Skip to main content

EST (Expressed Sequence Tag): A Technique for Identification of Plant Secondary Metabolite Genes

  • Chapter
  • First Online:
Plant and Human Health, Volume 2

Abstract

Plants contain various secondary metabolites which are synthesized as a defense mechanism, and expression of genes’ synthesizing these metabolites varies with the developmental age of plant and also between tissue to tissue. Identification of these expressed genes helps in unraveling the biosynthetic pathways of different metabolites in plants. Many molecular biology techniques can be used for identification of these expressed genes, but expressed sequence tags (ESTs) are nowadays widely used due to cost-effectiveness and efficiency as compared to other techniques. After sequencing the ESTs, databases such as NCBI, EMBL, etc. can be used for further comparison of sequences which help in identification of genes. These ESTs are an attractive tool for decoding the metabolic pathways rather than whole genome sequencing.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Adams MD, Kelley JM, Gocayne JD, Dubnick M, Polymeropoulos MH, Xiao H et al (1991) Complementary DNA sequencing: expressed sequence tags and human genome project. Science 252:1651–1656

    Article  CAS  PubMed  Google Scholar 

  • Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W et al (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Arita M (2004) The metabolic world of Escherichia coli is not small. PNAS 101(6):1543–1547

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Aziz N, Paiva NL, May GD, Dixon RA (2005) Transcriptome analysis of alfalfa glandular trichomes. Planta 221:28–38

    Article  CAS  PubMed  Google Scholar 

  • Baerson SR, Dayan FE, Rimando AM, Nanayakkara NPD, Liu CJ, Schroder J et al (2008) A functional genomics investigation of allelochemical biosynthesis in Sorghum bicolor root hairs. J Biol Chem 283(6):3231–3247

    Article  CAS  PubMed  Google Scholar 

  • Bainbridge MN, Warren RL, Hirst M, Romanuik T, Zeng T, Go A et al (2006) Analysis of the prostate cancer cell line LNCaP transcriptome using a sequencing-by-synthesis approach. BMC Genomics 7:246

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Bedell JA, Korf I, Gish W (2000) MaskerAid: a performance enhancement to RepeatMasker. Bioinformatics 16:1040–1041

    Article  CAS  PubMed  Google Scholar 

  • Bennetzen JL (2002) Mechanisms and rates of genome expansion and contraction in flowering plants. Genetica 115:29–36

    Article  CAS  PubMed  Google Scholar 

  • Bertea CM, Voster A, Verstappen FWA, Vei MM, Beekwilder J, Bouwmeester HJ (2006) Isoprenoid biosynthesis in Artemisia annua: Cloning and heterologous expression of a germacrene A synthase from a glandular trichome cDNA library. Arch Biochem Biophys 448:3–12

    Article  CAS  PubMed  Google Scholar 

  • Besser K, Harper A, Welsby N, Schauvinhold I, Slocombe S, Li Y et al (2009) Divergent regulation of terpenoid metabolism in the trichomes of wild and cultivated tomato species. Plant Physiol 149(1):499–514

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bevan M, Bancroft I, Bent E, Love K, Goodman H, Dean C et al (1998) Analysis of 1.9 Mb of contiguous sequence from chromosome 4 of Arabidopsis thaliana. Nature 391(6666):485–488

    Article  CAS  PubMed  Google Scholar 

  • Bonaldo MF, Lennon G, Soares MB (1996) Normalization and subtraction: two approaches to facilitate gene discovery. Genome Res 6:791–806

    Article  CAS  PubMed  Google Scholar 

  • Brandle JE, Richman A, Swanson AK, Chapman BP (2002) Leaf ESTs from Stevia rebaudiana: a resource for gene discovery in diterpene synthesis. Plant Mol Biol 50:613–622

    Article  CAS  PubMed  Google Scholar 

  • Burke J, Davison D, Hide W (1999) d2_cluster: a validated method for clustering EST and full-length cDNAsequences. Genome Res 9:1135–1142

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Channeliere S, Riviere S, Scalliet G, Szecsi J, Jullien F, Dolle C et al (2002) Analysis of gene expression in rose petals using expressed sequence tags. FEBS Lett 515:35–38

    Article  CAS  PubMed  Google Scholar 

  • Chatzopoulou FM, Makris AM, Argiriou A, Degenhardt J, Kanellis AK (2010) EST analysis and annotation of transcripts derived from a trichome-specific cDNA library from Salvia fruticosa. Plant Cell Rep 29:523–534

    Article  CAS  PubMed  Google Scholar 

  • Chen JJW, Wu R, Yang PC, Huang JY, Sher YP, Han MH et al (1998) Profiling expression patterns and isolating differentially expressed genes by cDNA microarray system with colorimetry detection. Genomics 51:313–324

    Article  CAS  PubMed  Google Scholar 

  • Chen L, Zhao LP, Gao QK (2005) Generation and analysis of expressed sequence tags from the tender shoots cDNA library of tea plant (Camellia sinensis). Plant Sci 168:359–363

