Abstract
Main Conclusion
A set of novel and known dehydration-responsive miRNAs have been identified in foxtail millet. These findings provide new insights into understanding the functional role of miRNAs and their respective targets in regulating plant response to dehydration stress.
MicroRNAs perform significant regulatory roles in growth, development and stress response of plants. Though the miRNA-mediated gene regulatory networks under dehydration stress remain largely unexplored in plant including foxtail millet (Setaria italica), which is a natural abiotic stress tolerant crop. To find out the dehydration-responsive miRNAs at the global level, four small RNA libraries were constructed from control and dehydration stress treated seedlings of two foxtail millet cultivars showing contrasting tolerance behavior towards dehydration stress. Using Illumina sequencing technology, 55 known and 136 novel miRNAs were identified, representing 22 and 48 miRNA families, respectively. Eighteen known and 33 novel miRNAs were differentially expressed during dehydration stress. After the stress treatment, 32 dehydration-responsive miRNAs were up-regulated in tolerant cultivar and 22 miRNAs were down-regulated in sensitive cultivar, suggesting that miRNA-mediated molecular regulation might play important roles in providing contrasting characteristics to these cultivars. Predicted targets of identified miRNAs were found to encode various transcription factors and functional enzymes, indicating their involvement in broad spectrum regulatory functions and biological processes. Further, differential expression patterns of seven known miRNAs were validated by northern blot and expression of ten novel dehydration-responsive miRNAs were confirmed by SL-qRT PCR. Differential expression behavior of five miRNA-target genes was verified under dehydration stress treatment and two of them also validated by RLM RACE. Overall, the present study highlights the importance of dehydration stress-associated post-transcriptional regulation governed by miRNAs and their targets in a naturally stress-tolerant model crop.
Similar content being viewed by others
Abbreviations
- GRF:
-
Growth regulating factor
- MFE:
-
Minimum fold energy
- miRNA*:
-
MicroRNA star
- RLM-5′ Race:
-
RNA ligase mediated 5′ rapid amplification of cDNA ends
- RPM:
-
Reads per million
- SBP:
-
Squamosa promoter-binding protein
- SL-qRT:
-
Stem loop quantitative real time PCR
References
Ahuja I, de Vos RCH, Bones AM, Hall RD (2010) Plant molecular stress responses face climate change. Trends Plant Sci 15:664–674
Allen E, Xie Z, Gustafson A, Sung G, Spatafora J, Carrington J (2004) Evolution of microRNA genes by inverted duplication of target gene sequences in Arabidopsis thaliana. Nat Genet 36:1282–1290
Baldwin L, Domon JM, Klimek JF, Fournet F, Sellier H, Gillet F, Pelloux J, Lejeune-Hénaut I, Carpita NC, Rayon C (2014) Structural alteration of cell wall pectins accompanies pea development in response to cold. Phytochemistry 104:37–47
Barakat A, Sriram A, Park J, Zhebentyayeva T, Main D, Abbott A (2012) Genome wide identification of chilling responsive microRNAs in Prunus persica. BMC Genom 13:1–11
Bartel D (2004) MicroRNAs: genomics, biogenesis, mechanism, and function. Cell 116:281–297
Bennetzen J, Schmutz J, Wang H et al (2012) Reference genome sequence of the model plant Setaria. Nat Biotechnol 30:555–561
Bologna N, Schapire A, Palatnik J (2013) Processing of plant microRNA precursors. Brief Funct Genomics 12:37–45
Boualem A, Laporte P, Jovanovic M, Laffont C, Plet J, Combier J-P, Niebel A, Crespi M, Frugier F (2008) MicroRNA166 controls root and nodule development in Medicago truncatula. Plant J 54:876–887
Brodersen P, Sakvarelidze-Achard L, Bruun-Rasmussen M, Dunoyer P, Yamamoto Y, Sieburth L, Voinnet O (2008) Widespread translational inhibition by plant miRNAs and siRNAs. Science 320:1185–1190
