| BMC Genomics | |
| Identification of differentially expressed genes between sorghum genotypes with contrasting nitrogen stress tolerance by genome-wide transcriptional profiling | |
| Ismail Dweikat2  David Holding3  Chi Zhang3  Anji Reddy Konda1  Yongchao Duo3  Malleswari Gelli2  | |
| [1] Department of Biochemistry, University of Nebraska, Lincoln, NE 68588, USA;Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE 68588, USA;Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA | |
| 关键词: Differentially expressed genes; Genotypes; RNA-seq; Transcriptome; Nitrogen use efficiency; Sorghum; N-stress; | |
| Others : 1217813 DOI : 10.1186/1471-2164-15-179 |
|
| received in 2013-10-04, accepted in 2014-02-21, 发布年份 2014 | |
PDF
|
|
【 摘 要 】
Background
Sorghum is an important cereal crop, which requires large quantities of nitrogen fertilizer for achieving commercial yields. Identification of the genes responsible for low-N tolerance in sorghum will facilitate understanding of the molecular mechanisms of low-N tolerance, and also facilitate the genetic improvement of sorghum through marker-assisted selection or gene transformation. In this study we compared the transcriptomes of root tissues from seven sorghum genotypes having differential response to low-N stress.
Results
Illumina RNA-sequencing detected several common differentially expressed genes (DEGs) between four low-N tolerant sorghum genotypes (San Chi San, China17, KS78 and high-NUE bulk) and three sensitive genotypes (CK60, BTx623 and low-NUE bulk). In sensitive genotypes, N-stress increased the abundance of DEG transcripts associated with stress responses including oxidative stress and stimuli were abundant. The tolerant genotypes adapt to N deficiency by producing greater root mass for efficient uptake of nutrients. In tolerant genotypes, higher abundance of transcripts related to high affinity nitrate transporters (NRT2.2, NRT2.3, NRT2.5, and NRT2.6) and lysine histidine transporter 1 (LHT1), may suggest an improved uptake efficiency of inorganic and organic forms of nitrogen. Higher abundance of SEC14 cytosolic factor family protein transcript in tolerant genotypes could lead to increased membrane stability and tolerance to N-stress.
Conclusions
Comparison of transcriptomes between N-stress tolerant and sensitive genotypes revealed several common DEG transcripts. Some of these DEGs were evaluated further by comparing the transcriptomes of genotypes grown under full N. The DEG transcripts showed higher expression in tolerant genotypes could be used for transgenic over-expression in sensitive genotypes of sorghum and related crops for increased tolerance to N-stress, which results in increased nitrogen use efficiency for sustainable agriculture.
【 授权许可】
2014 Gelli et al.; licensee BioMed Central Ltd.
【 预 览 】
| Files | Size | Format | View |
|---|---|---|---|
| 20150708080753645.pdf | 829KB | ||
| Figure 3. | 41KB | Image | |
| Figure 2. | 77KB | Image | |
| Figure 1. | 60KB | Image |
【 图 表 】
Figure 1.
Figure 2.
Figure 3.
【 参考文献 】
- [1]Maunder AB: Sorghum worldwide. In Sorghum and Millet Diseases. Edited by Leslie JF. Ames, IA, USA: Iowa State Press; 2002:11-17.
- [2]Edwards GE, Franceschi VR, Voznesenskaya EV: Single-cell C4 photosynthesis versus the dual-cell (Kranz) paradigm. Ann Rev Plant Biol 2004, 55:173-196.
- [3]Stitt M, Krapp A: The molecular physiological basis for the interaction between elevated carbon dioxide and nutrients. Plant Cell Environ 1999, 22:583-622.
- [4]Good AG, Shrawat AK, Muench DG: Can less yield more? Is reducing nutrient input into the environment compatible with maintaining crop production? Trends Plant Sci 2004, 9:597-605.
- [5]Zhang H, Forde BG: An Arabidopsis MADS box gene that controls nutrient-induced changes in root architecture. Science 1998, 279:407-409.
- [6]Frink CR, Waggoner PE, Ausubel JH: Nitrogen fertilizer: retrospect and prospect. Proc Natl Acad Sci USA 1999, 96:1175-1180.
- [7]Crawford N, Glass A: Molecular and physiological aspects of nitrate uptake in plants. Trends Plant Sci 1998, 3(10):389-395.
