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Pino-Ramos LL, Peña-Martínez PA, Laurie VF. Quinoa protein extract: an effective alternative for the fining of wine phenolics. J Sci Food Agric 2022; 102:6320-6327. [PMID: 35531787 DOI: 10.1002/jsfa.11982] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 04/29/2022] [Accepted: 05/09/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Lately, there has been an increasing interest in using plant-derived proteins for wine phenolic fining. Proteins extracted from cereals, potatoes, and legumes have been proposed as effective fining agents, but only those from pea, wheat, and potatoes have been approved for their use in wine. This work aimed at determining the fining ability of quinoa (Chenopodium quinoa Willd.) protein extracts (QP), compared to commercial fining agents, on red wines. RESULTS The trials compared the performance of QP (30 and 50 g/hL), two potato protein extracts and gelatin, at two different contact times (48 and 96 h), using Petit Verdot, Malbec, and Cabernet Sauvignon wines. Turbidity, total phenolics, precipitable tannins, catechins, and color characteristics were determined. QP reduced the turbidity of all wines in a similar way to commercial fining agents. Both doses of QP significantly reduced tannins and other phenolic measures, including color intensity reductions, in a similar way to commercial fining agents. CONCLUSION QP behaved as an effective fining agent that deserves further studies in order to improve its performance and advance its characterization. © 2022 Society of Chemical Industry.
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Affiliation(s)
| | - Paula A Peña-Martínez
- Doctorado en Ciencias Agrarias, Facultad de Ciencias Agrarias, Universidad de Talca, Talca, Chile
| | - V Felipe Laurie
- Facultad de Ciencias Agrarias, Universidad de Talca, Talca, Chile
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2
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Baca-Bocanegra B, Gonçalves S, Nogales-Bueno J, Mansinhos I, Heredia FJ, Hernández-Hierro JM, Romano A. Influence of Wine pH and Ethanol Content on the Fining Efficacy of Proteins from Winemaking By-Products. Foods 2022; 11:foods11121688. [PMID: 35741886 PMCID: PMC9222633 DOI: 10.3390/foods11121688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 06/01/2022] [Accepted: 06/07/2022] [Indexed: 02/04/2023] Open
Abstract
Wine color and limpidity are important aspects of consumer preferences. The alteration of these parameters can damage wine’s appearance but also its mouthfeel characteristics due to its relationship with attributes such as bitterness and astringency. Fining is a practice usually used in enology to modulate undesirable wine organoleptic attributes. However, there are several factors that influence this technique. In this study, the influence of wine pH and ethanol content on grape seed protein fining efficacy has been assessed. Wine clarification, total phenolic and flavanol contents, antioxidant activity, and chromatic parameters have been investigated before and after fining process. The most noticeable clarifying effects were observed for the experimental wines with a lower pH and ethanol content. Control of these factors will make it possible to modulate the main organoleptic properties of the wine, also avoiding the addition of large amounts of fining agents and thus providing greater versatility to wineries during winemaking. Furthermore, our findings indicated that grape seed protein is a potential alternative to other plant-based fining proteins commonly used in winemaking. Its effects on clarification and color quality have been found to be comparable to those of potato protein and significantly better than those of pea protein.
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Affiliation(s)
- Berta Baca-Bocanegra
- Department of Analytical Chemistry, Facultad de Farmacia, Universidad de Sevilla, 41012 Sevilla, Spain; (B.B.-B.); (J.N.-B.)
| | - Sandra Gonçalves
- MED—Mediterranean Institute for Agriculture, Environment and Development and CHANGE–Global Change and Sustainability Institute, Faculdade de Ciências e Tecnologia, Universidade do Algarve, Campus de Gambelas, Ed. 8, 8005-139 Faro, Portugal; (S.G.); (I.M.); (A.R.)
| | - Julio Nogales-Bueno
- Department of Analytical Chemistry, Facultad de Farmacia, Universidad de Sevilla, 41012 Sevilla, Spain; (B.B.-B.); (J.N.-B.)
| | - Inês Mansinhos
- MED—Mediterranean Institute for Agriculture, Environment and Development and CHANGE–Global Change and Sustainability Institute, Faculdade de Ciências e Tecnologia, Universidade do Algarve, Campus de Gambelas, Ed. 8, 8005-139 Faro, Portugal; (S.G.); (I.M.); (A.R.)
