Skip to main content
Top
Published in: Journal of Natural Medicines 1/2017

Open Access 01-01-2017 | Original Paper

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

Authors: Amit Rai, Hidetaka Kamochi, Hideyuki Suzuki, Michimi Nakamura, Hiroki Takahashi, Tomoki Hatada, Kazuki Saito, Mami Yamazaki

Published in: Journal of Natural Medicines | Issue 1/2017

Login to get access

Abstract

Lonicera japonica is one of the most important medicinal plants with applications in traditional Chinese and Japanese medicine for thousands of years. Extensive studies on the constituents of L. japonica extracts have revealed an accumulation of pharmaceutically active metabolite classes, such as chlorogenic acid, luteolin and other flavonoids, and secoiridoids, which impart characteristic medicinal properties. Despite being a rich source of pharmaceutically active metabolites, little is known about the biosynthetic enzymes involved, and their expression profile across different tissues of L. japonica. In this study, we performed de novo transcriptome assembly for L. japonica, representing transcripts from nine different tissues. A total of 22 Gbps clean RNA-seq reads from nine tissues of L. japonica were used, resulting in 243,185 unigenes, with 99,938 unigenes annotated based on a homology search using blastx against the NCBI-nr protein database. Unsupervised principal component analysis and correlation studies using transcript expression data from all nine tissues of L. japonica showed relationships between tissues, explaining their association at different developmental stages. Homologs for all genes associated with chlorogenic acid, luteolin, and secoiridoid biosynthesis pathways were identified in the L. japonica transcriptome assembly. Expression of unigenes associated with chlorogenic acid was enriched in stems and leaf-2, unigenes from luteolin were enriched in stems and flowers, while unigenes from secoiridoid metabolic pathways were enriched in leaf-1 and shoot apex. Our results showed that different tissues of L. japonica are enriched with sets of unigenes associated with specific pharmaceutically important metabolic pathways and, therefore, possess unique medicinal properties. The present study will serve as a resource for future attempts for functional characterization of enzyme coding genes within key metabolic processes.
Appendix
Available only for authorised users
Literature
1.
go back to reference Shang X, Pan H, Li M, Miao X, Ding H (2011) Lonicera japonica Thunb.: ethnopharmacology, phytochemistry and pharmacology of an important traditional Chinese medicine. J Ethnopharmacol 138:1–21CrossRefPubMed Shang X, Pan H, Li M, Miao X, Ding H (2011) Lonicera japonica Thunb.: ethnopharmacology, phytochemistry and pharmacology of an important traditional Chinese medicine. J Ethnopharmacol 138:1–21CrossRefPubMed
2.
go back to reference He L, Xu X, Li Y, Li C, Zhu Y, Yan H, Sun Z, Sun C, Song J, Bi Y, Shen J, Cheng R, Wang Z, Xiao W, Chen S (2013) Transcriptome analysis of buds and leaves using 454 pyrosequencing to discover genes associated with the biosynthesis of active ingredients in Lonicera japonica Thunb. PLoS One 8:e62922CrossRefPubMedPubMedCentral He L, Xu X, Li Y, Li C, Zhu Y, Yan H, Sun Z, Sun C, Song J, Bi Y, Shen J, Cheng R, Wang Z, Xiao W, Chen S (2013) Transcriptome analysis of buds and leaves using 454 pyrosequencing to discover genes associated with the biosynthesis of active ingredients in Lonicera japonica Thunb. PLoS One 8:e62922CrossRefPubMedPubMedCentral
3.
go back to reference Miller KE, Gorchov DL (2004) The invasive shrub, Lonicera maackii, reduces growth and fecundity of perennial forest herbs. Oecologia 139:359–375CrossRefPubMed Miller KE, Gorchov DL (2004) The invasive shrub, Lonicera maackii, reduces growth and fecundity of perennial forest herbs. Oecologia 139:359–375CrossRefPubMed
4.
go back to reference Kuroda M, Shizume T, Mimaki Y (2014) Triterpene glycosides from the stems and leaves of Lonicera japonica. Chem Pharm Bull (Tokyo) 62:92–96CrossRef Kuroda M, Shizume T, Mimaki Y (2014) Triterpene glycosides from the stems and leaves of Lonicera japonica. Chem Pharm Bull (Tokyo) 62:92–96CrossRef
5.