Cheah BH, Nadarajah K, Divate MD, Wickneswari R (2015) Identification of four functionally important microRNA families with contrasting differential expression profiles between drought-tolerant and susceptible rice leaf at vegetative stage. BMC Genom 16:692
Chen X (2005) microRNA biogenesis and function in plants. FEBS Lett 579:5923–5931
Chen X (2009) Small RNAs and their roles in plant development. Annu Rev Cell Devel Biol 25:21–44
Chen C, Ridzon D, Broomer A, Zhou Z, Lee D, Nguyen J, Barbisin M, Xu N, Mahuvakar V, Andersen M (2005) Real-time quantification of microRNAs by stem-loop RT-PCR. Nucleic Acids Res 33:e179
Chen L, Ren Y, Zhang Y, Xu J, Sun F, Zhang Z, Wang Y (2012a) Genome-wide identification and expression analysis of heat-responsive and novel microRNAs in Populus tomentosa. Gene 504:160–165
Chen L, Wang T, Zhao M, Tian Q, Zhang W (2012b) Identification of aluminum-responsive microRNAs in Medicago truncatula by genome-wide high-throughput sequencing. Planta 235:375–386
Colaiacovo M, Subacchi A, Bagnaresi P, Lamontanara A, Cattivelli L, Facciol P (2010) A computational-based update on microRNAs and their targets in barley (Hordeum vulgare L.). BMC Genom 11:595
Cuperus JT, Fahlgren N, Carrington JC (2011) Evolution and functional diversification of MIRNA genes. Plant Cell 23:431–442
Dai X, Zhao PX (2011) psRNATarget: a plant small RNA target analysis server. Nucleic Acids Res 39:W155–W159
Diao X (2007) Foxtail millet production and future development direction in China. In: Chai Y, Wan SH (eds) Reports on minor grain development in China. Chinese Agri Sci Tech Press, Beijing, pp 32–43
Ding Y, Tao Y, Zhu C (2013) Emerging roles of microRNAs in the mediation of drought stress response in plants. J Exp Bot 64:3077–3086
Fahlgren N, Howell M, Kasschau K, Chapman E, Sullivan C, Cumbie J, Givan S, Law T, Grant S, Dangl J (2007) High-throughput sequencing of Arabidopsis microRNAs: evidence for frequent birth and death of MIRNA genes. PLoS One 2:e219
Fang Y, Xie K, Xiong L (2014) Conserved miR164-targeted NAC genes negatively regulate drought resistance in rice. J Exp Bot 65:2119–2135
Fujii H, Chiou T, Lin S, Aung K, Zhu J (2005) A miRNA involved in phosphate-starvation response in Arabidopsis. Curr Biol 15:2038–2204. doi:10.1016/j.cub.2005.10.016
Gao Z, Shi T, Luo X, Zhang Z, Zhuang W, Wang L (2012) High-throughput sequencing of small RNAs and analysis of differentially expressed microRNAs associated with pistil development in Japanese apricot. BMC Genom 13:371
Gentile A, Dias LI, Mattos RS, Ferreira TH, Menossi M (2015) MicroRNAs and drought responses in sugarcane. Front Plant Sci 6:58
Goodstein DM, Shu S, Howson R, Neupane R, Hayes RD, Fazo J, Mitros T, Dirks W, Hellsten U, Putnam N, Rokhsar DS (2012) Phytozome: a comparative platform for green plant genomics. Nucleic Acids Res 40:D1178–D1186
Gu Y, Liu Y, Zhang J, Liu H, Hu Y, Du H, Li Y, Chen J, Wei B, Huang Y (2013) Identification and characterization of microRNAs in the developing maize endosperm. Genomics 102:472–478
Han J, Xie H, Sun Q, Wang J, Lu M, Wang W, Guo E, Pan J (2014) Bioinformatic identification and experimental validation of miRNAs from foxtail millet (Setaria italica). Gene 546:367–377
Hawker NP, Bowman JL (2004) Roles for Class III HD-Zip and KANADI genes in Arabidopsis root development. Plant Physiol 135:2261–2270
Hofacker IL, Fontana W, Stadler PF, Bonhoeffer LS, Tacker M, Schuster P (1994) Fast folding and comparison of RNA secondary structures. Monatsh Chem 125:167–188
Hsieh L-C, Lin S-I, Shih AC-C, Chen J-W, Lin W-Y, Tseng C-Y, Li W-H, Chiou T-J (2009) Uncovering small RNA-mediated responses to phosphate deficiency in Arabidopsis by deep sequencing. Plant Physiol 151:2120–2132
Jeong D-H, Park S, Zhai J, Gurazada SGR, De Paoli E, Meyers BC, Green PJ (2011) Massive analysis of rice small RNAs: mechanistic implications of regulated microRNAs and variants for differential target RNA cleavage. Plant Cell 23:4185–4207
Jia G, Huang X, Zhi H et al (2013) A haplotype map of genomic variations and genome-wide association studies of agronomic traits in foxtail millet (Setaria italica). Nature Genet 45:957–961
