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Identification and characterization of microRNA expression in Ginkgo biloba L. leaves

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Abstract

Ginkgo biloba L., an extant primitive gymnosperm species, occupies an important position in the evolution of the plant kingdom. Furthermore, its leaves contain a large number of active, medicinally valuable compounds; therefore, it is also an important tree economically. MicroRNAs (miRNAs) are important regulators of gene expression implicated in controlling plant development and environmental interaction. Extensive studies of miRNAs have been performed in angiosperms, but no reports have focused on small RNAs in the basal gymnosperm G. biloba. Here, we used Illumina next-generation sequencing HiSeq™ 2000 platform to identify and quantitatively profile small RNAs in G. biloba leaves. A total of 13,414,548 and 12,293,511 reads, containing 202 and 201 known miRNAs, belonging to 82 and 78 families, were sequenced from two small RNA libraries constructed from female and male leaves, respectively. We also identified 174/174 novel miRNAs in the female/male leaves of G. biloba. Relative expression levels of the miRNAs and the precursor sequences of several of the known and novel miRNAs were further validated by subcloning and quantitative real-time PCR (qRT-PCR). Target predictions of the 380 and 340 known miRNAs, from female and male leaves, resulted in 2116 and 2002 target genes, while those of the 155 and 158 novel miRNAs resulted in 596 and 793 target genes, respectively. KEGG annotation analysis revealed that high-ranked miRNA-target genes are implicated in plant-pathogen interactions, plant hormone signal transduction, and flavonoid biosynthesis. Taken together, we identified a large number of miRNAs in mature female and male G. biloba leaves for the first time. We ascertained that the regulatory networks of the miRNAs are involved in many different primary biological processes based on potential target designations.

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References

  • Allen E, Xie Z, Gustafson AM, Carrington JC (2005) microRNA-directed phasing during trans-acting siRNA biogenesis in plants. Cell 121:207–221

    Article  CAS  PubMed  Google Scholar 

  • An LH, Wang BJ, Ji CJ (2007) Review of reproductive characters in Ginkgo and Cycads. Acta Bot Boreal-Occident Sin 11:2339–2345

    Google Scholar 

  • Axtell MJ, Bartel DP (2005) Antiquity of microRNAs and their targets in land plants. Plant Cell 17:1658–1673

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Barakat A, Wall K, Leebens-Mack J, Wang YJ, Carlson JE, dePamphilis CW (2007) Large-scale identification of microRNAs from a basal eudicot (Eschscholzia californica) and conservation in flowering plants. Plant J 51:991–1003

    Article  CAS  PubMed  Google Scholar 

  • Boccara M, Sarazin A, Thiébeauld O, Jay F, Voinnet O, Navarro L, Colot V (2014) The Arabidopsis miR472-RDR6 silencing pathway modulates PAMP- and effector-triggered immunity through the post-transcriptional control of disease resistance genes. PLoS Pathogens e1003883

  • Brenner ED, Katari MS, Stevenson DW, Rudd SA, Douglas AW, Moss WN, Twigg RW, Runko SJ, Stellari GM, McCombie WR, Coruzzi GM (2005) EST analysis in Ginkgo biloba: an assessment of conserved developmental regulators and gymnosperm specific genes. BMC Genomics 6:143

    Article  PubMed Central  PubMed  Google Scholar 

  • Chitwood DH, Guo M, Nogueira FT, Timmermans MC (2007) Establishing leaf polarity: the role of small RNAs and positional signals in the shoot apex. Development 134:813–823

    Article  CAS  PubMed  Google Scholar 

  • Cuperus JT, Fahlgren N, Carrington JC (2011) Evolution and functional diversification in miRNA genes. Plant Cell 23:431–442

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Dolgosheina EV, Morin RD, Aksay G, Sahinalp SC, Magrini V, Mardis ER, Mattsson J, Unrau PJ (2008) Conifers have a unique small RNA silencing signature. RNA 14:1508–1515

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Emery JF, Floyd SK, Alvarez J, Eshed Y, Hawker NP, Izhaki A, Baum SF, Bowman JL (2003) Radial patterning of Arabidopsis shoots by class III HD-ZIP and KANADI GENES. Curr Biol 13:1768–1774

    Article  CAS  PubMed  Google Scholar 

  • Fahlgren N, Sullivan CM, Kasschau KD, Chapman EJ, Cumbie JS, Montgomery TA (2009) Computational and analytical framework for small RNA profiling by high-throughput sequencing. RNA 15:992–1002