- [8]Crawford NM: Nitrate: nutrient and signal for plant growth. Plant Cell 1995, 7:859-868.
- [9]Lam HM, Coschigano KT, Oliveira IC, Melo-Oliveira R, Coruzzi GM: The molecular-genetics of nitrogen assimilation into amino acids in higher plants. Ann Rev Plant Physiol Plant Mol Biol 1996, 47:569-593.
- [10]Crawford NM, Campbell WH, Davis RW: Nitrate reductase from squash: cDNA cloning and nitrate regulation. Proc Natl Acad Sci USA 1986, 83(21):8073-8076.
- [11]Vidal EA, Araus V, Lu C, Parry G, Green PJ, Coruzzi GM, Gutiérrez RA: Nitrate-responsive miR393/AFB3 regulatory module controls root system architecture in Arabidopsis thaliana. Proc Natl Acad Sci USA 2010, 107:4477-4482.
- [12]Socolow RH: Nitrogen management and the future of food: Lessons from the management of energy and carbon. Proc Natl Acad Sci USA 1999, 96:6001-6008.
- [13]Raun WR, Johnson GV: Improving nitrogen use efficiency for cereal production. Agronomy J 1999, 91:357-363.
- [14]Guo JH, Liu XJ, Zhang Y, Shen JL, Han WX, Zhang WF, Christie P, Goulding KWT: Significant acidification in major Chinese crops. Science 2010, 327:1008-1010.
- [15]Moll RH, Kamprath EJ, Jackson WA: Analysis and interpretation of factors which contribute to efficiency of nitrogen utilization. Agronomy J 1982, 74(3):562-564.
- [16]Kamoshita A, Muchow RC, Cooper M, Fukai S: Genotypic variation for grain yield and grain nitrogen concentration among sorghum hybrids under different levels of nitrogen fertilizer and water supply. Aust J Agric Res 1998, 49:737-747.
- [17]McCullough DE, Aguilaera A, Tollenaar M: N Uptake, N Partitioning and photosynthetic N-use efficiency of an old and a new maize hybrid. Can J Plant Sci 1994, 74:479-484.
- [18]Lemaire G, Charrier X, He´bert Y: Nitrogen uptake capacities of maize and sorghum crops in different nitrogen and water supply conditions. Agronomie 1996, 16:231-246.
- [19]Hirel B, Gouis JL, Ney B, Gallais A: The challenge of improving nitrogen use efficiency in crop plants: towards a more central role for genetic variability and quantitative genetics within integrated approaches. J Exp Bot 2007, 58(9):2369-2387.
- [20]Crawford NM, Forde BG: Molecular and developmental biology of inorganic nitrogen nutrition. Arabidopsis Book 2002, 1:e0011.
- [21]Wang R, Guegler K, LaBrie ST, Crawford NM: Genomic analysis of a nutrient response in Arabidopsis reveals diverse expression patterns and novel metabolic and potential regulatory genes induced by nitrate. Plant Cell 2000, 12(8):1491-1510.
- [22]Peng M, Bi YM, Zhu T, Rothstein SJ: Genome-wide analysis of Arabidopsis responsive transcriptome to nitrogen limitation and its regulation by the ubiquitin ligase gene NLA. Plant Mol Biol 2007, 65:775-797.
- [23]Lian X, Wang S, Zhang J, Feng Q, Zhang L, Fan D, Li X, Yuan D, Han B, Zhang Q: Expression profiles of 10,422 genes at early stage of low nitrogen stress in rice assayed using a cDNA microarray. Plant Mol Biol 2006, 60(5):617-631.
- [24]Bi YM, Kant S, Clarke J, Gidda S, Ming F, Xu J, Rochon A, Shelp BJ, Hao L, Zhao R, Mullen RT, Zhu T, Rothstein SJ: Increased nitrogen-use efficiency in transgenic rice plants over-expressing a nitrogen-responsive early nodulin gene identified from rice expression profiling. Plant Cell Environ 2009, 32(12):1749-1760.
- [25]Chen R, Tian M, Wu X, Huang Y: Differential global gene expression changes in response to low nitrogen stress in two maize inbred lines with contrasting low nitrogen tolerance. Genes Genomics 2011, 33:491-497.
