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Generation and gene ontology based analysis of expressed sequence tags (EST) from a Panax ginseng C. A. Meyer roots

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Panax ginseng C. A. Meyer is a perennial herb from the Araliaceae family. Traditionally used as a medicinal plant in Oriental medicine for more than thousand years. Ginsenosides are the major therapeutic components in ginseng roots. Roots of the ginseng plant have more commercial value and based on the age. No genomic data available till now. In this study, transcriptome analysis for hairy root, 14 year root, 4 year root get insight in to ginsenoside pathway and genes responsible for long survival and stress. Totally 6,757 Expressed Sequence Tags (EST) was obtained from cDNA libraries. Clustering of those ESTs returned 1,037 contigs and 3,445 singlets for a total of 4,482 putative unigenes. Use of bioinformatics methods 85% of EST sequence was well annotated towards reeds one dimensional concept. The unique transcripts were functionally classified by using Gene Ontology (GO) hierarchy, Kyoto Encyclopedia of Genes and Genomes (KEGG), KEGG orthology and structural domain data from biological database. Isoprenoid and putative ginsenoside pathway genes were discussed. EST dataset provides a wide outlook of the genes expressed in hairy roots, 14 years root and 4 years root. The dataset contains more than 1,365 EST sequences related to plant secondary metabolism and 745 sequences related to stresses. This study will improve the genetic engineering of ginseng plant and ginsenosides rich plant development. One dimensional data will lead to the two and three dimensional data.

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References

  1. Vogler BK, Pittler MH, Ernst E (1999) The efficacy of ginseng. A systematic review of randomised clinical trials. Eur J Clin Pharmacol 55:567–575

    Article  CAS  PubMed  Google Scholar 

  2. Helms S (2004) Cancer prevention and therapeutics: Panax ginseng. Altern Med Rev 9:259–274

    PubMed  Google Scholar 

  3. Park JD, Rhee DK, Lee YH (2005) Biological activities and chemistry of saponins from Panax ginseng C. A. Meyer. Phytochem Rev 4:159–175

    Article  CAS  Google Scholar 

  4. Choi KT (2008) Botanical characteristics, pharmacological effects and medicinal components of Korean Panax ginseng C. A. Meyer. Acta Pharmacol Sin 29:1109–1118

    Article  CAS  PubMed  Google Scholar 

  5. Liang Y, Zhao S (2008) Progress in understanding of ginsenoside biosynthesis. Plant Biol (Stuttg) 10:415–421

    Article  CAS  Google Scholar 

  6. Vincken JP, Heng L, de Groot A, Gruppen H (2007) Saponins, classification and occurrence in the plant kingdom. Phytochemistry 68:275–297

    Article  CAS  PubMed  Google Scholar 

  7. Sparg SG, Light ME, van Staden J (2004) Biological activities and distribution of plant saponins. J Ethnopharmacol 94:219–243

    Article  CAS  PubMed  Google Scholar 

  8. Adams MD, Dubnick M, Kerlavage AR, Moreno R, Kelley JM, Utterback TR, Nagle JW, Fields C, Venter JC (1992) Sequence identification of 2, 375 human brain genes. Nature 355:632–634

    Article  CAS  PubMed  Google Scholar 

  9. Nagaraj SH, Gasser RB, Ranganathan S (2007) A hitchhiker’s guide to expressed sequence tag (EST) analysis. Brief Bioinform 8:6–21

    Article  CAS  PubMed  Google Scholar 

  10. Kim SI, Kim JY, Kim EA, Kwon KH, Kim KW, Cho K, Lee JH, Nam MH, Yang DC, Yoo JS, Park YM (2003) Proteome analysis of hairy root from Panax ginseng C.A. Meyer using peptide fingerprinting, internal sequencing and expressed sequence tag data. Proteomics 3:2379–2392

    Article  CAS  PubMed  Google Scholar 

  11. Nam MH, Heo EJ, Kim JY, Kim SI, Kwon KH, Seo JB, Kwon O, Yoo JS, Park YM (2003) Proteome analysis of the responses of Panax ginseng C. A. Meyer leaves to high light: use of electrospray ionization quadrupole-time of flight mass spectrometry and expressed sequence tag data. Proteomics 3:2351–2367