Jones-Rhoades M, Bartel D, Bartel B (2006) MicroRNAS and their regulatory roles in plants. Annu Rev Plant Biol 57:19–53
Khan Y, Yadav A, Bonthala VS, Muthamilarasan M, Yadav CB, Prasad M (2014) Comprehensive genome-wide identification and expression profiling of foxtail millet [Setaria italica (L.)] miRNAs in response to abiotic stress and development of miRNA database. Plant Cell Tiss Organ Cult 118:279–292
Khraiwesh B, Zhu J-K, Zhu J (2012) Role of miRNAs and siRNAs in biotic and abiotic stress responses of plants. Biochim Biophys Acta 1819:137–148
Kole C, Muthamilarasan M, Henry R, Edwards D, Sharma R, Abberton M, Batley J, Bentley A, Blakeney M, Bryant J, Cai H et al (2015) Application of genomics-assisted breeding for generation of climate resilient crops: progress and prospects. Front Plant Sci 6:563
Kubacka-Zebalska M, Kacperska A (1999) Low temperature-induced modifications of cell wall content and polysaccharide composition in leaves of winter oilseed rape (Brassica napus L. var. oleifera L.). Plant Sci 148:59–67
Kumar K, Muthamilarasan M, Prasad M (2013) Reference genes for quantitative real-time PCR analysis in the model plant foxtail millet (Setaria italica L.) subjected to abiotic stress conditions. Plant Cell Tissue Organ Cult 115:13–22
Lata C, Bhutty S, Bahadur RP, Majee M, Prasad M (2011) Association of an SNP in a novel DREB2-like gene SiDREB2 with stress tolerance in foxtail millet [Setaria italica (L.)]. J Exp Bot 62:3387–3401
Lata C, Gupta S, Prasad M (2013) Foxtail millet: a model crop for genetic and genomic studies in bioenergy grasses. Crit Rev Biotechnol 33:328–343
Law JA, Jacobsen SE (2010) Establishing, maintaining and modifying DNA methylation patterns in plants and animals. Nat Rev Genet 11:204–220
Lelandais-Briere C, Naya L, Sallet E, Calenge F, Frugier F, Hartmann C, Gouzy J, Crespi M (2009) Genome-wide Medicago truncatula small RNA analysis revealed novel microRNAs and isoforms differentially regulated in roots and nodules. Plant Cell 21:2780–2796
Li B, Qin Y, Duan H, Yin W, Xia X (2011) Genome-wide characterization of new and drought stress responsive microRNAs in Populus euphratica. J Exp Bot 62:3765–3779
Li B, Duan H, Li J, Deng X, Yin W, Xia X (2013) Global identification of miRNAs and targets in Populus euphratica under salt stress. Plant Mol Biol 81:525–539
Liang G, Yang F, Yu D (2010) MicroRNA395 mediates regulation of sulfate accumulation and allocation in Arabidopsis thaliana. Plant J 62:1046–1057
Lin Y, Lai Z (2013) Comparative analysis reveals dynamic changes in miRNAs and their targets and expression during somatic embryogenesis in longan (Dimocarpus longan Lour.). PLoS One 8:e60337
Liu H, Tian X, Li Y, Wu C, Zheng C (2008) Microarray-based analysis of stress-regulated microRNAs in Arabidopsis thaliana. RNA 14:836–843
Liu D, Song Y, Chen Z, Yu D (2009) Ectopic expression of miR396 suppresses GRF target gene expression and alters leaf growth in Arabidopsis. Physiol Plant 136:223–236
Livak K, Schmittgen T (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2∆(-Delta Delta CT) method. Methods 25:402–408
Lu C, Meyers BC, Green PJ (2007) Construction of small RNA cDNA libraries for deep sequencing. Methods 43:110–117
Macovei A, Gill SS, Tuteja N (2012) microRNAs as promising tools for improving stress tolerance in rice. Plant Signal Behav 7:1296–1301
Malamy JE (2005) Intrinsic and environmental response pathways that regulate root system architecture. Plant Cell Environ 28:67–77
Martinez G, Forment J, Llave C, Pallas V, Gomez G (2011) High-throughput sequencing, characterization and detection of new and conserved cucumber miRNAs. PLoS One 6:e19523
McCormack JE, Hird SM, Zellmer AJ, Carstens BC, Brumfield RT (2013) Applications of next-generation sequencing to phylogeography and phylogenetics. Mol Phylogenet Evol 66:526–538
