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Yoon D, Choi BR, Ma S, Lee JW, Jo IH, Lee YS, Kim GS, Kim S, Lee DY. Metabolomics for Age Discrimination of Ginseng Using a Multiplex Approach to HR-MAS NMR Spectroscopy, UPLC-QTOF/MS, and GC × GC-TOF/MS. Molecules 2019; 24:molecules24132381. [PMID: 31252608 PMCID: PMC6651322 DOI: 10.3390/molecules24132381] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2019] [Revised: 06/21/2019] [Accepted: 06/25/2019] [Indexed: 01/09/2023] Open
Abstract
(1) Background: The ability to determine the age of ginseng is very important because the price of ginseng depends on the cultivation period. Since morphological observation is subjective, a new scientific and systematic method for determining the age of ginseng is required. (2) Methods: Three techniques were used for a metabolomics approach. High-resolution magic-angle-spinning nuclear magnetic resonance (HR-MAS NMR) spectroscopy was used to analyze powdered ginseng samples without extraction. Ultrahigh-performance liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-QTOF/MS) and gas chromatography quadrupole time-of-fight mass spectrometry (GC-TOF/MS) were used to analyze the extracts of 4-, 5-, and 6-year-old ginseng. (3) Results: A metabolomics approach has the potential to discriminate the age of ginseng. Among the primary metabolites detected from NMR spectroscopy, the levels of fumarate and choline showed moderate prediction with an area under the curve (AUC) value of more than 0.7. As a result of UPLC-QTOF/MS-based profiling, 61 metabolites referring to the VIP (variable importance in the projection) score contributed to discriminating the age of ginseng. The results of GC×GC-TOF/MS showed clear discrimination of 4-, 5-, and 6-year-old ginseng using orthogonal partial least-squares discriminant analysis (OPLS-DA) to 100% of the discrimination rate. The results of receiver operating characteristic (ROC) analysis, 16 metabolites between 4- and 5-year-old ginseng, and 18 metabolites between 5- and 6-year-old ginseng contributed to age discrimination in all regions. (4) Conclusions: These results showed that metabolic profiling and multivariate statistical analyses can distinguish the age of ginseng. Especially, it is meaningful that ginseng samples from different areas had the same metabolites for age discrimination. In future studies, it will be necessary to identify the unknown variables and to collaboratively study with other fields the biochemistry of aging in ginseng.
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Affiliation(s)
- Dahye Yoon
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Bo-Ram Choi
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Seohee Ma
- Department of Chemistry, Center for Proteome Biophysics and Chemistry Institute for Functional Materials, Pusan National University, Busan 46241, Korea
| | - Jae Won Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Ick-Hyun Jo
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Young-Seob Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Geum-Soog Kim
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Suhkmann Kim
- Department of Chemistry, Center for Proteome Biophysics and Chemistry Institute for Functional Materials, Pusan National University, Busan 46241, Korea.
| | - Dae Young Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea.
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Moreau L, Camplo M, Wathier M, Taib N, Laguerre M, Bestel I, Grinstaff MW, Barthélémy P. Real Time Imaging of Supramolecular Assembly Formation via Programmed Nucleolipid Recognition. J Am Chem Soc 2008; 130:14454-5. [DOI: 10.1021/ja805974g] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Louis Moreau
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Michel Camplo
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Michel Wathier
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Nada Taib
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Michel Laguerre
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Isabelle Bestel
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Mark W. Grinstaff
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
| | - Philippe Barthélémy
- Inserm, U869, Bordeaux, F-33076 France, Université de Bordeaux 2, F-33076, Bordeaux, France, Centre Interdisciplinaire des Nanomatériaux de Marseille CINaM, Faculté des Sciences de Luminy Case 913, UPR-CNRS 3118, 13288 Marseille cedex 09, France, UMR 5248 CBMN, CNRS-Université Bordeaux 1-ENITAB, IECB, 2 rue Robert Escarpit, 33607 Pessac, and Departments of Chemistry and Biomedical Engineering, Metcalf Center for Science and Engineering, Boston University, Boston Massachusetts 02215
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Muhs A, Hickman DT, Pihlgren M, Chuard N, Giriens V, Meerschman C, van der Auwera I, van Leuven F, Sugawara M, Weingertner MC, Bechinger B, Greferath R, Kolonko N, Nagel-Steger L, Riesner D, Brady RO, Pfeifer A, Nicolau C. Liposomal vaccines with conformation-specific amyloid peptide antigens define immune response and efficacy in APP transgenic mice. Proc Natl Acad Sci U S A 2007; 104:9810-5. [PMID: 17517595 PMCID: PMC1887581 DOI: 10.1073/pnas.0703137104] [Citation(s) in RCA: 133] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
We investigated the therapeutic effects of two different versions of Abeta(1-15 (16)) liposome-based vaccines. Inoculation of APP-V717IxPS-1 (APPxPS-1) double-transgenic mice with tetra-palmitoylated amyloid 1-15 peptide (palmAbeta(1-15)), or with amyloid 1-16 peptide (PEG-Abeta(1-16)) linked to a polyethyleneglycol spacer at each end, and embedded within a liposome membrane, elicited fast immune responses with identical binding epitopes. PalmAbeta(1-15) liposomal vaccine elicited an immune response that restored the memory defect of the mice, whereas that of PEG-Abeta(1-16) had no such effect. Immunoglobulins that were generated were predominantly of the IgG class with palmAbeta(1-15), whereas those elicited by PEG-Abeta(1-16) were primarily of the IgM class. The IgG subclasses of the antibodies generated by both vaccines were mostly IgG2b indicating noninflammatory Th2 isotype. CD and NMR revealed predominantly beta-sheet conformation of palmAbeta(1-15) and random coil of PEG-Abeta(1-16). We conclude that the association with liposomes induced a variation of the immunogenic structures and thereby different immunogenicities. This finding supports the hypothesis that Alzheimer's disease is a "conformational" disease, implying that antibodies against amyloid sequences in the beta-sheet conformation are preferred as potential therapeutic agents.
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Affiliation(s)
- Andreas Muhs
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - David T. Hickman
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Maria Pihlgren
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Nathalie Chuard
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Valérie Giriens
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Carine Meerschman
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | | | - Fred van Leuven
- Experimental Genetics Group, KULeuven, B-3000 Leuven, Belgium
| | - Masae Sugawara
- Institut de Science et d'Ingénierie Supramoléculaires, Université Louis Pasteur, F-67083 Strasbourg, France
| | | | - Burkhard Bechinger
- Institut de Science et d'Ingénierie Supramoléculaires, Université Louis Pasteur, F-67083 Strasbourg, France
| | - Ruth Greferath
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Nadine Kolonko
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Luitgard Nagel-Steger
- Institut für Biophysikalische Chemie, Heinrich-Heine Universität, 40225 Düsseldorf, Germany
| | - Detlev Riesner
- Institut für Biophysikalische Chemie, Heinrich-Heine Universität, 40225 Düsseldorf, Germany
| | - Roscoe O. Brady
- Developmental and Metabolic Neurology Branch, National Institute of Neurological Disorders and Stroke, Bethesda, MD 20892; and
- **To whom correspondence may be addressed. E-mail: or
| | - Andrea Pfeifer
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Claude Nicolau
- *AC Immune, PSE-B, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, MA 02111
- **To whom correspondence may be addressed. E-mail: or
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