go back to reference Li Y, Cai W, Weng X, Li Q, Wang Y, Chen Y, Zhang W, Yang Q, Guo Y, Zhu X, Wang H (2015) Lonicerae Japonicae Flos and Lonicerae Flos: a systematic pharmacology review. Evid Based Complement Altern Med 2015:905063 Li Y, Cai W, Weng X, Li Q, Wang Y, Chen Y, Zhang W, Yang Q, Guo Y, Zhu X, Wang H (2015) Lonicerae Japonicae Flos and Lonicerae Flos: a systematic pharmacology review. Evid Based Complement Altern Med 2015:905063
6.
go back to reference Yuan Y, Song L, Li M, Liu G, Chu Y, Ma L, Zhou Y, Wang X, Gao W, Qin S, Yu J, Wang X, Huang L (2012) Genetic variation and metabolic pathway intricacy govern the active compound content and quality of the Chinese medicinal plant Lonicera japonica thunb. BMC Genomics 13:195CrossRefPubMedPubMedCentral Yuan Y, Song L, Li M, Liu G, Chu Y, Ma L, Zhou Y, Wang X, Gao W, Qin S, Yu J, Wang X, Huang L (2012) Genetic variation and metabolic pathway intricacy govern the active compound content and quality of the Chinese medicinal plant Lonicera japonica thunb. BMC Genomics 13:195CrossRefPubMedPubMedCentral
7.
go back to reference Peng LY, Mei SX, Jiang B, Zhou H, Sun HD (2000) Constituents from Lonicera japonica. Fitoterapia 71:713–715CrossRefPubMed Peng LY, Mei SX, Jiang B, Zhou H, Sun HD (2000) Constituents from Lonicera japonica. Fitoterapia 71:713–715CrossRefPubMed
8.
go back to reference Rahman A, Al-Reza SM, Siddiqui SA, Chang T, Kang SC (2014) Antifungal potential of essential oil and ethanol extracts of Lonicera japonica Thunb. against dermatophytes. EXCLI J 13:427–436PubMedPubMedCentral Rahman A, Al-Reza SM, Siddiqui SA, Chang T, Kang SC (2014) Antifungal potential of essential oil and ethanol extracts of Lonicera japonica Thunb. against dermatophytes. EXCLI J 13:427–436PubMedPubMedCentral
9.
go back to reference Ku SK, Seo BI, Park JH, Park GY, Seo YB, Kim JS, Lee HS, Roh SS (2009) Effect of Lonicerae Flos extracts on reflux esophagitis with antioxidant activity. World J Gastroenterol 15:4799–4805CrossRefPubMedPubMedCentral Ku SK, Seo BI, Park JH, Park GY, Seo YB, Kim JS, Lee HS, Roh SS (2009) Effect of Lonicerae Flos extracts on reflux esophagitis with antioxidant activity. World J Gastroenterol 15:4799–4805CrossRefPubMedPubMedCentral
11.
go back to reference Tsuchiya T, Suzuki O, Igarashi K (1996) Protective effects of chlorogenic acid on paraquat-induced oxidative stress in rats. Biosci Biotechnol Biochem 60:765–768CrossRefPubMed Tsuchiya T, Suzuki O, Igarashi K (1996) Protective effects of chlorogenic acid on paraquat-induced oxidative stress in rats. Biosci Biotechnol Biochem 60:765–768CrossRefPubMed
12.
go back to reference Tang D, Li HJ, Chen J, Guo CW, Li P (2008) Rapid and simple method for screening of natural antioxidants from Chinese herb Flos Lonicerae Japonicae by DPPH-HPLC-DAD-TOF/MS. J Sep Sci 31:3519–3526CrossRefPubMed Tang D, Li HJ, Chen J, Guo CW, Li P (2008) Rapid and simple method for screening of natural antioxidants from Chinese herb Flos Lonicerae Japonicae by DPPH-HPLC-DAD-TOF/MS. J Sep Sci 31:3519–3526CrossRefPubMed
13.
go back to reference Qiu F, Li Z, He L, Wang D (2013) HPLC-ESI-MS/MS analysis and pharmacokinetics of luteoloside, a potential anticarcinogenic component isolated from Lonicera japonica, in beagle dogs. Biomed Chromatogr 27:311–317PubMed Qiu F, Li Z, He L, Wang D (2013) HPLC-ESI-MS/MS analysis and pharmacokinetics of luteoloside, a potential anticarcinogenic component isolated from Lonicera japonica, in beagle dogs. Biomed Chromatogr 27:311–317PubMed
14.