Meyers B, Axtell M, Bartel B, Bartel D, Baulcombe D, Bowman J, Cao X, Carrington J, Chen X, Green P (2008) Criteria for annotation of plant microRNAs. Plant Cell 20:3186–3190
Morozova O, Marra M (2008) Applications of next-generation sequencing technologies in functional genomics. Genomics 92:255–264
Muthamilarasan M, Prasad M (2015) Advances in Setaria genomics for genetic improvement of cereals and bioenergy grasses. Theor Appl Genet 128:1–14
Muthamilarasan M, Theriappan P, Prasad M (2013) Recent advances in crop genomics for ensuring food security. Curr Sci 105:155–158
Neumann PM (2008) Coping mechanisms for crop plants in drought-prone environments. Ann Bot 101:901–907
Osakabe Y, Osakabe K, Shinozaki K, Tran L-SP (2014) Response of plants to water stress. Front Plant Sci 5:86
Pant BD, Musialak-Lange M, Nuc P, May P, Buhtz A, Kehr J, Walther D, Scheible W-R (2009) Identification of nutrient-responsive Arabidopsis and rapeseed microRNAs by comprehensive real-time polymerase chain reaction profiling and small RNA sequencing. Plant Physiol 150:1541–1555
Paoletti E, Contran N, Bernasconi P, Günthardt-Goerg MS, Wollenveider P (2010) Structural and physiological responses to ozone in Manna ash (Fraxinus ornus L.) leaves of seedlings and mature trees under controlled and ambient condition. Sci Total Environ 408:2014–2024
Qi X, Xie S, Liu Y, Yi F, Yu J (2013) Genome-wide annotation of genes and noncoding RNAs of foxtail millet in response to simulated drought stress by deep sequencing. Plant Mol Biol 83:459–473
Qie L, Jia G, Zhang W, Schnable J, Shang Z, Li W, Liu B, Li M, Chai Y, Zhi H, Diao X (2014) Mapping of quantitative trait locus (QTLs) that contribute to germination and early seedling drought tolerance in the interspecific cross Setaria italica x Setaria viridis. PLoS One 9:e101868
Rajagopalan R, Vaucheret H, Trejo J, Bartel DP (2006) A diverse and evolutionarily fluid set of microRNAs in Arabidopsis thaliana. Genes Dev 20:3407–3425
Razmjoo K, Heydarizadeh P, Sabzalian MR (2008) Effect of salinity and drought stresses on growth parameters and essential oil content of Matricaria chamomile. Int J Agric Biol 10:451–454
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
Richmond AT, Somerville CR (2000) The cellulose synthase superfamily. Plant Physiol 124:495–498
Schreiber AW, Shi B-J, Huang CY, Langridge P, Baumann U (2011) Discovery of barley miRNAs through deep sequencing of short reads. BMC Genom 12:129
Seifert GJ, Blaukopf C (2010) Irritable walls: the plant extracellular matrix and signaling. Plant Physiol 153:467–478
Sheng L, Chai W, Gong X, Zhou L, Cai R, Li X (2015) Identification and characterization of novel maize mirnas involved in different genetic background. Int J Biol Sci 11:781–793
Shinozaki K, Yamaguchi-Shinozaki K, Seki M (2003) Regulatory network of gene expression in the drought and cold stress responses. Curr Opin Plant Biol 6:410–417
Shuai P, Liang D, Zhang Z, Yin W, Xia X (2013) Identification of drought-responsive and novel Populus trichocarpa microRNAs by high-throughput sequencing and their targets using degradome analysis. BMC Genom 14:233
Skirycz A, Inzé D (2010) More from less: plant growth under limited water. Curr Opin Biotechnol 21:197–203
Sunkar R, Zhu J (2004) Novel and stress-regulated microRNAs and other small RNAs from Arabidopsis. Plant Cell 16:2001–2019
Sunkar R, Kapoor A, Zhu J (2006) Posttranscriptional induction of two Cu/Zn superoxide dismutase genes in Arabidopsis is mediated by downregulation of miR398 and important for oxidative stress tolerance. Plant Cell 18:2051–2065
Trindade I, Capitao C, Dalmay T, Fevereiro M, Santos D (2010) miR398 and miR408 are up-regulated in response to water deficit in Medicago truncatula. Planta 231:705–716
Voinnet O (2009) Origin, biogenesis, and activity of plant microRNAs. Cell 136:669–687
Voorrips RE (2002) MapChart: software for the graphical presentation of linkage maps and QTLs. J Hered 93:77–78
Wang T, Chen L, Zhao M, Tian Q, Zhang W (2011) Identification of drought-responsive microRNAs in Medicago truncatula by genome-wide high-throughput sequencing. BMC Genom 12:367