| | - Francisco José Heredia
- Food Colour and Quality Laboratory, Department of Nutrition and Food Science, Facultad de Farmacia, Universidad de Sevilla, 41012 Sevilla, Spain;
| | - José Miguel Hernández-Hierro
- Food Colour and Quality Laboratory, Department of Nutrition and Food Science, Facultad de Farmacia, Universidad de Sevilla, 41012 Sevilla, Spain;
- Correspondence: ; Tel.: +34-954-556-495
| | - Anabela Romano
- MED—Mediterranean Institute for Agriculture, Environment and Development and CHANGE–Global Change and Sustainability Institute, Faculdade de Ciências e Tecnologia, Universidade do Algarve, Campus de Gambelas, Ed. 8, 8005-139 Faro, Portugal; (S.G.); (I.M.); (A.R.)
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Culbert JA, Jiang W, Bilogrevic E, Likos D, Francis IL, Krstic MP, Herderich MJ. Compositional Changes in Smoke-Affected Grape Juice as a Consequence of Activated Carbon Treatment and the Impact on Phenolic Compounds and Smoke Flavor in Wine. J Agric Food Chem 2021; 69:10246-10259. [PMID: 34428045 DOI: 10.1021/acs.jafc.1c02642] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
An increase in bushfires and wildfires globally and consequent smoke exposure of grapevines has seen an elevated need for remediation options to manage the impact of smoke taint in the wine industry. Two commercially available activated carbons (PS1300 and CASPF) were evaluated at 1, 2, and 4 g/L with juice from smoke-affected Pinot Noir and Chardonnay grapes. PS1300 and CASPF treatments removed up to 75 and 92% of the phenolic glycosides in the smoke-affected Pinot Noir rosé juice, respectively, and both carbons removed virtually all (i.e., 98-99%) of the phenolic glycosides in the smoke-affected Chardonnay juice at the highest dose rate (4 g/L). The free volatile phenols in the wines were similarly lower in concentration following treatment. Sensory analysis confirmed that the wines made from carbon fined juice had reduced smoke aroma and flavor compared to those from the nontreated controls. However, desirable sensory properties such as color and fruity attributes were also negatively affected by the treatment. The dose rate should be optimized in industry practice to find a balance between reducing the intensity of smoke-related sensory attributes while maintaining or enhancing positive attributes.
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Affiliation(s)
- Julie A Culbert
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - WenWen Jiang
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - Eleanor Bilogrevic
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - Desireé Likos
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - I Leigh Francis
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - Mark P Krstic
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
| | - Markus J Herderich
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, SA 5064, Australia
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4
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Sun L, Srinivas A, Runnebaum RC. Understanding the Impact of Key Wine Components on the Use of a Non-Swelling Ion-Exchange Resin for Wine Protein Fining Treatment. Molecules 2021; 26:3905. [PMID: 34206735 DOI: 10.3390/molecules26133905] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Revised: 06/17/2021] [Accepted: 06/21/2021] [Indexed: 11/17/2022] Open
Abstract
The impact of key classes of compounds found in wine on protein removal by the ion-exchange resin, Macro-Prep® High S, was examined by adsorption isotherm experiments. A model wine system, which contained a prototypical protein Bovine Serum Albumin (BSA), was used. We systematically changed concentrations of individual chemical components to generate and compare adsorption isotherm plots and to quantify adsorption affinity or capacity parameters of Macro-Prep® High S ion-exchange resin. The pH (hydronium ion concentration), ethanol concentration, and prototypical phenolics and polysaccharide compounds are known to impact interactions with proteins and thus could alter the adsorption affinity and capacity of Macro-Prep® High S ion-exchange resin. At low equilibrium protein concentrations (< ~0.3 (g BSA)/L) and at high equilibrium protein concentrations in model wines at various pH, the adsorption behavior followed the Langmuir isotherm, most likely due to the resin acting as a monolayer adsorbent. The resulting range of BSA capacity was between 0.15-0.18 (g BSA)/(g Macro-Prep® High S resin). With the addition of ethanol, catechin, caffeic acid, and polysaccharides, the protein adsorption behavior was observed to differ at higher equilibrium protein concentrations (> ~0.3 (g BSA)/L), likely as a result of Macro-Prep® acting as an unrestricted multilayer adsorbent at these conditions. These data can be used to inform the design and scale-up of ion-exchange columns for removing proteins from wines.