- [26]Hao QN, Zhou XA, Sha AH, Wang C, Zhou R, Chen SL: Identification of genes associated with nitrogen-use efficiency by genome-wide transcriptional analysis of two soybean genotypes. BMC Genomics 2011, 12:525. BioMed Central Full Text
- [27]Guo P, Baum M, Grando S, Ceccarelli S, Bai G, Li R, von Korff M, Varshney RK, Graner A, Valkoun J: Differentially expressed genes between drought-tolerant and drought-sensitive barley genotypes in response to drought stress during the reproductive stage. J Exp Bot 2009, 60:3531-3544.
- [28]Maranville JW, Madhavan S: Physiological adaptations for nitrogen use efficiency in sorghum. Plant Soil 2002, 245:25-34.
- [29]Hoagland DR, Arnon DT: The water culture method for growing plants without soil. Calif Agric Exp Stn. 1938, 347:1-39.
- [30]Bi YM, Wang RL, Zhu T, Rothstein SJ: Global transcription profiling reveals differential responses to chronic nitrogen stress and putative nitrogen regulatory components in Arabidopsis. BMC Genomics 2007, 8:281. BioMed Central Full Text
- [31]Langmead B, Trapnell C, Pop M, Salzberg SL: Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 2009, 10:R25. BioMed Central Full Text
- [32]Anders S: Htseq. Analysing high-throughput sequencing data with python. 2010. Http://www-Huber.Embl.de/users webcite /ers/ HTSeq
- [33]Robinson MD, Oshlack A: A scaling normalization method for differential expression analysis of RNA-seq data. Genome Biol 2010, 11:R25. BioMed Central Full Text
- [34]Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B: Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods 2008, 5(7):621-628.
- [35]Boyle EI, Weng S, Gollub J, Jin H, Botstein D, Michael Cherry J, Sherlock G: GO::TermFinder- open source software for accessing Gene Ontology information and finding significantly enriched Gene Ontology terms associated with a list of genes. Bioinformatics 2004, 20(18):3710-3715.
- [36]Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2∆∆CT Method. Methods 2001, 25(4):402-408.
- [37]Gallias A, Hirel B: An approach to the genetics of nitrogen use efficiency in maize. J Exp Bot 2004, 55(396):295-306.
- [38]Wang R, Okamoto M, Xing X, Crawford NM: Microarray analysis of the nitrate response in Arabidopsis roots and shoots reveals Over 1,000 rapidly responding genes and new linkages to glucose, trehalose-6-phosphate, iron, and sulfate metabolism. Plant Physiol 2003, 132(2):556-567.
- [39]Scheible WR, Morcuende R, Czechowski T, Fritz C, Osuna D, Palacios-Rojas N, Schindelasch D, Thimm O, Udvardi MK, Stitt M: Genome-wide reprogramming of primary and secondary metabolism, protein synthesis, cellular growth processes, and the regulatory infrastructure of Arabidopsis in response to nitrogen. Plant Physiol 2004, 136(1):2483-2499.
- [40]Feng H, Fan X, Fan X, Liu X, Miller AJ, Xu G: Multiple roles of nitrate transport accessory protein NAR2 in plants. Plant Signal Behav 2011, 6(9):1286-1289.
- [41]Isin EM, Guengerich FP: Complex reactions catalyzed by Cytochrome P450 enzymes. Biochem et Biophy Acta 2007, 1770(3):314-329.
- [42]Morant M, Bak S, Moller BL, Werck-Reichhart D: Plant Cytochromes P450: Tools for pharmacology, plant protection and phytoremediation. Curr Opin Biotechnol 2003, 14(2):151-162.
- [43]Cai H, Lu Y, Xie W, Zhu T, Lian X: Transcriptome response to nitrogen starvation in rice. J Biosci 2012, 37:731-747.
- [44]Borevitz JO, Xia Y, Blount J, Dixon RA, Lamb C: Activation tagging identifies a conserved MYB regulator of phenylpropanoid biosynthesis. Plant Cell 2000, 12:2383-2393.
- [45]Rathinasabapathi B, Burnet M, Russell BL, Gage DA, Liao PC, Nye GJ, Scott P, Golbeck JH, Hanson AD: Choline monooxygenase, an unusual iron-sulfur enzyme catalyzing the first step of glycine betaine synthesis in plants: prosthetic group characterization and cDNA cloning. Proc Natl Acad Sci USA 1997, 94(7):3454-3458.
