1
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Andersen-Civil AIS, Leppä MM, Thamsborg SM, Salminen JP, Williams AR. Structure-function analysis of purified proanthocyanidins reveals a role for polymer size in suppressing inflammatory responses. Commun Biol 2021; 4:896. [PMID: 34290357 PMCID: PMC8295316 DOI: 10.1038/s42003-021-02408-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 06/30/2021] [Indexed: 02/06/2023] Open
Abstract
Proanthocyanidins (PAC) are dietary compounds that have been extensively studied for beneficial health effects due to their anti-inflammatory properties. However, the structure-function relationships of PAC and their mode-of-action remain obscure. Here, we isolated a wide range of diverse PAC polymer mixtures of high purity from plant material. Polymer size was a key factor in determining the ability of PAC to regulate inflammatory cytokine responses in murine macrophages. PAC polymers with a medium (9.1) mean degree of polymerization (mDP) induced substantial transcriptomic changes, whereas PAC with either low (2.6) or high (12.3) mDP were significantly less active. Short-term oral treatment of mice with PAC modulated gene pathways connected to nutrient metabolism and inflammation in ileal tissue in a polymerization-dependent manner. Mechanistically, the bioactive PAC polymers modulated autophagic flux and inhibited lipopolysaccharide-induced autophagy in macrophages. Collectively, our results highlight the importance of defined structural features in the health-promoting effects of PAC-rich foods.
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Affiliation(s)
| | - Milla Marleena Leppä
- Natural Chemistry Research Group, Department of Chemistry, University of Turku, Turku, Finland
| | - Stig M Thamsborg
- Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark
| | - Juha-Pekka Salminen
- Natural Chemistry Research Group, Department of Chemistry, University of Turku, Turku, Finland
| | - Andrew R Williams
- Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark.
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2
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Aničić N, Patelou E, Papanikolaou A, Kanioura A, Valdesturli C, Arapitsas P, Skorić M, Dragićević M, Gašić U, Koukounaras A, Kostas S, Sarrou E, Martens S, Mišić D, Kanellis A. Comparative Metabolite and Gene Expression Analyses in Combination With Gene Characterization Revealed the Patterns of Flavonoid Accumulation During Cistus creticus subsp. creticus Fruit Development. FRONTIERS IN PLANT SCIENCE 2021; 12:619634. [PMID: 33841455 PMCID: PMC8034662 DOI: 10.3389/fpls.2021.619634] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 02/19/2021] [Indexed: 06/12/2023]
Abstract
Cistus creticus L. subsp. creticus (rockrose) is a shrub widespread in Greece and the Mediterranean basin and has been used in traditional medicine as herb tea for colds, for healing and digestive hitches, for the treatment of maladies, as perfumes, and for other purposes. Compounds from its flavonoid fraction have recently drawn attention due to antiviral action against influenza virus and HIV. Although several bioactive metabolites belonging to this group have been chemically characterized in the leaves, the genes involved in their biosynthesis in Cistus remain largely unknown. Flavonoid metabolism during C. creticus fruit development was studied by adopting comparative metabolomic and transcriptomic approaches. The present study highlights the fruit of C. creticus subsp. creticus as a rich source of flavonols, flavan-3-ols, and proanthocyanidins, all of which displayed a decreasing trend during fruit development. The majority of proanthocyanidins recorded in Cistus fruit are B-type procyanidins and prodelphinidins, while gallocatechin and catechin are the dominant flavan-3-ols. The expression patterns of biosynthetic genes and transcription factors were analyzed in flowers and throughout three fruit development stages. Flavonoid biosynthetic genes were developmentally regulated, showing a decrease in transcript levels during fruit maturation. A high degree of positive correlations between the content of targeted metabolites and the expression of biosynthetic genes indicated the transcriptional regulation of flavonoid biosynthesis during C. creticus fruit development. This is further supported by the high degree of significant positive correlations between the expression of biosynthetic genes and transcription factors. The results suggest that leucoanthocyanidin reductase predominates the biosynthetic pathway in the control of flavan-3-ol formation, which results in catechin and gallocatechin as two of the major building blocks for Cistus proanthocyanidins. Additionally, there is a decline in ethylene production rates during non-climacteric Cistus fruit maturation, which coincides with the downregulation of the majority of flavonoid- and ethylene-related biosynthetic genes and corresponding transcription factors as well as with the decline in flavonoid content. Finally, functional characterization of a Cistus flavonoid hydroxylase (F3'5'H) was performed for the first time.