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Gardner PP, Daub J, Tate J, Moore BL, Osuch IH, Griffiths-Jones S, Finn RD, Nawrocki EP, Kolbe DL, Eddy SR, Bateman A (2011) Rfam: wikipedia, clans and the “decimal” release. Nucleic Acids Res 39:141–145

    Article  Google Scholar 

  • Griffiths-Jones S, Saini HK, van Dongen S, Enright AJ (2008) miRBase: tools for microRNA genomics. Nucleic Acids Res 36:154–158

    Article  Google Scholar 

  • Gupta OP, Sharma P, Gupta RK, Sharma I (2013) Current status on role of miRNAs during plant-fungus interaction. Physiol Mol Plant Pathol 85:1–7

    Article  Google Scholar 

  • Han R, Jian C, Lv JY, Yan Y, Chi Q, Li ZJ, Wang Q, Zhang J, Liu X, Zhao HX (2014) Identification and characterization of microRNAs in the flag leaf and developing seed of wheat (Triticum aestivum L.). BMC Genomics 15:289

    Article  PubMed Central  PubMed  Google Scholar 

  • Hepworth J, Lenhard M (2014) Regulation of plant lateral-organ growth by modulating cell number and size. Curr Opin Plant Biol 17:36–42

    Article  PubMed  Google Scholar 

  • Jin B, Wang D, Lu Y, Jiang XX, Zhang M, Zhang L, Wang L (2012) Female short shoot and ovule development in Ginkgo biloba L. with emphasis on structures associated with wind pollination. Int Sch Res Netw 230685 doi:10.5402/2012/230685

  • Jinek M, Doudna JA (2008) A three-dimensional view of the molecular machinery of RNA interference. Nature 457:405–412

    Article  Google Scholar 

  • Jing J, Hong J, Shuquan Y, Guomo Z (2008) Sex-linked photosynthetic physiologic research and the evolutionary ecological analysis in living fossil plant, Ginkgo biloba L. Acta Ecol Sin 28:1128–1136

    Article  Google Scholar 

  • Jones-Rhoades MW, Bartel DP, Bartel B (2006) MicroRNAs and their regulatory roles in plants. Annu Rev Plant Biol 57:19–53

    Article  CAS  PubMed  Google Scholar 

  • Jung JH, Seo PJ, Park CM (2009) MicroRNA biogenesis and function in higher plants. Plant Biotechnol Rep 3:111–126

    Article  Google Scholar 

  • Kidner CA, Martienssen RA (2005) The developmental role of microRNA in plants. Curr Opin Plant Biol 8:38–44

    Article  CAS  PubMed  Google Scholar 

  • Kim BH, Kwon Y, Lee BH, Nam KH (2014) Overexpression of miR172 uppresses the brassinosteroid signaling defects of bak1 in Arabidopsis. Biochem Biophys Res Commun 447(3):479–484

    Article  CAS  PubMed  Google Scholar 

  • Kutter C, Schöb H, Stadler M, Meins FJ, Si-Ammour A (2007) MicroRNA-mediated regulation of stomatal development in Arabidopsis. Plant Cell 19:2417–2429

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Li R, Yu C, Li Y, Lam TW, Yiu SM, Kristiansen K, Wang J (2009) SOAP2: an improved ultrafast tool for short read alignment. Bioinformatics 25:1966–1967

    Article  CAS  PubMed  Google Scholar 

  • Lin XH, Zhang J, Li Y, Luo HM, Wu Q, Sun C, Song JY, Li XW, Wei JH, Lu AP, Qian ZZ, Khan IA, Chen SL (2011) Functional genomics of living fossil tree, Ginkgo, based on next-generation sequencing technology. Physiol Plant 143:207–218

    Article  CAS  PubMed  Google Scholar 

  • Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2—△△Ct method. Methods 25:402–408

    Article  CAS  PubMed  Google Scholar 

  • Magallón S, Hilu KW, Quandt D (2013) Land plant evolutionary timeline: gene effects are secondary to fossil constraints in relaxed clock estimation of age and substitution rates. Am J Bot 100:556–573

    Article  PubMed  Google Scholar 

  • Mallory AC, Bartel DP, Bartel B (2005) MicroRNA-directed regulation of Arabidopsis AUXIN RESPONSE FACTOR17 is essential for proper development and modulates expression of early auxin response genes. Plant Cell 17:1360–1375

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Meyers BC, Axtell MJ, Bartel B, Bartel DP, Baulcombe D, Bowman JL, Cao X, Carrington JC, Chen X, Green PJ, Griffiths-Jones S, Jacobsen SE, Mallory AC, Martienssen RA, Poethiq RS, Qi Y, Vaucheret H, Voinnet O, Watanabe Y, Weiqel D, Zhu JK (2008) Criteria for annotation of plant microRNAs. Plant Cell 20:3186–3190