- [46]Chen TH, Murata N: Glycine betaine protects plants against abiotic stress: mechanisms and biotechnological applications. Plant Cell Environ 2011, 34(1):1-20.
- [47]Tahkokorpi M, Taulavuori K, Laine K, Taulavuori R: After effects of drought-related winter stress in previous and current year stems of Vaccinium myrtillus L. Environ Exp Bot 2007, 61:85-93.
- [48]Thomashow MF: Plant cold acclimation: freezing tolerance genes and regulatory mechanisms. Ann Rev Plant Physiol Plant Mol Biol 1999, 50:571-599.
- [49]Cosgrove DJ: Loosening of plant cell walls by expansins. Nature 2000, 407:321-326.
- [50]Guo W, Zhao J, Li X, Qin L, Yan X, Liao H: A soybean β-expansin gene GmEXPB2 intrinsically involved in root system architecture responses to abiotic stresses. Plant J 2011, 66(3):541-552.
- [51]Krapp A, Berthome R, Orsel M, Mercey-Boutet S, Yu A, Castaings L, Elftieh S, Major H, Renou JP, Daniel-Vedele F: Arabidopsis roots and shoots show distinct temporal adaptation patterns toward nitrogen starvation. Plant Physiol 2011, 157(3):1255-1282.
- [52]Heller G, Lundén K, Finlay RD, Asiegbu FO, Elfstr M: Expression analysis of Clavata1-like Nodulin21-like genes from Pinus sylvestris during ectomycorrhiza formation. Mycorrhiza 2012, 22(4):271-277.
- [53]Geldner N, Friml J, Stierhof YD, Jürgens G, Palme K: Auxin transport inhibitors block PIN1 cycling and vesicle trafficking. Nature 2001, 413(6854):425-428.
- [54]Hanks SK, Quinn AM, Hunter T: The protein kinase family: conserved features and deduced phylogeny of the catalytic domains. Science 1988, 241:42-52.
- [55]Hunter T, Karin M: The regulation of transcription by phosphorylation. Cell 1992, 70:375-387.
- [56]Mizuno S, Osakabe Y, Maruyama K, Ito T, Osakabe K, Sato T, Shinozaki K: Receptor-like protein kinase 2 (RPK 2) is a novel factor controlling anther development in Arabidopsis thaliana. Plant J 2007, 50(5):751-766.
- [57]Miller AJ, Cramer MD: Root nitrogen acquisition and assimilation. Plant Soil 2004, 274:1-36.
- [58]Bick JA, Neelam A, Hall JL, Williams LE: Amino acid carriers of Ricinus communis expressed during seedling development: molecular cloning and expression analysis of two putative amino acid transporters, RcAAP1 and RcAAP2. Plant Mol Biol 1998, 36:377-385.
- [59]Hirner A, Ladwig F, Stransky H, Okumoto S, Keinath M, Harms A, Frommer WB, Koch W: Arabidopsis LHT1 is a high-affinity transporter for cellular amino acid uptake in both root epidermis and leaf mesophyll. Plant Cell 2006, 18:1931-1946.
- [60]Chen L, Bush DR: LHT1, a lysine and histidine specific amino acid transporter in Arabidopsis. Plant Physiol 1997, 115(3):1127-1134.
- [61]Saeed S, Moradi F: Comparison of the drought stress responses of tolerant and sensitive wheat cultivars during grain filling: impact of invertase activity on carbon metabolism during kernel development. J Agric Sci 2011, 3(2):32-44.
- [62]Liu X, Zhai S, Zhao Y, Sun B, Liu C, Yang A, Zhang J: Overexpression of the phosphatidylinositol synthase gene (ZmPIS) conferring drought stress tolerance by altering membrane lipid composition and increasing ABA synthesis in maize. Plant Cell Environ 2013, 36(5):1037-1055.
- [63]Larsson KE, Nystrom B, Liljenberg C: A phosphatidylserine decarboxylase activity in root cells of oat (Avena sativa) is involved in altering membrane phospholipid composition during drought stress acclimation. Plant Physiol Biochem 2006, 44:211-219.
PDF