    Article  CAS  PubMed  Google Scholar 

  12. Wang HT, Sun H, Kwon WS, Jin H, Yang DC (2009) Molecular identification of the Korean ginseng cultivar “Chunpoong” using the mitochondrial nad7 intron 4 region. Mitochondrial DNA 20:41–45

    PubMed  Google Scholar 

  13. Adams MD, Kelley JM, Gocayne JD, Dubnick M, Polymeropoulos MH, Xiao H, Merril CR, Wu A, Olde B, Moreno RF et al (1991) Complementary DNA sequencing: expressed sequence tags and human genome project. Science 252:1651–1656

    Article  CAS  PubMed  Google Scholar 

  14. Pal D (2006) On gene ontology and function annotation. Bioinformation 1:97–98

    CAS  PubMed  Google Scholar 

  15. Gene Ontology Consortium (2006) The Gene Ontology (GO) project in 2006. Nucleic Acids Res 34:D322–D326

    Article  Google Scholar 

  16. Choi YE, Kim YS, Yi MJ, Park WG, Yi JS, Chun SR, Han SS, Lee SJ (2007) Physiological and chemical characteristics of field- and mountain-cultivated ginseng roots. J Plant Biol 50:198–205

    Article  CAS  Google Scholar 

  17. Morris PC, Kumar A, Bowles DJ, Cuming AC (1990) Osmotic stress and abscisic acid regulate the expression of the Em gene of wheat. Eur J Biochem 190:625–630

    Article  CAS  PubMed  Google Scholar 

  18. Masoudi-Nejad A, Tonomura K, Kawashima S, Moriya Y, Suzuki M, Itoh M, Kanehisa M, Endo T, Goto S (2006) EGassembler: online bioinformatics service for large-scale processing, clustering and assembling ESTs and genomic DNA fragments. Nucleic Acids Res 34:W459–W462

    Article  CAS  PubMed  Google Scholar 

  19. Huang X, Madan A (1999) CAP3: a DNA sequence assembly program. Genome Res 9:868–877

    Article  CAS  PubMed  Google Scholar 

  20. Gotz S, Garcia-Gomez JM, Terol J, Williams TD, Nagaraj SH, Nueda MJ, Robles M, Talon M, Dopazo J, Conesa A (2008) High-throughput functional annotation and data mining with the Blast2GO suite. Nucleic Acids Res 36:3420–3435

    Article  CAS  PubMed  Google Scholar 

  21. Mao X, Cai T, Olyarchuk JG, Wei L (2005) Automated genome annotation and pathway identification using the KEGG Orthology (KO) as a controlled vocabulary. Bioinformatics 21:3787–3793

    Article  CAS  PubMed  Google Scholar 

  22. Conesa A, Gotz S (2008) Blast2GO: a comprehensive suite for functional analysis in plant genomics. Int J Plant Genomics 2008:619832

    PubMed  Google Scholar 

  23. Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G (2000) Gene ontology: tool for the unification of biology. The Gene Ontology Consortium. Nat Genet 25:25–29

    Article  CAS  PubMed  Google Scholar 

  24. Jeter CR, Roux SJ (2006) Plant responses to extracellular nucleotides: cellular processes and biological effects. Purinergic Signal 2:443–449

    Article  CAS  PubMed  Google Scholar 

  25. Liu Y, Wang H, He-Chun YE, Guo-Feng LI (2005) Advances in the plant isoprenoid biosynthesis pathway and its metabolic engineering. J Integr Plant Biol 47:769–782

    Article  CAS  Google Scholar 

  26. Kanehisa M, Goto S (2000) KEGG: Kyoto encyclopedia of genes and genomes. Nucleic Acids Res 28:27–30

    Article  CAS  PubMed  Google Scholar 

  27. Israels S, Haworth JC, Dunn HG, Applegarth DA (1976) Lactic acidosis in childhood. Adv Pediatr 22:267–303

    CAS  PubMed  Google Scholar 

  28. Roef MJ, de Meer K, Kalhan SC, Straver H, Berger R, Reijngoud DJ (2003) Gluconeogenesis in humans with induced hyperlactatemia during low-intensity exercise. Am J Physiol Endocrinol Metab 284:E1162–E1171