    Article  CAS  Google Scholar 

  • Chen MS, Wang GJ, Wang RL, Wang J, Song SQ, Xu ZF (2011a) Analysis of expressed sequence tags from biodiesel plant Jatropha curcas embryos at different developmental stages. Plant Sci 181:696–700

    Article  CAS  PubMed  Google Scholar 

  • Chen S, Luo H, Li Y, Sun Y, Wu Q, Niu Y et al (2011b) 454 EST analysis detects genes putatively involved in ginsenoside biosynthesis in Panax ginseng. Plant Cell Rep 30:1593–1601

    Article  CAS  PubMed  Google Scholar 

  • Chen YR, Lee YR, Wang SY, Chang ST, Shaw JF, Chu FH (2004) Establishment of expressed sequence tags from Taiwania (Taiwania cryptomerioides Hayata) seedling cDNA. Plant Sci 167:955–957

    Article  CAS  Google Scholar 

  • Choi DW, Jung JD, Ha YI, Park HW, In DS, Chung HJ et al (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 

  • Christopher ME, Miranda M, Major IT, Constabel CP (2004) Gene expression profiling of systemically wound-induced defences in hybrid poplar. Planta 219:936–947

    Article  CAS  PubMed  Google Scholar 

  • Costa GGL, Cardoso KC, Del Bem LEV, Lima AC, Cunha MAS, de Campos-Leite L et al (2010) Transcriptome analysis of the oil-rich seed of the bioenergy crop Jatropha curcas L. BMC Genomics 11:462

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Costa MA, Collins RE, Anterola AM, Cochrane FC, Davin LB, Lewis NG (2003) An in silico assessment of gene function and organization of the phenylpropanoid pathway metabolic networks in Arabidopsis thaliana and limitations thereof. Phytochemistry 64:1097–1112

    Article  CAS  PubMed  Google Scholar 

  • Covitz PA, Smith LS, Long SR (1998) Expressed sequence tags from a root-hair-enriched Medicago truncatula cDNA Library. Plant Physiol 117:1325–1332

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • da Silva FG, Iandolino A, Al-Kayal F, Bohlmann MC, Cushman MA, Lim H et al (2005) Characterizing the grape transcriptome. analysis of expressed sequence tags from multiple Vitis species and development of a compendium of gene expression during berry development. Plant Physiol 139:574–597

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Dai X, Wang G, Yang DS, Tang Y, Broun P, Marks DM et al (2010) TrichOME: A comparative omics database for plant trichomes. Plant Physiol 152:44–54

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Desgagné-Penix I, Khan MF, Schriemer DC, Cram D, Nowak J, Facchini PJ (2010) Integration of deep transcriptome and proteome analyses reveals the components of alkaloid metabolism in opium poppy cell cultures. BMC Plant Biol 10:252

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Devi BSR, Kim YJ, Selvi SK, Gayathri S, Altanzul K, Parvin S et al (2012) Influence of potassium nitrate on antioxidant level and secondary metabolite genes under cold stress in Panax ginseng. Russ J Plant Physiol 59(3):318–325

    Article  CAS  Google Scholar 

  • Dixon RA, Strack D (2003) Phytochemistry meets genome analysis and beyond. Phytochemistry 62:815–816

    Article  CAS  PubMed  Google Scholar 

  • Duraisamy GS, Mishra AK, Jakse J, Matousek J (2015) Computational prediction, target identification and experimental validation of mirnas from expressed sequence tags in Cannabis sativa L. Res Rev J Bot Sci 4(2):32–42

    CAS  Google Scholar 

  • Duvick J, Fu A, Muppirala U, Sabharwal M, Wilkerson MD, Lawrence CJ (2008) PlantGDB: a resource for comparative plant genomics. Nucleic Acids Res 36:D959–D965

    Article  CAS  PubMed  Google Scholar 

  • Endo M, Hakozaki H, Kokubun T, Masuko H, Takahata Y, Tsuchiya T (2002) Generation of 919 expressed sequence tags from immature flower buds and gene expression analysis using expressed sequence tags in the model plant Lotus japonicus. Genes Genet Syst 77(4):277–282

    Article  CAS  PubMed  Google Scholar 

  • Ewing B, Green P (1998) Base-calling of automated sequencer traces using phred. II. Error probabilities. Genome Res 8:186–194

    Article  CAS  PubMed  Google Scholar 

  • Ewing R, Kahla A, Poirot O, Lopez F, Audic S, Claverie J (1999) Large-scale statistical analyses of rice ESTs reveal correlated patterns of gene expression. Genome Res 9:950–959

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Falara V, Fotopoulos V, Margaritis T, Anastasaki T, Pateraki I, Bosabalidis AM et al (2008) Transcriptome analysis approaches for the isolation of trichome-specific genes from the medicinal plant Citrus creticus subsp. creticus. Plant Mol Biol 68:633–651

