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Trends in herbgenomics

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Abstract

From Shen Nong’s Herbal Classic (Shennong Bencao Jing) to the Compendium of Materia Medica (Bencao Gangmu) and the first scientific Nobel Prize for the mainland of China, each milestone in the historical process of the development of traditional Chinese medicine (TCM) involves screening, testing and integrating. After thousands of years of inheritance and development, herbgenomics (bencaogenomics) has bridged the gap between TCM and international advanced omics studies, promoting the application of frontier technologies in TCM. It is a discipline that uncovers the genetic information and regulatory networks of herbs to clarify their molecular mechanism in the prevention and treatment of human diseases. The main theoretical system includes genomics, functional genomics, proteomics, transcriptomics, metabolomics, epigenomics, metagenomics, synthetic biology, pharmacogenomics of TCM, and bioinformatics, among other fields. Herbgenomics is mainly applicable to the study of medicinal model plants, genomic-assisted breeding, herbal synthetic biology, protection and utilization of gene resources, TCM quality evaluation and control, and TCM drug development. Such studies will accelerate the application of cutting-edge technologies, revitalize herbal research, and strongly promote the development and modernization of TCM.

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References

  • Adem, M., Beyene, D., and Feyissa, T. (2017). Recent achievements obtained by chloroplast transformation. Plant Methods 13, 30.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Alagoz, Y., Gurkok, T., Zhang, B., and Unver, T. (2016). Manipulating the biosynthesis of bioactive compound alkaloids for next-generation metabolic engineering in opium poppy using CRISPR-Cas 9 genome editing technology. Sci Rep 6, 30910.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Awan, A.R., Shaw, W.M., and Ellis, T. (2016). Biosynthesis of therapeutic natural products using synthetic biology. Adv Drug Deliver Rev 105, 96–106.

    Article  CAS  Google Scholar 

  • Arabidopsis Genome Initiative, (2000). Analysis of the genome sequence of the flowering plant Arabidopsis thaliana. Nature 408, 796–815.

  • Bennetzen, J.L., Schmutz, J., Wang, H., Percifield, R., Hawkins, J., Pontaroli, A.C., Estep, M., Feng, L., Vaughn, J.N., Grimwood, J., et al. (2012). Reference genome sequence of the model plant Setaria. Nat Biotechnol 30, 555–561.

    Article  CAS  PubMed  Google Scholar 

  • Bolger, M.E., Arsova, B., and Usadel, B. (2018). Plant genome and transcriptome annotations: from misconceptions to simple solutions. Brief Bioinform 19, 437–449.

    CAS  PubMed  Google Scholar 

  • Booth, L.N., and Brunet, A. (2016). The aging epigenome. Mol Cell 62, 728–744.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bryant, L., Flatley, B., Patole, C., Brown, G.D., and Cramer, R. (2015). Proteomic analysis of Artemisia annua—towards elucidating the biosynthetic pathways of the antimalarial pro-drug artemisinin. BMC Plant Biol 15, 175.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cao, H., Nuruzzaman, M., Xiu, H., Huang, J., Wu, K., Chen, X., Li, J., Wang, L., Jeong, J.H., Park, S.J., et al. (2015). Transcriptome analysis of methyl jasmonate-elicited Panax ginseng adventitious roots to discover putative ginsenoside biosynthesis and transport genes. Int J Mol Sci 16, 3035–3057.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chai, Y., Wang, G., Fan, L., and Zhao, M. (2016). A proteomic analysis of mushroom polysaccharide-treated HepG2 cells. Sci Rep 6, 23565.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chan, A.P., Crabtree, J., Zhao, Q., Lorenzi, H., Orvis, J., Puiu, D., Melake- Berhan, A., Jones, K.M., Redman, J., Chen, G., et al. (2010). Draft genome sequence of the oilseed species Ricinus communis. Nat Biotechnol 28, 951–956.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chang, C.J., Lin, C.S., Lu, C.C., Martel, J., Ko, Y.F., Ojcius, D.M., Tseng, S.F., Wu, T.R., Chen, Y.Y.M., Young, J.D., et al. (2015). Ganoderma lucidum reduces obesity in mice by modulating the composition of the gut microbiota. Nat Commun 6, 7489.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chen, G., Shi, T., and Shi, L. (2017). Characterizing and annotating the genome using RNA-seq data. Sci China Life Sci 60, 116–125.

    Article  CAS  PubMed  Google Scholar 

  • Chen, S. (2017). I19 Major achievements of traditional medicine in treating epidemic and chronic diseases. Biochem Pharmacol 139, 110.

    Article  Google Scholar 

  • Chen, S., Xu, J., Liu, C., Zhu, Y., Nelson, D.R., Zhou, S., Li, C., Wang, L., Guo, X., Sun, Y., et al. (2012). Genome sequence of the model medicinal mushroom Ganoderma lucidum. Nat Commun 3, 913.

    Article  CAS  PubMed  Google Scholar 

  • Chen, S., Pang, X., Song, J., Shi, L., Yao, H., Han, J., and Leon, C. (2014). A renaissance in herbal medicine identification: from morphology to DNA. Biotech Adv 32, 1237–1244.

    Article  CAS  Google Scholar 

  • Chen, S., Song, J., Sun, C., Xu, J., Zhu, Y., Verpoorte, R., and Fan, T. (2015). Herbal genomics: examining the biology of traditional medicines. Science 347, S27–S29.

    Article  Google Scholar 

  • Chen, W., Kui, L., Zhang, G., Zhu, S., Zhang, J., Wang, X., Yang, M., Huang, H., Liu, Y., Wang, Y., et al. (2017). Whole-genome sequencing and analysis of the Chinese herbal plant Panax notoginseng. Mol Plant 10, 899–902.

    Article  CAS  PubMed  Google Scholar 

  • Chen, X., Xiang, L., Shi, L., Li, G., Yao, H., Han, J., Lin, Y., Song, J., and Chen, S. (2017). Identification of crude drugs in the Japanese pharmacopoeia using a DNA barcoding system. Sci Rep 7, 42325.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cherukupalli, N., Divate, M., Mittapelli, S.R., Khareedu, V.R., and Vudem, D.R. (2016). De novo assembly of leaf transcriptome in the medicinal plant Andrographis paniculata. Front Plant Sci 7, 1203.

    Article  PubMed  PubMed Central  Google Scholar 

  • Chi, K.R. (2008). The year of sequencing. Nat Methods 5, 11–14.

    Article  CAS  PubMed  Google Scholar 

  • Cong, L., Ran, F.A., Cox, D., Lin, S., Barretto, R., Habib, N., Hsu, P.D., Wu, X., Jiang, W., Marraffini, L.A., et al. (2013). Multiplex genome engineering using CRISPR/Cas systems. Science 339, 819–823.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cui, G., Duan, L., Jin, B., Qian, J., Xue, Z., Shen, G., Snyder, J.H., Song, J., Chen, S., Huang, L., et al. (2015). Functional divergence of diterpene syntheses in the medicinal plant Salvia miltiorrhiza. Plant Physiol 169, 1607–1618.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Deng, N., Chang, E., Li, M., Ji, J., Yao, X., Bartish, I.V., Liu, J., Ma, J., Chen, L., Jiang, Z., et al. (2016). Transcriptome characterization of Gnetum parvifolium reveals candidate genes involved in important secondary metabolic pathways of flavonoids and stilbenoids. Front Plant Sci 7, 174.

    PubMed  PubMed Central  Google Scholar 

  • Di, P., Zhang, L., Chen, J., Tan, H., Xiao, Y., Dong, X., Zhou, X., and Chen, W. (2013). 13C tracer reveals phenolic acids biosynthesis in hairy root cultures of Salvia miltiorrhiza. ACS Chem Biol 8, 1537–1548.

    Article  CAS  PubMed  Google Scholar 

  • Diao, Y., Lin, X.M., Liao, C.L., Tang, C.Z., Chen, Z.J., and Hu, Z.L. (2009). Authentication of Panax ginseng from its adulterants by PCRRFLP and ARMS. Planta Med 75, 557–560.

