Skip to main content
Top
Published in: Journal of Natural Medicines 1/2020

01-01-2020 | Original Paper

1H NMR-based metabolomic analysis coupled with reversed-phase solid-phase extraction for sample preparation of Saposhnikovia roots and related crude drugs

Authors: Taichi Yoshitomi, Daigo Wakana, Nahoko Uchiyama, Takashi Tsujimoto, Noriaki Kawano, Tsuguo Yokokura, Yutaka Yamamoto, Hiroyuki Fuchino, Takashi Hakamatsuka, Katsuko Komatsu, Nobuo Kawahara, Takuro Maruyama

Published in: Journal of Natural Medicines | Issue 1/2020

Login to get access

Abstract

1H NMR-based metabolomics has been applied in research on food, herbal medicine, and natural products. Although excellent results were reported, samples were directly extracted with a deuterated solvent (e.g., methanol-d4 or D2O) in most reports. As primary metabolites account for most of the results, data for secondary metabolites are partially reflected. Consequently, secondary metabolites tend to be excluded from factor loading analysis, serving as a significant unfavorable feature of 1H NMR-based metabolomics when investigating biologically active or functional components in natural products and health foods. Reversed-phase solid-phase extraction column (RP-SPEC) was applied for sample preparation in 1H NMR-based metabolomics to overcome this feature. The methanol extract from Saposhnikoviae radix (SR), an important crude drug, was fractionated with RP-SPEC into 5% methanol-eluting fractions, and the remaining fraction was collected. Each fraction was subjected to 1H NMR-based metabolomics and compared to results from conventional 1H NMR-based metabolomics. Based on principal component analysis (PCA) and partial least squares projections to latent structures discriminant analysis (PLS-DA), the 5% methanol fraction and conventional method reflected the amount of saccharides such as sucrose on the PC1/PLS1 axes, and wild and cultivated samples were discriminated along those axes. The remaining fraction clearly distinguished SR from Peucedanum ledebourielloides root. The compounds responsible for this discrimination were deemed falcarindiol derivatives and other unidentified secondary metabolites from the s-plot on PLS-DA. The secondary metabolites from original plants were, therefore, presumed to be concentrated in the remaining fraction by RP-SPEC treatment and strongly reflected the species differences. The developed series is considered effective to perform quality evaluation of crude drugs and natural products.

