plants, to parse 14 sequenced small RNA libraries of wheat using expression sequence tags (ESTs) as the reference in lieu of a complete genome sequence. This effort identified 145 miRNAs along with the corresponding stem-looped precursors with many differentially expressed in development and associated with powdery mildew infection. Examination of the phylogenetic distribution of these miRNAs and their target genes revealed that many are conserved in monocots. The set of miRNAs identified in this study is thus useful to further miRNA research in wheat and other important cereal crop species.
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Affiliation(s)
- Chun Su
- Engineering and Technique Research Center of Hybrid Wheat, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China; Department of Biology, University of Virginia, Charlottesville, VA 22904, USA
| | - Xiaozeng Yang
- Department of Biology, University of Virginia, Charlottesville, VA 22904, USA
| | - Shiqing Gao
- Engineering and Technique Research Center of Hybrid Wheat, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China
| | - Yimiao Tang
- Engineering and Technique Research Center of Hybrid Wheat, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China
| | - Changping Zhao
- Engineering and Technique Research Center of Hybrid Wheat, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China.
| | - Lei Li
- Engineering and Technique Research Center of Hybrid Wheat, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China; Department of Biology, University of Virginia, Charlottesville, VA 22904, USA.
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Sablok G, Milev I, Minkov G, Minkov I, Varotto C, Yahubyan G, Baev V. isomiRex: web-based identification of microRNAs, isomiR variations and differential expression using next-generation sequencing datasets. FEBS Lett 2013; 587:2629-34. [PMID: 23831580 DOI: 10.1016/j.febslet.2013.06.047] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2013] [Revised: 06/22/2013] [Accepted: 06/25/2013] [Indexed: 01/04/2023]
Abstract
We present an open-access web platform isomiRex, to identify isomiRs and on the fly graphical visualization of the differentially expressed miRNAs in control as well as treated library. The open-access web-platform is not restricted only to NGS sequence dataset from animals and potentially analyzes a wider dataset for plants, animals and viral NGS dataset supporting miRBase (version 19 supporting 193 species). The platform can handle the bloated amount of the read counts and reports the annotated microRNAs from plant, animal and viral NGS datasets. isomiRex also provides an estimation of the the isomiRs, of miRNAs with higher copy number relative to their mature reference sequences indexed in miRBase (version 19 supporting 193 species). Visually enhanced graphs potentially display differentially expressed isomiRs, which will help the user to demonstrate and correlate the abundance of the isomiR as a signature event to the specific condition. An additional module for estimating the differential expression has been implemented allowing the users to postulate the differential expression across the user input samples. The developed web-platform can be accessed at http://bioinfo1.uni-plovdiv.bg/isomiRex/.
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Affiliation(s)
- Gaurav Sablok
- Department of Biodiversity and Molecular Ecology, Research and Innovation Centre, Fondazione Edmund Mach, Via E Mach 1, 38010S Michele all'Adige, TN, Italy.
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