go back to reference Yoo HJ, Kang HJ, Song YS, Park EH, Lim CJ (2008) Anti-angiogenic, antinociceptive and anti-inflammatory activities of Lonicera japonica extract. J Pharm Pharmacol 60:779–786CrossRefPubMed Yoo HJ, Kang HJ, Song YS, Park EH, Lim CJ (2008) Anti-angiogenic, antinociceptive and anti-inflammatory activities of Lonicera japonica extract. J Pharm Pharmacol 60:779–786CrossRefPubMed
15.
go back to reference Ma SC, Du J, But PP, Deng XL, Zhang YW, Ooi VE, Xu HX, Lee SH, Lee SF (2002) Antiviral Chinese medicinal herbs against respiratory syncytial virus. J Ethnopharmacol 79:205–211CrossRefPubMed Ma SC, Du J, But PP, Deng XL, Zhang YW, Ooi VE, Xu HX, Lee SH, Lee SF (2002) Antiviral Chinese medicinal herbs against respiratory syncytial virus. J Ethnopharmacol 79:205–211CrossRefPubMed
16.
go back to reference Chang WC, Hsu FL (1992) Inhibition of platelet activation and endothelial cell injury by polyphenolic compounds isolated from Lonicera japonica Thunb. Prostaglandins Leukot Essent Fatty Acids 45:307–312CrossRefPubMed Chang WC, Hsu FL (1992) Inhibition of platelet activation and endothelial cell injury by polyphenolic compounds isolated from Lonicera japonica Thunb. Prostaglandins Leukot Essent Fatty Acids 45:307–312CrossRefPubMed
17.
go back to reference Lu HT, Jiang Y, Chen F (2004) Application of preparative high-speed counter-current chromatography for separation of chlorogenic acid from Flos Lonicerae. J Chromatogr A 1026:185–190CrossRefPubMed Lu HT, Jiang Y, Chen F (2004) Application of preparative high-speed counter-current chromatography for separation of chlorogenic acid from Flos Lonicerae. J Chromatogr A 1026:185–190CrossRefPubMed
18.
go back to reference Kumar N, Singh B, Bhandari P, Gupta AP, Uniyal SK, Kaul VK (2005) Biflavonoids from Lonicera japonica. Phytochemistry 66:2740–2744CrossRefPubMed Kumar N, Singh B, Bhandari P, Gupta AP, Uniyal SK, Kaul VK (2005) Biflavonoids from Lonicera japonica. Phytochemistry 66:2740–2744CrossRefPubMed
19.
go back to reference Chen J, Li SL, Li P, Song Y, Chai XY, Ma DY (2005) Qualitative and quantitative analysis of active flavonoids in Flos Lonicerae by capillary zone electrophoresis coupled with solid-phase extraction. J Sep Sci 28:365–372CrossRefPubMed Chen J, Li SL, Li P, Song Y, Chai XY, Ma DY (2005) Qualitative and quantitative analysis of active flavonoids in Flos Lonicerae by capillary zone electrophoresis coupled with solid-phase extraction. J Sep Sci 28:365–372CrossRefPubMed
20.
go back to reference Schlotzhauer WS, Pair SD, Horvat RJ (1996) Volatile constituents from the flowers of Japanese honeysuckle (Lonicera japonica). J Agric Food Chem 44:206–209CrossRef Schlotzhauer WS, Pair SD, Horvat RJ (1996) Volatile constituents from the flowers of Japanese honeysuckle (Lonicera japonica). J Agric Food Chem 44:206–209CrossRef
21.
go back to reference Li H, Zhang Z, Li P (2002) Comparative study on volatile oils in flower and stem of Lonicera japonica. Zhong Yao Cai 25:476–477PubMed Li H, Zhang Z, Li P (2002) Comparative study on volatile oils in flower and stem of Lonicera japonica. Zhong Yao Cai 25:476–477PubMed
22.
go back to reference Xing J, Li P (1999) Research on chemical constituents of Lonicera: a review and prospects. Zhong Yao Cai 22:366–370PubMed Xing J, Li P (1999) Research on chemical constituents of Lonicera: a review and prospects. Zhong Yao Cai 22:366–370PubMed
23.
