Abstract
Finger millet is a rich source of seed storage proteins (SSPs). Various regulatory genes play an important role to maintain the quality and accumulation of SSPs in crop seeds. In the present study, nine regulatory genes of EAAs metabolic pathway, i.e., aspartate kinase, homoserine dehydrogenase, threonine synthase, threonine dehydratase, dihydrodipicolinate synthase, cystathionine γ synthase, anthranilate synthase, acetolactate synthase and lysine 2-oxoglutarato reductase/saccharopine dehydrogenase (LOR/SD) were identified from the transcriptomic data of developing spikes of two finger millet genotypes, i.e., GP-45 and GP-1. Results of sequence alignment search and motif/domain analysis showed high similarity of nucleotide sequences of identified regulatory genes with their respective homologs in rice. Results of promoter analysis revealed the presence of various cis-regulatory elements, like nitrogen responsive cis-elements (O2-site and GCN4), light responsive cis-elements, and stress responsive cis-elements. The presence of nine regulatory genes identified from the transcriptomic data of GP-45 and GP-1 was further confirmed by real time expression analysis in high and low protein containing genotypes, i.e., GE-3885 and GE-1437. Results of real time expression analysis showed significantly higher expression (p ≤ 0.01) of regulatory genes in GE-3885 rather than GE-1437 under control and treatment condition. Crude protein content of GE-3885 was found to be significantly higher (p ≤ 0.01) in comparison to GE-1437 under control condition, while under treatment condition GE-1437 was found to be more responsive to KNO3 treatment rather than GE-3885.
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Abbreviations
- EAAs:
-
Essential amino acids
- SSPs:
-
Seed storage proteins
- TFs:
-
Transcription factors
- AK:
-
Aspartate kinase
- HD:
-
Homoserine dehydrogenase
- TS:
-
Threonine synthase
- TD:
-
Threonine dehydratase
- DHDPS:
-
Dihydrodipicolinate synthase
- CS:
-
Cystathione γ synthase
- AS:
-
Anthranilate synthase
- ALS:
-
Acetolactate synthase
- LOR/SD:
-
Lysine 2-oxoglutarato reductase/saccharopine dehydrogenase
- CM:
-
Chorismate mutase
- FPKM:
-
Fragments per kilobase of exon per million fragments mapped
References
Albani D, Hammond-Kosack MC, Smith C, Conlan S, Colot V, Holdsworth M, Bevan MW (1997) The wheat transcriptional activator SPA: a seed-specific bZIP protein that recognizes the GCN4-like motif in the bifactorial endosperm box of prolamin genes. Plant Cell 9:171–184
Azevedo R, Arruda P, Turner WL, Lea PJ (1997) The biosynthesis and metabolism of the aspartate derived amino acids in higher plants. Phytochemistry 46:395–419
Bailey TL, Boden M, Buske FA, Frith M, Grant CE, Clementi L, Ren J, Li WW, Noble WS (2009) MEME suite: tools for motif discovery and searching. Nucleic Acids Res 37:W202–W208
Barneix AJ (2007) Physiology and biochemistry of source-regulated protein accumulation in the wheat grain. J Plant Physiol 164:581–590
Barneix AJ, Guitman MR (1993) Leaf regulation of the nitrogen concentration in the grain of wheat plants. J Exp Bot 44(10):1607–1612
Baxter P, Rideout L (2006) Decision making of 2nd year baccalaureate nursing students. J Nurs Educ 45(4):121–128
Bi YM, Zhang Y, Signorelli T, Zhao R, Zhu T, Rothstein S (2005) Genetic analysis of Arabidopsis GATA transcription factor gene family reveals a nitrate-inducible member important for chlorophyll synthesis and glucose sensitivity. Plant J 44:680–692
Brocard I, Lynch T, Finkelstein R (2002) Regulation and role of the Arabidopsis ABA-insensitive (ABI) 5 gene in ABA, sugar and stress response. Plant Physiol 129:1533–1543
Catala R, Ouyang J, Abreu IA, Hu Y, Seo H, Zhang X, Chua N (2007) The Arabidopsis E3 SUMO ligase SIZ1 regulates plant growth and drought responses. Plant Cell 19:2952–2966
Chakraborty S, Chakraborty N, Dutta A (2000) Increased nutritive value of transgenic potato by expressing a nonallergenic seed albumin gene from Amaranthus hypochondriacus. Proc Natl Acad Sci USA 97:3724–3729
Chandrasekharan MB, Bishop KJ, Hall TC (2003) Module-specific regulation of the beta-phaseolin promoter during embryogenesis. Plant J 33:853–866