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Affiliation(s)
- Neda Aničić
- Group of Biotechnology of Pharmaceutical Plants, Laboratory of Pharmacognosy, Department of Pharmaceutical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Department of Plant Physiology, Institute for Biological Research “Siniša Stanković”-National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Efstathia Patelou
- Group of Biotechnology of Pharmaceutical Plants, Laboratory of Pharmacognosy, Department of Pharmaceutical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Antigoni Papanikolaou
- Group of Biotechnology of Pharmaceutical Plants, Laboratory of Pharmacognosy, Department of Pharmaceutical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Anthi Kanioura
- Group of Biotechnology of Pharmaceutical Plants, Laboratory of Pharmacognosy, Department of Pharmaceutical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Camilla Valdesturli
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all’Adige, Italy
| | - Panagiotis Arapitsas
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all’Adige, Italy
| | - Marijana Skorić
- Department of Plant Physiology, Institute for Biological Research “Siniša Stanković”-National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Milan Dragićević
- Department of Plant Physiology, Institute for Biological Research “Siniša Stanković”-National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Uroš Gašić
- Department of Plant Physiology, Institute for Biological Research “Siniša Stanković”-National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Athanasios Koukounaras
- Department of Horticulture, School of Agriculture, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Stefanos Kostas
- Department of Horticulture, School of Agriculture, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Eirini Sarrou
- Institute of Plant Breeding and Genetic Resources, Hellenic Agricultural Organization - DEMETER, Thessaloniki, Greece
| | - Stefan Martens
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all’Adige, Italy
| | - Danijela Mišić
- Department of Plant Physiology, Institute for Biological Research “Siniša Stanković”-National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Angelos Kanellis
- Group of Biotechnology of Pharmaceutical Plants, Laboratory of Pharmacognosy, Department of Pharmaceutical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
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3
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Montané X, Kowalczyk O, Reig-Vano B, Bajek A, Roszkowski K, Tomczyk R, Pawliszak W, Giamberini M, Mocek-Płóciniak A, Tylkowski B. Current Perspectives of the Applications of Polyphenols and Flavonoids in Cancer Therapy. Molecules 2020; 25:E3342. [PMID: 32717865 PMCID: PMC7435624 DOI: 10.3390/molecules25153342] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 07/17/2020] [Accepted: 07/21/2020] [Indexed: 12/13/2022] Open
Abstract
The development of anticancer therapies that involve natural drugs has undergone exponential growth in recent years. Among the natural compounds that produce beneficial effects on human health, polyphenols have shown potential therapeutic applications in cancer due to their protective functions in plants, their use as food additives, and their excellent antioxidant properties. The possibility of combining conventional drugs-which are usually more aggressive than natural compounds-with polyphenols offers very valuable advantages such as the building of more efficient anticancer therapies with less side effects on human health. This review shows a wide range of trials in which polyphenolic compounds play a crucial role as anticancer medicines alone or in combination with other drugs at different stages of cancer: cancer initiation, promotion, and growth or progression. Moreover, the future directions in applications of various polyphenols in cancer therapy are emphasized.
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Affiliation(s)
- Xavier Montané
- Department of Chemical Engineering, University Rovira i Virgili, Av. Països Catalans 26, Campus Sescelades, 43007 Tarragona, Spain; (B.R.-V.); (M.G.)
| | - Oliwia Kowalczyk
- Research and Education Unit for Communication in Healthcare Department of Cardiac Surgery, Ludwik Rydygier Collegium Medicum in Bydgoszcz Nicolaus Copernicus University in Torun, M. Curie Sklodowskiej St. 9, 85-094 Bydgoszcz, Poland;
- Kazimierz Wielki University, Jagiellonska St. 11, 95-067 Bydgoszcz, Poland
| | - Belen Reig-Vano
- Department of Chemical Engineering, University Rovira i Virgili, Av. Països Catalans 26, Campus Sescelades, 43007 Tarragona, Spain; (B.R.-V.); (M.G.)
