Abstract
Switchgrass flag leaves can be expected to be a source of carbon to the plant, and its senescence is likely to impact the remobilization of nutrients from the shoots to the rhizomes. However, many genes have not been assigned a function in specific stages of leaf development. Here, we characterized gene expression in flag leaves over their development. By merging changes in leaf chlorophyll and the expression of genes for chlorophyll biosynthesis and degradation, a four-phase molecular roadmap for switchgrass flag leaf ontogeny was developed. Genes associated with early leaf development were up-regulated in phase 1. Phase 2 leaves had increased expression of genes for chlorophyll biosynthesis and those needed for full leaf function. Phase 3 coincided with the most active phase for leaf C and N assimilation. Phase 4 was associated with the onset of senescence, as observed by declining leaf chlorophyll content, a significant up-regulation in transcripts coding for enzymes involved with chlorophyll degradation, and in a large number of senescence-associated genes. Of considerable interest were switchgrass NAC transcription factors with significantly higher expression in senescing flag leaves. Two of these transcription factors were closely related to a wheat NAC gene that impacts mineral remobilization. The third switchgrass NAC factor was orthologous to an Arabidopsis gene with a known role in leaf senescence. Other genes coding for nitrogen and mineral utilization, including ureide, ammonium, nitrate, and molybdenum transporters, shared expression profiles that were significantly co-regulated with the expression profiles of the three NAC transcription factors. These data provide a good starting point to link shoot senescence to the onset of dormancy in field-grown switchgrass.
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Abdallah M, Etienne P, Ourry A, Meuriot F (2011) Do initial S reserves and mineral S availability alter leaf S-N mobilization and leaf senescence in oilseed rape? Plant Sci 180:511–520
Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ (1990) Basic local alignment search tool. J Mol Biol 215:403–410. doi:10.1006/jmbi.1990.9999 S0022283680799990 [pii]
Alvarado VY, Tag A, Thomas TL (2011) A cis regulatory element in the TAPNAC promoter directs tapetal gene expression. Plant Mol Biol 75:129–139. doi:10.1007/s11103-010–9713-5
Anders S, Huber W (2010) Differential expression analysis for sequence count data. Genome Biol 11(10):R106
Bartley L, Wu Y, Saathoff A, Sarath G (2013) Switchgrass genetics and breeding challenges. Wiley, New York, pp 7–31
Berr A, Shafiq S, Shen WH (2011) Histone modifications in transcriptional activation during plant development. Biochim Biophys Acta 1809:567–576. doi:10.1016/j.bbagrm.2011.07.001
Biswal AK, Kohli A (2013) Cereal flag leaf adaptations for grain yield under drought: knowledge status and gaps. Mol Breed 31:749–766
Bolouri–Moghaddam MR, Le Roy K, Xiang L, Rolland F, Van den Ende W, Van den Ende W (2010) Sugar signalling and antioxidant network connections in plant cells. FEBS J 277:2022–2037. doi:10.1111/j.1742–4658.2010.07633.x
Brychkova G, Alikulov Z, Fluhr R, Sagi M (2008) A critical role for ureides in dark and senescence-induced purine remobilization is unmasked in the Atxdh1 Arabidopsis mutant. Plant J 54:496–509
Chen HJ, Hou WC, Jane WN, Lin YH (2000a) Isolation and characterization of an isocitrate lyase gene from senescent leaves of sweet potato (Ipomoea batatas cv. Tainong 57). J Plant Physiol 157:669–676
Chen HJ, Huang CS, Huang GJ, Chow TJ, Lin YH (2013) NADPH oxidase inhibitor diphenyleneiodonium and reduced glutathione mitigate ethephon-mediated leaf senescence, H2O2 elevation and senescence-associated gene expression in sweet potato (Ipomoea batatas). J Plant Physiol 170:1471–1483. doi:10.1016/j.jplph.2013.05.015