go back to reference Chai XY, Li SL, Li P (2005) Quality evaluation of Flos lonicerae through a simultaneous determination of seven saponins by HPLC with ELSD. J Chromatogr A 1070:43–48CrossRefPubMed Chai XY, Li SL, Li P (2005) Quality evaluation of Flos lonicerae through a simultaneous determination of seven saponins by HPLC with ELSD. J Chromatogr A 1070:43–48CrossRefPubMed
24.
go back to reference Kwak WJ, Han CK, Chang HW, Kim HP, Kang SS, Son KH (2003) Loniceroside C, an antiinflammatory saponin from Lonicera japonica. Chem Pharm Bull (Tokyo) 51:333–335CrossRef Kwak WJ, Han CK, Chang HW, Kim HP, Kang SS, Son KH (2003) Loniceroside C, an antiinflammatory saponin from Lonicera japonica. Chem Pharm Bull (Tokyo) 51:333–335CrossRef
25.
go back to reference Lin LM, Zhang XG, Zhu JJ, Gao HM, Wang ZM, Wang WH (2008) Two new triterpenoid saponins from the flowers and buds of Lonicera japonica. J Asian Nat Prod Res 10:925–929CrossRefPubMed Lin LM, Zhang XG, Zhu JJ, Gao HM, Wang ZM, Wang WH (2008) Two new triterpenoid saponins from the flowers and buds of Lonicera japonica. J Asian Nat Prod Res 10:925–929CrossRefPubMed
26.
go back to reference Son KH, Jung KY, Chang HW, Kim HP, Kang SS (1994) Triterpenoid saponins from the aerial parts of Lonicera japonica. Phytochemistry 35:1005–1008CrossRefPubMed Son KH, Jung KY, Chang HW, Kim HP, Kang SS (1994) Triterpenoid saponins from the aerial parts of Lonicera japonica. Phytochemistry 35:1005–1008CrossRefPubMed
27.
go back to reference Machida K, Sasaki H, Iijima T, Kikuchi M (2002) Studies on the constituents of Lonicera species. XVII. New iridoid glycosides of the stems and leaves of Lonicera japonica THUNB. Chem Pharm Bull (Tokyo) 50:1041–1044CrossRef Machida K, Sasaki H, Iijima T, Kikuchi M (2002) Studies on the constituents of Lonicera species. XVII. New iridoid glycosides of the stems and leaves of Lonicera japonica THUNB. Chem Pharm Bull (Tokyo) 50:1041–1044CrossRef
28.
go back to reference Yuan Y, Wang Z, Jiang C, Wang X, Huang L (2014) Exploiting genes and functional diversity of chlorogenic acid and luteolin biosyntheses in Lonicera japonica and their substitutes. Gene 534:408–416CrossRefPubMed Yuan Y, Wang Z, Jiang C, Wang X, Huang L (2014) Exploiting genes and functional diversity of chlorogenic acid and luteolin biosyntheses in Lonicera japonica and their substitutes. Gene 534:408–416CrossRefPubMed
29.
go back to reference Bassoli BK, Cassolla P, Borba-Murad GR, Constantin J, Salgueiro-Pagadigorria CL, Bazotte RB, da Silva RS, de Souza HM (2008) Chlorogenic acid reduces the plasma glucose peak in the oral glucose tolerance test: effects on hepatic glucose release and glycaemia. Cell Biochem Funct 26:320–328CrossRefPubMed Bassoli BK, Cassolla P, Borba-Murad GR, Constantin J, Salgueiro-Pagadigorria CL, Bazotte RB, da Silva RS, de Souza HM (2008) Chlorogenic acid reduces the plasma glucose peak in the oral glucose tolerance test: effects on hepatic glucose release and glycaemia. Cell Biochem Funct 26:320–328CrossRefPubMed
30.
go back to reference Lee EJ, Kim JS, Kim HP, Lee JH, Kang SS (2010) Phenolic constituents from the flower buds of Lonicera japonica and their 5-lipoxygenase inhibitory activities. Food Chem 120:134–139CrossRef Lee EJ, Kim JS, Kim HP, Lee JH, Kang SS (2010) Phenolic constituents from the flower buds of Lonicera japonica and their 5-lipoxygenase inhibitory activities. Food Chem 120:134–139CrossRef
31.
