Identification and characterization of microRNAs in Eucheuma denticulatum by high-throughput sequencing and bioinformatics analysis

ABSTRACT Eucheuma denticulatum, an economically and industrially important red alga, is a valuable marine resource. Although microRNAs (miRNAs) play an essential role in gene post-transcriptional regulation, no research has been conducted to identify and characterize miRNAs in E. denticulatum. In this study, we identified 134 miRNAs (133 conserved miRNAs and one novel miRNA) from 2,997,135 small-RNA reads by high-throughput sequencing combined with bioinformatics analysis. BLAST searching against miRBase uncovered 126 potential miRNA families. A conservation and diversity analysis of predicted miRNA families in different plant species was performed by comparative alignment and homology searching. A total of 4 and 13 randomly selected miRNAs were respectively validated by northern blotting and stem-loop reverse transcription PCR, thereby demonstrating the reliability of the miRNA sequencing data. Altogether, 871 potential target genes were predicted using psRobot and TargetFinder. Target genes classification and enrichment were conducted based on Gene Ontology analysis. The functions of target gene products and associated metabolic pathways were predicted by Kyoto Encyclopedia of Genes and Genomes pathway analysis. A Cytoscape network was constructed to explore the interrelationships of miRNAs, miRNA-target genes and target genes. A large number of miRNAs with diverse target genes will play important roles for further understanding some essential biological processes in E. denticulatum. The uncovered information can serve as an important reference for the protection and utilization of this unique red alga in the future.

[1]  Chuan-Yun Li,et al.  KOBAS 2.0: a web server for annotation and identification of enriched pathways and diseases , 2011, Nucleic Acids Res..

[2]  K. Livak,et al.  Real-time quantification of microRNAs by stem–loop RT–PCR , 2005, Nucleic acids research.

[3]  M. Troell,et al.  Integrated seaweed cultivation on an abalone farm in South Africa , 2008, Journal of Applied Phycology.

[4]  P. Zamore,et al.  Small silencing RNAs: an expanding universe , 2009, Nature Reviews Genetics.

[5]  V. Ambros,et al.  The C. elegans heterochronic gene lin-4 encodes small RNAs with antisense complementarity to lin-14 , 1993, Cell.

[6]  Jinsheng Lai,et al.  Identification of novel maize miRNAs by measuring the precision of precursor processing , 2011, BMC Plant Biology.

[7]  R. J. Tye Industrial and non-food uses for carrageenan , 1989 .

[8]  D. Bartel,et al.  MicroRNAS and their regulatory roles in plants. , 2006, Annual review of plant biology.

[9]  C. Kidner,et al.  Macro effects of microRNAs in plants. , 2003, Trends in genetics : TIG.

[10]  Wenwei Zhang,et al.  Computational identification of 48 potato microRNAs and their targets , 2009, Comput. Biol. Chem..

[11]  R. Pillai MicroRNA function: multiple mechanisms for a tiny RNA? , 2005, RNA.

[12]  Nóra Varga,et al.  Sensitive and specific detection of microRNAs by northern blot analysis using LNA-modified oligonucleotide probes. , 2004, Nucleic acids research.

[13]  D. Jong,et al.  Regulation of pri-microRNA BIC transcription and processing in Burkitt lymphoma , 2007, Oncogene.

[14]  Taraka Ramji Moturu,et al.  A comparison of performance of plant miRNA target prediction tools and the characterization of features for genome-wide target prediction , 2014, BMC Genomics.

[15]  Matthew D. Young,et al.  Gene ontology analysis for RNA-seq: accounting for selection bias , 2010, Genome Biology.

[16]  Fuli Liu,et al.  Conserved and novel heat stress-responsive microRNAs were identified by deep sequencing in Saccharina japonica (Laminariales, Phaeophyta). , 2015, Plant, cell & environment.

[17]  Baohong Zhang,et al.  Identification and characterization of new plant microRNAs using EST analysis , 2005, Cell Research.

[18]  G. Ruvkun,et al.  A uniform system for microRNA annotation. , 2003, RNA.