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Nag A, King S, Jack T (2009) miRNA319a targeting of TCP4 is critical for petal growth and development in Arabidopsis. Proc Natl Acad Sci U S A 106:22534–22539

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Nikovics K, Blein T, Peaucelle A, Ishida T, Morin H, Aida M, Laufs P (2006) The balance between the mir164A and CUC2 genes controls leaf margin serration in Arabidopsis. Plant Cell 18:2929–2945

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Palatnik JF, Allen E, Wu X, Schommer C, Schwab R, Carrington JC, Weigle D (2003) Control of leaf morphogenesis by microRNAs. Nature 425:257–263

    Article  CAS  PubMed  Google Scholar 

  • Qiu DY, Pan XP, Wilson IW, Li FL, Liu M, Teng WJ, Zhang BH (2009) High throughput sequencing technology reveals that the taxoid elicitor methyl jasmonate regulates microRNA expression in Chinese yew (Taxus chinensis). Gene 436:37–44

    Article  CAS  PubMed  Google Scholar 

  • Qiu ZB, Li XJ, Zhao YY, Zhang MM, Wan YL, Cao DC, Lu SF, Lin JX (2015) Genome-wide analysis reveals dynamic changes in expression of microRNAs during vascular cambium development in Chinese fir, Cunninghamia lanceolata. J Exp Bot. doi:10.1093/jxb/erv103

    Google Scholar 

  • Reyes JL, Chua NH (2007) ABA induction of miR159 controls transcript levels of two MYB factors during Arabidopsis seed germination. Plant J 49:592–606

    Article  CAS  PubMed  Google Scholar 

  • Rhoades MW, Reinhart BJ, Lim LP, Burge CB, Bartel B, Bartel DP (2002) Prediction of plant microRNA targets. Cell 110:513–520

    Article  CAS  PubMed  Google Scholar 

  • Rodriguez RE, Mecchia MA, Debernardi JM, Schommer C, Weigel D, Palatnik JF (2010) Control of cell proliferation in Arabidopsis thaliana by microRNA miR396. Development 137:103–112

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Schwab R, Palatnik JF, Riester M, Schommer C, Schmid M, Weigel D (2005) Specific effects of microRNAs on the plant transcriptome. Dev Cell 8:517–527

    Article  CAS  PubMed  Google Scholar 

  • Singh B, Kaur P, Gopichand SRD, Ahuja PS (2008) Biology and chemistry of Ginkgo biloba. Fitoterapia 79:401–418

    Article  CAS  PubMed  Google Scholar 

  • Stefanovits-Bányai E, Szentmihályi K, Hegedus A, Koczka N, Váli L, Taba G, Blázovics A (2006) Metal ion and antioxidant alterations in leaves between different sexes of Ginkgo biloba L. Life Sci 78:1049–1056

    Article  PubMed  Google Scholar 

  • Tang GL (2010) Plant microRNAs: an insight into their gene structures and evolution. Semi Cell Dev Biol 21:782–789

    Article  CAS  Google Scholar 

  • Voinnet O (2009) Origin, biogenesis, and activity of plant microRNAs. Cell 136:669–687

    Article  CAS  PubMed  Google Scholar 

  • Wan LC, Wang F, Guo XQ, Lu SF, Qiu ZB, Zhao YY, Zhang HY, Lin JX (2012a) Identification and characterization of small non-coding RNAs from Chinese fir by high throughput sequencing. BMC Plant Biol 12:146

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wan LC, Zhang HY, Lu SF, Zhang L, Qiu ZB, Zhao YY, Zeng QY, Lin JX (2012b) Transcriptome-wide identification and characterization of miRNAs from Pinus densata. BMC Genomics 13:132

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang JW, Wang LJ, Mao YB, Cai WJ, Xue HW, Chen XY (2005) Control of root cap formation by microRNA-targeted auxin response factors in Arabidopsis. Plant Cell 17:2204–2216

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang YQ, Shen JK, Berglund T, Ohlsson BA, Tang XF, Zhou ZK, Wu RY, Zhou XH, Chen JN (2010) Analysis of expressed sequence tags from Ginkgo mature foliage in China. Tree Genet Genomes 6:357–365

    Article  Google Scholar 

  • Wang L, Liu H, Li D, Ha C (2011) Identification and characterization of maize microRNAs involved in the very early stage of seed germination. BMC Genomics 12:154