    Article  CAS  PubMed  Google Scholar 

  • França SC, Roberto PG, Marins MA, Puga RD, Rodrigues A, Pereira JO (2001) Biosynthesis of secondary metabolites in sugarcane. Genet Mol Biol 24(1–4):243–250

    Article  Google Scholar 

  • Fridman E, Wang J, Iijima Y, Froehlich JE, Gang DR, Ohlrogge J et al (2005) Metabolic, genomic and biochemical analyses of glandular trichomes from the wild tomato species Lycopersicon hirsutum identify a key enzyme in the biosynthesis of methyl ketones. Plant Cell 17:1252–1267

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fugate KK, Fajardo D, Schlautman B, Ferrareze JP, Bolton MD, Campbell LG et al (2014) Generation and characterization of a sugar beet transcriptome and transcript-based SSR markers. Plant Genome 7(2):1–13

    Article  CAS  Google Scholar 

  • Gang DR, Wang J, Dudareva N, Nam KH, Simon JE, Lewinsohn E et al (2001) An investigation of the storage and biosynthesis of phenylpropenes in sweet basil. Plant Physiol 125:539–555

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gao ZM, Li CL, Peng ZH (2011) Generation and analysis of expressed sequence tags from a normalized cDNA library of young leaf from Ma bamboo (Dendrocalamus latiflorus Munro). Plant Cell Rep 30:2045–2057

    Article  CAS  PubMed  Google Scholar 

  • Guterman I, Shalit M, Menda N, Piestun D, Dafny-Yelin M, Shalev G et al (2002) Rose scent: Genomics approach to discovering novel floral fragrance–related genes. Plant Cell 14:2325–2338

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hatey F, Tosser-Klopp G, Clouscard-Martinato C, Mulsant P, Gasser F (1998) Expressed sequence tags for genes: a review. Genet Sel Evol 30:521–541

    Article  CAS  PubMed Central  Google Scholar 

  • Hays DB, Skinner DZ (2001) Development of an expressed sequence tag (EST) library for Medicago sativa. Plant Sci 161:517–526

    Article  CAS  Google Scholar 

  • He XZ, Blount JW, Ge S, Tang Y, Dixon RA (2011) A genomic approach to isoflavone biosynthesis in kudzu (Pueraria lobata). Planta 233:843–855

    Article  CAS  PubMed  Google Scholar 

  • Hofte H, Desprez T, Amselem J, Chiapello H, Rouze P, Caboche M et al (1994) An inventory of 1152 expressed sequence tags obtained by partial sequencing of cDNAs from Arabidopsis thaliana. Plant J 4:1051–1061

    Article  Google Scholar 

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

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Iijima Y, Gang DR, Fridman E, Lewinsohn E, Pichersky E (2004) Characterization of geraniol synthase from the peltate glands of sweet basil. Plant Physiol 134:370–379

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jung JD, Park HW, Hahn Y, Hur CG, In DS, Chung HJ et al (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 

  • Kalia RK, Rai MK, Kalia S, Singh R, Dhawan AK (2011) Microsatellite markers: an overview of the recent progress in plants. Euphytica 177:309–334

    Article  CAS  Google Scholar 

  • Kalra S, Puniya BL, Kulshreshtha D, Kumar S, Kaur J, Ramachandran S. De novo transcriptome sequencing reveals important molecular networks and metabolic pathways of the plant, Chlorophytum borivilianum. PLoS One 2013;8(12):e 83336

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Kanehisa M, Goto S, Hattori M, Aoki-Kinoshita KF, Itoh M, Kawashima S et al (2006) From genomics to chemical genomics: new developments in KEGG. Nucleic Acids Res 34:D3540–DD357

    Article  CAS  Google Scholar 

  • Kanehisa M, Goto S (2000) KEGG: Kyoto Encyclopedia of genes and genomes. Nucleic Acids Res 28(1):27–30

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • 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 

  • Kim OT, Um Y, Jin ML, Kim YC, Bang KH, Hyun DY et al (2014) Analysis of expressed sequence tags from Centella asiatica (L.) Urban hairy roots elicited by methyl jasmonate to discover genes related to cytochrome P450s and glucosyltransferases. Plant Biotechnol Rep 8:211–220

    Article  Google Scholar 

  • Kore-eda S, Cushman MA, Akselrod I, Bufford D, Fredrickson M, Clark E et al (2004) Transcript profiling of salinity stress responses by large-scale expressed sequence tag analysis in Mesembryanthemum crystallinum. Gene 341:83–92

    Article  PubMed  Google Scholar 

  • Kutchan T, Dixon RA (2005) Secondary metabolism: nature, chemical reservoir under deconvolution. Curr Opin Plant Biol 8:227–229

    Article  Google Scholar 

  • Lane A, Boecklemann A, Woronuk GN, Sarker L, Mahmoud SS (2010) A genomics resource for investigating regulation of essential oil production in Lavandula angustifolia. Planta 231:835–845