| | - Anna Bajek
- Department of Tissue Engineering Chair of Urology, Ludwik Rydygier Collegium Medicum in Bydgoszcz Nicolaus Copernicus University in Torun, Karlowicza St. 24, 85-092 Bydgoszcz, Poland;
| | - Krzysztof Roszkowski
- Department of Oncology, Nicolaus Copernicus University in Torun, Romanowskiej St. 2, 85-796 Bydgoszcz, Poland;
| | - Remigiusz Tomczyk
- Department of Cardiac Surgery, Ludwik Rydygier Collegium Medicum in Bydgoszcz Nicolaus Copernicus University in Torun, M. Curie Sklodowskiej St. 9, 85-094 Bydgoszcz, Poland; (R.T.); (W.P.)
| | - Wojciech Pawliszak
- Department of Cardiac Surgery, Ludwik Rydygier Collegium Medicum in Bydgoszcz Nicolaus Copernicus University in Torun, M. Curie Sklodowskiej St. 9, 85-094 Bydgoszcz, Poland; (R.T.); (W.P.)
| | - Marta Giamberini
- Department of Chemical Engineering, University Rovira i Virgili, Av. Països Catalans 26, Campus Sescelades, 43007 Tarragona, Spain; (B.R.-V.); (M.G.)
| | - Agnieszka Mocek-Płóciniak
- Department of General and Environmental Microbiology, University of Life Sciences Poznan, ul. Szydłowska 50, 60-656 Poznań, Poland;
| | - Bartosz Tylkowski
- Eurecat, Centre Tecnològic de Catalunya. Chemical Technologies Unit, Marcel·lí Domingo s/n, 43007 Tarragona, Spain
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4
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Pérez-Manríquez J, Escalona N, Pérez-Correa J. Bioactive Compounds of the PVPP Brewery Waste Stream and their Pharmacological Effects. MINI-REV ORG CHEM 2020. [DOI: 10.2174/1570193x16666190723112623] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Beer, one of the most commonly consumed alcoholic beverages, is rich in polyphenols
and is the main dietary source of xanthohumol and related prenylflavonoids. However, to avoid haze
formation caused by the interaction between polyphenols and proteins, most phenolic compounds are
removed from beer and lost in the brewery waste stream via polyvinylpolypyrrolidone (PVPP)
adsorption. This waste stream contains several polyphenols with high antioxidant capacity and pharmacological
effects; that waste could be used as a rich, low-cost source of these compounds, though
little is known about its composition and potential attributes. This work aims to review the polyphenols
present in this brewery waste stream, as well as the health benefits associated with their consumption.
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Affiliation(s)
- J. Pérez-Manríquez
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Catolica de Chile, Vicuna Mackenna 4860, Macul, Santiago, Chile
| | - N. Escalona
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Catolica de Chile, Vicuna Mackenna 4860, Macul, Santiago, Chile
| | - J.R. Pérez-Correa
- Department of Chemical and Bioprocess Engineering, School of Engineering, Pontificia Universidad Catolica de Chile, Vicuna Mackenna 4860, Macul, Santiago, Chile
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5
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Zeng X, Du Z, Ding X, Jiang W. Characterization of the direct interaction between apple condensed tannins and cholesterol in vitro. Food Chem 2019; 309:125762. [PMID: 31670123 DOI: 10.1016/j.foodchem.2019.125762] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 10/17/2019] [Accepted: 10/20/2019] [Indexed: 11/15/2022]
Abstract
To provide the scientific evidences for a possible new hypocholesterolemic mechanism of apple condensed tannins (ACT), the direct interaction of ACT with cholesterol (CH) was investigated in the present study. Our results suggested that the quenching of ACT fluorescence by CH was carried out according to a static mechanism, while the interaction between ACT and CH in vitro was a spontaneous process. ACT were capable of binding with CH directly, and the CH-binding capacity (35.9-43.9%) of ACT remarkably enhanced with the increase of ACT concentration (0.5-2.0 mg proanthocyanidin B2 equivalent/mL). Besides, spectroscopic methods and morphological analysis were used to characterize the ACT-CH coprecipitates, the findings indicated that ACT were able to precipitate CH via ionic interactions, hydrophobic interactions and intermolecular hydrogen bonds rather than covalent bonds. In conclusion, the direct interaction of ACT with CH might play a role in their CH-lowering effects in humans and animals.