Chen ZH, Walker RP, Acheson RM, Tecsi LI, Wingler A, Lea PJ, Leegood RC (2000b) Are isocitrate lyase and phosphoenolpyruvate carboxykinase involved in gluconeogenesis during senescence of barley leaves and cucumber cotyledons? Plant Cell Physiol 41:960–967
Chollet R, Vidal J, O'Leary MH (1996) PHOSPHOENOLPYRUVATE CARBOXYLASE: a ubiquitous, highly regulated enzyme in plants annual review of plant physiology and plant molecular biology. Ann Rev Plant Physiol Plant Mol Biol 47:273–298. doi:10.1146/annurev.arplant.47.1.273
Cigliano RA, Sanseverino W, Cremona G, Ercolano MR, Conicella C, Consiglio FM (2013) Genome-wide analysis of histone modifiers in tomato: gaining an insight into their developmental roles. BMC Genomics 14:57
Davies PJ, Gan S (2012) Towards an integrated view of monocarpic plant senescence. Russ J Plant Physl 59:467–478. doi:10.1134/S102144371204005x
Derkx AP, Orford S, Griffiths S, Foulkes MJ, Hawkesford MJ (2012) Identification of differentially senescing mutants of wheat and impacts on yield, biomass and nitrogen partitioning. J Integr Plant Biol 54:555–566. doi:10.1111/j.1744–7909.2012.01144.x
Distelfeld A et al (2012) Divergent functions of orthologous NAC transcription factors in wheat and rice. Plant Mol Biol. doi:10.1007/s11103-012–9881-6
Erley GSA, Ambebe TF, Worku M, Banziger M, Horst WJ (2010) Photosynthesis and leaf-nitrogen dynamics during leaf senescence of tropical maize cultivars in hydroponics in relation to N efficiency in the field. Plant Soil 330:313–328
Fontaine JX et al (2012) Characterization of a NADH-dependent glutamate dehydrogenase mutant of Arabidopsis demonstrates the key role of this enzyme in root carbon and nitrogen metabolism. Plant Cell 24:4044–4065. doi:10.1105/tpc.112.103689
Forde BG, Lea PJ (2007) Glutamate in plants: metabolism, regulation, and signalling. J Exp Bot 58:2339–2358
Gallie DR (2013) The role of L-ascorbic acid recycling in responding to environmental stress and in promoting plant growth. J Exp Bot 64:433–443. doi:10.1093/jxb/ers330
Gasber A et al (2011) Identification of an Arabidopsis solute carrier critical for intracellular transport and inter-organ allocation of molybdate. Plant Biol (Stuttg) 13:710–718. doi:10.1111/j.1438–8677.2011.00448.x
Gepstein S et al (2003) Large-scale identification of leaf senescence-associated genes. Plant Journal 36:629–642. doi:10.1046/j.1365-313X.2003.01908.x
Gill SS, Tuteja N (2010) Reactive oxygen species and antioxidant machinery in abiotic stress tolerance in crop plants. Plant Physiol Biochem 48:909–930. doi:10.1016/j.plaphy.2010.08.016
Goodstein DM et al (2012) Phytozome: a comparative platform for green plant genomics. Nucleic Acids Res 40:D1178–D1186. doi:10.1093/Nar/Gkr944
Gregersen PL, Holm PB (2007) Transcriptome analysis of senescence in the flag leaf of wheat (Triticum aestivum L.). Plant Biotechnol J 5:192–206. doi:10.1111/j.1467–7652.2006.00232.x
Guo Y, Gan S (2006) AtNAP, a NAC family transcription factor, has an important role in leaf senescence. Plant J 46:601–612. doi:10.1111/j.1365–313X.2006.02723.x
Hanson J, Smeekens S (2009) Sugar perception and signaling—an update. Curr Opin Plant Biol 12:562–567
Hoch WA, Zeldin EL, McCown BH (2001) Physiological significance of anthocyanins during autumnal leaf senescence. Tree Physiol 21:1–8
Hortensteiner S, Krautler B (2011) Chlorophyll breakdown in higher plants. Biochim Biophys Acta 1807:977–988. doi:10.1016/j.bbabio.2010.12.007
Kajimura T, Mizuno N, Takumi S (2010) Utility of leaf senescence-associated gene homologs as developmental markers in common wheat. Plant Physiol Biochem 48:851–859. doi:10.1016/j.plaphy.2010.08.014