    Article  CAS  PubMed  Google Scholar 

  • Dietrich, J.A., Yoshikuni, Y., Fisher, K.J., Woolard, F.X., Ockey, D., Mc- Phee, D.J., Renninger, N.S., Chang, M.C.Y., Baker, D., and Keasling, J. D. (2009). A novel semi-biosynthetic route for artemisinin production using engineered substrate-promiscuous P450BM3. ACS Chem Biol 4, 261–267.

    Article  CAS  PubMed  Google Scholar 

  • Dong, L., Xu, J., Feng, G., Li, X., and Chen, S. (2016). Soil bacterial and fungal community dynamics in relation to Panax notoginseng death rate in a continuous cropping system. Sci Rep 6, 31802.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Du, J., Liang, Z., Xu, J., Zhao, Y., Li, X., Zhang, Y., Zhao, D., Chen, R., Liu, Y., Joshi, T., et al. (2018). Plant-derived phosphocholine facilitates cellular uptake of anti-pulmonary fibrotic HJT-sRNA-m7. Sci China Life Sci 61, in press doi: 10.1007/s11427-017-9026-7.

  • Fu, Y., Li, L., Hao, S., Guan, R., Fan, G., Shi, C., Wan, H., Chen, W., Zhang, H., Liu, G., et al. (2017). Draft genome sequence of the Tibetan medicinal herb Rhodiola crenulata. Gigascience 6, 1–5.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Fuentes, P., Zhou, F., Erban, A., Karcher, D., Kopka, J., and Bock, R. (2016). A new synthetic biology approach allows transfer of an entire metabolic pathway from a medicinal plant to a biomass crop. Elife 5, pii: e13664.

    Article  PubMed  PubMed Central  Google Scholar 

  • Galla, G., Vogel, H., Sharbel, T.F., and Barcaccia, G. (2015). De novo sequencing of the Hypericum perforatum L. flower transcriptome to identify potential genes that are related to plant reproduction sensu lato. BMC Genomics 16, 254.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gao, Z., Liu, Y., Wang, X., Song, J., Chen, S., Ragupathy, S., Han, J., and Newmaster, S.G. (2017). Derivative technology of DNA barcoding (- nucleotide signature and SNP double peak methods) detects adulterants and substitution in Chinese patent medicines. Sci Rep 7, 5858.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Garcia-Mas, J., Benjak, A., Sanseverino, W., Bourgeois, M., Mir, G., González, V.M., Hénaff, E., Câmara, F., Cozzuto, L., Lowy, E., et al. (2012). The genome of melon (Cucumis melo L.). Proc Natl Acad Sci USA 109, 11872–11877.

    Article  PubMed  PubMed Central  Google Scholar 

  • Gibson, D.G., Glass, J.I., Lartigue, C., Noskov, V.N., Chuang, R.Y., Algire, M.A., Benders, G.A., Montague, M.G., Ma, L., Moodie, M.M., et al. (2010). Creation of a bacterial cell controlled by a chemically synthesized genome. Science 329, 52–56.

    Article  CAS  PubMed  Google Scholar 

  • Giri, L., Jugran, A.K., Bahukhandi, A., Dhyani, P., Bhatt, I.D., Rawal, R.S., Nandi, S.K., and Dhar, U. (2017). Population genetic structure and marker trait associations using morphological, phytochemical and molecular parameters in Habenaria edgeworthii—a threatened medicinal orchid of West Himalaya, India. Appl Biochem Biotechnol 181, 267–282.

    Article  CAS  PubMed  Google Scholar 

  • Graham, I.A., Besser, K., Blumer, S., Branigan, C.A., Czechowski, T., Elias, L., Guterman, I., Harvey, D., Isaac, P.G., Khan, A.M., et al. (2010). The genetic map of Artemisia annua L. identifies loci affecting yield of the antimalarial drug artemisinin. Science 327, 328–331.

    Article  CAS  PubMed  Google Scholar 

  • Gualberto, J.M., Mileshina, D., Wallet, C., Niazi, A.K., Weber-Lotfi, F., and Dietrich, A. (2014). The plant mitochondrial genome: dynamics and maintenance. Biochimie 100, 107–120.

    Article  CAS  PubMed  Google Scholar 

  • Guan, R., Zhao, Y., Zhang, H., Fan, G., Liu, X., Zhou, W., Shi, C., Wang, J., Liu, W., Liang, X., et al. (2016). Draft genome of the living fossil Ginkgo biloba. Gigascience 5, 49.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Guo, D., Xue, Y., Li, D., He, B., Jia, X., Dong, X., and Guo, M. (2017). Overexpression of CtCHS1 increases accumulation of quinochalcone in safflower. Front Plant Sci 8, 1409.

    Article  PubMed  PubMed Central  Google Scholar 

  • Guo, H., Liu, J., Luo, L., Wei, X., Zhang, J., Qi, Y., Zhang, B., Liu, H., and Xiao, P. (2017). Complete chloroplast genome sequences of Schisandra chinensis: genome structure, comparative analysis, and phylogenetic relationship of basal angiosperms. Sci China Life Sci 60, 1286–1290.

    Article  PubMed  Google Scholar 

  • Guo, J., Ma, X., Cai, Y., Ma, Y., Zhan, Z., Zhou, Y.J., Liu, W., Guan, M., Yang, J., Cui, G., et al. (2016). Cytochrome P450 promiscuity leads to a bifurcating biosynthetic pathway for tanshinones. New Phytol 210, 525–534.

    Article  CAS  PubMed  Google Scholar 

  • Guo, J., Zhou, Y.J., Hillwig, M.L., Shen, Y., Yang, L., Wang, Y., Zhang, X., Liu, W., Peters, R.J., Chen, X., et al. (2013). CYP76AH1 catalyzes turnover of miltiradiene in tanshinones biosynthesis and enables heterologous production of ferruginol in yeasts. Proc Natl Acad Sci USA 110, 12108–12113.

    Article  PubMed  PubMed Central  Google Scholar 

  • Guo, S., Zhang, J., Sun, H., Salse, J., Lucas, W.J., Zhang, H., Zheng, Y., Mao, L., Ren, Y., Wang, Z., et al. (2013). The draft genome of watermelon (Citrullus lanatus) and resequencing of 20 diverse accessions. Nat Genet 45, 51–58.

    Article  CAS  PubMed  Google Scholar 

  • Haiser, H.J., and Turnbaugh, P.J. (2012). Is it time for a metagenomic basis of therapeutics? Science 336, 1253–1255.

    Article  CAS  PubMed  Google Scholar 

  • Han, J., Pang, X., Liao, B., Yao, H., Song, J., and Chen, S. (2016). An authenticity survey of herbal medicines from markets in China using DNA barcoding. Sci Rep 6, 18723.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Han, R., Takahashi, H., Nakamura, M., Yoshimoto, N., Suzuki, H., Shibata, D., Yamazaki, M., and Saito, K. (2015a). Transcriptomic landscape of Pueraria lobata demonstrates potential for phytochemical study. Front Plant Sci 6, 426.

    PubMed  PubMed Central  Google Scholar 

  • Han, R., Takahashi, H., Nakamura, M., Bunsupa, S., Yoshimoto, N., Yamamoto, H., Suzuki, H., Shibata, D., Yamazaki, M., and Saito, K. (2015b). Transcriptome analysis of nine tissues to discover genes involved in the biosynthesis of active ingredients in Sophora flavescens. Biol Pharmaceut Bull 38, 876–883.

    Article  CAS  Google Scholar 

  • Hansen, N.L., Heskes, A.M., Hamberger, B., Olsen, C.E., Hallström, B.M., Andersen-Ranberg, J., and Hamberger, B. (2017). The terpene synthase gene family in Tripterygium wilfordii harbors a labdane-type diterpene synthase among the monoterpene synthase TPS-b subfamily. Plant J 89, 429–441.

    Article  CAS  PubMed  Google Scholar 

  • Hao, X., Zhong, Y., Fu, X., Lv, Z., Shen, Q., Yan, T., Shi, P., Ma, Y., Chen, M., Lv, X., et al. (2017). Transcriptome analysis of genes associated with the artemisinin biosynthesis by jasmonic acid treatment under the light in Artemisia annua. Front Plant Sci 8, 971.