Wei L, Zhang D, Xiang F, Zhang Z (2009) Differentially expressed miRNAs potentially involved in the regulation of defense mechanism to drought stress in maize seedlings. Int J Plant Sci 170:979–989
Xu L, Wang LJ, Gong YQ, Dai WH, Wang Y, Zhu XW, Wen TC, Liu LW (2012) Genetic linkage map construction and QTL mapping of cadmium accumulation in radish (Raphanus sativus L.). Theor Appl Genet 125:659–670
Xu L, Wang Y, Zhai L, Xu Y, Wang L, Zhu X, Gong Y, Yu R, Limera C, Liu L (2013) Genome-wide identification and characterization of cadmium-responsive microRNAs and their target genes in radish (Raphanus sativus L.) roots. J Exp Bot 64:4271–4287
Yamaguchi-Shinozaki K, Shinozaki K (2006) Transcriptional regulatory networks in cellular responses and tolerance to dehydration and cold stresses. Annu Rev Plant Biol 57:781–803
Yang F, Liang G, Liu D, Yu D (2009) Arabidopsis miR396 mediates the development of leaves and flowers in transgenic tobacco. J Plant Biol 52:475–481
Yang J, Liu X, Xu B, Zhao N, Yang X, Zhang M (2013) Identification of miRNAs and their targets using high-throughput sequencing and degradome analysis in cytoplasmic male-sterile and its maintainer fertile lines of Brassica juncea. BMC Genom 14:9
Yi F, Xie S, Liu Y, Qi X, Yu J (2013) Genome-wide characterization of microRNA in foxtail millet (Setaria italica). BMC Plant Biol 13:212
Zabotin AI, Barisheva TS, Zabotina OA, Larskaya IA, Lozovaya VV, Beldman G, Voragen AGJ (1998) Alterations in cell walls of winter wheat roots during low temperature acclimation. J Plant Physiol 152:473–479
Zeng Q-Y, Yang C-Y, Ma Q-B, Li X-P, Dong W-W, Nian H (2012) Identification of wild soybean miRNAs and their target genes responsive to aluminum stress. BMC Plant Biol 12:182
Zhang B (2015) MicroRNA: a new target for improving plant tolerance to abiotic stress. J Exp Bot 66:1749–1761
Zhang B, Pan X, Cannon C, Cobb G, Anderson T (2006a) Conservation and divergence of plant microRNA genes. Plant J 46:243–259
Zhang B, Pan X, Cox S, Cobb G, Anderson T (2006b) Evidence that miRNAs are different from other RNAs. Cell Mol Life Sci 63:246–254
Zhang B, Pan X, Anderson TA (2006c) Identification of 188 conserved maize microRNAs and their targets. FEBS Lett 580:3753–3762
Zhang JP, Liu TS, Fu JJ, Zhu Y, Jia JP, Zheng J, Zhao YH, Zhang Y, Wang GY (2007) Construction and application of EST library from Setaria italica in response to dehydration stress. Genomics 90:121–131
Zhang J, Xu Y, Huan Q, Chong K (2009) Deep sequencing of Brachypodium small RNAs at the global genome level identifies microRNAs involved in cold stress response. BMC Genom 10:449
Zhao B, Liang R, Ge L, Li W, Xiao H, Lin H, Ruan K, Jin Y (2007) Identification of drought-induced microRNAs in rice. Biochem Biophys Res Commun 354:585–590
Zhou L, Liu Y, Liu Z, Kong D, Duan M, Luo L (2010) Genome-wide identification and analysis of drought-responsive microRNAs in Oryza sativa. J Exp Bot 61:4157–4168
Zhou ZS, Song JB, Yang ZM (2012a) Genome-wide identification of Brassica napus microRNAs and their targets in response to cadmium. J Exp Bot 63:4597–4613
Zhou ZS, Zeng HQ, Liu ZP, Yang ZM (2012b) Genome-wide identification of Medicago truncatula microRNAs and their targets reveals their differential regulation by heavy metal. Plant Cell Environ 35:86–99
Acknowledgments
Authors’ work in the area of foxtail millet genomics is supported by the Core Grant of National Institute of Plant Genome Research, New Delhi, India. Ms. Amita Yadav acknowledges the Research Fellowship received from Council of Scientific and Industrial Research (CSIR), New Delhi, India.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Yadav, A., Khan, Y. & Prasad, M. Dehydration-responsive miRNAs in foxtail millet: genome-wide identification, characterization and expression profiling. Planta 243, 749–766 (2016). https://doi.org/10.1007/s00425-015-2437-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00425-015-2437-7