Changmei S, Dorothy J (2014) Millet-the frugal grain. Int J Sci Res Rev 3:75–90
Cromwell GL, Bitzer MJ, Stahly TS, Johnson TH (1983) Effects of soil nitrogen fertility on the protein and lysine content and nutritional value of normal and opaque-2 corn. J Anim Sci 57(6):1345
De Pater S, Pham K, Chua NH, Memelink J, Kijne J (1993) A 22-bp fragment of the pea lectin promoter containing essential TGAC-like motifs confers seed-specific gene expression. Plant Cell 5:877–886
Demuth JP, De Bie T, Stajich JE, Cristianini N, Hahn MW (2006) The evolution of mammalian gene families. PLoS One 1(1):e85
Devoto A, Nieto-Rostro M, Xie D, Ellis C, Harmston R, Patrick E, Davis J, Sherratt L, Coleman M, Turner JG (2002) COI1 links jasmonate signalling and fertility to the SCF ubiquitin–ligase complex in Arabidopsis. Plant J 32:457–466
Diaz I, Vicente-Carbajosa J, Abraham Z, Martinez M, Isabel L, Moneda I, Carbonero P (2002) The GAMYB protein from barley interacts with the DOF transcription factor BPBF and activates endosperm-specific genes during seed development. Plant J 29:453–464
Diaz I, Martinez M, Isabel-LaMoneda I, Rubio-Somoza I, Carbonero P (2005) The DOF protein, SAD, interacts with GAMYB in plant nuclei and activates transcription of endosperm-specific genes during barley seed development. Plant J 42:652–662
Dida MM, Ramakrishnan S, Bennetzen JL, Gale MD, Devos KM (2007) The genetic map of finger millet, Eleusine coracana. Theor Appl Genet 114(2):321–332
Finkelstein RR, Crouch ML (1986) Rapeseed embryo development in culture on high osmoticum is similar to that in seeds. Plant Physiol 81:907–912
Foley RC, Gao L, Spriggs A et al (2011) Identification and characterisation of seed storage protein transcripts from Lupinus angustifolius. BMC Plant Biol 11:59. https://doi.org/10.1186/1471-2229-11-59
Forde BG, Heyworth A, Pywell AH, Kreis M (1985) Nucleotide sequence of a B1 hordein gene and the identification of possible upstream regulatory elements in endosperm storage protein genes from barley, wheat and maize. Nucleic Acids Res 13:7327–7339
Gaur VS, Sood S, Tiwari S, Kumar A (2018) Genome-wide identification and characterization of seed storage proteins (SSPs) of foxtail millet (Setaria italica (L.) P. Beauv.). 3 Biotech 8(10):415
Gupta N, Gupta AK, Gaur VS, Kumar A (2012) Relationship of nitrogen use efficiency with the activities of enzymes involved in nitrogen uptake and assimilation of finger millet genotypes grown under different nitrogen inputs. Sci World J 2012:625731. https://doi.org/10.1100/2012/625731
Gupta S, Pathak RK, Gupta SM, Gaur VS, Singh NK, Kumar A (2018) Identification and molecular characterization of Dof transcription factor gene family preferentially expressed in developing spikes of Eleusine coracana L. 3 Biotech 8(2):82
Hacham Y, Matityahu I, Amir R (2013) Light and sucrose up-regulate the expression level of Arabidopsis cystathionine gamma-synthase, the key enzyme of methionine biosynthesis pathway. Amino Acids 45:1179–1190
Hinnebusch AG (2005) Translational regulation of GCN4 and the general amino acid control of yeast. Annu Rev Microbiol 59:407–450
Hobo T, Kowyama Y, Hattori T (1999) A bZIP factor, TRAB1, interacts with VP1 and mediates abscisic acid-induced transcription. Proc Natl Acad Sci 21:15348–15353
Humphries ES (1956) Mineral components and ash analysis. In: Paech K, Tracey MV (eds) Modern methods of plant analysis, vol 1. Springer, Berlin, pp 468–502
Kaur K, Gupta AK, Rajput A, Kumar M (2016) ge-CRISPR—an integrated pipeline for the prediction and analysis of sgRNAs genome editing efficiency for CRISPR/Cas system. Sci Rep 6:30870
Kawagoe Y, Mura N (1996) A novel basic region/helix-loop-helix protein binds to a G-box motif CACGTG of the bean seed storage protein b-phaseolin gene. Plant Sci 116:47–57
Kawakatsu T, Takaiwa F (2010) Cereal seed storage protein synthesis: fundamental processes for recombinant protein production in cereal grains. Plant Biotechnol J 8:939–953
Kitano H, Funahashi A, Matsuoka Y, Oda K (2005) Using process diagrams for the graphical representation of biological networks. Nat Biotechnol 23(8):961–966