Kanehisa M, Goto S, Sato Y, Furumichi M, Tanabe M (2012) KEGG for integration and interpretation of large-scale molecular data sets. Nucleic Acids Res 40:D109–114. doi:10.1093/nar/gkr988
Kanehisa M, Goto S, Sato Y, Kawashima M, Furumichi M, Tanabe M (2014) Data, information, knowledge and principle: back to metabolism in KEGG. Nucleic Acids Res 42:D199–205
Kohl S et al (2012) A putative role for amino acid permeases in sink-source communication of barley tissues uncovered by RNA-seq. BMC Plant Biol 12:154
Langmead B, Salzberg SL (2012) Fast gapped-read alignment with bowtie 2. Nature methods 9:357–359. doi:10.1038/nmeth.1923
Lehmann T, Ratajczak L (2008) The pivotal role of glutamate dehydrogenase (GDH) in the mobilization of N and C from storage material to asparagine in germinating seeds of yellow lupine. J Plant Physiol 165:149–158
Li Z, Peng J, Wen X, Guo H (2012) Gene network analysis and functional studies of senescence-associated genes reveal novel regulators of Arabidopsis leaf senescence. J Integr Plant Biol. doi:10.1111/j.1744–7909.2012.01136.x
Liao Y, Smyth GK, Shi W (2013) featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 30(7):923–930. doi:10.1093/bioinformatics/btt656
Lim PO, Lee IC, Kim J, Kim HJ, Ryu JS, Woo HR, Nam HG (2010) Auxin response factor 2 (ARF2) plays a major role in regulating auxin-mediated leaf longevity. J Exp Bot 61:1419–1430
Linster CL, Clarke SG (2008) L-Ascorbate biosynthesis in higher plants: the role of VTC2. Trends Plant Sci 13:567–573. doi:10.1016/j.tplants.2008.08.005
Liu F, Chang XJ, Ye Y, Xie WB, Wu P, Lian XM (2011a) Comprehensive sequence and whole-life-cycle expression profile analysis of the phosphate transporter gene family in rice. Mol Plant 4:1105–1122. doi:10.1093/mp/ssr058
Liu L, Zhou Y, Zhou G, Ye R, Zhao L, Li X, Lin Y (2008) Identification of early senescence-associated genes in rice flag leaves. Plant Mol Biol 67:37–55
Liu X et al (2011b) LSD: a leaf senescence database. Nucleic Acids Res 39:D1103–1107. doi:10.1093/nar/gkq1169
Lu F, Cui X, Zhang S, Jenuwein T, Cao X (2011) Arabidopsis REF6 is a histone H3 lysine 27 demethylase. Nat Genet 43:715–719
Marchi L, Degola F, Polverini E, Terce-Laforgue T, Dubois F, Hirel B, Restivo FM (2013) Glutamate dehydrogenase isoenzyme 3 (GDH3) of Arabidopsis thaliana is regulated by a combined effect of nitrogen and cytokinin. Plant Physiol Biochem 73:368–374
Mendel RR, Kruse T (2012) Cell biology of molybdenum in plants and humans. Biochim Biophys Acta 1823:1568–1579. doi:10.1016/j.bbamcr.2012.02.007
Mhamdi A, Mauve C, Gouia H, Saindrenan P, Hodges M, Noctor G (2010) Cytosolic NADP-dependent isocitrate dehydrogenase contributes to redox homeostasis and the regulation of pathogen responses in Arabidopsis leaves. Plant Cell Environ 33:1112–1123. doi:10.1111/j.1365-3040.2010.02133.x
Mitchell RB, Moore KJ, Moser LE, Fritz JO, Redfearn DD (1997) Predicting developmental morphology in switchgrass and big bluestem. Agron J 89:827–832
Moore KJ, Moser LE (1995) Quantifying developmental morphology of perennial grasses. Crop Science 35:37–43
Nagarajan VK, Jain A, Poling MD, Lewis AJ, Raghothama KG, Smith AP (2011) Arabidopsis Pht1;5 mobilizes phosphate between source and sink organs and Influences the interaction between phosphate homeostasis and ethylene signaling. Plant Physiol 156:1149–1163. doi:10.1104/pp.111.174805
Nikitin A, Egorov S, Daraselia N, Mazo I (2003) Pathway studio—the analysis and navigation of molecular networks. Bioinformatics 19:2155–2157
Palmer NA et al (2012) Next-generation sequencing of crown and rhizome transcriptome from an upland, tetraploid switchgrass. Bioenergy Research 5:649–661
Palmer NA et al (2014) Global changes in mineral transporters in tetraploid switchgrasses (Panicum virgatum L.). Frontiers in plant science 4:549. doi:10.3389/fpls.2013.00549