go back to reference Kakuda R, Imai M, Yaoita Y, Machida K, Kikuchi M (2000) Secoiridoid glycosides from the flower buds of Lonicera japonica. Phytochemistry 55:879–881CrossRefPubMed Kakuda R, Imai M, Yaoita Y, Machida K, Kikuchi M (2000) Secoiridoid glycosides from the flower buds of Lonicera japonica. Phytochemistry 55:879–881CrossRefPubMed
32.
go back to reference Tundis R, Loizzo MR, Menichini F, Statti GA, Menichini F (2008) Biological and pharmacological activities of iridoids: recent developments. Mini Rev Med Chem 8:399–420CrossRefPubMed Tundis R, Loizzo MR, Menichini F, Statti GA, Menichini F (2008) Biological and pharmacological activities of iridoids: recent developments. Mini Rev Med Chem 8:399–420CrossRefPubMed
33.
go back to reference Dinda B, Chowdhury DR, Mohanta BC (2009) Naturally occurring iridoids, secoiridoids and their bioactivity. An updated review, part 3. Chem Pharm Bull (Tokyo) 57:765–796CrossRef Dinda B, Chowdhury DR, Mohanta BC (2009) Naturally occurring iridoids, secoiridoids and their bioactivity. An updated review, part 3. Chem Pharm Bull (Tokyo) 57:765–796CrossRef
34.
go back to reference Ghisalberti EL (1998) Biological and pharmacological activity of naturally occurring iridoids and secoiridoids. Phytomedicine 5:147–163CrossRefPubMed Ghisalberti EL (1998) Biological and pharmacological activity of naturally occurring iridoids and secoiridoids. Phytomedicine 5:147–163CrossRefPubMed
35.
go back to reference Dinda B, Debnath S, Harigaya Y (2007) Naturally occurring iridoids. A review, part 1. Chem Pharm Bull (Tokyo) 55:159–222CrossRef Dinda B, Debnath S, Harigaya Y (2007) Naturally occurring iridoids. A review, part 1. Chem Pharm Bull (Tokyo) 55:159–222CrossRef
36.
go back to reference Suksamrarn A, Kumpun S, Kirtikara K, Yingyongnarongkul B, Suksamrarn S (2002) Iridoids with anti-inflammatory activity from Vitex peduncularis. Planta Med 68:72–73CrossRefPubMed Suksamrarn A, Kumpun S, Kirtikara K, Yingyongnarongkul B, Suksamrarn S (2002) Iridoids with anti-inflammatory activity from Vitex peduncularis. Planta Med 68:72–73CrossRefPubMed
38.
go back to reference Chen Z, Tang N, You Y, Lan J, Liu Y, Li Z (2015) Transcriptome analysis reveals the mechanism underlying the production of a high quantity of chlorogenic acid in young leaves of Lonicera macranthoides Hand.-Mazz. PLoS One 10:e0137212CrossRefPubMedPubMedCentral Chen Z, Tang N, You Y, Lan J, Liu Y, Li Z (2015) Transcriptome analysis reveals the mechanism underlying the production of a high quantity of chlorogenic acid in young leaves of Lonicera macranthoides Hand.-Mazz. PLoS One 10:e0137212CrossRefPubMedPubMedCentral
40.
41.
43.
44.
go back to reference Gruenheit N, Deusch O, Esser C, Becker M, Voelckel C, Lockhart P (2012) Cutoffs and k-mers: implications from a transcriptome study in allopolyploid plants. BMC Genomics 13:92CrossRefPubMedPubMedCentral Gruenheit N, Deusch O, Esser C, Becker M, Voelckel C, Lockhart P (2012) Cutoffs and k-mers: implications from a transcriptome study in allopolyploid plants. BMC Genomics 13:92CrossRefPubMedPubMedCentral
45.
go back to reference Steijger T, Abril JF, Engstrom PG, Kokocinski F, Hubbard TJ, Guigo R, Harrow J, Bertone P, Consortium R (2013) Assessment of transcript reconstruction methods for RNA-seq. Nat Methods 10:1177–1184CrossRefPubMed Steijger T, Abril JF, Engstrom PG, Kokocinski F, Hubbard TJ, Guigo R, Harrow J, Bertone P, Consortium R (2013) Assessment of transcript reconstruction methods for RNA-seq. Nat Methods 10:1177–1184CrossRefPubMed
46.