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Affiliation(s)
- Xiangquan Zeng
- College of Food Science and Nutritional Engineering, China Agricultural University, P.O. Box 111, Qinghua Donglu No. 17, Beijing 100083, PR China.
| | - Zhenjiao Du
- College of Food Science and Nutritional Engineering, China Agricultural University, P.O. Box 111, Qinghua Donglu No. 17, Beijing 100083, PR China.
| | - Xiaomeng Ding
- College of Food Science and Nutritional Engineering, China Agricultural University, P.O. Box 111, Qinghua Donglu No. 17, Beijing 100083, PR China.
| | - Weibo Jiang
- College of Food Science and Nutritional Engineering, China Agricultural University, P.O. Box 111, Qinghua Donglu No. 17, Beijing 100083, PR China.
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6
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Characterization of the interactions between banana condensed tannins and biologically important metal ions (Cu2+, Zn2+ and Fe2+). Food Res Int 2019; 123:518-528. [DOI: 10.1016/j.foodres.2019.04.064] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2019] [Revised: 04/23/2019] [Accepted: 04/29/2019] [Indexed: 01/17/2023]
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7
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A review on nuclear overhauser enhancement (NOE) and rotating-frame overhauser effect (ROE) NMR techniques in food science: Basic principles and applications. Trends Food Sci Technol 2019. [DOI: 10.1016/j.tifs.2019.02.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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8
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Wannenmacher J, Gastl M, Becker T. Phenolic Substances in Beer: Structural Diversity, Reactive Potential and Relevance for Brewing Process and Beer Quality. Compr Rev Food Sci Food Saf 2018; 17:953-988. [PMID: 33350107 DOI: 10.1111/1541-4337.12352] [Citation(s) in RCA: 66] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 03/14/2018] [Accepted: 03/15/2018] [Indexed: 12/11/2022]
Abstract
For the past 100 years, polyphenol research has played a central role in brewing science. The class of phenolic substances comprises simple compounds built of 1 phenolic group as well as monomeric and oligomeric flavonoid compounds. As potential anti- or prooxidants, flavor precursors, flavoring agents and as interaction partners with other beer constituents, they influence important beer quality characteristics: flavor, color, colloidal, and flavor stability. The reactive potential of polyphenols is defined by their basic chemical structure, hydroxylation and substitution patterns and degree of polymerization. The quantitative and qualitative profile of phenolic substances in beer is determined by raw material choice. During the malting and brewing process, phenolic compounds undergo changes as they are extracted or enzymatically released, are subjected to heat-induced chemical reactions or are precipitated with or adsorbed to hot and cold trub, yeast cells and stabilization agents. This review presents the current state of knowledge of the composition of phenolic compounds in beer and brewing raw materials with a special focus on their fate from raw materials throughout the malting and brewing process to the final beer. Due to high-performance analytical techniques, new insights have been gained on the structure and function of phenolic substance groups, which have hitherto received little attention. This paper presents important information and current studies on the potential of phenolics to interact with other beer constituents and thus influence quality parameters. The structural features which determine the reactive potential of phenolic substances are discussed.
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Affiliation(s)
- Julia Wannenmacher
- Inst. of Brewing and Beverage Technology, Technical Univ. of Munich, Weihenstephaner Steig 20, 85354, Freising, Germany
| | - Martina Gastl
- Inst. of Brewing and Beverage Technology, Technical Univ. of Munich, Weihenstephaner Steig 20, 85354, Freising, Germany
| | - Thomas Becker
- Inst. of Brewing and Beverage Technology, Technical Univ. of Munich, Weihenstephaner Steig 20, 85354, Freising, Germany
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9
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Cebrián-Tarancón C, Sánchez-Gómez R, Gómez-Alonso S, Hermosín-Gutierrez I, Mena-Morales A, García-Romero E, Salinas MR, Zalacain A. Vine-Shoot Tannins: Effect of Post-pruning Storage and Toasting Treatment. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018; 66:5556-5562. [PMID: 29770693 DOI: 10.1021/acs.jafc.8b01540] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
For the first time vine-shoot tannin composition was carried out by means of HPLC-DAD-ESI-MS/MS. Two vine-shoot cultivars (Airén and Cencibel) with different post-pruning storage times were submitted to a toasting process and assayed. There were no traces of gallotannins nor ellagitannins, but a high proanthocyanidin content and a mean degree of polymerization (mDP) close to 3 were characterized. The higher concentration of proanthocyanidins corresponded to Airén after 6 months post-pruning storage and at 3 months for Cencibel. Procyanidins were the most abundant fraction (70-95%), which decreased with storage, and especially significant was the contribution of B1, B2, and B4 dimers. Prodelphinidins were also found (8-24%), increasing their % with storage time. Toasting produced a considerable reduction of proanthocyanidin content and a loss of a monomer mDP unit, suggesting that if used as oenological tannins, then they may be more bitter and less astringent when compared with the nontoasted vine-shoot samples.