    CAS  PubMed  Google Scholar 

  29. Kargiotidou A, Deli D, Galanopoulou D, Tsaftaris A, Farmaki T (2008) Low temperature and light regulate delta 12 fatty acid desaturases (FAD2) at a transcriptional level in cotton (Gossypium hirsutum). J Exp Bot 59:2043–2056

    Article  CAS  PubMed  Google Scholar 

  30. Johnathan A, Napier LVM (2001) Towards the production of pharmaceutical fatty acids in transgenic plants. J Sci Food Agric 81:883–888

    Article  Google Scholar 

  31. Kim MK, Lee BS, In JG, Sun H, Yoon JH, Yang DC (2006) Comparative analysis of expressed sequence tags (ESTs) of ginseng leaf. Plant Cell Rep 25:599–606

    Article  CAS  PubMed  Google Scholar 

  32. Choi DW, Jung J, Ha YI, Park HW, In DS, Chung HJ, Liu JR (2005) Analysis of transcripts in methyl jasmonate-treated ginseng hairy roots to identify genes involved in the biosynthesis of ginsenosides and other secondary metabolites. Plant Cell Rep 23:557–566

    Article  CAS  PubMed  Google Scholar 

  33. Percy MJ, van Wijk R, Haggan S, Savage GA, Boyd K, Dempsey S, Hamilton J, Kettle P, Kyle A, Shepherd CW, van Solinge WW, Lappin TR, McMullin MF (2007) Pyruvate kinase deficient hemolytic anemia in the Northern Irish population. Blood Cells Mol Dis 39:189–194

    Article  CAS  PubMed  Google Scholar 

  34. Nakagami H, Pitzschke A, Hirt H (2005) Emerging MAP kinase pathways in plant stress signalling. Trends Plant Sci 10:339–346

    Article  CAS  PubMed  Google Scholar 

  35. Jung JD, Park HW, Hahn Y, Hur CG, In DS, Chung HJ, Liu JR, Choi DW (2003) Discovery of genes for ginsenoside biosynthesis by analysis of ginseng expressed sequence tags. Plant Cell Rep 22:224–230

    Article  CAS  PubMed  Google Scholar 

  36. Lee MH, Jeong JH, Seo JW, Shin CG, Kim YS, In JG, Yang DC, Yi JS, Choi YE (2004) Enhanced triterpene and phytosterol biosynthesis in Panax ginseng overexpressing squalene synthase gene. Plant Cell Physiol 45:976–984

    Article  CAS  PubMed  Google Scholar 

  37. Kim OT, Bang KH, Kim YC, Hyun YD, Kim MY, Cha SW (2009) Upregulation of ginsenoside and gene expression related to triterpene biosynthesis in ginseng hairy root cultures elicited by methyl jasmonate. Plant Cell Tissue Organ Cult 98:25–33

    Article  CAS  Google Scholar 

  38. Corey EJ, Matsuda SP, Bartel B (1993) Isolation of an Arabidopsis thaliana gene encoding cycloartenol synthase by functional expression in a yeast mutant lacking lanosterol synthase by the use of a chromatographic screen. Proc Natl Acad Sci USA 90:11628–11632

    Article  CAS  PubMed  Google Scholar 

  39. Meesapyodsuk D, Balsevich J, Reed DW, Covello PS (2007) Saponin biosynthesis in Saponaria vaccaria. cDNAs encoding beta-amyrin synthase and a triterpene carboxylic acid glucosyltransferase. Plant Physiol 143:959–969

    Article  CAS  PubMed  Google Scholar 

  40. Nelson DR, Mang R, Alam M, Schuler MA (2008) Comparison of cytochrome P450 genes from six plant genomes. Trop Plant Biol 1:216–235