go back to reference Visser EA, Wegrzyn JL, Steenkmap ET, Myburg AA, Naidoo S (2015) Combined de novo and genome guided assembly and annotation of the Pinus patula juvenile shoot transcriptome. BMC Genomics 16:1057CrossRefPubMedPubMedCentral Visser EA, Wegrzyn JL, Steenkmap ET, Myburg AA, Naidoo S (2015) Combined de novo and genome guided assembly and annotation of the Pinus patula juvenile shoot transcriptome. BMC Genomics 16:1057CrossRefPubMedPubMedCentral
48.
go back to reference Nakasugi K, Crowhurst R, Bally J, Waterhouse P (2014) Combining transcriptome assemblies from multiple de novo assemblers in the allo-tetraploid plant Nicotiana benthamiana. PLoS One 9:e91776CrossRefPubMedPubMedCentral Nakasugi K, Crowhurst R, Bally J, Waterhouse P (2014) Combining transcriptome assemblies from multiple de novo assemblers in the allo-tetraploid plant Nicotiana benthamiana. PLoS One 9:e91776CrossRefPubMedPubMedCentral
49.
go back to reference Xie Y, Wu G, Tang J, Luo R, Patterson J, Liu S, Huang W, He G, Gu S, Li S, Zhou X, Lam TW, Li Y, Xu X, Wong GK, Wang J (2014) SOAPdenovo-Trans: de novo transcriptome assembly with short RNA-Seq reads. Bioinformatics 30:1660–1666CrossRefPubMed Xie Y, Wu G, Tang J, Luo R, Patterson J, Liu S, Huang W, He G, Gu S, Li S, Zhou X, Lam TW, Li Y, Xu X, Wong GK, Wang J (2014) SOAPdenovo-Trans: de novo transcriptome assembly with short RNA-Seq reads. Bioinformatics 30:1660–1666CrossRefPubMed
50.
go back to reference Grabherr MG, Haas BJ, Yassour M, Levin JZ, Thompson DA, Amit I, Adiconis X, Fan L, Raychowdhury R, Zeng Q, Chen Z, Mauceli E, Hacohen N, Gnirke A, Rhind N, di Palma F, Birren BW, Nusbaum C, Lindblad-Toh K, Friedman N, Regev A (2011) Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat Biotechnol 29:644–652CrossRefPubMedPubMedCentral Grabherr MG, Haas BJ, Yassour M, Levin JZ, Thompson DA, Amit I, Adiconis X, Fan L, Raychowdhury R, Zeng Q, Chen Z, Mauceli E, Hacohen N, Gnirke A, Rhind N, di Palma F, Birren BW, Nusbaum C, Lindblad-Toh K, Friedman N, Regev A (2011) Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat Biotechnol 29:644–652CrossRefPubMedPubMedCentral
51.
52.
go back to reference Li W, Godzik A (2006) Cd-hit: a fast program for clustering and comparing large sets of protein or nucleotide sequences. Bioinformatics 22:1658–1659CrossRefPubMed Li W, Godzik A (2006) Cd-hit: a fast program for clustering and comparing large sets of protein or nucleotide sequences. Bioinformatics 22:1658–1659CrossRefPubMed
53.
go back to reference Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402CrossRefPubMedPubMedCentral Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402CrossRefPubMedPubMedCentral
54.
go back to reference Camacho C, Coulouris G, Avagyan V, Ma N, Papadopoulos J, Bealer K, Madden TL (2009) BLAST+: architecture and applications. BMC Bioinform 10:421CrossRef Camacho C, Coulouris G, Avagyan V, Ma N, Papadopoulos J, Bealer K, Madden TL (2009) BLAST+: architecture and applications. BMC Bioinform 10:421CrossRef
55.
go back to reference Conesa A, Gotz S (2008) Blast2GO: a comprehensive suite for functional analysis in plant genomics. Int J Plant Genomics 2008:619832CrossRefPubMed Conesa A, Gotz S (2008) Blast2GO: a comprehensive suite for functional analysis in plant genomics. Int J Plant Genomics 2008:619832CrossRefPubMed
56.