    Article  CAS  PubMed  Google Scholar 

  • Lange BM, Wildung MR, Stauber EJ, Sanchez C, Pouchnik D, Croteau R (2000) Probing essential oil biosynthesis and secretion by functional evaluation of expressed sequence tags from mint glandular trichomes. PNAS 97(6):2934–2939

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lee CH, Chan MH, Wang YN, Chu FH (2006) Gene Investigation into the Inner bark of Taiwania (Taiwania cryptomerioides). Bot Stud 47:111–118

    CAS  Google Scholar 

  • Lee Y, Tsai J, Sunkara S, Karamycheva S, Pertea G, Sultana R (2005) The TIGR Gene Indices: clustering and assembling EST and known genes and integration with eukaryotic genomes. Nucleic Acids Res 33:D71–D74

    Article  CAS  PubMed  Google Scholar 

  • Li C, Zhu Y, Guo X, Sun C, Luo H, Song J et al (2013) Transcriptome analysis reveals ginsenosides biosynthetic genes, microRNAs and simple sequence repeats in Panax ginseng C. A. Meyer. BMC Genomics 14:245

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li R, Links MG, Gjetvaj B, Sharpe A, Hannoufa A (2008) Development of an Adonis aestivalis expressed sequence tag population as a resource for genes of the carotenoid pathway. Genome 51(11):888–896

    Article  CAS  PubMed  Google Scholar 

  • Li Y, Luo HM, Sun C, Song JY, Sun YZ, Wu Q et al (2010) EST analysis reveals putative genes involved in glycyrrhizin biosynthesis. BMC Genomics 11:268

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Livingstone JM, Seguin P, Stromvik MV (2009) An in silico study of the genes for the isoflavonoid pathway enzymes in soybean reveals novel expressed homologues. Can J Plant Sci 90(4):453–469

    Article  Google Scholar 

  • Lopez C, Piegu B, Cooke R, Delseny M, Tohme J, Verdier V (2005) Using cDNA and genomic sequences as tools to develop SNP strategies in cassava (Manihot esculenta Crantz). Theor Appl Genet 110:425–431

    Article  CAS  PubMed  Google Scholar 

  • Lu C, Wallis JG, Browse J (2007) An analysis of expressed sequence tags of developing castor endosperm using a full-length cDNA library. BMC Plant Biol 7:42

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Lucheta AR, Silva-Pinhati ACO, Basílio-Palmieri AC, Berger IJ, Freitas-Astúa J, Crstofani M (2007) An in silico analysis of the key genes involved in flavonoid biosynthesis in Citrus sinensis. Genet Mol Biol 30(Suppl 3):819–831

    Article  CAS  Google Scholar 

  • Luo H, Li Y, Sun C, Wu Q, Song J, Sun Y et al (2010a) Comparison of 454-ESTs from Huperzia serrata and Phlegmariurus carinatus reveals putative genes involved in lycopodium alkaloid biosynthesis and developmental regulation. BMC Plant Biol 10:209

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Luo H, Sun C, Li Y, Wu Q, Song J, Wang D et al (2010b) Analysis of expressed sequence tags from the Huperzia serrata leaf for gene discovery in the areas of secondary metabolite biosynthesis and development regulation. Physiol Plant 139:1–12

    Article  CAS  PubMed  Google Scholar 

  • Masoudi-Nejad A, Goto S, Jauregui R, Ito M, Kawashima S, Moriya Y et al (2007) EGENES: Transcriptome based plant database of genes with metabolic pathway information and expressed sequence tag indices in KEGG. Plant Physiol 144:857–866

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Masoudi-Nejad A, Jauregui R, Kawashima S, Goto S, Kanehisa M, Endo TR (2004). The kingdom of plantae EST indices: a resource for plant genomics community. Genome informatics: The 15th International Conference on Genome Informatics, Pacifico Yokohama, Japan, 16–18 December 2004, p 102

    Google Scholar 

  • Masoudi-Nejad A, Tonomura K, Kawashima S, Itoh M, Kanehisa M, Endo T et al (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  PubMed Central  Google Scholar 

  • McCombie WR, Adams MD, Kelley JM, FitzGerald MG, Utterback TR, Khan M et al (1992) Caenorhabditis elegans expressed sequence tags identify gene families and potential disease gene homologues. Nat Genet 1:124–131

    Article  CAS  PubMed  Google Scholar 

  • Mishra RK, Gangadhar BH, Yu JW, Kim DH, Park SW (2011) Development and characterization of EST based SSR markers in Madagascar periwinkle (Catharanthus roseus) and their transferability in other medicinal plants. POJ 4(3):154–162

    CAS  Google Scholar 

  • Misra RC, Maiti P, Chanotiya CS, Shanker K, Ghosh S (2013) Methyl jasmonate-elicited transcriptional responses and pentacyclic triterpene biosynthesis in sweet basil. Plant Physiol 164(2):1028–1044