    Article  PubMed  PubMed Central  Google Scholar 

  • He, N., Zhang, C., Qi, X., Zhao, S., Tao, Y., Yang, G., Lee, T.H., Wang, X., Cai, Q., Li, D., et al. (2013). Draft genome sequence of the mulberry tree Morus notabilis. Nat Commun 4, 2445.

    Article  CAS  PubMed  Google Scholar 

  • He, Y., Xiao, H., Deng, C., Xiong, L., Nie, H., and Peng, C. (2016). Survey of the genome of Pogostemon cablin provides insights into its evolutionary history and sesquiterpenoid biosynthesis. Sci Rep 6, 26405.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hoshino, A., Jayakumar, V., Nitasaka, E., Toyoda, A., Noguchi, H., Itoh, T., Shin-I, T., Minakuchi, Y., Koda, Y., Nagano, A.J., et al. (2016). Genome sequence and analysis of the Japanese morning glory Ipomoea nil. Nat Commun 7, 13295.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hu, Z., Zhang, T., Gao, X.X., Wang, Y., Zhang, Q., Zhou, H.J., Zhao, G.F., Wang, M.L., Woeste, K.E., and Zhao, P. (2016). De novo assembly and characterization of the leaf, bud, and fruit transcriptome from the vulnerable tree Juglans mandshurica for the development of 20 new microsatellite markers using Illumina sequencing. Mol Genet Genomics 291, 849–862.

    Article  CAS  PubMed  Google Scholar 

  • Huang, X., Zhou, G., Wu, W., Duan, Y., Ma, G., Song, J., Xiao, R., Vandenberghe, L., Zhang, F., D’Amore, P.A., et al. (2017). Genome editing abrogates angiogenesis in vivo. Nat Commun 8, 112.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hunt, M., Kikuchi, T., Sanders, M., Newbold, C., Berriman, M., and Otto, T.D. (2013). REAPR: a universal tool for genome assembly evaluation. Genome Biol 14, R47.

    Article  PubMed  PubMed Central  Google Scholar 

  • Jayakodi, M., Choi, B.S., Lee, S.C., Kim, N.H., Park, J.Y., Jang, W., Lakshmanan, M., Mohan, S.V.G., Lee, D.Y., and Yang, T.J. (2018). Ginseng Genome Database: an open-access platform for genomics of Panax ginseng. BMC Plant Biol 18, 62.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jayakodi, M., Lee, S.C., Lee, Y.S., Park, H.S., Kim, N.H., Jang, W., Lee, H. O., Joh, H.J., and Yang, T.J. (2015). Comprehensive analysis of Panax ginseng root transcriptomes. BMC Plant Biol 15, 138.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ji, A., Jia, J., Xu, Z., Li, Y., Bi, W., Ren, F., He, C., Liu, J., Hu, K., and Song, J. (2017). Transcriptome-guided mining of genes involved in crocin biosynthesis. Front Plant Sci 8, 518.

    PubMed  PubMed Central  Google Scholar 

  • Jia, J., Xu, Z., Xin, T., Shi, L., and Song, J. (2017). Quality control of the traditional patent medicine Yimu Wan based on SMRT sequencing and DNA barcoding. Front Plant Sci 8, 926.

    Article  PubMed  PubMed Central  Google Scholar 

  • Kellner, F., Kim, J., Clavijo, B.J., Hamilton, J.P., Childs, K.L., Vaillancourt, B., Cepela, J., Habermann, M., Steuernagel, B., Clissold, L., et al. (2015). Genome-guided investigation of plant natural product biosynthesis. Plant J 82, 680–692.

    Article  CAS  PubMed  Google Scholar 

  • Kim, B.Y., Park, H.S., Kim, S., and Kim, Y.D. (2017a). Development of microsatellite markers for Viscum coloratum (Santalaceae) and their application to wild populations. Appl Plant Sci 5, pii: apps.1600102.

    Article  Google Scholar 

  • Kim, B.Y., Park, H.S., Lee, J.H., Kwak, M., and Kim, Y.D. (2017b). Development of microsatellite markers based on expressed sequence tags in Asparagus cochinchinensis (Asparagaceae). Appl Plant Sci 5, pii: apps. 1700021.

    Article  Google Scholar 

  • Kim, Y., Kim, A.Y., Jo, A., Choi, H., Cho, S.S., and Choi, C. (2017). Development of user-friendly method to distinguish subspecies of the Korean medicinal herb Perilla frutescens using multiplex-PCR. Molecules 22, 665.

    Article  CAS  PubMed Central  Google Scholar 

  • Kitashiba, H., Li, F., Hirakawa, H., Kawanabe, T., Zou, Z., Hasegawa, Y., Tonosaki, K., Shirasawa, S., Fukushima, A., Yokoi, S., et al. (2014). Draft sequences of the radish (Raphanus sativus L.) genome. DNA Res 21, 481–490.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kui, L., Chen, H., Zhang, W., He, S., Xiong, Z., Zhang, Y., Yan, L., Zhong, C., He, F., Chen, J., et al. (2016). Building a genetic manipulation tool box for orchid biology: identification of constitutive promoters and application of CRISPR/Cas9 in the orchid, Dendrobium officinale. Front Plant Sci 7, 2036.

    PubMed  Google Scholar 

  • Lee, Y.S., Park, H.S., Lee, D.K., Jayakodi, M., Kim, N.H., Koo, H.J., Lee, S.C., Kim, Y.J., Kwon, S.W., and Yang, T.J. (2017). Integrated transcriptomic and metabolomic analysis of five Panax ginseng cultivars reveals the dynamics of ginsenoside biosynthesis. Front Plant Sci 8, 1048.

    Article  PubMed  PubMed Central  Google Scholar 

  • Li, B., Cui, G., Shen, G., Zhan, Z., Huang, L., Chen, J., and Qi, X. (2017). Targeted mutagenesis in the medicinal plant Salvia miltiorrhiza. Sci Rep 7, 43320.

    Article  PubMed  PubMed Central  Google Scholar 

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

    Article  CAS  Google Scholar 

  • Li, J., Zhang, J., Chen, H., Chen, X., Lan, J., and Liu, C. (2013). Complete mitochondrial genome of the medicinal mushroom Ganoderma lucidum. PLoS ONE 8, e72038.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li, J., Zhao, P., Yang, L., Li, Y., Tian, Y., and Li, S. (2016a). System biology analysis of long-term effect and mechanism of Bufei Yishen on COPD revealed by system pharmacology and 3-omics profiling. Sci Rep 6, 25492.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li, J., Xiong, C., Liu, Y., Liang, J., and Zhou, X. (2016b). Loop-mediated isothermal amplification (LAMP): emergence as an alternative technology for herbal medicine identification. Front Plant Sci 7, 1956.

    PubMed  PubMed Central  Google Scholar 

  • Li, M., Yang, Y., Feng, F., Zhang, B., Chen, S., Yang, C., Gu, L., Wang, F., Zhang, J., Chen, A., et al. (2017). Differential proteomic analysis of replanted Rehmannia glutinosa roots by iTRAQ reveals molecular mechanisms for formation of replant disease. BMC Plant Biol 17, 116.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li, M., Shi, F., Zhou, Y., Li, Y., Wang, X., Zhang, C., Wang, X., Liu, B., Xiao, H., and Li, L. (2015). Genetic and epigenetic diversities shed light on domestication of cultivated ginseng (Panax ginseng). Mol Plant 8, 1612–1622.

    Article  CAS  PubMed  Google Scholar 

  • Li, Q., Li, Y., Song, J., Xu, H., Xu, J., Zhu, Y., Li, X., Gao, H., Dong, L., Qian, J., et al. (2014). High-accuracy de novo assembly and SNP detection of chloroplast genomes using a SMRT circular consensus sequencing strategy. New Phytol 204, 1041–1049.