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Yao Y, Guo G, Ni Z, Sunkar R, Du J, Zhu JK, Sun Q (2007) Cloning and characterization of microRNAs from wheat (Triticum aestivum L.). Genome Biol 8:R96

    Article  PubMed Central  PubMed  Google Scholar 

  • Zhang BH, Pan XP, Cannon CH, Cobb GP, Anderson TA (2006) Conservation and divergence of plant microRNA genes. Plant J 46:243–259

    Article  CAS  PubMed  Google Scholar 

  • Zhang N, Sun GL, Dai JG, Yang YF, Liu HW, Qiu DY (2013) Sequencing and analysis of the transcriptome of Ginkgo biloba L. cells. China Biotechnol 33:112–119

    CAS  Google Scholar 

  • Zhang R, Murat F, Pont C, Langin T, Salse J (2014) Paleo-evolutionary plasticity of plant disease resistance genes. BMC Genomics 15:187

    Article  PubMed Central  PubMed  Google Scholar 

  • Zuker M (2003) Mfold wed server for nucleic acid folding and hybridization prediction. Nucleic Acids Res 13:3406–3415

    Article  Google Scholar 

Download references

Acknowledgments

This work was financially supported by the National Natural Science Foundation of China (No. 31200145) and the Three New Forestry Engineering Foundation of Jiangsu Province (No. lysx[2013]05), (No. lysx[2014]12).

Competing interests

The authors declare that they have no competing interests.

Authors’ contributions

LW and BJ participated in the design of the study, performed the experimental work, and drafted the manuscript. JGZ and MZ contributed the bioinformatic analyses and drafted the manuscript, KGL, WXL, ZGL, and CQZ contributed the bioinformatic analyses. All authors read and approved the final manuscript.

Data archive statement

All of the raw and processed data of small RNA sequences in this research have been deposited in Gene Expression Omnibus (GEO) under the accession GSE65229.

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Correspondence to Biao Jin.

Additional information

Communicated by A. Brunner

This article is part of Topical Collection on Gene Expression

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary materials S1

All the primers used in this study, including eight pairs of primers for quantitative real-time PCR and twenty-three pairs of primers for precursor sequences of G. biloba. (XLS 22 kb)

Supplementary materials S2

The file shows the information of known miRNAs in female and male leaves of G. biloba, including family members, mature sequence, length, amount of expression, as well as homology analysis. (XLS 73 kb)

Supplementary materials S3

Fold-back structures for known miRNA from the mature leaves of G. biloba. Precursor sequences for known miRNAs were shown in black letters with miRNA sequences highlighted in red. Precursor secondary structures and MEF value were produced using the MFOLD software. (DOC 441 kb)

Supplementary materials S4

(a) The pre-miRNA sequences by PCR amplification and sequencing. (b) The real-time quantitative PCR gel of 8 selected miRNAs. The numbers 1 and 2 showed that the bands amplified using cDNAs as templates obtained from mature female and male leaves, respectively. M denoted markers. (DOC 1875 kb)

Supplementary materials S5

The file shows the information of novel miRNAs in female and male leaves of G. biloba, including mature miRNA sequence, length of precursor (LP), minimal folding free energy (MFE) and transcripts per quarter million (TPM). (XLS 38 kb)

Supplementary materials S6

Fold-back structures for novel miRNA from the mature leaves of G. biloba. Precursor sequences for novel miRNAs were shown in black letters with miRNA sequences highlighted in red. Precursor secondary structures and MEF value were produced using the MFOLD software. (DOC 192 kb)

Supplementary materials S7

Analysis of miRNAs nucleotide bias in two libraries (a) Analysis of first nucleotide bias of miRNAs in the female leaves. (b) Analysis of first nucleotide bias of miRNAs in the male leaves. (c) Analysis of each nucleotide bias of miRNAs in female leaves. (d) Analysis of each nucleotide bias of miRNAs in male leaves. Red A, blue U, brown G, green C. (DOC 503 kb)

Supplementary materials S8

List of the top 20 KEGG pathways in female and male leaves. (XLS 178 kb)

Supplementary materials S9

The 24 known miRNA targets and their putative functions. (XLS 29 kb)

Supplementary materials S10

The 13 novel miRNA targets and their putative functions. (XLS 26 kb)

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Wang, L., Zhao, J., Zhang, M. et al. Identification and characterization of microRNA expression in Ginkgo biloba L. leaves. Tree Genetics & Genomes 11, 76 (2015). https://doi.org/10.1007/s11295-015-0897-3

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  • DOI: https://doi.org/10.1007/s11295-015-0897-3

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