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Moriya Y, Itoh M, Okuda S, Kanehisa M (2005) KAAS: KEGG automatic annotation server. Genome informatics: The 16th International Conference on Genome Informatics, Pacifico Yokohama. Japan, 19–21 December 2005, p 005–1

    Google Scholar 

  • Morozova O, Hirst M, Marra MA (2009) Applications of new sequencing technologies for transcriptome analysis. Annu Rev Genomics Hum Genet 10:135–151

    Article  CAS  PubMed  Google Scholar 

  • Murata J, Roepke J, Gordon H, De Luca V (2008) The leaf epidermome of Catharanthus roseus reveals its biochemical specialization. Plant Cell 20:524–542

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Murataa J, Bienzleb D, Brandlec JE, Sensend CW, De Luca V (2006) Expressed sequence tags from Madagascar periwinkle (Catharanthus roseus). FEBS Lett 580:4501–4507

    Article  CAS  Google Scholar 

  • Naganeeswaran SA, Subbian EA, Ramaswamy M (2012) Analysis of expressed sequence tags (ESTs) from cocoa (Theobroma cacao L) upon infection with Phytophthora megakarya. Bioinformation 8(2):65–68

    Article  PubMed  PubMed Central  Google Scholar 

  • Nagaraj SH, Gasser RB, Ranganathan S (2006) A hitchhiker’s guide to expressed sequence tag (EST) analysis. Brief Bioinform 8(1):6–21

    Article  PubMed  CAS  Google Scholar 

  • Nagel J, Culley LK, Lu Y, Liu E, Matthews PD, Stevens JF (2008) EST analysis of hop glandular trichomes identifies an O-Methyltransferase that catalyzes the biosynthesis of xanthohumol. Plant Cell 20:186–200

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Natarajan P, Kanagasabapathy D, Gunadayalan G, Panchalingam J, Shree N, Sugantham PA et al (2010) Gene discovery from Jatropha curcas by sequencing of ESTs from normalized and full-length enriched cDNA library from developing seeds. BMC Genomics 11:606

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Newcomb RD, Crowhurst RN, Gleave AP, Rikkerink EHA, Allan AC, Beuning LL et al (2006) Analyses of expressed sequence tags from apple. Plant Physiol 141:147–166

    Article  PubMed  PubMed Central  Google Scholar 

  • Nishiyama T, Fujita T, Shin IT, Seki M, Nishide H, Uchiyama I et al (2003) Comparative genomics of Physcomitrella patens gametophytic transcriptome and Arabidopsis thaliana: implication for land plant evolution. Proc Natl Acad Sci U S A 100:8007–8012

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ogata Y, Suzuki H (2011) Plant expressed sequence tags databases: practical uses and the improvement of their searches using network module analysis. Plant Biotechnol 28:351–360

    Article  CAS  Google Scholar 

  • Ogihara Y, Mochida K, Nemoto Y, Murai K, Yamazaki Y, Shin IT et al (2003) Correlated clustering and virtual display of gene expression patterns in the wheat life cycle by large-scale statistical analyses of expressed sequence tags. Plant J 33:1001–1011

    Article  PubMed  Google Scholar 

  • Ohlrogge J, Benning C (2000) Unraveling plant metabolism by EST analysis. Curr Opin Plant Biol 3:224–228

    Article  CAS  PubMed  Google Scholar 

  • Park JS, Kim JB, Hahn BS, Kim KH, Ha SH, Kim JB et al (2004) EST analysis of genes involved in secondary metabolism in Camellia sinensis (tea), using suppression subtractive hybridization. Plant Sci 166:953–961

    Article  CAS  Google Scholar 

  • Parkinson J, Blaxter M (2009) Expressed sequence tags: an overview. In: Parkinson J (ed) Expressed sequence tags (ESTs): generation and analysis, vol 533. Humana Press, New York, pp 1–12

    Chapter  Google Scholar 

  • Parkinson J, Blaxter M (2004) Expressed sequence tags: analysis and annotation. Methods Mol Biol 270:93–126

    CAS  PubMed  Google Scholar 

  • Paterson AH, Bowers JE, Burow MD, Draye X, Elsik CG, Jiang CX et al (2000) Comparative genomics of plant chromosomes. Plant Cell 12:1523–1540

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Peng FY, Reid KE, Liao N, Schlosser J, Lijavetzky D, Holt R et al (2007) Generation of ESTs in Vitis vinifera wine grape (Cabernet Sauvignon) and table grape (Muscat Hamburg) and discovery of new candidate genes with potential roles in berry development. Gene 402:40–50

    Article  CAS  PubMed  Google Scholar 

  • Phred, Phrap and Consed (2006) Laboratory of Phil Green, Department of Genome Sciences, University of Washington. http://www.phrap.org. Accessed 17 Feb 2006