    Article  CAS  PubMed  Google Scholar 

  • Li, Y., Ba, H., and Yang, F. (2016). Complete mitochondrial genome of Cervus elaphus songaricus (Cetartiodactyla: Cervinae) and a phylogenetic analysis with related species. Mitochondrial DNA 27, 620–621.

    Article  CAS  PubMed  Google Scholar 

  • Li, Y., Hu, X.D., Yang, R.H., Hsiang, T., Wang, K., Liang, D.Q., Liang, F., Cao, D.M., Zhou, F., Wen, G., et al. (2015a). Complete mitochondrial genome of the medicinal fungus Ophiocordyceps sinensis. Sci Rep 5, 13892.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li, Y., Wang, X., Chen, T., Yao, F., Li, C., Tang, Q., Sun, M., Sun, G., Hu, S., Yu, J., and Song, S. (2015b). RNA-Seq based de novo transcriptome assembly and gene discovery of Cistanche deserticola fleshy stem. PLoS ONE 10, e125722.

    Google Scholar 

  • Liu, F., Guo, Q.S., Shi, H.Z., Cheng, B.X., Lu, Y.X., Gou, L., Wang, J., Shen, W.B., Yan, S.M., and Wu, M.J. (2016). Genetic variation in Whitmania pigra, Hirudo nipponica and Poecilobdella manillensis, three endemic and endangered species in China using SSR and TRAP markers. Gene 579, 172–182.

    Article  CAS  PubMed  Google Scholar 

  • Liu, M.H., Yang, B.R., Cheung, W.F., Yang, K.Y., Zhou, H.F., Kwok, J.S. L., Liu, G.C., Li, X.F., Zhong, S., Lee, S.M.Y., et al. (2015). Transcriptome analysis of leaves, roots and flowers of Panax notoginseng identifies genes involved in ginsenoside and alkaloid biosynthesis. BMC Genomics 16, 265.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu, M.J., Zhao, J., Cai, Q.L., Liu, G.C., Wang, J.R., Zhao, Z.H., Liu, P., Dai, L., Yan, G., Wang, W.J., et al. (2014). The complex jujube genome provides insights into fruit tree biology. Nat Commun 5, 5315.

    Article  CAS  PubMed  Google Scholar 

  • Liu, S., Chen, J., Li, S.C., Zeng, X., Meng, Z., and Guo, S. (2015). Comparative transcriptome analysis of genes involved in GA-GID1-DELLA regulatory module in symbiotic and asymbiotic seed germination of Anoectochilus roxburghii (Wall.) Lindl. (Orchidaceae). Int J Mol Sci 16, 30190–30203.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu, X., Cheng, J., Zhang, G., Ding, W., Duan, L., Yang, J., Kui, L., Cheng, X., Ruan, J., Fan, W., et al. (2018). Engineering yeast for the production of breviscapine by genomic analysis and synthetic biology approaches. Nat Commun 9, 448.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu, X., Liu, Y., Huang, P., Ma, Y., Qing, Z., Tang, Q., Cao, H., Cheng, P., Zheng, Y., Yuan, Z., et al. (2017). The genome of medicinal plant Macleaya cordata provides new insights into benzylisoquinoline alkaloids metabolism. Mol Plant 10, 975–989.

    Article  CAS  PubMed  Google Scholar 

  • Liu, Y., Liu, X., and Zhang, M. (2016). The complete mitochondrial genome of Sika deer Cervus nippon hortulorum (Artiodactyla: Cervidae) and phylogenetic studies. Mitochondrial DNA A DNA Mapp Seq Anal 27, 2967–2968.

    CAS  PubMed  Google Scholar 

  • Lu, X., Zhang, L., Zhang, F., Jiang, W., Shen, Q., Zhang, L., Lv, Z., Wang, G., and Tang, K. (2013). AaORA, a trichome-specific AP2/ERF transcription factor of Artemisia annua, is a positive regulator in the artemisinin biosynthetic pathway and in disease resistance to Botrytis cinerea. New Phytol 198, 1191–1202.

    Article  CAS  PubMed  Google Scholar 

  • Luo, H., Sun, C., Sun, Y., Wu, Q., Li, Y., Song, J., Niu, Y., Cheng, X., Xu, H., Li, C., et al. (2011). Analysis of the transcriptome of Panax notoginseng root uncovers putative triterpene saponin-biosynthetic genes and genetic markers. BMC Genomics 12, S5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ma, C., Gao, Z., Zhang, J., Zhang, W., Shao, J., Hai, M., Chen, J., Yang, S., and Zhang, G. (2016). Candidate genes involved in the biosynthesis of triterpenoid saponins in Platycodon grandiflorum identified by transcriptome analysis. Front Plant Sci 7, 673.

    PubMed  PubMed Central  Google Scholar 

  • Ma, Y.S., Yu, H., Li, Y.Y., Yan, H., and Cheng, X. (2008). A study of genetic structure of Stephania yunnanensis (Menispermaceae) by DALP. Biochem Genet 46, 227–240.

    Article  CAS  PubMed  Google Scholar 

  • Martel, J., Ojcius, D.M., Chang, C.J., Lin, C.S., Lu, C.C., Ko, Y.F., Tseng, S.F., Lai, H.C., and Young, J.D. (2017). Anti-obesogenic and antidiabetic effects of plants and mushrooms. Nat Rev Endocrinol 13, 149–160.

    Article  CAS  PubMed  Google Scholar 

  • Martin, V.J.J., Pitera, D.J., Withers, S.T., Newman, J.D., and Keasling, J.D. (2003). Engineering a mevalonate pathway in Escherichia coli for production of terpenoids. Nat Biotechnol 21, 796–802.

    Article  CAS  PubMed  Google Scholar 

  • Mayer, K.F.X., Waugh, R., Brown, J.W.S., Schulman, A., Langridge, P., Platzer, M., Fincher, G.B., Muehlbauer, G.J., Sato, K., et al. (2012). A physical, genetic and functional sequence assembly of the barley genome. Nature 491, 711–716.

    Article  CAS  PubMed  Google Scholar 

  • Mayr, C. (2016). Evolution and biological roles of alternative 3′UTRs. Trends Cell Biol 26, 227–237.

    Article  CAS  PubMed  Google Scholar 

  • Mehta, S.R., Eikelboom, J.W., Rupprecht, H.J., Lewis, B.S., Natarajan, M. K., Yi, C., Pogue, J., and Yusuf, S. (2002). Efficacy of hirudin in reducing cardiovascular events in patients with acute coronary syndrome undergoing early percutaneous coronary intervention. Eur Heart J 23, 117–123.

    Article  CAS  PubMed  Google Scholar 

  • Miao, Y., Zhu, Z., Guo, Q., Zhu, Y., Yang, X., and Sun, Y. (2016). Transcriptome analysis of differentially expressed genes provides insight into stolon formation in Tulipa edulis. Front Plant Sci 7, 409.

    PubMed  PubMed Central  Google Scholar 

  • Miettinen, K., Dong, L., Navrot, N., Schneider, T., Burlat, V., Pollier, J., Woittiez, L., van der Krol, S., Lugan, R., Ilc, T., et al. (2014). The secoiridoid pathway from Catharanthus roseus. Nat Commun 5, 3606.

    Article  CAS  PubMed  Google Scholar 

  • Ming, R., VanBuren, R., Liu, Y., Yang, M., Han, Y., Li, L.T., Zhang, Q., Kim, M.J., Schatz, M.C., Campbell, M., et al. (2013). Genome of the long-living sacred lotus (Nelumbo nucifera Gaertn.). Genome Biol 14, R41.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mochida, K., Sakurai, T., Seki, H., Yoshida, T., Takahagi, K., Sawai, S., Uchiyama, H., Muranaka, T., and Saito, K. (2017). Draft genome assembly and annotation of Glycyrrhiza uralensis, a medicinal legume. Plant J 89, 181–194.

    Article  CAS  PubMed  Google Scholar 

  • Montenegro, D., Kalpana, K., Chrissian, C., Sharma, A., Takaoka, A., Iacovidou, M., Soll, C.E., Aminova, O., Heguy, A., Cohen, L., et al. (2015). Uncovering potential ‘herbal probiotics’ in Juzen-taiho-to through the study of associated bacterial populations. Bioorg Med Chem Lett 25, 466–469.