go back to reference Kanehisa M, Goto S, Sato Y, Kawashima M, Furumichi M, Tanabe M (2014) Data, information, knowledge and principle: back to metabolism in KEGG. Nucleic Acids Res 42:D199–D205CrossRefPubMed Kanehisa M, Goto S, Sato Y, Kawashima M, Furumichi M, Tanabe M (2014) Data, information, knowledge and principle: back to metabolism in KEGG. Nucleic Acids Res 42:D199–D205CrossRefPubMed
57.
go back to reference Varshney RK, Thiel T, Stein N, Langridge P, Graner A (2002) In silico analysis on frequency and distribution of microsatellites in ESTs of some cereal species. Cell Mol Biol Lett 7:537–546PubMed Varshney RK, Thiel T, Stein N, Langridge P, Graner A (2002) In silico analysis on frequency and distribution of microsatellites in ESTs of some cereal species. Cell Mol Biol Lett 7:537–546PubMed
58.
go back to reference Jarvis DE, Kopp OR, Jellen EN, Mallory MA, Pattee J, Bonifacio A, Coleman CE, Stevens MR, Fairbanks DJ, Maughan PJ (2008) Simple sequence repeat marker development and genetic mapping in quinoa (Chenopodium quinoa Willd.). J Genet 87:39–51CrossRefPubMed Jarvis DE, Kopp OR, Jellen EN, Mallory MA, Pattee J, Bonifacio A, Coleman CE, Stevens MR, Fairbanks DJ, Maughan PJ (2008) Simple sequence repeat marker development and genetic mapping in quinoa (Chenopodium quinoa Willd.). J Genet 87:39–51CrossRefPubMed
60.
go back to reference Senthilvel S, Jayashree B, Mahalakshmi V, Kumar PS, Nakka S, Nepolean T, Hash C (2008) Development and mapping of simple sequence repeat markers for pearl millet from data mining of expressed sequence tags. BMC Plant Biol 8:119CrossRefPubMedPubMedCentral Senthilvel S, Jayashree B, Mahalakshmi V, Kumar PS, Nakka S, Nepolean T, Hash C (2008) Development and mapping of simple sequence repeat markers for pearl millet from data mining of expressed sequence tags. BMC Plant Biol 8:119CrossRefPubMedPubMedCentral
61.
go back to reference Lambert HC, Gisel EG, Groher ME, Wood-Dauphinee S (2003) McGill ingestive skills assessment (MISA): development and first field test of an evaluation of functional ingestive skills of elderly persons. Dysphagia 18:101–113CrossRefPubMed Lambert HC, Gisel EG, Groher ME, Wood-Dauphinee S (2003) McGill ingestive skills assessment (MISA): development and first field test of an evaluation of functional ingestive skills of elderly persons. Dysphagia 18:101–113CrossRefPubMed
62.
go back to reference Langmead B, Trapnell C, Pop M, Salzberg SL (2009) Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 10:R25CrossRefPubMedPubMedCentral Langmead B, Trapnell C, Pop M, Salzberg SL (2009) Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 10:R25CrossRefPubMedPubMedCentral
63.
go back to reference Li B, Dewey CN (2011) RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome. BMC Bioinform 12:323CrossRef Li B, Dewey CN (2011) RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome. BMC Bioinform 12:323CrossRef
65.
go back to reference Miettinen K, Dong L, Navrot N, Schneider T, Burlat V, Pollier J, Woittiez L, van der Krol S, Lugan R, Ilc T, Verpoorte R, Oksman-Caldentey KM, Martinoia E, Bouwmeester H, Goossens A, Memelink J, Werck-Reichhart D (2014) The seco-iridoid pathway from Catharanthus roseus. Nat Commun 5:3606PubMedPubMedCentral Miettinen K, Dong L, Navrot N, Schneider T, Burlat V, Pollier J, Woittiez L, van der Krol S, Lugan R, Ilc T, Verpoorte R, Oksman-Caldentey KM, Martinoia E, Bouwmeester H, Goossens A, Memelink J, Werck-Reichhart D (2014) The seco-iridoid pathway from Catharanthus roseus. Nat Commun 5:3606PubMedPubMedCentral
66.