Graphic abstract

Appendix
Available only for authorised users
Literature
1.
go back to reference Song H, Ryu HW, Lee KJ, Jeong IY, Kim DS, Oh S (2014) Metabolomics investigation of flavonoid synthesis in soybean leaves depending on the growth stage. Metabolomics 10(5):833–841CrossRef Song H, Ryu HW, Lee KJ, Jeong IY, Kim DS, Oh S (2014) Metabolomics investigation of flavonoid synthesis in soybean leaves depending on the growth stage. Metabolomics 10(5):833–841CrossRef
2.
go back to reference Lawal U, Maulidiani M, Shaari K, Ismail IS, Khatib A, Abas F (2015) Metabolite profiling of Ipomoea aquatica at different growth stages in correlation to the antioxidant and α-glucosidase inhibitory activities elucidated by 1H NMR-based metabolomics. Sci Hort 192:400–408CrossRef Lawal U, Maulidiani M, Shaari K, Ismail IS, Khatib A, Abas F (2015) Metabolite profiling of Ipomoea aquatica at different growth stages in correlation to the antioxidant and α-glucosidase inhibitory activities elucidated by 1H NMR-based metabolomics. Sci Hort 192:400–408CrossRef
3.
go back to reference Huo Y, Kamal GM, Wang J, Liu H, Zhang G, Hu Z, Anwar F, Du H (2017) 1H NMR-based metabolomics for discrimination of rice from different geographical origins of China. J Cereal Sci 76:243–252CrossRef Huo Y, Kamal GM, Wang J, Liu H, Zhang G, Hu Z, Anwar F, Du H (2017) 1H NMR-based metabolomics for discrimination of rice from different geographical origins of China. J Cereal Sci 76:243–252CrossRef
4.
go back to reference Fujimura Y, Kurihara K, Ida M, Kosaka R, Miura D, Wariishi H, Maeda-Yamamoto M, Nesumi A, Saito T, Kanda T, Yamada K, Tachibana H (2011) Metabolomics-driven nutraceutical evaluation of diverse green tea cultivars. PLOS One 6(8):e23426CrossRef Fujimura Y, Kurihara K, Ida M, Kosaka R, Miura D, Wariishi H, Maeda-Yamamoto M, Nesumi A, Saito T, Kanda T, Yamada K, Tachibana H (2011) Metabolomics-driven nutraceutical evaluation of diverse green tea cultivars. PLOS One 6(8):e23426CrossRef
5.
go back to reference Tianniam S, Tarachiwin L, Bamba T, Kobayashi A, Fukusaki E (2008) Metabolic profiling of Angelica acutiloba roots utilizing gas chromatography–time-of-flight–mass spectrometry for quality assessment based on cultivation area and cultivar via multivariate pattern recognition. J Biosci Bioeng 105(6):655–659CrossRef Tianniam S, Tarachiwin L, Bamba T, Kobayashi A, Fukusaki E (2008) Metabolic profiling of Angelica acutiloba roots utilizing gas chromatography–time-of-flight–mass spectrometry for quality assessment based on cultivation area and cultivar via multivariate pattern recognition. J Biosci Bioeng 105(6):655–659CrossRef
6.
go back to reference Kim HK, Khan S, Wilson EG, Kricun SDP, Meissner A, Goraler S, Deelder AM, Choi YH, Verpoorte R (2010) Metabolic classification of South American Ilex species by NMR-based metabolomics. Phytochemistry 71:773–784CrossRef Kim HK, Khan S, Wilson EG, Kricun SDP, Meissner A, Goraler S, Deelder AM, Choi YH, Verpoorte R (2010) Metabolic classification of South American Ilex species by NMR-based metabolomics. Phytochemistry 71:773–784CrossRef
7.
go back to reference Wei F, Furihata K, Miyakawa T, Tanokura M (2014) A pilot study of NMR-based sensory prediction of roasted coffee bean extracts. Food Chem 152:363–369CrossRef Wei F, Furihata K, Miyakawa T, Tanokura M (2014) A pilot study of NMR-based sensory prediction of roasted coffee bean extracts. Food Chem 152:363–369CrossRef
8.
go back to reference Moldes CA, Cantarelli MA, Camiña JM, Tsai SM, Azevedo RA (2017) Changes in amino acid profile in roots of glyphosate resistant and susceptible soybean (Glycine max) induced by foliar glyphosate application. J Agric Food Chem 65(40):8823–8828CrossRef Moldes CA, Cantarelli MA, Camiña JM, Tsai SM, Azevedo RA (2017) Changes in amino acid profile in roots of glyphosate resistant and susceptible soybean (Glycine max) induced by foliar glyphosate application. J Agric Food Chem 65(40):8823–8828CrossRef
9.