    Article  CAS  PubMed  Google Scholar 

  • Nguyen, H.T., Min, J.E., Long, N.P., Thanh, M.C., Le, T.H.V., Lee, J., Park, J.H., and Kwon, S.W. (2017). Multi-platform metabolomics and a genetic approach support the authentication of agarwood produced by Aquilaria crassna and Aquilaria malaccensis. J Pharmaceut Biomed Anal 142, 136–144.

    Article  CAS  Google Scholar 

  • Nguyen, K.N.T., Nguyen, G.K.T., Nguyen, P.Q.T., Ang, K.H., Dedon, P.C., and Tam, J.P. (2016). Immunostimulating and Gram-negative-specific antibacterial cyclotides from the butterfly pea (Clitoria ternatea). FEBS J 283, 2067–2090.

    Article  CAS  PubMed  Google Scholar 

  • Nicholson, J.K., Lindon, J.C., and Holmes, E. (1999). “Metabonomics”: understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data. Xenobiotica 29, 1181–1189.

    Article  CAS  PubMed  Google Scholar 

  • Oliveira, T.G., Pereira, A.M., Coppede, J.S., Franca, S.C., Ming, L.C., and Bertoni, B.W. (2016). Genetic diversity analysis of Croton antisyphiliticus Mart. using AFLP molecular markers. Genet Mol Res 15, doi: 10.4238/gmr.15017461.

  • Otto, L.G., Mondal, P., Brassac, J., Preiss, S., Degenhardt, J., He, S., Reif, J.C., and Sharbel, T.F. (2017). Use of genotyping-by-sequencing to determine the genetic structure in the medicinal plant chamomile, and to identify flowering time and alpha-bisabolol associated SNP-loci by genome- wide association mapping. BMC Genomics 18, 599.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Paddon, C.J., Westfall, P.J., Pitera, D.J., Benjamin, K., Fisher, K., McPhee, D., Leavell, M.D., Tai, A., Main, A., Eng, D., et al. (2013). High-level semi-synthetic production of the potent antimalarial artemisinin. Nature 496, 528–532.

    Article  CAS  PubMed  Google Scholar 

  • Paddon, C.J., and Keasling, J.D. (2014). Semi-synthetic artemisinin: a model for the use of synthetic biology in pharmaceutical development. Nat Rev Micro 12, 355–367.

    Article  CAS  Google Scholar 

  • Pan, T.L., Wang, P.W., Hung, Y.C., Huang, C.H., and Rau, K.M. (2013). Proteomic analysis reveals tanshinone IIA enhances apoptosis of advanced cervix carcinoma CaSki cells through mitochondria intrinsic and endoplasmic reticulum stress pathways. Proteomics 13, 3411–3423.

    Article  CAS  PubMed  Google Scholar 

  • Park, S., Ruhlman, T.A., Sabir, J.S.M., Mutwakil, M.H.Z., Baeshen, M.N., Sabir, M.J., Baeshen, N.A., and Jansen, R.K. (2014). Complete sequences of organelle genomes from the medicinal plant Rhazya stricta (Apocynaceae) and contrasting patterns of mitochondrial genome evolution across asterids. BMC Genomics 15, 405.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Qin, G., Xu, C., Ming, R., Tang, H., Guyot, R., Kramer, E.M., Hu, Y., Yi, X., Qi, Y., Xu, X., et al. (2017). The pomegranate (Punica granatum L.) genome and the genomics of punicalagin biosynthesis. Plant J 91, 1108–1128.

    Article  CAS  PubMed  Google Scholar 

  • Rai, A., Kamochi, H., Suzuki, H., Nakamura, M., Takahashi, H., Hatada, T., Saito, K., and Yamazaki, M. (2017). De novo transcriptome assembly and characterization of nine tissues of Lonicera japonica to identify potential candidate genes involved in chlorogenic acid, luteolosides, and secoiridoid biosynthesis pathways. J Nat Med 71, 1–15.

    Article  CAS  PubMed  Google Scholar 

  • Rai, A., Nakamura, M., Takahashi, H., Suzuki, H., Saito, K., and Yamazaki, M. (2016). High-throughput sequencing and de novo transcriptome assembly of Swertia japonica to identify genes involved in the biosynthesis of therapeutic metabolites. Plant Cell Rep 35, 2091–2111.

    Article  CAS  PubMed  Google Scholar 

  • Raymond, O., Gouzy, J., Just, J., Badouin, H., Verdenaud, M., Lemainque, A., Vergne, P., Moja, S., Choisne, N., Pont, C., et al. (2018). The Rosa genome provides new insights into the domestication of modern roses. Nat Genet 50, 772–777.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Saki, S., Bagheri, H., Deljou, A., and Zeinalabedini, M. (2016). Evaluation of genetic diversity amongst Descurainia sophia L. genotypes by intersimple sequence repeat (ISSR) marker. Physiol Mol Biol Plants 22, 97–105.

    Article  CAS  PubMed  Google Scholar 

  • Salzberg, S.L., Phillippy, A.M., Zimin, A., Puiu, D., Magoc, T., Koren, S., Treangen, T.J., Schatz, M.C., Delcher, A.L., Roberts, M., et al. (2012). GAGE: a critical evaluation of genome assemblies and assembly algorithms. Genome Res 22, 557–567.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Schmutz, J., Cannon, S.B., Schlueter, J., Ma, J., Mitros, T., Nelson, W., Hyten, D.L., Song, Q., Thelen, J.J., Cheng, J., et al. (2010). Genome sequence of the palaeopolyploid soybean. Nature 463, 178–183.

    Article  CAS  PubMed  Google Scholar 

  • Schuster, S.C. (2008). Next-generation sequencing transforms today’s biology. Nat Methods 5, 16–18.

    Article  CAS  PubMed  Google Scholar 

  • Shan, Q., Wang, Y., Li, J., and Gao, C. (2014). Genome editing in rice and wheat using the CRISPR/Cas system. Nat Protoc 9, 2395–2410.

    Article  CAS  PubMed  Google Scholar 

  • Shen, L., Hua, Y., Fu, Y., Li, J., Liu, Q., Jiao, X., Xin, G., Wang, J., Wang, X., Yan, C., et al. (2017). Rapid generation of genetic diversity by multiplex CRISPR/Cas9 genome editing in rice. Sci China Life Sci 60, 506–515.

    Article  CAS  PubMed  Google Scholar 

  • Shen, Q., Zhang, L., Liao, Z., Wang, S., Yan, T., Shi, P., Liu, M., Fu, X., Pan, Q., Wang, Y., et al. (2018). The genome of Artemisia annua provides insight into the evolution of asteraceae family and artemisinin biosynthesis. Mol Plant 11, 776–788.

    Article  CAS  PubMed  Google Scholar 

  • Simakov, O., Marletaz, F., Cho, S.J., Edsinger-Gonzales, E., Havlak, P., Hellsten, U., Kuo, D.H., Larsson, T., Lv, J., Arendt, D., et al. (2013). Insights into bilaterian evolution from three spiralian genomes. Nature 493, 526–531.

    Article  CAS  PubMed  Google Scholar 

  • Simão, F.A., Waterhouse, R.M., Ioannidis, P., Kriventseva, E.V., and Zdobnov, E.M. (2015). BUSCO: assessing genome assembly and annotation completeness with single-copy orthologs. Bioinformatics 31, 3210–3212.

    Article  CAS  PubMed  Google Scholar 

  • Song, J., Luo, H., Li, C., Sun, C., Xu, J., and Chen, S. (2013). Salvia miltiorrhiza as medicinal model plant. Acta Pharmaceut Sin 48, 1099–1106.

    Google Scholar 

  • State Pharmacopoeia Committee. (2015). Pharmacopoeia of the People’s Republic of China Part IV. 383–385.

  • Sun, C., Hu, Y.L., Xu, J., Luo, H.M., Li, C.F., Song, J.Y., Guo, H.W., and Chen, S.L. (2013). Ganoderma lucidum: an emerging medicinal model fungus for study of the biosynthesis of natural medicines (in Chinese). Sci Sin Vitae 43, 447–457.