  • Phukon M, Namdev R, Deka D, Modi MK, Sen P (2012) Construction of cDNA library and preliminary analysis of expressed sequence tags from tea plant (Camellia sinensis (L) O. Kuntze). Gene 506:202–206

    Article  CAS  PubMed  Google Scholar 

  • Pichersky E, Gang DR (2000) Genetics and biochemistry of secondary metabolites in plants: an evolutionary perspective. Trends Plant Sci 5(10):439–445

    Article  CAS  PubMed  Google Scholar 

  • Pienkny S, Brandt W, Schmidt J, Kramell R, Ziegler J (2009) Functional characterization of a novel benzylisoquinoline O-methyltransferase suggests its involvement in papaverine biosynthesis in opium poppy (Papaver somniferum L). Plant J 60:56–67

    Article  CAS  PubMed  Google Scholar 

  • Priya A, Tripathi H, Yadav DK, Khan F, Gupta V, Shukla RK et al (2012) Functional annotation of expressed sequence tags of Papaver somniferum. Plant Omics J 5(3):223–230

    CAS  Google Scholar 

  • Ptitsyn A, Hide W (2005) CLU: a new algorithm for EST clustering. BMC Bioinformatics 6(Suppl 2):S3

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Putney SD, Herlihy WC, Schimmel P (1983) A new troponin T and cDNA clones for 13 different muscle proteins, found by shotgun sequencing. Nature 302:718–721

    Article  CAS  PubMed  Google Scholar 

  • Richman A, Swanson A, Humphrey T, Chapman R, McGarvey B, Pocs R et al (2005) Functional genomics uncovers three glucosyltransferases involved in the synthesis of the major sweet glucosides of Stevia rebaudiana. Plant J 41:56–67

    Article  CAS  PubMed  Google Scholar 

  • Rischer H, Orešič M, Seppänen-Laakso T, Katajamaa M, Lammertyn F, Ardiles-Diaz W et al (2006) Gene-to-metabolite networks for terpenoid indole alkaloid biosynthesis in Catharanthus roseus cells. PNAS 103:5614–5619

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Roslan ND, Yusop JM, Baharum SN, Othman R, Mohamed-Hussein ZA, Ismail I et al (2012) Flavonoid biosynthesis genes putatively identified in the aromatic plant Polygonum minus via expressed sequences tag (EST) analysis. Int J Mol Sci 13:2692–2706

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Roy S, Chauhan R, Maheshwari N, Gupta S, Gupta DK, Sharma A (2011) In silico approaches in comparative genomics, structure prediction and functional characterization of secondary metabolite proteins of Mentha sp. Plant Omics J 4(7):354–363

    CAS  Google Scholar 

  • Sathiyamoorthy S, In JG, Gayathri S, Kim YJ, Yang DC (2010) 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

    Article  CAS  PubMed  Google Scholar 

  • Sathiyamoorthy S, In JG, Lee BS, Kwon WS, Yang DU, Kim JH et al (2011) In silico analysis for expressed sequence tags from embryogenic callus and flower buds of Panax ginseng C. A. Meyer. J Ginseng Res 35(1):21–30

    Article  CAS  Google Scholar 

  • Schena M, Shalon D, Davis R, Brown P (1995) Quantitative monitoring of gene expression patterns with a complimentary DNA microarray. Science 270:467–470

    Article  CAS  PubMed  Google Scholar 

  • Schilmiller AL, Miner DP, Larson M, McDowell E, Gang DR, Wilkerson C et al (2010) Studies of a biochemical factory: Tomato trichome deep expressed sequence tag sequencing and proteomics. Plant Physiol 153:1212–1223

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Senthil K, Wasnik NG, Kim YJ, Yang DC (2010) Generation and analysis of expressed sequence tags from leaf and root of Withania somnifera (Ashwagandha). Mol Biol Rep 37:893–902

    Article  CAS  PubMed  Google Scholar 

  • Shelton D, Leach D, Baverstock P, Henry R (2002) Isolation of genes involved in secondary metabolism from Melaleuca alternifolia (Cheel) using expressed sequence tags (ESTs). Plant Sci 162:9–15

    Article  CAS  Google Scholar 

  • Shukla AK, Shasany AK, Gupta MM, Khanuja SPS (2006) Transcriptome analysis in Catharanthus roseus leaves and roots for comparative terpenoid indole alkaloid profiles. J Exp Bot 57(14):3921–3932

    Article  CAS  PubMed  Google Scholar 

  • Simon SA, Zhai J, Nandety RS, McCormick KP, Zeng J, Mejia D et al (2009) Short-read sequencing technologies for transcriptional analyses. Annu Rev Plant Biol 60:305–333

    Article  CAS  PubMed  Google Scholar 

  • Soares VLF, Rodrigues SM, de Oliveira TM, de Queiroz TO, Lima LS, Hora-Junior BT et al (2011) Unraveling new genes associated with seed development and metabolism in Bixa orellana L. by expressed sequence tag (EST) analysis. Mol Biol Rep 38:1329–1340