Patwardhan PR, Satrio JA, Brown RC, Shanks BH (2010) Influence of inorganic salts on the primary pyrolysis products of cellulose. Bioresour Technol 101:4646–4655. doi:10.1016/j.biortech.2010.01.112
Perez-Rodriguez P, Riano-Pachon DM, Correa LG, Rensing SA, Kersten B, Mueller-Roeber B (2010) PlnTFDB: updated content and new features of the plant transcription factor database. Nucleic Acids Res 38:D822–827. doi:10.1093/nar/gkp805
Porra RJ, Thompson WA, Kriedemann PE (1989) Determination of accurate extinction coefficients and simultaneous-equations for assaying chlorophyll-a and chlorophyll-b extracted with 4 different solvents—verification of the concentration of chlorophyll standards by atomic-absorption spectroscopy. Biochimica Et Biophysica Acta 975:384–394
Pourtau N, Jennings R, Pelzer E, Pallas J, Wingler A (2006) Effect of sugar-induced senescence on gene expression and implications for the regulation of senescence in Arabidopsis. Planta 224:556–568
Puranik S, Sahu PP, Srivastava PS, Prasad M (2012) NAC proteins: regulation and role in stress tolerance. Trends Plant Sci 17:369–381
Rauf M et al (2013) ORE1 balances leaf senescence against maintenance by antagonizing G2-like-mediated transcription. EMBO Reports 14:382–388. doi:10.1038/embor.2013.24
Reinbothe C et al (2010) Chlorophyll biosynthesis: spotlight on protochlorophyllide reduction. Trends in Plant Science 15:614–624
Reinbothe C, Springer A, Samol I, Reinbothe S (2009) Plant oxylipins: role of jasmonic acid during programmed cell death, defence and leaf senescence. Febs J 276:4666–4681
Ricachenevsky FK, Menguer PK, Sperotto RA (2013) kNACking on heaven's door: how important are NAC transcription factors for leaf senescence and Fe/Zn remobilization to seeds? Frontiers in Plant Science 4:226. doi:10.3389/fpls.2013.00226
Riefler M, Novak O, Strnad M, Schmulling T (2006) Arabidopsis cytokinin receptor mutants reveal functions in shoot growth, leaf senescence, seed size, germination, root development, and cytokinin metabolism. Plant Cell 18:40–54
Sarath G, Baird LM, Mitchell RB (2014) Senescence, dormancy and tillering in perennial C4 grasses. Plant Sci 217–218:140–151. doi: 10.1016/j.plantsci.2013.12.012
Sekhon RS, Childs KL, Santoro N, Foster CE, Buell CR, de Leon N, Kaeppler SM (2012) Transcriptional and metabolic analysis of senescence induced by preventing pollination in maize. Plant physiology 159:1730–1744. doi:10.1104/pp.112.199224
Sinclair SA, Kramer U (2012) The zinc homeostasis network of land plants. Biochim Biophys Acta 1823:1553–1567. doi:10.1016/j.bbamcr.2012.05.016
Smykowski A, Zimmermann P, Zentgraf U (2010) G-Box binding factor1 reduces CATALASE2 expression and regulates the onset of leaf senescence in Arabidopsis. Plant Physiol 153:1321–1331
Srivalli S, Khanna-Chopra R (2009) Delayed wheat flag leaf senescence due to removal of spikelets is associated with increased activities of leaf antioxidant enzymes, reduced glutathione/oxidized glutathione ratio and oxidative damage to mitochondrial proteins. Plant Physiol Biochem 47:663–670
Team RC (2011) R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2012 Open access available at: http://cran r-project org
Thomas H (2013) Senescence, ageing and death of the whole plant. New Phytol 197:696–711
Thomas H, Thomas HM, Ougham H (2000) Annuality, perenniality and cell death. J Exp Bot 51:1781–1788
Troncoso-Ponce MA, Cao X, Yang Z, Ohlrogge JB (2013) Lipid turnover during senescence. Plant Sci 205–206:13–19. doi:10.1016/j.plantsci.2013.01.004
Vogel KP, Mitchell KB (2008) Heterosis in switchgrass: biomass yield in swards. Crop Science 48:2159–2164. doi:10.2135/cropsci2008.02.0117
Vogel KP, Sarath G, Saathoff AJ, Mitchell RB (2011) Switchgrass Rsc. Energy Environ 3:341–380