    Article  Google Scholar 

  • Sun, H., Liu, F., Sun, L., Liu, J., Wang, M., Chen, X., Xu, X., Ma, R., Feng, K., and Jiang, R. (2016). Proteomic analysis of amino acid metabolism differences between wild and cultivated Panax ginseng. J Ginseng Res 40, 113–120.

    Article  PubMed  Google Scholar 

  • Sun, J., Manmathan, H., Sun, C., and Peebles, C.A.M. (2016). Examining the transcriptional response of overexpressing anthranilate synthase in the hairy roots of an important medicinal plant Catharanthus roseus by RNA-seq. BMC Plant Biol 16, 108.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sun, W., Li, J.J., Xiong, C., Zhao, B., and Chen, S.L. (2016). The potential power of bar-HRM technology in herbal medicine identification. Front Plant Sci 7, 367.

    PubMed  PubMed Central  Google Scholar 

  • Sun, W., Wang, B., Yang, J., Wang, W., Liu, A., Leng, L., Xiang, L., Song, C., and Chen, S. (2017). Weighted gene co-expression network analysis of the dioscin rich medicinal plant Dioscorea nipponica. Front Plant Sci 8, 789.

    Article  PubMed  PubMed Central  Google Scholar 

  • Tamura, K., Teranishi, Y., Ueda, S., Suzuki, H., Kawano, N., Yoshimatsu, K., Saito, K., Kawahara, N., Muranaka, T., and Seki, H. (2017). Cytochrome P450 monooxygenase CYP716A141 is a unique β-amyrin C-16β oxidase involved in triterpenoid saponin biosynthesis in Platycodon grandiflorus. Plant Cell Physiol 58, 874–884.

    Article  CAS  PubMed  Google Scholar 

  • The British Pharmacopoeia Commission. (2015). British Pharmacopoeia Appendix XI V. Deoxyribonucleic Acid (DNA) Based Identification Techniques for Herbal Drugs.

  • Tian, Z., Zhang, F., Liu, H., Gao, Q., and Chen, S. (2016). Development of SSR markers for a Tibetan medicinal plant, Lancea tibetica (Phrymaceae), based on RAD sequencing. Appl Plant Sci 4, pii: apps. 1600076.

    Article  Google Scholar 

  • Tomasello, S., and Heubl, G. (2017). Phylogenetic analysis and molecular characterization of Xanthium sibiricum using DNA barcoding, PCRRFLP, and specific primers. Planta Med 83, 946–953.

    Article  CAS  PubMed  Google Scholar 

  • Tripathi, N., Saini, N., Nair, P., and Tiwari, S. (2012). Lack of genetic diversity of a critically endangered important medicinal plant Chlorophytum borivilianum in Central India revealed by AFLP markers. Physiol Mol Biol Plants 18, 161–167.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Tu, Y. (2011). The discovery of artemisinin (qinghaosu) and gifts from Chinese medicine. Nat Med 17, 1217–1220.

    Article  CAS  PubMed  Google Scholar 

  • Urasaki, N., Takagi, H., Natsume, S., Uemura, A., Taniai, N., Miyagi, N., Fukushima, M., Suzuki, S., Tarora, K., Tamaki, M., et al. (2017). Draft genome sequence of bitter gourd (Momordica charantia), a vegetable and medicinal plant in tropical and subtropical regions. DNA Res 24, 51–58.

    CAS  PubMed  Google Scholar 

  • van Bakel, H., Stout, J.M., Cote, A.G., Tallon, C.M., Sharpe, A.G., Hughes, T.R., and Page, J.E. (2011). The draft genome and transcriptome of Cannabis sativa. Genome Biol 12, R102.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Vashisht, I., Mishra, P., Pal, T., Chanumolu, S., Singh, T.R., and Chauhan, R.S. (2015). Mining NGS transcriptomes for miRNAs and dissecting their role in regulating growth, development, and secondary metabolites production in different organs of a medicinal herb, Picrorhiza kurroa. Planta 241, 1255–1268.

    Article  CAS  PubMed  Google Scholar 

  • Verde, I., Abbott, A.G., Scalabrin, S., Jung, S., Shu, S., Marroni, F., Zhebentyayeva, T., Dettori, M.T., Grimwood, J., Cattonaro, F., et al. (2013). The high-quality draft genome of peach (Prunus persica) identifies unique patterns of genetic diversity, domestication and genome evolution. Nat Genet 45, 487–494.

    Article  CAS  PubMed  Google Scholar 

  • Vining, K.J., Johnson, S.R., Ahkami, A., Lange, I., Parrish, A.N., Trapp, S. C., Croteau, R.B., Straub, S.C.K., Pandelova, I., and Lange, B.M. (2017). Draft genome sequence of Mentha longifolia and development of resources for mint cultivar improvement. Mol Plant 10, 323–339.

    Article  CAS  PubMed  Google Scholar 

  • Wang, J., Li, J., Li, J., Liu, S., Wu, X., Li, J., and Gao, W. (2016a). Transcriptome profiling shows gene regulation patterns in ginsenoside pathway in response to methyl jasmonate in Panax quinquefolium adventitious root. Sci Rep 6, 37263.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang, L., Xiao, A.H., Ma, L.Y., Chen, F.J., Sang, Z.Y., and Duan, J. (2017). Identification of Magnolia wufengensis (Magnoliaceae) cultivars using phenotypic traits, SSR and SRAP markers: insights into breeding and conservation. Genet Mol Res in press doi: 10.4238/gmr16019473.

    Google Scholar 

  • Wang, L., Yu, S., Tong, C., Zhao, Y., Liu, Y., Song, C., Zhang, Y., Zhang, X., Wang, Y., Hua, W., et al. (2014). Genome sequencing of the high oil crop sesame provides insight into oil biosynthesis. Genome Biol 15, R39.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang, Y., Dong, C., Xue, Z., Jin, Q., and Xu, Y. (2016b). De novo transcriptome sequencing and discovery of genes related to copper tolerance in Paeonia ostii. Gene 576, 126–135.

    Article  CAS  PubMed  Google Scholar 

  • Wang, Y., Fan, G., Liu, Y., Sun, F., Shi, C., Liu, X., Peng, J., Chen, W., Huang, X., Cheng, S., et al. (2013). The sacred lotus genome provides insights into the evolution of flowering plants. Plant J 76, 557–567.

    Article  CAS  PubMed  Google Scholar 

  • Wang, Z., Hobson, N., Galindo, L., Zhu, S., Shi, D., McDill, J., Yang, L., Hawkins, S., Neutelings, G., Datla, R., et al. (2012). The genome of flax (Linum usitatissimum) assembled de novo from short shotgun sequence reads. Plant J 72, 461–473.

    Article  CAS  PubMed  Google Scholar 

  • Westfall, P.J., Pitera, D.J., Lenihan, J.R., Eng, D., Woolard, F.X., Regentin, R., Horning, T., Tsuruta, H., Melis, D.J., Owens, A., et al. (2012). Production of amorphadiene in yeast, and its conversion to dihydroartemisinic acid, precursor to the antimalarial agent artemisinin. Proc Natl Acad Sci USA 109, E111–E118.

    Article  PubMed  PubMed Central  Google Scholar 

  • Winzer, T., Gazda, V., He, Z., Kaminski, F., Kern, M., Larson, T.R., Li, Y., Meade, F., Teodor, R., Vaistij, F.E., et al. (2012). A Papaver somniferum 10-gene cluster for synthesis of the anticancer alkaloid noscapine. Science 336, 1704–1708.

    Article  CAS  PubMed  Google Scholar 

  • Wu, K., Liu, H., Yang, M., Tao, Y., Ma, H., Wu, W., Zuo, Y., and Zhao, Y. (2014). High-density genetic map construction and QTLs analysis of grain yield-related traits in sesame (Sesamum indicum L.) based on RAD-Seq techonology. BMC Plant Biol 14, 274.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wu, L., Wang, B., Zhao, M., Liu, W., Zhang, P., Shi, Y., Xiong, C., Wang, P., Sun, W., and Chen, S. (2016). Rapid identification of Officinal Akebiae Caulis and its toxic adulterant Aristolochiae Manshuriensis Caulis (Aristolochia manshuriensis) by loop-mediated isothermal amplification. Front Plant Sci 7, 887.