go back to reference Bradnam KR, Fass JN, Alexandrov A, Baranay P, Bechner M, Birol I, Boisvert S, Chapman JA, Chapuis G, Chikhi R, Chitsaz H, Chou WC, Corbeil J, Del Fabbro C, Docking TR, Durbin R, Earl D, Emrich S, Fedotov P, Fonseca NA, Ganapathy G, Gibbs RA, Gnerre S, Godzaridis E, Goldstein S, Haimel M, Hall G, Haussler D, Hiatt JB, Ho IY, Howard J, Hunt M, Jackman SD, Jaffe DB, Jarvis ED, Jiang H, Kazakov S, Kersey PJ, Kitzman JO, Knight JR, Koren S, Lam TW, Lavenier D, Laviolette F, Li Y, Li Z, Liu B, Liu Y, Luo R, Maccallum I, Macmanes MD, Maillet N, Melnikov S, Naquin D, Ning Z, Otto TD, Paten B, Paulo OS, Phillippy AM, Pina-Martins F, Place M, Przybylski D, Qin X, Qu C, Ribeiro FJ, Richards S, Rokhsar DS, Ruby JG, Scalabrin S, Schatz MC, Schwartz DC, Sergushichev A, Sharpe T, Shaw TI, Shendure J, Shi Y, Simpson JT, Song H, Tsarev F, Vezzi F, Vicedomini R, Vieira BM, Wang J, Worley KC, Yin S, Yiu SM, Yuan J, Zhang G, Zhang H, Zhou S, Korf IF (2013) Assemblathon 2: evaluating de novo methods of genome assembly in three vertebrate species. Gigascience 2:10CrossRefPubMedPubMedCentral Bradnam KR, Fass JN, Alexandrov A, Baranay P, Bechner M, Birol I, Boisvert S, Chapman JA, Chapuis G, Chikhi R, Chitsaz H, Chou WC, Corbeil J, Del Fabbro C, Docking TR, Durbin R, Earl D, Emrich S, Fedotov P, Fonseca NA, Ganapathy G, Gibbs RA, Gnerre S, Godzaridis E, Goldstein S, Haimel M, Hall G, Haussler D, Hiatt JB, Ho IY, Howard J, Hunt M, Jackman SD, Jaffe DB, Jarvis ED, Jiang H, Kazakov S, Kersey PJ, Kitzman JO, Knight JR, Koren S, Lam TW, Lavenier D, Laviolette F, Li Y, Li Z, Liu B, Liu Y, Luo R, Maccallum I, Macmanes MD, Maillet N, Melnikov S, Naquin D, Ning Z, Otto TD, Paten B, Paulo OS, Phillippy AM, Pina-Martins F, Place M, Przybylski D, Qin X, Qu C, Ribeiro FJ, Richards S, Rokhsar DS, Ruby JG, Scalabrin S, Schatz MC, Schwartz DC, Sergushichev A, Sharpe T, Shaw TI, Shendure J, Shi Y, Simpson JT, Song H, Tsarev F, Vezzi F, Vicedomini R, Vieira BM, Wang J, Worley KC, Yin S, Yiu SM, Yuan J, Zhang G, Zhang H, Zhou S, Korf IF (2013) Assemblathon 2: evaluating de novo methods of genome assembly in three vertebrate species. Gigascience 2:10CrossRefPubMedPubMedCentral
67.
go back to reference Fukushima A, Nakamura M, Suzuki H, Saito K, Yamazaki M (2015) High-throughput sequencing and de novo assembly of red and green forms of the Perilla frutescens var. crispa Transcriptome. PLoS One 10:e0129154CrossRefPubMedPubMedCentral Fukushima A, Nakamura M, Suzuki H, Saito K, Yamazaki M (2015) High-throughput sequencing and de novo assembly of red and green forms of the Perilla frutescens var. crispa Transcriptome. PLoS One 10:e0129154CrossRefPubMedPubMedCentral
Metadata
Title
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
Authors
Amit Rai
Hidetaka Kamochi
Hideyuki Suzuki
Michimi Nakamura
Hiroki Takahashi
Tomoki Hatada
Kazuki Saito
Mami Yamazaki
Publication date
01-01-2017
Publisher
Springer Japan
Published in
Journal of Natural Medicines / Issue 1/2017
Print ISSN: 1340-3443
Electronic ISSN: 1861-0293
DOI
https://doi.org/10.1007/s11418-016-1041-x

Other articles of this Issue 1/2017

Journal of Natural Medicines 1/2017 Go to the issue