go back to reference Shen Y, Hou J, Deng W, Feng Z, Yang M, Cheng J, Wu W, Guo D (2017) Comparative analysis of ultrafine granular powder and decoction pieces of Salvia miltiorrhiza by UPLC-UV-MSn combined with statistical analysis. Planta Med 83(6):557–564PubMed Shen Y, Hou J, Deng W, Feng Z, Yang M, Cheng J, Wu W, Guo D (2017) Comparative analysis of ultrafine granular powder and decoction pieces of Salvia miltiorrhiza by UPLC-UV-MSn combined with statistical analysis. Planta Med 83(6):557–564PubMed
10.
go back to reference Pongsuwan W, Fukusaki E, Bamba T, Yonetani T, Yamahara T, Kobayashi A (2007) Prediction of Japanese green tea ranking by gas chromatography/mass spectrometry-based hydrophilic metabolite fingerprinting. J Agric Food Chem 55:231–236CrossRef Pongsuwan W, Fukusaki E, Bamba T, Yonetani T, Yamahara T, Kobayashi A (2007) Prediction of Japanese green tea ranking by gas chromatography/mass spectrometry-based hydrophilic metabolite fingerprinting. J Agric Food Chem 55:231–236CrossRef
11.
go back to reference Catelani TA, Santos JR, Páscoa RNMJ, Pezzaa L, Pezza HR, Lopes JA (2018) Real-time monitoring of a coffee roasting process with near infrared spectroscopy using multivariate statistical analysis: a feasibility study. Talanta 179:292–299CrossRef Catelani TA, Santos JR, Páscoa RNMJ, Pezzaa L, Pezza HR, Lopes JA (2018) Real-time monitoring of a coffee roasting process with near infrared spectroscopy using multivariate statistical analysis: a feasibility study. Talanta 179:292–299CrossRef
12.
go back to reference Kai H, Kinoshita K, Harada H, Uesawa Y, Maeda A, Suzuki R, Okada Y, Takahash K, Matsuno K (2017) Establishment of a direct-injection electron ionization-mass spectrometry metabolomics method and its application to lichen profiling. Anal Chem 89(12):6408–6414CrossRef Kai H, Kinoshita K, Harada H, Uesawa Y, Maeda A, Suzuki R, Okada Y, Takahash K, Matsuno K (2017) Establishment of a direct-injection electron ionization-mass spectrometry metabolomics method and its application to lichen profiling. Anal Chem 89(12):6408–6414CrossRef
13.
go back to reference Kim HK, Choi YH, Verpoorte R (2010) NMR-based metabolomics analysis of plants. Nat Protoc 5(3):536–549CrossRef Kim HK, Choi YH, Verpoorte R (2010) NMR-based metabolomics analysis of plants. Nat Protoc 5(3):536–549CrossRef
14.
go back to reference Ali K, Maltese F, Fortes AM, Pais MS, Verpoorte R, Choi YH (2011) Pre-analytical method for NMR-based grape metabolic fingerprinting and chemometrics. Anal Chim Acta 703:179–186CrossRef Ali K, Maltese F, Fortes AM, Pais MS, Verpoorte R, Choi YH (2011) Pre-analytical method for NMR-based grape metabolic fingerprinting and chemometrics. Anal Chim Acta 703:179–186CrossRef
15.
go back to reference Fraccaroli M, Nicoletti S, Maltese F, Choi YH, Guzzo F, Levi M, Verpoorte R (2008) Pre-analytical method for metabolic profiling of plant cell cultures of Passiflora garckei. Biotechnol Lett 30:2031–2036CrossRef Fraccaroli M, Nicoletti S, Maltese F, Choi YH, Guzzo F, Levi M, Verpoorte R (2008) Pre-analytical method for metabolic profiling of plant cell cultures of Passiflora garckei. Biotechnol Lett 30:2031–2036CrossRef
16.
go back to reference The Ministry of Health, Labour and Welfare, Japan (2016) The Japanese Pharmacopoeia, 17th edn. The MHLW Ministerial Notification No. 64, Tokyo, pp 1971–1972 (English version) The Ministry of Health, Labour and Welfare, Japan (2016) The Japanese Pharmacopoeia, 17th edn. The MHLW Ministerial Notification No. 64, Tokyo, pp 1971–1972 (English version)
17.
go back to reference Tai J, Cheung S (2007) Anti-proliferative and antioxidant activities of Saposhnikovia divaricata. Oncol Rep 18:227–234PubMed Tai J, Cheung S (2007) Anti-proliferative and antioxidant activities of Saposhnikovia divaricata. Oncol Rep 18:227–234PubMed
18.
go back to reference Okuyama E, Hasegawa T, Matsushita T, Fujimoto H, Ishibashi M, Yamazaki M (2001) Analgesic components of Saposhnikovia root (Saposhnikovia divaricata). Chem Pharm Bull 49(2):154–160CrossRef Okuyama E, Hasegawa T, Matsushita T, Fujimoto H, Ishibashi M, Yamazaki M (2001) Analgesic components of Saposhnikovia root (Saposhnikovia divaricata). Chem Pharm Bull 49(2):154–160CrossRef
19.
go back to reference Zheng X, Du J, Xu Y, Liao D, Pettit GR (2010) Cytotoxic lipid esters from Peucedanum ledebourielloides. Med Chem Res 19:337–343CrossRef Zheng X, Du J, Xu Y, Liao D, Pettit GR (2010) Cytotoxic lipid esters from Peucedanum ledebourielloides. Med Chem Res 19:337–343CrossRef