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Affiliation(s)
- Cristina Cebrián-Tarancón
- Universidad de Castilla-La Mancha , E.T.S.I. Agrónomos y Montes, Cátedra de Química Agrícola , Avenida de España s/n , 02071 Albacete , Spain
| | - Rosario Sánchez-Gómez
- Universidad de Castilla-La Mancha , E.T.S.I. Agrónomos y Montes, Cátedra de Química Agrícola , Avenida de España s/n , 02071 Albacete , Spain
| | - Sergio Gómez-Alonso
- Universidad de Castilla-La Mancha , Instituto Regional de Investigación Científica Aplicada , Avenida Camilo José Cela s/n , 13071 Ciudad Real , Spain
| | - Isidro Hermosín-Gutierrez
- Universidad de Castilla-La Mancha , Instituto Regional de Investigación Científica Aplicada , Avenida Camilo José Cela s/n , 13071 Ciudad Real , Spain
| | - Adela Mena-Morales
- Instituto de la Vid y el Vino de Castilla-La Mancha , Carretera de Albacete s/n , 13700 Tomelloso , Spain
| | - Esteban García-Romero
- Instituto de la Vid y el Vino de Castilla-La Mancha , Carretera de Albacete s/n , 13700 Tomelloso , Spain
| | - M Rosario Salinas
- Universidad de Castilla-La Mancha , E.T.S.I. Agrónomos y Montes, Cátedra de Química Agrícola , Avenida de España s/n , 02071 Albacete , Spain
| | - Amaya Zalacain
- Universidad de Castilla-La Mancha , E.T.S.I. Agrónomos y Montes, Cátedra de Química Agrícola , Avenida de España s/n , 02071 Albacete , Spain
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10
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Toasted vine-shoot chips as enological additive. Food Chem 2018; 263:96-103. [PMID: 29784334 DOI: 10.1016/j.foodchem.2018.04.105] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Revised: 04/06/2018] [Accepted: 04/23/2018] [Indexed: 11/21/2022]
Abstract
Different ways of vine-shoots revalorization have been proposed, but not in wine yet, as for example in the same way as oak chips are being used. In this work, vine-shoot samples were submitted to a thermogravimetric analysis to establish the temperature range for its lignin structure decomposition, resulting between 160 and 180 °C. Then, vine-shoot chips from Airén and Cencibel cultivars, with a particle size around 2.5-3.5 cm, were submitted to six toasting conditions: 160 °C and 180 °C for 45, 60 and 75 min. Their volatile composition was very similar to oak chips, being vanillin the most important compound. Moreover, such vine-shoots have an interesting content of prodelphinidins that together with the stilbenes may contribute to wine antioxidant activity. The toasting conditions at 180 °C/45 min were the most suitable one for releasing the mentioned valuable compounds in order to propose vine-shoots as new enological additive similar to oak chips.
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11
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Experimental data for the synthesis of a new dimeric prodelphinidin gallate. Data Brief 2016; 8:631-6. [PMID: 27437435 PMCID: PMC4939393 DOI: 10.1016/j.dib.2016.06.023] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2016] [Revised: 06/09/2016] [Accepted: 06/15/2016] [Indexed: 11/22/2022] Open
Abstract
This data article contains raw and processed data related to research published in Teixeira et al. (2016) [1]. Here we introduce data acquired from the synthesis of a prodelphinidin dimer gallate. All synthesis steps are described and a dataset for the removal of the protecting on prodelphinidin synthesis is presented. With hydrogenolysis in situ with triethylsilane the hydrogen required is produced and used at the same time, making the reaction possible without resorting to bottled hydrogen. Full NMR and HPLC-ESI-MS analysis data is also provided.
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