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Abstract
Chitosan is a natural polymer that has quite recently been approved as an aid for microbial control, metal chelation, clarification, and reduction of contaminants in enology. In foods other than wine, chitosan has also been evidenced to have some other activities such as antioxidant and antiradical properties. Nevertheless, the actual extent of its activities in must and wines has not been fully established. This review aimed to gather and discuss the available scientific information on the efficacy of chitosan as a multifaceted aid in winemaking, including antimicrobial, chelating, clarifying and antioxidant activities, while summarizing the chemical mechanisms underlying its action. Attention has been specifically paid to those data obtained by using unmodified chitosan in wine or in conditions pertinent to its production, intentionally excluding functionalized polymers, not admitted in enology. Unconventional utilizations together with future perspectives and research needs targeting, for example, the use of chitosan from distinct sources, production strategies to increase its efficacy or the potential sensory impact of this polysaccharide, have also been outlined.
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Affiliation(s)
- Antonio Castro Marín
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
| | - Donato Colangelo
- Dipartimento di Scienze e Tecnologie Alimentari per una filiera agro-alimentare Sostenibile - DiSTAS, Università Cattolica del Sacro Cuore, Piacenza, Italy
| | - Milena Lambri
- Dipartimento di Scienze e Tecnologie Alimentari per una filiera agro-alimentare Sostenibile - DiSTAS, Università Cattolica del Sacro Cuore, Piacenza, Italy
| | - Claudio Riponi
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
| | - Fabio Chinnici
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
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Ma TZ, Gong PF, Lu RR, Zhang B, Morata A, Han SY. Effect of Different Clarification Treatments on the Volatile Composition and Aromatic Attributes of 'Italian Riesling' Icewine. Molecules 2020; 25:molecules25112657. [PMID: 32521617 PMCID: PMC7321132 DOI: 10.3390/molecules25112657] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 06/03/2020] [Accepted: 06/03/2020] [Indexed: 11/29/2022] Open
Abstract
The aim of this study was to evaluate the influence of clarification treatments on volatile composition and aromatic attributes of wine samples. ‘Italian Riesling’ icewines from the Hexi Corridor Region of China were clarified by fining agents (bentonite (BT) and soybean protein (SP)), membrane filtration (MF), and centrifugation (CF) methods. The clarity, physicochemical indexes, volatile components, and aromatic attributes of treated wines were investigated. Both the fining agents and mechanical clarification treatments increased the transmittance and decreased the color intensity of icewine samples. Bentonite fining significantly influenced the total sugar content, total acidity and volatile acidity. Total acidity decreased 2–3.5% and volatile acidity 2–12%. MF showed the greatest influence on total phenol content, decreasing the initial content by 12%, while other treatments by less than 8%. Volatile analysis indicated that both the categories and contents of volatile compounds of wine samples decreased. MF treatment showed the most significant influence, while SP fining showed much lower impact. Odor activity values indicated the compound with the highest odor activity in Italian Riesling icewines was β-damascenone. For this compound, BT and SP did not show significant differences, however, in MF and CF it decreased by 20% and 63%, respectively. Furthermore, with high impact on aroma were: ethyl hexanoate which reduced by 20–80% especially in MF; rose oxide which extremely reduced in MF and undetected in BT, SP, and CF; isoamyl acetate which reduced by 3–33% and linalool decreased by 10–20% and undetected for BT. Principle component analysis indicated that icewine clarified by different methods could be distinguished and positively correlated with odor-active compounds. Floral and fruity were the dominant aroma series in icewine samples followed by fatty, earthy, spicy, vegetative and pungent flavor. The total odor active value of these series significantly (p < 0.5) decreased in different clarification treatments. Sensory evaluation showed similar results, but the SP and CF wine samples achieved better sensory quality. This study provides information that could help to optimize the clarification of ice wines.
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Affiliation(s)
- Teng-Zhen Ma
- Gansu Key Laboratory of Viticulture and Enology, College of Food Science and Engineering, Gansu Agricultural University, Lanzhou 730070, China; (T.-Z.M.); (P.-F.G.); (R.-R.L.); (B.Z.)
| | - Peng-Fei Gong
- Gansu Key Laboratory of Viticulture and Enology, College of Food Science and Engineering, Gansu Agricultural University, Lanzhou 730070, China; (T.-Z.M.); (P.-F.G.); (R.-R.L.); (B.Z.)
| | - Rong-Rong Lu
- Gansu Key Laboratory of Viticulture and Enology, College of Food Science and Engineering, Gansu Agricultural University, Lanzhou 730070, China; (T.-Z.M.); (P.-F.G.); (R.-R.L.); (B.Z.)