Kumar A, Gaur VS, Goel A, Gupta AK (2015) De novo assembly and characterization of developing spikes transcriptome of finger millet (Eleusine coracana): a minor crop having nutraceutical properties. Plant Mol Biol Report 33:905–922
Kumar S, Stecher G, Tamura K (2016) MEGA7: molecular evolutionary genetics analysis version 7.0 for bigger datasets. Mol Biol Evol 33:1870–1874
Kumar A, Jaiswal J, Sharma N, Gupta S, Kumar A (2018) Understanding the molecular basis of differential grain protein accumulation in wheat (Triticum aestivum L.) through expression profiling of transcription factors related to seed nutrients storage. 3 Biotech 8(2):112
Landry J et al (2000) The silencing protein SIR2 and its homologs are NAD-dependent protein deacetylases. Proc Natl Acad Sci 97(11):5807–5811
Léran S, Edel KH, Pervent M, Hashimoto K, Corratgé-Faillie C, Offenborn JN et al (2015) Nitrate sensing and uptake in Arabidopsis are enhanced by ABI2, a phosphatase inactivated by the stress hormone abscisic acid. Sci Signal 8:ra43-ra
Lescot M, Déhais P, Thijs G, Marchal K, Moreau Y, Van de Peer Y, Rouzé P, Rombauts S (2002) PlantCAREPlantCARE, a database of plant cis-acting regulatory elements and a portal to tools for in silico analysis of promoter sequences. Nucleic Acids Res 30(1):325–327
Marchler-Bauer A, Bryant SH (2004) CD-Search: protein domain annotations on the fly. Nucleic Acids Res 32(W):327–331
Marchler-Bauer A et al (2011) CDD: a conserved domain database for the functional annotation of proteins. Nucleic Acids Res 39(D):225–229
Marchler-Bauer A et al (2015) CDD: NCBI’s conserved domain database. Nucleic Acids Res 43(D):222–226
Marchler-Bauer A et al (2017) CDD/SPARCLE: functional classification of proteins via subfamily domain architectures. Nucleic Acids Res 45(D):200–203
Mena M, Vicente-Carbajosa J, Schmidt RJ, Carbonero P (1998) An endosperm-specific DOF protein from barley, highly conserved in wheat, binds to and activates transcription from the prolamin-box of a native B-hordein promoter in barley endosperm. Plant J 16:53–62
Mills WR, Wilson KG (1978) Amino acid biosynthesis in isolated chloroplast; metabolism of labelled aspartate and sulphate. FEBS Lett 92:129–132
Mills WR, Lea PJ, Miflin BJ (1980) Photosynthetic formation of the aspartate family of amino acids in isolated chloroplasts. Plant Physiol 65:1166–1172
Molvig L, Tabe LM, Eggum BO, Moore AE, Craig S, Spencer D, Higgins TJV (1997) Enhanced methionine levels and increased nutritive value of seeds of transgenic lupins (Lupinus angustifolius L.) expressing a sunflower seed albumin gene. Proc Natl Acad Sci 94:8393–8398
Mönke G, Altschmied L, Tewes A, Reidt W, Mock H, Bäumlein H, Conrad U (2004) Seed-specific transcription factors ABI3 and FUS3: molecular interaction with DNA. Planta 219(1):158–166
Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B (2008) Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods 5(7):621–628
Naito T, Kiba T, Koizumi N, Yamashino T, Mizuno T (2007) Characterization of a unique GATA family gene that responds to both light and cytokinin in Arabidopsis thaliana. Biosci Biotechnol Biochem 71:1557–1560
Nambara E, Satoshi N, Peter M (1992) A mutant of Arabidopsis which is defective in seed development and storage protein accumulation is a new abi3 allele. Plant J 2(4):435–441
Osborne TB, Mendel LB (1914) Nutritive properties of the maize kernel. J Biol Chem 18:1–16
Ponzoni E, Brambilla IM, Galasso I (2018) Genome-wide identification and organization of seed storage protein genes of Cannabis sativa. Biol Plant 62(4):693–702. https://doi.org/10.1007/s10535-018-0810-7
Poulsson E (1973) Amino acid analyses of wheat grain and gain fractions. Sci Rep Agric Univ Norway 52:1–18
Rastogi RP, Kumar A, Tyagi MB, Sinha RP (1999) Molecular mechanisms of ultraviolet radiation-induced DNA damage and repair. J Nucleic Acids 2010:592980
Ravanel S, Gakiere B, Job D, Douce R (1998) The specific features of methionine biosynthesis and metabolism in plants. Proc Natl Acad Sci 95:7805–7812
R Development Core Team (2012) R: A language and environment for statistical computing. R foundation for Statistical Computing, Vienna. http://www.R-project.org/