[19]  An expressed sequence tag approach for cloning of phytochelatin synthase cdna clone from Eucheuma denticulatum (Rhodophyta) , 2008 .

[20]  Stijn van Dongen,et al.  miRBase: tools for microRNA genomics , 2007, Nucleic Acids Res..

[21]  T. Sun,et al.  Solexa Sequencing of Novel and Differentially Expressed MicroRNAs in Testicular and Ovarian Tissues in Holstein Cattle , 2011, International journal of biological sciences.

[22]  J. Nap,et al.  Fast selection of miRNA candidates based on large-scale pre-computed MFE sets of randomized sequences , 2014, BMC Research Notes.

[23]  H. Vaucheret,et al.  MicroRNAs: something important between the genes. , 2004, Current opinion in plant biology.

[24]  Toshihisa Takagi,et al.  Integration of interactive, multi-scale network navigation approach with Cytoscape for functional genomics in the big data era , 2012, BMC Genomics.

[25]  Alfredo Benso,et al.  ReNE: A Cytoscape Plugin for Regulatory Network Enhancement , 2014, PloS one.

[26]  R. Hellens,et al.  Quantitative stem-loop RT-PCR for detection of microRNAs. , 2011, Methods in molecular biology.

[27]  J. Collén,et al.  Halocarbon production and in vivo brominating activity of Eucheuma denticulatum , 1996 .

[28]  L. Jianguo,et al.  THE REASONS CAUSING CATASTROPHIC DEATH IN TROPICAL CARRAGEENAN PRODUCING SEAWEEDS AND THEIR DIFFERENCE IN RESISTANCE TO ILLNESS , 2009 .

[29]  S. Beale Green genes gleaned. , 2005, Trends in plant science.

[30]  Rongcheng Lin,et al.  Transposase-Derived Proteins FHY3/FAR1 Interact with PHYTOCHROME-INTERACTING FACTOR1 to Regulate Chlorophyll Biosynthesis by Modulating HEMB1 during Deetiolation in Arabidopsis[W] , 2012, Plant Cell.

[31]  Z. Yang,et al.  Computational identification of novel microRNAs and targets in Brassica napus , 2007, FEBS letters.

[32]  Cong Zeng,et al.  Identification and characterization of microRNAs involved in growth of blunt snout bream (Megalobrama amblycephala) by Solexa sequencing , 2013, BMC Genomics.

[33]  N. Montaño,et al.  Recruitment of Eucheuma and Kappaphycus on a farm in Tawi-Tawi, Philippines , 1996, Hydrobiologia.

[34]  Meng Wang,et al.  PsRobot: a web-based plant small RNA meta-analysis toolbox , 2012, Nucleic Acids Res..

[35]  Songnian Hu,et al.  Next‐generation small RNA sequencing for microRNAs profiling in the honey bee Apis mellifera , 2010, Insect molecular biology.

[36]  R. Sunkar,et al.  Novel and Stress-Regulated MicroRNAs and Other Small RNAs from Arabidopsis , 2004, The Plant Cell Online.

[37]  M. Nei,et al.  MEGA5: molecular evolutionary genetics analysis using maximum likelihood, evolutionary distance, and maximum parsimony methods. , 2011, Molecular biology and evolution.

[38]  Patrick Xuechun Zhao,et al.  psRNATarget: a plant small RNA target analysis server , 2011, Nucleic Acids Res..

[39]  H. Vaucheret,et al.  Functions of microRNAs and related small RNAs in plants , 2006, Nature Genetics.

[40]  David C Baulcombe,et al.  Cloning and characterization of micro-RNAs from moss. , 2005, The Plant journal : for cell and molecular biology.

[41]  D. Rio Northern blots for small RNAs and microRNAs. , 2014, Cold Spring Harbor protocols.

[42]  Kimberly Van Auken,et al.  WormBase: a multi-species resource for nematode biology and genomics , 2004, Nucleic Acids Res..

[43]  Yun Zheng,et al.  Characterization of small RNAs and their target genes in wheat seedlings using sequencing-based approaches. , 2013, Plant science : an international journal of experimental plant biology.