    PubMed  PubMed Central  Google Scholar 

  • Wu, M., Wu, Y., Deng, B., Li, J., Cao, H., Qu, Y., Qian, X., and Zhong, G. (2016). Isoliquiritigenin decreases the incidence of colitis-associated colorectal cancer by modulating the intestinal microbiota. Oncotarget 7, 85318–85331.

    PubMed  PubMed Central  Google Scholar 

  • Wu, M.C., Lu, T.H., and Lu, K.H. (2017). PCR-RFLP of mitochondrial DNA reveals two origins of Apis mellifera in Taiwan. Saudi J Biol Sci 24, 1069–1074.

    Article  CAS  PubMed  Google Scholar 

  • Xia, E.H., Zhang, H.B., Sheng, J., Li, K., Zhang, Q.J., Kim, C., Zhang, Y., Liu, Y., Zhu, T., Li, W., et al. (2017). The tea tree genome provides insights into tea flavor and independent evolution of caffeine biosynthesis. Mol Plant 10, 866–877.

    Article  CAS  PubMed  Google Scholar 

  • Xin, T., Su, C., Lin, Y., Wang, S., Xu, Z., and Song, J. (2018b). Precise species detection of traditional Chinese patent medicine by shotgun metagenomic sequencing. Phytomedicine 47, 40–47.

    Article  CAS  PubMed  Google Scholar 

  • Xin, T., Xu, Z., Jia, J., Leon, C., Hu, S., Lin, Y., Ragupathy, S., Song, J., and Newmaster, S.G. (2018a). Biomonitoring for traditional herbal medicinal products using DNA metabarcoding and single molecule, realtime sequencing. Acta Pharmaceut Sin B 8, 488–497.

    Article  Google Scholar 

  • Xin, T., Yao, H., Gao, H., Zhou, X., Ma, X., Xu, C., Chen, J., Han, J., Pang, X., Xu, R., et al. (2013). Super food Lycium barbarum (Solanaceae) traceability via an internal transcribed spacer 2 barcode. Food Res Int 54, 1699–1704.

    Article  CAS  Google Scholar 

  • Xing, P., Liu, T., Song, Z., and Li, X. (2016). Genetic diversity of Toona sinensis Roem in China revealed by ISSR and SRAP markers. Genet Mol Res 15, 15038387.

    Google Scholar 

  • Xu, H., Song, J., Luo, H., Zhang, Y., Li, Q., Zhu, Y., Xu, J., Li, Y., Song, C., Wang, B., et al. (2016). Analysis of the genome sequence of the medicinal plant Salvia miltiorrhiza. Mol Plant 9, 949–952.

    Article  CAS  PubMed  Google Scholar 

  • Xu, J., Chu, Y., Liao, B., Xiao, S., Yin, Q., Bai, R., Su, H., Dong, L., Li, X., Qian, J., et al. (2017). Panax ginseng genome examination for ginsenoside biosynthesis. Gigascience 6, 1–15.

    PubMed  PubMed Central  Google Scholar 

  • Xu, J., Sun, C., Xu, Z.C., Ji, A.J., Hu, Y.L., Sun, W., Wang, L.Z., Wang, B., Yang, P., Zhang, X., et al. (2014). Research strategy for model medicinal species (in Chinese). Chin Sci Bull (Chin Ver) 59, 733–742.

    Article  Google Scholar 

  • Xu, L., and Huang, H. (2014). Genetic and epigenetic controls of plant regeneration. Curr Top Dev Biol 108, 1–33.

    Article  CAS  PubMed  Google Scholar 

  • Xu, Y., Lu, Y., Xie, C., Gao, S., Wan, J., and Prasanna, B.M. (2012). Whole-genome strategies for marker-assisted plant breeding. Mol Breeding 29, 833–854.

    Article  CAS  Google Scholar 

  • Xu, Z., Ji, A., Song, J., and Chen, S. (2016a). Genome-wide analysis of auxin response factor gene family members in medicinal model plant Salvia miltiorrhiza. Biol Open 5, 848–857.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xu, Z., Ji, A., Zhang, X., Song, J., and Chen, S. (2016b). Biosynthesis and regulation of active compounds in medicinal model plant Salvia miltiorrhiza. Chin Herbal Meds 8, 3–11.

    Article  CAS  Google Scholar 

  • Xu, Z., Luo, H., Ji, A., Zhang, X., Song, J., and Chen, S. (2016c). Global identification of the full-length transcripts and alternative splicing related to phenolic acid biosynthetic genes in Salvia miltiorrhiza. Front Plant Sci 7, 100.

    PubMed  PubMed Central  Google Scholar 

  • Xu, Z., Peters, R.J., Weirather, J., Luo, H., Liao, B., Zhang, X., Zhu, Y., Ji, A., Zhang, B., Hu, S., et al. (2015). Full-length transcriptome sequences and splice variants obtained by a combination of sequencing platforms applied to different root tissues of Salvia miltiorrhiza and tanshinone biosynthesis. Plant J 82, 951–961.

    Article  CAS  PubMed  Google Scholar 

  • Xu, Z., and Song, J. (2017). The 2-oxoglutarate-dependent dioxygenase superfamily participates in tanshinone production in Salvia miltiorrhiza. J Exp Bot 68, 2299–2308.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xu, Z., Xin, T., Bartels, D., Li, Y., Gu, W., Yao, H., Liu, S., Yu, H., Pu, X., Zhou, J., et al. (2018). Genome analysis of the ancient tracheophyte Selaginella tamariscina reveals evolutionary features relevant to the acquisition of desiccation tolerance. Mol Plant 11, 983–994.

    Article  CAS  PubMed  Google Scholar 

  • Yan, L., Wang, X., Liu, H., Tian, Y., Lian, J., Yang, R., Hao, S., Wang, X., Yang, S., Li, Q., et al. (2015). The genome of Dendrobium officinale illuminates the biology of the important traditional Chinese orchid herb. Mol Plant 8, 922–934.

    Article  CAS  PubMed  Google Scholar 

  • Yang, J., Zhang, G., Zhang, J., Liu, H., Chen, W., Wang, X., Li, Y., Dong, Y., and Yang, S. (2017). Hybrid de novo genome assembly of the Chinese herbal fleabane Erigeron breviscapus. Gigascience 6, 1–7.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Yang, K., Tian, Z., Chen, C., Luo, L., Zhao, B., Wang, Z., Yu, L., Li, Y., Sun, Y., Li, W., et al. (2015). Genome sequencing of adzuki bean (Vigna angularis) provides insight into high starch and low fat accumulation and domestication. Proc Natl Acad Sci USA 112, 13213–13218.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yang, Y., Li, M., Li, X., Chen, X., Lin, W., and Zhang, Z. (2015). Transcriptome- wide identification of the genes responding to replanting disease in Rehmannia glutinosa L. roots. Mol Biol Rep 42, 881–892.

    Article  CAS  PubMed  Google Scholar 

  • Ye, N., Zhang, X., Miao, M., Fan, X., Zheng, Y., Xu, D., Wang, J., Zhou, L., Wang, D., Gao, Y., et al. (2015). Saccharina genomes provide novel insight into kelp biology. Nat Commun 6, 6986.

    Article  CAS  PubMed  Google Scholar 

  • Yu, Z.X., Li, J.X., Yang, C.Q., Hu, W.L., Wang, L.J., and Chen, X.Y. (2012). The jasmonate-responsive AP2/ERF transcription factors AaERF1 and AaERF2 positively regulate artemisinin biosynthesis in Artemisia annua L.. Mol Plant 5, 353–365.