    Article  CAS  PubMed  Google Scholar 

  • Somerville C, Somerville S (1999) Plant functional genomics. Science 285:380–383

    Article  CAS  PubMed  Google Scholar 

  • Spiering MJ, Urban LA, Nuss DL, Gopalan V, Stoltzfus A, Eisenstein E (2011) Gene identification in black cohosh (Actaea racemosa L.): expressed sequence tag profiling and genetic screening yields candidate genes for production of bioactive secondary metabolites. Plant Cell Rep 30:613–629

    Article  CAS  PubMed  Google Scholar 

  • Srivastava AC, Palanichelvam K, Ma J, Steele J, Blancaflor EB, Tang Y (2010) Collection and analysis of expressed sequence tags derived from laser capture microdissected switchgrass (Panicum virgatum L. Alamo) vascular tissues. Bioenergy Res 3(3):278–294

    Article  Google Scholar 

  • Suh MC, Kim MJ, Hur CG, Bae JM, Park YI, Chung CH et al (2003) Comparative analysis of expressed sequence tags from Sesamum indicum and Arabidopsis thaliana developing seeds. Plant Mol Biol 52:1107–1123

    Article  PubMed  Google Scholar 

  • Sun C, Sun Y, Song J, Li C, Li X, Zhang X et al (2011) Discovery of genes related to steroidal alkaloid biosynthesis in Fritillaria cirrhosa by generating and mining a dataset of expressed sequence tags (ESTs). J Med Plant Res 5(21):5307–5314

    CAS  Google Scholar 

  • Suzuki H, Achnine L, Xu R, Matsuda SPT, Dixon RA (2002) A genomics approach to the early stages of triterpene saponin biosynthesis in Medicago truncatula. Plant J 32:1033–1048

    Article  CAS  PubMed  Google Scholar 

  • Tang S, Kishore VK, Knapp SJ (2003) PCR-multiplexes for a genome-wide framework of simple sequence repeat marker loci in cultivated sunflower. Theor Appl Genet 107(1):6–19

    Article  CAS  PubMed  Google Scholar 

  • Taniguchi F, Fukuoka H, Tanaka J (2012) Expressed sequence tags from organ-specific cDNA libraries of tea (Camellia sinensis) and polymorphisms and transferability of EST-SSRs across Camellia species. Breed Sci 62:186–195

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Teoh KH, Polichuk DR, Reed DW, Nowak G, Covello PS (2006) Artemisia annua L. (Asteraceae) trichome-specific cDNAs reveal CYP71AV1, a cytochrome P450 with a key role in the biosynthesis of the antimalarial sesquiterpene lactone artemisinin. FEBS Lett 580:1411–1416

    Article  CAS  PubMed  Google Scholar 

  • Terrier N, Ageorges A, Abbal P, Romieu C (2001) Generation of ESTs from grape berry at various developmental stages. J Plant Physiol 158:1575–1583

    Article  CAS  Google Scholar 

  • Tian L, Peel GJ, Lei Z, Aziz N, Dai X, He J et al (2009) Transcript and proteomic analysis of developing white lupin (Lupinus albus L.) roots. BMC Plant Biol 9:1

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Tokimatsu T, Sakurai N, Suzuki H, Ohta H, Nishitani K, Koyama T et al (2005) KaPPA-view: a web-based analysis tool for integration of transcript and metabolite data on plant metabolic pathway maps. Plant Physiol 138:1289–1300

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Usadel B, Nagel A, Thimm O, Redestig H, Blaesing OE, Palacios-Rojas N et al (2005) Extension of the visualization tool MapMan to allow statistical analysis of arrays, display of corresponding genes, and comparison with known responses. Plant Physiol 138:1195–1204

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • van de Loo FJ, Broun P, Turner S, Somerville C (1995) An oleate 12 hydroxylase from Ricinus communis L. is a fatty acyl desaturase homolog. PNAS 92:6743–6747

    Article  PubMed  PubMed Central  Google Scholar 

  • van der Hoeven R, Ronning C, Giovannoni J, Martin G, Tanksley S (2002) Deductions about the number, organization and evolution of genes in the tomato genome based on analysis of a large EST collection and selective genomic sequencing. Plant Cell 14:1441–1456

    Article  PubMed  PubMed Central  Google Scholar 

  • Velculescu VE, Zhang L, Vogelstein B, Kinzler KW (1995) Serial analysis of gene expression sequence. Science 270:484–487

    Article  CAS  PubMed  Google Scholar 

  • Vinod MS, Sankararamasubramanian HM, Priyanka R, Ganesan G, Parida A (2010) Gene expression analysis of volatile-rich male flowers of dioecious Pandanus fascicularis using expressed sequence tags. J Plant Physiol 167:914–919

    Article  CAS  PubMed  Google Scholar 

  • Wan H, Li L, Federhen S, Wootton JC (2003) Discovering simple regions in biological sequences associated with scoring schemes. J Comput Biol 10:171–185