20.
go back to reference Maruyama T, Ezaki M, Shiba M, Yamaji H, Yoshitomi T, Kawano N, Cheng SZX, Yokokura T, Yamamoto Y, Fuchino H, Sun H, Komatsu K, Kawahara N (2018) Botanical origin and chemical constituents of commercial SR and its related crude drugs available in Shaanxi and the surrounding regions. J Nat Med 72:267–273CrossRef Maruyama T, Ezaki M, Shiba M, Yamaji H, Yoshitomi T, Kawano N, Cheng SZX, Yokokura T, Yamamoto Y, Fuchino H, Sun H, Komatsu K, Kawahara N (2018) Botanical origin and chemical constituents of commercial SR and its related crude drugs available in Shaanxi and the surrounding regions. J Nat Med 72:267–273CrossRef
21.
go back to reference Nishihara M, Nukui K, Osumi Y, Shiota H (2018) Quality evaluation of Saposhnikoviae radix (Differences between wild-type and cultivated products). Yakugaku Zasshi 138:571–579CrossRef Nishihara M, Nukui K, Osumi Y, Shiota H (2018) Quality evaluation of Saposhnikoviae radix (Differences between wild-type and cultivated products). Yakugaku Zasshi 138:571–579CrossRef
22.
go back to reference Fujioka T, Furumi K, Fujii H, Okabe H, Mihashi K, Nakano Y, Matsunaga H, Katano M, Mori M (1999) Antiproliferative constituents from umbelliferae plants. V. A new furanocoumarin and falcarindiol furanocoumarin ethers from the root of Angelica japonica. Chem Pharm Bull 47(1):96–100CrossRef Fujioka T, Furumi K, Fujii H, Okabe H, Mihashi K, Nakano Y, Matsunaga H, Katano M, Mori M (1999) Antiproliferative constituents from umbelliferae plants. V. A new furanocoumarin and falcarindiol furanocoumarin ethers from the root of Angelica japonica. Chem Pharm Bull 47(1):96–100CrossRef
23.
go back to reference Su X, Li X, Tao H, Zhou J, Wu T, Chou G, Cheng Z (2013) Simultaneous isolation of seven compounds from Glehnia littoralis roots by off-line overpressured layer chromatography guided by a TLC antioxidant autographic assay. J Sep Sci 36(21–22):3644–3650CrossRef Su X, Li X, Tao H, Zhou J, Wu T, Chou G, Cheng Z (2013) Simultaneous isolation of seven compounds from Glehnia littoralis roots by off-line overpressured layer chromatography guided by a TLC antioxidant autographic assay. J Sep Sci 36(21–22):3644–3650CrossRef
24.
go back to reference Miyazawa M, Shimamura H, Bhuva RC, Nakamura S, Kameoka H (1996) Antimutagenic activity of falcarindiol from Peucedanum praeruptorum. J Agric Food Chem 44(11):3444–3448CrossRef Miyazawa M, Shimamura H, Bhuva RC, Nakamura S, Kameoka H (1996) Antimutagenic activity of falcarindiol from Peucedanum praeruptorum. J Agric Food Chem 44(11):3444–3448CrossRef
25.
go back to reference Gwang L, Hyung-Gu P, Choi M, Kim Y, Park Y, Song K, Cheong C, Bae Y (2000) Falcarindiol, a polyacetylenic compound isolated from Peucedanum japonicum, inhibits mammalian DNA topoisomerase I. J Microbiol Biotechnol 10(3):394–398 Gwang L, Hyung-Gu P, Choi M, Kim Y, Park Y, Song K, Cheong C, Bae Y (2000) Falcarindiol, a polyacetylenic compound isolated from Peucedanum japonicum, inhibits mammalian DNA topoisomerase I. J Microbiol Biotechnol 10(3):394–398
26.
go back to reference Lee J, Lee YJ, Kim J, Bang O (2015) Pyranocoumarins from root extracts of Peucedanum praeruptorum Dunn with multidrug resistance reversal and anti-inflammatory activities. Molecules 20(12):20967–20978CrossRef Lee J, Lee YJ, Kim J, Bang O (2015) Pyranocoumarins from root extracts of Peucedanum praeruptorum Dunn with multidrug resistance reversal and anti-inflammatory activities. Molecules 20(12):20967–20978CrossRef
Metadata
Title
1H NMR-based metabolomic analysis coupled with reversed-phase solid-phase extraction for sample preparation of Saposhnikovia roots and related crude drugs
Authors
Taichi Yoshitomi
Daigo Wakana
Nahoko Uchiyama
Takashi Tsujimoto
Noriaki Kawano
Tsuguo Yokokura
Yutaka Yamamoto
Hiroyuki Fuchino
Takashi Hakamatsuka
Katsuko Komatsu
Nobuo Kawahara
Takuro Maruyama
Publication date
01-01-2020
Publisher
Springer Singapore
Published in
Journal of Natural Medicines / Issue 1/2020
Print ISSN: 1340-3443
Electronic ISSN: 1861-0293
DOI
https://doi.org/10.1007/s11418-019-01343-2

Other articles of this Issue 1/2020

Journal of Natural Medicines 1/2020 Go to the issue