| | - Bo Zhang
- Gansu Key Laboratory of Viticulture and Enology, College of Food Science and Engineering, Gansu Agricultural University, Lanzhou 730070, China; (T.-Z.M.); (P.-F.G.); (R.-R.L.); (B.Z.)
| | - Antonio Morata
- Food Technology Department, Technical College of Agricultural Engineers, Technical University of Madrid, Avenida Complutense S/N, 28040 Madrid, Spain;
| | - Shun-Yu Han
- Gansu Key Laboratory of Viticulture and Enology, College of Food Science and Engineering, Gansu Agricultural University, Lanzhou 730070, China; (T.-Z.M.); (P.-F.G.); (R.-R.L.); (B.Z.)
- Correspondence: ; Tel.: +86-0931-7632-968
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7
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Ramezani M, Ferrentino G, Morozova K, Kamrul SMH, Scampicchio M. Clarification of apple juices with vegetable proteins monitored by multiple light scattering. J Food Sci 2020; 85:316-323. [PMID: 31968398 DOI: 10.1111/1750-3841.14984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Revised: 10/02/2019] [Accepted: 11/08/2019] [Indexed: 11/28/2022]
Abstract
This work proposes a novel approach based on the real-time monitoring of the fining process of apple juices by static multiple light scattering. The change in transmission was used to determine the fining effectiveness of three vegetable proteins, respectively, red lentil, green lentil, and green pea proteins. Further treatment with gelatin-bentonite was used as a control. The modified Gompertz function was applied to fit the transmission signals. According to (1) the rate of flocculation and (2) the rate of sedimentation, the best fining efficiency was achieved by red lentil, which was similar to that of gelatin-bentonite and higher than green lentil and green pea proteins. This ranking was obtained at any dose from 60 to 900 mg per liter of juice. The results suggest the use of red lentil as a potential fining agent for apple juices and highlight the advantages of using static multiple light scattering technique as a quality control tool for studying the kinetics of the fining process. PRACTICAL APPLICATION: The study proposed the use of vegetable proteins as fining agents for apple juices. Their efficiency was ably monitored in real time by static multiple light scattering.
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Affiliation(s)
- Mohsen Ramezani
- Free Univ. of Bozen-Bolzano, Faculty of Science and Technology, Piazza Università 5, 39100, Bolzano, Italy
| | - Giovanna Ferrentino
- Free Univ. of Bozen-Bolzano, Faculty of Science and Technology, Piazza Università 5, 39100, Bolzano, Italy
| | - Ksenia Morozova
- Free Univ. of Bozen-Bolzano, Faculty of Science and Technology, Piazza Università 5, 39100, Bolzano, Italy
| | - S M Hasan Kamrul
- Dept. of Food Processing and Preservation, Hajee Mohammad Danesh Science and Technology Univ., Dinajpur, 5200, Bangladesh
| | - Matteo Scampicchio
- Free Univ. of Bozen-Bolzano, Faculty of Science and Technology, Piazza Università 5, 39100, Bolzano, Italy
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8
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Kang W, Muhlack RA, Bindon KA, Smith PA, Niimi J, Bastian SE. Potato Protein Fining of Phenolic Compounds in Red Wine: A Study of the Kinetics and the Impact of Wine Matrix Components and Physical Factors. Molecules 2019; 24:molecules24244578. [PMID: 31847298 PMCID: PMC6943501 DOI: 10.3390/molecules24244578] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Revised: 12/10/2019] [Accepted: 12/12/2019] [Indexed: 12/22/2022] Open
Abstract
Producing wines within an acceptable range of astringency is important for quality and consumer acceptance. Astringency can be modified by fining during the winemaking process and the use of vegetable proteins (especially potato proteins) as fining agents has gained increasing interest due to consumers’ requirements. The research presented was the first to investigate the effect of a potato protein dose on the kinetics of tannin and phenolic removal compared to gelatin for two unfined Cabernet Sauvignon wines. To further understand the results, the influence of the wine matrix and fining parameters (including pH, ethanol concentration, sugar concentration, temperature, and agitation) were tested according to a fractional 25-1 factorial design on one of the Cabernet Sauvignon wines using potato proteins. The results from the factorial design indicate that potato protein fining was significantly influenced by wine pH, ethanol concentration, fining temperature as well as an interaction (pH × ethanol) but not by sugar content or agitation. Insights into the steps required for the optimisation of fining were gained from the study, revealing that potato protein fining efficiency could be increased by treating wines at higher temperatures (20 °C, rather than the conventional 10–15 °C), and at both a lower pH and/or alcohol concentration.