    Article  CAS  PubMed  Google Scholar 

  • Yuan, Y., Jin, X., Liu, J., Zhao, X., Zhou, J., Wang, X., Wang, D., Lai, C., Xu, W., Huang, J., et al. (2018). The Gastrodia elata genome provides insights into plant adaptation to heterotrophy. Nat Commun 9, 1615.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhan, C., Li, X., Zhao, Z., Yang, T., Wang, X., Luo, B., Zhang, Q., Hu, Y., and Hu, X. (2016). Comprehensive analysis of the triterpenoid saponins biosynthetic pathway in Anemone flaccida by transcriptome and proteome profiling. Front Plant Sci 7, 1094.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang, C., Mei, Z., Cheng, J., He, Y., Khan, M.A., Luo, P., Imani, S., and Fu, J. (2015). Development of SCAR markers based on improved RAPD amplification fragments and molecular cloning for authentication of herbal medicines Angelica sinensis, Angelica acutiloba and Levisticum officinale. Nat Prod Commun 10, 1743–1747.

    PubMed  Google Scholar 

  • Zhang, D., Li, W., Xia, E.H., Zhang, Q.J., Liu, Y., Zhang, Y., Tong, Y., Zhao, Y., Niu, Y.C., Xu, J.H., et al. (2017). The medicinal herb Panax notoginseng genome provides insights into ginsenoside biosynthesis and genome evolution. Mol Plant 10, 903–907.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, G., Fang, X., Guo, X., Li, L., Luo, R., Xu, F., Yang, P., Zhang, L., Wang, X., Qi, H., et al. (2012). The oyster genome reveals stress adaptation and complexity of shell formation. Nature 490, 49–54.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, G., Jiang, N., Song, W., Ma, C., Yang, S., and Chen, J. (2016). De novo sequencing and transcriptome analysis of Pinellia ternata identify the candidate genes involved in the biosynthesis of benzoic acid and ephedrine. Front Plant Sci 7, 1209.

    PubMed  PubMed Central  Google Scholar 

  • Zhang, H., Hedhili, S., Montiel, G., Zhang, Y., Chatel, G., Pré, M., Gantet, P., and Memelink, J. (2011). The basic helix-loop-helix transcription factor CrMYC2 controls the jasmonate-responsive expression of the ORCA genes that regulate alkaloid biosynthesis in Catharanthus roseus. Plant J 67, 61–71.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, J., Li, X., Lu, F., Wang, S., An, Y., Su, X., Li, X., Ma, L., and Han, G. (2017b). De novo sequencing and transcriptome analysis reveal key genes regulating steroid metabolism in leaves, roots, adventitious roots and calli of Periploca sepium Bunge. Front Plant Sci 8, 594.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang, J., Tian, Y., Yan, L., Zhang, G., Wang, X., Zeng, Y., Zhang, J., Ma, X., Tan, Y., Long, N., et al. (2016). Genome of plant maca (Lepidium meyenii) illuminates genomic basis for high-altitude adaptation in the Central Andes. Mol Plant 9, 1066–1077.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, J., Su, H., Zhang, L., Liao, B., Xiao, S., Dong, L., Hu, Z., Wang, P., Li, X., Huang, Z., et al. (2017a). Comprehensive characterization for ginsenosides biosynthesis in ginseng root by integration analysis of chemical and transcriptome. Molecules 22, 889.

    Article  CAS  PubMed Central  Google Scholar 

  • Zhang, L., Hou, D., Chen, X., Li, D., Zhu, L., Zhang, Y., Li, J., Bian, Z., Liang, X., Cai, X., et al. (2012). Exogenous plant MIR168a specifically targets mammalian LDLRAP1: evidence of cross-kingdom regulation by microRNA. Cell Res 22, 107–126.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, L., Long, Y., Fu, C., Xiang, J., Gan, J., Wu, G., Jia, H., Yu, L., and Li, M. (2016). Different gene expression patterns between leaves and flowers in Lonicera japonica revealed by transcriptome analysis. Front Plant Sci 7, 637.

    PubMed  PubMed Central  Google Scholar 

  • Zhang, X., Luo, H., Xu, Z., Zhu, Y., Ji, A., Song, J., and Chen, S. (2015). Genome-wide characterisation and analysis of bHLH transcription factors related to tanshinone biosynthesis in Salvia miltiorrhiza. Sci Rep 5, 11244.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang, Y., Xu, Z., Ji, A., Luo, H., and Song, J. (2018). Genomic survey of bZIP transcription factor genes related to tanshinone biosynthesis in Salvia miltiorrhiza. Acta Pharmaceut Sin B 8, 295–305.

    Article  Google Scholar 

  • Zhang, Z., Fan, M., Hao, X., Qin, X., and Li, Z. (2016). Integrative drug efficacy assessment of Danggui and European Danggui using NMRbased metabolomics. J Pharmaceut Biomed Anal 120, 1–9.

    Article  CAS  Google Scholar 

  • Zhao, D., Hamilton, J.P., Pham, G.M., Crisovan, E., Wiegert-Rininger, K., Vaillancourt, B., Dellapenna, D., and Buell, C.R. (2017). De novo genome assembly of Camptotheca acuminata, a natural source of the anticancer compound camptothecin. Gigascience 6, 1–7.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Zhao, L., Zhang, F., Ding, X., Wu, G., Lam, Y.Y., Wang, X., Fu, H., Xue, X., Lu, C., Ma, J., et al. (2018). Gut bacteria selectively promoted by dietary fibers alleviate type 2 diabetes. Science 359, 1151–1156.

    Article  CAS  PubMed  Google Scholar 

  • Zheng, F., Wang, B., and Wang, Q. (2016). Complete mitochondrial genome of the Sepiella maindroni (Sepioidea: Sepiidae). Mitochondrial DNA A DNA Mapp Seq Anal 27, 3766–3767.

    CAS  PubMed  Google Scholar 

  • Zheng, Y., Xu, S., Liu, J., Zhao, Y., and Liu, J. (2017). Genetic diversity and population structure of Chinese natural bermudagrass (Cynodon dactylon (L.) Pers.) germplasm based on SRAP markers. PLoS ONE 12, e177508.

    Google Scholar 

  • Zhou, S.S., Xu, J., Zhu, H., Wu, J., Xu, J.D., Yan, R., Li, X.Y., Liu, H.H., Duan, S.M., Wang, Z., et al. (2016). Gut microbiota-involved mechanisms in enhancing systemic exposure of ginsenosides by coexisting polysaccharides in ginseng decoction. Sci Rep 6, 22474.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhou, W., Huang, Q., Wu, X., Zhou, Z., Ding, M., Shi, M., Huang, F., Li, S., Wang, Y., and Kai, G. (2017). Comprehensive transcriptome profiling of Salvia miltiorrhiza for discovery of genes associated with the biosynthesis of tanshinones and phenolic acids. Sci Rep 7, 10554.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhou, Z., Li, X., Liu, J., Dong, L., Chen, Q., Liu, J., Kong, H., Zhang, Q., Qi, X., Hou, D., et al. (2015). Honeysuckle-encoded atypical micro- RNA2911 directly targets influenza A viruses. Cell Res 25, 39–49.

    Article  CAS  PubMed  Google Scholar 

  • Zhou, Z., Tan, H., Li, Q., Chen, J., Gao, S., Wang, Y., Chen, W., and Zhang, L. (2018). CRISPR/Cas9-mediated efficient targeted mutagenesis of RAS in Salvia miltiorrhiza. Phytochemistry 148, 63–70.

    Article  CAS  PubMed  Google Scholar 

  • Zhu, Y., Xu, J., Sun, C., Zhou, S., Xu, H., Nelson, D.R., Qian, J., Song, J., Luo, H., Xiang, L., et al. (2015). Chromosome-level genome map provides insights into diverse defense mechanisms in the medicinal fungus Ganoderma sinense. Sci Rep 5, 11087.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (81573398) and CAMS Innovation Fund for Medical Sciences (CIFMS, 2016-I2M-3-016).

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Correspondence to Zhichao Xu or Jingyuan Song.

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Xin, T., Zhang, Y., Pu, X. et al. Trends in herbgenomics. Sci. China Life Sci. 62, 288–308 (2019). https://doi.org/10.1007/s11427-018-9352-7

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