[44]  Lei Li,et al.  Identification and characterization of a subset of microRNAs in wheat (Triticum aestivum L.). , 2014, Genomics.

[45]  Li Zhang,et al.  Characterization of microRNAs from sheep (Ovis aries) using computational and experimental analyses , 2011, Molecular Biology Reports.

[46]  Hiroyuki Ogata,et al.  KEGG: Kyoto Encyclopedia of Genes and Genomes , 1999, Nucleic Acids Res..

[47]  Juan Wang,et al.  miR2Gene: pattern discovery of single gene, multiple genes, and pathways by enrichment analysis of their microRNA regulators , 2011, BMC Systems Biology.

[48]  D. Bartel MicroRNAs Genomics, Biogenesis, Mechanism, and Function , 2004, Cell.

[49]  E. Glenn,et al.  Growth of the seaweeds Kappaphycus alvarezii, K. striatum and Eucheuma denticulatum as affected by environment in Hawaii , 1990 .

[50]  Bairong Shen,et al.  Performance comparison and evaluation of software tools for microRNA deep-sequencing data analysis , 2012, Nucleic acids research.

[51]  R. Azanza,et al.  Advances in cultivation technology of commercial eucheumatoid species: a review with suggestions for future research. , 2002 .

[52]  M. Ashburner,et al.  Gene Ontology: tool for the unification of biology , 2000, Nature Genetics.

[53]  É. Várallyay,et al.  MicroRNA detection by northern blotting using locked nucleic acid probes , 2008, Nature Protocols.

[54]  X. Ren,et al.  Identification and characterization of miRNAome in tobacco (Nicotiana tabacum) by deep sequencing combined with microarray. , 2012, Gene.

[55]  J. Yoon,et al.  Ruegeria arenilitoris sp. nov., isolated from the seashore sand around a seaweed farm , 2012, Antonie van Leeuwenhoek.

[56]  David C. Baulcombe,et al.  Cloning and characterization of microRNAs from moss , 2005 .

[57]  Kenji Suzuki,et al.  Characterization of the Arabidopsis thaliana mutant pcb2 which accumulates divinyl chlorophylls. , 2005, Plant & cell physiology.

[58]  Susumu Goto,et al.  KEGG for integration and interpretation of large-scale molecular data sets , 2011, Nucleic Acids Res..

[59]  Xiaochen Bo,et al.  TargetFinder: a software for antisense oligonucleotide target site selection based on MAST and secondary structures of target mRNA. , 2005, Bioinformatics.

[60]  R. Poethig,et al.  miSSING LINKS: miRNAs and plant development. , 2003, Current opinion in genetics & development.

[61]  Gene Ontology Consortium The Gene Ontology (GO) database and informatics resource , 2003 .

[62]  K. Kühlmann Evaluations of marine reserves as basis to develop alternative livelihoods in coastal areas of the Philippines , 2002, Aquaculture International.

[63]  Jian-Kang Zhu,et al.  Reconstituting plant miRNA biogenesis , 2008, Proceedings of the National Academy of Sciences.

[64]  Ramanjulu Sunkar,et al.  In silico identification of conserved microRNAs in large number of diverse plant species , 2008, BMC Plant Biology.

[65]  Rodrigo Lopez,et al.  Clustal W and Clustal X version 2.0 , 2007, Bioinform..

[66]  Sean R. Eddy,et al.  Rfam: annotating non-coding RNAs in complete genomes , 2004, Nucleic Acids Res..

[67]  Alessandro Guffanti,et al.  TargetFinder: searching annotated sequence databases for target genes of transcription factors , 1999, Bioinform..

[68]  Thomas Lengauer,et al.  Improved scoring of functional groups from gene expression data by decorrelating GO graph structure , 2006, Bioinform..

[69]  Ruiqiang Li,et al.  SOAP: short oligonucleotide alignment program , 2008, Bioinform..

[70]  E. Glenn,et al.  Photosynthesis and respiration of the tropical red seaweeds, Eucheuma striatum (Tambalang and elkhorn varieties) and E. denticulatum , 1981 .