Ruffel S, Krouk G, Ristova D, Shasha D, Birnbaum KD, Coruzzin GM (2011) Nitrogen economics of root foraging: transitive closure of the nitrate-cytokinin relay and distinct systemic signaling for N supply vs. demand. Proc Natl Acad Sci 108:18524–18529
Saitou N, Nei M (1987) The neighbor-joining method: a new method for reconstructing phylogenetic trees. Mol Biol Evol 4(4):406–425
Shewry PR, Halford NG (2002) Cereal seed storage proteins: structures, properties and role in grain utilization. J Exp Bot 370:947–958
Shewry PR, Tatham AS (1995) Seed storage proteins: structure and biosynthesis. Plant Cell 7:945–956
Tabe LM, Wardley-Richardson T, Ceriotti A, Aryan A, McNabb W, Moore A, Higgins TJV (1995) A biotechnological approach to improving the nutritive value of alfalfa. J Anim Sci 73:2752–2759
Tamura K, Peterson D, Peterson N, Stecher G, Nei M, Kumar S (2011) MEGA5: molecular evolutionary genetics analysis using maximum likelihood, evolutionary distance, and maximum parsimony methods. Mol Biol Evol 28:2731–2739
Timms MF, Bottomley RC, Ellis JRS, Schofield JD (1981) The baking quality and protein characteristics of a winter wheat grown at different levels of nitrogen fertilisation. J Sci Food Agric 32:684–698
Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, Salzberg SL, Wold BJ, Pachter L (2010) Transcript assembly and abundance estimation from RNA-Seq reveals thousands of new transcripts and switching among isoforms. Nat Biotechnol 28(5):511
Tsai CY, Huber DM, Glover DV, Warren HL (1984) Relationship of N deposition to grain yield and N response of three maize hybrids. Crop Sci 24:277–281
Ufaz S, Shukla V, Soloveichik Y, Golan Y, Breuer F, Koncz Z, Galili G, Koncz C, Zilberstein A (2011) A Transcriptional control of aspartate kinase expression during darkness and sugar depletion in Arabidopsis: involvement of bZIP transcription factors. Planta 233(5):1025–1040
Verdier J, Thompson RD (2008) Transcriptional regulation of storage protein synthesis during dicotyledon seed filling. Plant Cell Physiol 49(9):1263–1271
Verma V, Patel S (2012) Nutritional security and value added products from finger millets (ragi). J Appl Chem 1:485–489
Vicente-Carbajosa J, Moose SP, Parsons RL, Schmidt RJ (1997) A maize zinc-finger protein binds the prolamin box in zein gene promoters and interacts with the basic leucine zipper transcriptional activator Opaque2. Proc Natl Acad Sci 94:7685–7690
Wallsgrove RM, Lea PJ, Miflin BJ (1983) Intracellular localization of aspartate kinase and the enzyme of threonine and methionine biosynthesis in green leaves. Plant Physiol 71:780–784
Wu CH, Huang H, Yeh LSL, Barker WC (2003) Protein family classification and functional annotation. Comput Biol Chem 27(1):37–47
Yanagisawa S, Schmidt RJ (1999) Diversity and similarity among recognition sequences of Dof transcription factors. Plant J 17(2):209–214
Yanagisawa S, Akiyama A, Kisaka H, Uchimiya H, Miwa T (2004) Metabolic engineering with Dof1transcription factor in plants: improved nitrogen assimilation and growth under low-nitrogen conditions. Proc Natl Acad Sci 101:7833–7838
Yang X et al (2011) Gene expression biomarkers provide sensitive indicators of in plant a nitrogen status in maize. Plant Physiol 157:1841–1852
Acknowledgements
The authors wish to acknowledge University Grant Commission, Govt. of India, New Delhi for providing fellowship. Author is also thankful to the SUB-DIC Bioinformatics GBPUA&T, Pantnagar for providing valuable support.
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AK, DP, and KG conceptualized the manuscript. KG, AT, and AA conducted the experiments. KG and AA wrote the manuscript. AK, DP, and SG assisted and edited the manuscript. KG and AT has statistically analyzed the data. AK and DP contributed in critically revising the draft and updating the manuscript for publication.
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Gururani, K., Kumar, A., Tiwari, A. et al. Transcriptome wide identification and characterization of regulatory genes involved in EAA metabolism and validation through expression analysis in different developmental stages of finger millet spikes. 3 Biotech 10, 347 (2020). https://doi.org/10.1007/s13205-020-02337-8
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DOI: https://doi.org/10.1007/s13205-020-02337-8