25 research outputs found

    Summary of the construction and assembly for three Illumina NGS libraries.

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    <p>Abbreviations: CED, <i>Catha edulis</i>; ESI, <i>Ephedra sinica</i>; SRA, short-read archive; CDS, coding sequence.</p><p>Summary of the construction and assembly for three Illumina NGS libraries.</p

    Proposed biosynthetic routes leading from L-phenylalanine to amphetamine-type alkaloids in khat and <i>Ephedra sinica</i>.

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    <p>A CoA-independent, non-β-oxidative pathway of L-phenylalanine side chain-shortening is shown in blue, whereas a CoA-dependent, β-oxidative route is shown in purple. Benzaldehyde, benzoic acid and/or benzoyl-CoA undergo condensation with pyruvate, a reaction putatively catalyzed by a ThDP-dependent carboligase. 1-Phenylpropane-1,2-dione undergoes transamination to yield (<i>S</i>)-cathinone, which is reduced to cathine and (1<i>R</i>,2<i>S</i>)-norephedrine. <i>N</i>-Methylation is restricted to <i>Ephedra</i> spp. and does not occur in khat. Activity has been detected for enzymes highlighted in yellow, and corresponding genes are available for enzymes highlighted in green. Enzymes highlighted in red have not been isolated, although database mining revealed numerous potential candidates (Tables <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0119701#pone.0119701.t002" target="_blank">2</a> and <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0119701#pone.0119701.t003" target="_blank">3</a>). Abbreviations: CoA, Coenzyme A; NAD(H), nicotinamide adenine dinucleotide; NADP(H), nicotinamide adenine dinucleotide phosphate. PAL, phenylalanine ammonia lyase; ThDP, thiamine diphosphate.</p

    <i>Ephedra sinica</i> unigenes representing enzymes putatively involved in ephedrine alkaloid biosynthesis.

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    <p>Each unigene is assigned an identifier, which corresponds to a database ID in the ESI-Velvet library. Percent amino acid identity between unigenes and queries is provided. Abbreviations: AAO4, aromatic aldehyde oxidase 4; Ab, <i>Atropa belladonna</i>; Am, <i>Antirrhinum majus</i>; AHAS, acetohydroxyacid synthase; ArAT, aromatic amino acid transaminase; At, <i>Arabidopsis thaliana</i>; BALDH, benzaldehyde dehydrogenase; BDH, benzaldehyde dehydrogenase; BL; benzoate CoA ligase; BZO, benzoyloxyglucosinolate; Ca, <i>Caffea arabica</i>; Ce, <i>Catha edulis</i>; CHD, cinnamoyl-CoA hydratase-dehydrogenase; 4CL, 4-coumaroyl-CoA ligase; Cm, <i>Cucumis melo</i>; CS, caffeine synthase; COR, codeinone reductase; Ds, <i>Datura stramonium</i>; Ec, <i>Eschscholzia californica</i>; Es, <i>Ephedra sinica</i>; KAT, 3-ketoacyl-CoA thiolasae; NMT, <i>N</i>-methyltransferase; PEANMT, phosphoethanolamine <i>N</i>-methyltransferase; PMT, putrescine <i>N</i>-methyltransferase; Ps, <i>Papaver somniferum</i>; PAL, L-phenylalanine ammonia lyase; PDC, pyruvate decarboxylase; Ph, <i>Petunia x hybrida</i>; PPA-AT, prephenate aminotransferase; PRMT, protein arginine <i>N</i>-methyltransferase; Pt, <i>Pinus taeda</i>; RED, reductase; SanR, sanguinarine reductase; Sl, <i>Solanum lycopersicon</i>; SUVH, histone lysine <i>N</i>-methyltransferase, H3L9-specific; TA, transaminase; ThDPC, thiamin diphosphate-dependent carboligase; TNMT, (<i>S</i>)-tetrahydroprotoberberine <i>N</i>-methyltransferase; TR, tropinone reducase.</p><p><i>Ephedra sinica</i> unigenes representing enzymes putatively involved in ephedrine alkaloid biosynthesis.</p

    Transcriptome Profiling of Khat (<i>Catha edulis</i>) and <i>Ephedra sinica</i> Reveals Gene Candidates Potentially Involved in Amphetamine-Type Alkaloid Biosynthesis

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    <div><p>Amphetamine analogues are produced by plants in the genus <i>Ephedra</i> and by khat (<i>Catha edulis</i>), and include the widely used decongestants and appetite suppressants (1<i>S</i>,2<i>S</i>)-pseudoephedrine and (1<i>R</i>,2<i>S</i>)-ephedrine. The production of these metabolites, which derive from L-phenylalanine, involves a multi-step pathway partially mapped out at the biochemical level using knowledge of benzoic acid metabolism established in other plants, and direct evidence using khat and <i>Ephedra</i> species as model systems. Despite the commercial importance of amphetamine-type alkaloids, only a single step in their biosynthesis has been elucidated at the molecular level. We have employed Illumina next-generation sequencing technology, paired with Trinity and Velvet-Oases assembly platforms, to establish data-mining frameworks for <i>Ephedra sinica</i> and khat plants. Sequence libraries representing a combined 200,000 unigenes were subjected to an annotation pipeline involving direct searches against public databases. Annotations included the assignment of Gene Ontology (GO) terms used to allocate unigenes to functional categories. As part of our functional genomics program aimed at novel gene discovery, the databases were mined for enzyme candidates putatively involved in alkaloid biosynthesis. Queries used for mining included enzymes with established roles in benzoic acid metabolism, as well as enzymes catalyzing reactions similar to those predicted for amphetamine alkaloid metabolism. Gene candidates were evaluated based on phylogenetic relationships, FPKM-based expression data, and mechanistic considerations. Establishment of expansive sequence resources is a critical step toward pathway characterization, a goal with both academic and industrial implications.</p></div

    Relative expression of gene candidates identified in khat (CED-Trinity).

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    <p>FPKM (fragments mapped per kilobase of exon per million reads mapped) is a normalizing statistic measuring gene expression while accounting for variation in gene length [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0119701#pone.0119701.ref023" target="_blank">23</a>]. Abbreviations are defined in Tables <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0119701#pone.0119701.t002" target="_blank">2</a> and <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0119701#pone.0119701.t003" target="_blank">3</a>.</p
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