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Affiliation(s)
- Wenyu Kang
- School of Agriculture, Food & Wine, Waite Campus, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (W.K.); (R.A.M.); (J.N.)
| | - Richard A. Muhlack
- School of Agriculture, Food & Wine, Waite Campus, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (W.K.); (R.A.M.); (J.N.)
| | - Keren A. Bindon
- The Australian Wine Research Institute, Hartley Grove, Urrbrae, Adelaide, SA 5064, Australia;
| | - Paul A. Smith
- Wine Australia, Industry House, Corner Hackney and Botanic Roads, Adelaide, SA 5000, Australia;
| | - Jun Niimi
- School of Agriculture, Food & Wine, Waite Campus, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (W.K.); (R.A.M.); (J.N.)
| | - Susan E.P. Bastian
- School of Agriculture, Food & Wine, Waite Campus, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (W.K.); (R.A.M.); (J.N.)
- Correspondence: ; Tel.: +61-8-83136647
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Abstract
Fining treatments involve the addition of a substance or a mixture to wine, and are generally carried out in order to clarify, stabilize or modify the wine’s organoleptic characteristics. Usually these fining agents will bind the target compound(s) to form insoluble aggregates that are subsequently removed from the wine. The main reasons to perform wine fining treatments are to carry out wine clarification, stabilization and to remove phenolic compounds imparting unwanted sensory characteristics on the wine, which is an operation that often relies on the use of animal proteins, such as casein, gelatin, egg and fish proteins. However, due to the allergenic potential of these animal proteins, there is an increasing interest in developing alternative solutions including the use of fining proteins extracted from plants (e.g., proteins from cereals, grape seeds, potatoes, legumes, etc.), and non-proteinaceous plant-based substances (e.g., cell wall polysaccharides and pomace materials). In this article, the state of the art alternative fining agents of plant origins are reviewed for the first time, including considerations of their organoleptic and technological effects on wine, and of the allergenic risks that they can pose for consumers.
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Bindon KA, Li S, Kassara S, Smith PA. Retention of Proanthocyanidin in Wine-like Solution Is Conferred by a Dynamic Interaction between Soluble and Insoluble Grape Cell Wall Components. J Agric Food Chem 2016; 64:8406-8419. [PMID: 27616021 DOI: 10.1021/acs.jafc.6b02900] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
For better understanding of the factors that impact proanthocyanidin (PA) adsorption by insoluble cell walls or interaction with soluble cell wall-derived components, application of a commercial polygalacturonase enzyme preparation was investigated to modify grape cell wall structure. Soluble and insoluble cell wall material was isolated from the skin and mesocarp components of Vitis vinifera Shiraz grapes. It was observed that significant depolymerization of the insoluble grape cell wall occurred following enzyme application to both grape cell wall fractions, with increased solubilization of rhamnogalacturonan-enriched, low molecular weight polysaccharides. However, in the case of grape mesocarp, the solubilization of protein from cell walls (in buffer) was significant and increased only slightly by the enzyme treatment. Enzyme treatment significantly reduced the adsorption of PA by insoluble cell walls, but this effect was observed only when material solubilized from grape cell walls had been removed. The loss of PA through interaction with the soluble cell wall fraction was observed to be greater for mesocarp than skin cell walls. Subsequent experiments on the soluble mesocarp cell wall fraction confirmed a role for protein in the precipitation of PA. This identified a potential mechanism by which extracted grape PA may be lost from wine during vinification, as a precipitate with solubilized grape mesocarp proteins. Although protein was a minor component in terms of total concentration, losses of PA via precipitation with proteins were in the order of 50% of available PA. PA-induced precipitation could proceed until all protein was removed from solution and may account for the very low levels of residual protein observed in red wines. The results point to a dynamic interaction of grape insoluble and soluble components in modulating PA retention in wine.
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Affiliation(s)
- Keren A Bindon
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, South Australia 5064, Australia
| | - Sijing Li
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, South Australia 5064, Australia
- Australian Research Council Training Centre for Innovative Wine Production, School of Agriculture, Food, and Wine, The University of Adelaide , PMB 1, Glen Osmond, South Australia 5064, Australia
| | - Stella Kassara
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, South Australia 5064, Australia
| | - Paul A Smith
- The Australian Wine Research Institute, P.O. Box 197, Glen Osmond, South Australia 5064, Australia
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