Wang JW, Czech B, Weigel D (2009) miR156-regulated SPL transcription factors define an endogenous flowering pathway in Arabidopsis thaliana. Cell 138:738–749
Wang Y, Nishimura MT, Zhao T, Tang D (2011) ATG2, an autophagy-related protein, negatively affects powdery mildew resistance and mildew-induced cell death in Arabidopsis. Plant J 68:74–87
Wang Y, Wu WH (2013) Potassium transport and signaling in higher plants. Annu Rev Plant Biol. doi:10.1146/annurev-arplant-050312-120153
Waters BM, Uauy C, Dubcovsky J, Grusak MA (2009) Wheat (Triticum aestivum) NAM proteins regulate the translocation of iron, zinc, and nitrogen compounds from vegetative tissues to grain. J Exp Bot 60:4263–4274
Wayman S, Bowden R, Mitchell R (2013) Seasonal changes in shoot and root nitrogen distribution in switchgrass (Panicum virgatum). Bioenergy Research 7(1):243–252. doi:10.1007/s12155-013-9365-9
Wilson DM, Dalluge DL, Rover M, Heaton EA, Brown RC (2013) Crop management impacts biofuel quality: influence of switchgrass harvest time on yield, nitrogen and ash of fast pyrolysis products. Bioenergy Research 6:103–113
Wu Y et al (2009) Dual function of Arabidopsis ATAF1 in abiotic and biotic stress responses. Cell Res 19:1279–1290
Xiang L, Li Y, Rolland F, Van den Ende W (2011) Neutral invertase, hexokinase and mitochondrial ROS homeostasis: emerging links between sugar metabolism, sugar signaling and ascorbate synthesis. Plant Signal Behav 6:1567–1573
Yang J, Worley E, Wang M, Lahner B, Salt D, Saha M, Udvardi M (2009) Natural variation for nutrient use and remobilization efficiencies in switchgrass. Bioenergy Research 2:257–266
Yang W, Jiang D, Jiang J, He Y (2010) A plant-specific histone H3 lysine 4 demethylase represses the floral transition in Arabidopsis. Plant J 62:663–673
Yang Z, Ohlrogge JB (2009) Turnover of fatty acids during natural senescence of Arabidopsis, Brachypodium, and switchgrass and in Arabidopsis beta-oxidation mutants. Plant Physiol 150:1981–1989
Yoo BC et al (2004) A systemic small RNA signaling system in plants. Plant Cell 16:1979–2000
Zheng ZL (2009) Carbon and nitrogen nutrient balance signaling in plants. Plant Signal Behav 4:584–591
Acknowledgments
We thank Drs. James D. Eudy and Alok Dhar for sample preparation and analysis on the Illumina Hi-Seq 2,000 instrument. We thank Dr. Aaron J. Saathoff for help with leaf collection. This work was supported in part by the Office of Science (BER), US Department of Energy Grant Number DE-AI02-09ER64829, USDA-NIFA Grant Number 2011-67009-30096, and by the USDA-ARS CRIS project 5440-21000-030-00D. The US Department of Agriculture, Agricultural Research Service, is an equal opportunity/affirmative action employer and all agency services are available without discrimination. Mention of commercial products and organizations in this manuscript is solely to provide specific information. It does not constitute endorsement by USDA-ARS over other products and organizations not mentioned.
The University of Nebraska DNA Sequencing Core receives partial support from the NCRR (1S10RR027754-01, 5P20RR016469, RR018788-08) and the National Institute for General Medical Science (NIGMS) (8P20GM103427, GM103471-09). This publication’s contents are the sole responsibility of the authors and do not necessarily represent the official views of the NIH or NIGMS.
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Palmer, N.A., Donze-Reiner, T., Horvath, D. et al. Switchgrass (Panicum virgatum L) flag leaf transcriptomes reveal molecular signatures of leaf development, senescence, and mineral dynamics. Funct Integr Genomics 15, 1–16 (2015). https://doi.org/10.1007/s10142-014-0393-0
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DOI: https://doi.org/10.1007/s10142-014-0393-0