    Article  CAS  PubMed  Google Scholar 

  • Wang G, Tian L, Aziz N, Broun P, Dai X, He J et al (2008) Terpene biosynthesis in glandular trichomes of Hop. Plant Physiol 148:1254–1266

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang W, Wang Y, Zhang Q, Qi Y, Guo D (2009) Global characterization of Artemisia annua glandular trichome transcriptome using 454 pyrosequencing. BMC Genomics 10:465

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Wang YC, Yang CP, Liu GF, Jiang J, Wu JH (2006) Generation and analysis of expressed sequence tags from a cDNA library of Tamarix androssowii. Plant Sci 170:28–36

    Article  CAS  Google Scholar 

  • Wang YQ, Shen JK, Berglund T, Ohlsson AB, Tang XF, Zhou ZK et al (2010) Analysis of expressed sequence tags from Ginkgo mature foliage in China. Tree Genet Genomes 6:357–365

    Article  Google Scholar 

  • Wang YS, Gao LP, Wang ZR, Liua YJ, Suna ML, Yanga DQ et al (2012) Light-induced expression of genes involved in phenylpropanoid biosynthetic pathways in callus of tea (Camellia sinensis (L.) O. Kuntze). Sci Hort 133:72–83

    Article  CAS  Google Scholar 

  • White JA, Todd T, Newman T, Focks N, Girke T, de Ilarduya OM et al (2000) A new set of Arabidopsis expressed sequence tags from developing seeds: the metabolic pathway from carbohydrates to seed oil. Plant Physiol 124:1582–1594

    Article  PubMed  PubMed Central  Google Scholar 

  • Wyk BEV, Wink M (2004) Medicinal plants of the World. Briza Publications, Pretoria

    Google Scholar 

  • Xu SX, Huang QY, Lin CS, Lin FC, Lin LX, Shen QY (2015) Rapid generation and analysis of expressed sequence tags to uncovering inflorescence secondary metabolism of Bougainvillea spectabilis ‘Speciosas’ by pyrosequencing. Euphytica 205:747–759

    Article  CAS  Google Scholar 

  • Xu Y, Zhu Z, Xiao Y, Wang Y (2009) Construction of a cDNA library of Vitis pseudoreticulata native to China inoculated with Uncinula necator and the analysis of potential defence-related expressed sequence tags (ESTs). S Afr J Enol Vitic 30(1):65–71

    CAS  Google Scholar 

  • Yan YP, Wang ZZ, Tian W, Dong ZM, Spencer DF (2010) Generation and analysis of expressed sequence tags from the medicinal plant Salvia miltiorrhiza. Sci China Life Sci 53(1):273–285

    Article  CAS  PubMed  Google Scholar 

  • Yang D, Liua Y, Suna M, Zhao L, Wang Y, Chen X (2012) Differential gene expression in tea (Camellia sinensis L.) calli with different morphologies and catechin contents. J Plant Physiol 169:163–175

    Article  CAS  PubMed  Google Scholar 

  • Yonekura-Sakakibara K, Saito K (2009) Functional genomics for plant natural product biosynthesis. Nat Prod Rep 26:1466–1487

    Article  CAS  PubMed  Google Scholar 

  • Yoshida K, Nishiguchi M, Futamura N, Nanjo T (2007) Expressed sequence tags from Cryptomeria japonica sapwood during the drying process. Tree Physiol 27:1–9

    Article  CAS  PubMed  Google Scholar 

  • Zeng S, Xiao G, Guo J, Fei Z, Xu Y, Roe BA et al (2010) Development of a EST dataset and characterization of EST-SSRs in a traditional Chinese medicinal plant Epimedium sagittatum (Sieb. Et Zucc.) Maxim. BMC Genomics 11:94

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Zhang P, Foerster H, Tissier CP, Mueller L, Paley S, Karp PD et al (2005) MetaCyc and AraCyc. metabolic pathway databases for plant research. Plant Physiol 138:27–37

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang X, Wang J, Cao K, Xu C, Cao W (2015) An expressed sequence tags analysis for leaves of Chinese milk vetch (Astragalus sinicus). Legume Res 38(1):1–8

    Article  Google Scholar 

  • Zulak KG, Cornish A, Daskalchuk TE, Deyholos MK, Goodenowe DB, Gordon PMK et al (2007) Gene transcript and metabolite proWling of elicitor-induced opium poppy cell cultures reveals the coordinate regulation of primary and secondary metabolism. Planta 225:1085–1106

    Article  CAS  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Joshi, A.G., Pathak, A.R. (2019). EST (Expressed Sequence Tag): A Technique for Identification of Plant Secondary Metabolite Genes. In: Ozturk, M., Hakeem, K. (eds) Plant and Human Health, Volume 2. Springer, Cham. https://doi.org/10.1007/978-3-030-03344-6_8

Download citation

Publish with us

Policies and ethics