    Article  CAS  Google Scholar 

  41. Labarga A, Valentin F, Anderson M, Lopez R (2007) Web services at the European bioinformatics institute. Nucleic Acids Res 35:W6–W11

    Article  PubMed  Google Scholar 

  42. Finn RD, Mistry J, Schuster-Bockler B, Griffiths-Jones S, Hollich V, Lassmann T, Moxon S, Marshall M, Khanna A, Durbin R, Eddy SR, Sonnhammer EL, Bateman A (2006) Pfam: clans, web tools and services. Nucleic Acids Res 34:D247–D251

    Article  CAS  PubMed  Google Scholar 

  43. Letunic I, Doerks T, Bork P (2009) SMART 6: recent updates and new developments. Nucleic Acids Res 37:D229–D232

    Article  CAS  PubMed  Google Scholar 

  44. Buchan DW, Shepherd AJ, Lee D, Pearl FM, Rison SC, Thornton JM, Orengo CA (2002) Gene3D: structural assignment for whole genes and genomes using the CATH domain structure database. Genome Res 12:503–514

    Article  CAS  PubMed  Google Scholar 

  45. Hulo N, Bairoch A, Bulliard V, Cerutti L, De Castro E, Langendijk-Genevaux PS, Pagni M, Sigrist CJ (2006) The PROSITE database. Nucleic Acids Res 34:D227–D230

    Article  CAS  PubMed  Google Scholar 

  46. Gough J, Karplus K, Hughey R, Chothia C (2001) Assignment of homology to genome sequences using a library of hidden Markov models that represent all proteins of known structure. J Mol Biol 313:903–919

    Article  CAS  PubMed  Google Scholar 

  47. Mi H, Lazareva-Ulitsky B, Loo R, Kejariwal A, Vandergriff J, Rabkin S, Guo N, Muruganujan A, Doremieux O, Campbell MJ, Kitano H, Thomas PD (2005) The PANTHER database of protein families, subfamilies, functions and pathways. Nucleic Acids Res 33:D284–D288

    Article  CAS  PubMed  Google Scholar 

  48. Wu CH, Yeh LS, Huang H, Arminski L, Castro-Alvear J, Chen Y, Hu Z, Kourtesis P, Ledley RS, Suzek BE, Vinayaka CR, Zhang J, Barker WC (2003) The protein information resource. Nucleic Acids Res 31:345–347

    Article  PubMed  Google Scholar 

  49. Attwood TK, Croning MD, Flower DR, Lewis AP, Mabey JE, Scordis P, Selley JN, Wright W (2000) PRINTS-S: the database formerly known as PRINTS. Nucleic Acids Res 28:225–227

    Article  CAS  PubMed  Google Scholar 

  50. Selengut JD, Haft DH, Davidsen T, Ganapathy A, Gwinn-Giglio M, Nelson WC, Richter AR, White O (2007) TIGRFAMs and Genome Properties: tools for the assignment of molecular function and biological process in prokaryotic genomes. Nucleic Acids Res 35:D260–D264

    Article  CAS  PubMed  Google Scholar 

  51. Krogh A, Larsson B, von Heijne G, Sonnhammer EL (2001) Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol 305:567–580

    Article  CAS  PubMed  Google Scholar 

  52. Bendtsen JD, Nielsen H, von Heijne G, Brunak S (2004) Improved prediction of signal peptides: SignalP 3.0. J Mol Biol 340:783–795

    Article  PubMed  Google Scholar 

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Acknowledgement

This study was supported by GRCMVP for Technology Development Program of Agriculture and Forestry, Ministry of Agriculture and Forestry, Republic of Korea.

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Correspondence to Deok-Chun Yang.

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Sathiyamoorthy, S., In, JG., Gayathri, S. et al. Generation and gene ontology based analysis of expressed sequence tags (EST) from a Panax ginseng C. A. Meyer roots. Mol Biol Rep 37, 3465–3472 (2010). https://doi.org/10.1007/s11033-009-9938-z

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  • DOI: https://doi.org/10.1007/s11033-009-9938-z

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