From Waste to Reuse: The Valorization of Almond Shells (Prunus dulcis) as a Sustainable Biosorbent for the Removal and Recovery of Phenolic Compounds in Winery WastewaterClick to copy article linkArticle link copied!
- Elyse DoriaElyse DoriaDepartment of Food Science and Technology, University of California, Davis, One Shields Avenue, Davis, California 95616, United StatesMore by Elyse Doria
- Robert ColemanRobert ColemanDepartment of Viticulture and Enology, Washington State University, Richland, Washington 99162, United StatesMore by Robert Coleman
- Larry LernoLarry LernoDepartment of Viticulture and Enology, University of California, Davis, One Shields Avenue, Davis, California 95616, United StatesMore by Larry Lerno
- Poll ZhangPoll ZhangDepartment of Food Science and Technology, University of California, Davis, One Shields Avenue, Davis, California 95616, United StatesMore by Poll Zhang
- Lingchuan HaoLingchuan HaoDepartment of Food Science and Technology, University of California, Davis, One Shields Avenue, Davis, California 95616, United StatesMore by Lingchuan Hao
- Alyson Mitchell*Alyson Mitchell*Email: [email protected]Department of Food Science and Technology, University of California, Davis, One Shields Avenue, Davis, California 95616, United StatesMore by Alyson Mitchell
Abstract
Almond shell powder (ASP) derived from Nonpareil (soft-shell) and Peerless (hard-shell) almond varieties was evaluated as a natural bioadsorbent for removing phenolic compounds from model and industrial winery wastewater. Binding kinetics, particle size, mass-to-liquid ratio (m/v), and recovery efficiency were assessed. Nonpareil and Peerless adsorption fit an Elovich kinetic model (R2 = 0.986 and 0.982, respectively). Optimal adsorption occurred at a 0.2–0.5 mm particle size and a 1:10 ASP-to-wastewater ratio (m/v), yielding 79.05 ± 0.79% (0.84 ± 0.01 mg g–1) total phenolic content. Phenolic recoveries were 70.26 ± 0.18% (0.51 ± 0.01 mg g–1) for Nonpareil and 52.36 ± 0.30% (0.44 ± 0.00 mg g–1) for Peerless using optimized conditions: 50:50 ethanol/water (v/v) at a 1:25 ASP-to-solvent ratio (m/v). These findings demonstrate that ASP is a viable, low-cost, and sustainable material for phenolic removal from winery wastewater with the added benefit of enabling phenolic compound recovery.
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License Summary*
You are free to share(copy and redistribute) this article in any medium or format and to adapt(remix, transform, and build upon) the material for any purpose, even commercially within the parameters below:
Creative Commons (CC): This is a Creative Commons license.
Attribution (BY): Credit must be given to the creator.
*Disclaimer
This summary highlights only some of the key features and terms of the actual license. It is not a license and has no legal value. Carefully review the actual license before using these materials.
License Summary*
You are free to share(copy and redistribute) this article in any medium or format and to adapt(remix, transform, and build upon) the material for any purpose, even commercially within the parameters below:
Creative Commons (CC): This is a Creative Commons license.
Attribution (BY): Credit must be given to the creator.
*Disclaimer
This summary highlights only some of the key features and terms of the actual license. It is not a license and has no legal value. Carefully review the actual license before using these materials.
Introduction
Methods and Materials
Reagents and Standards
Stock Solutions
Almond Shell Samples
Winery Wastewater Samples
Water Holding Capacity (WHC)
Evaluation of the Particle Size
Evaluation of the ASP-to-Model Winery Wastewater Ratio
Evaluation of the pH on Phenolic Adsorption
Evaluation of the Initial Phenolic Concentration on Adsorption
Adsorption Kinetics
Recovery of Phenolic Compounds
Reusability
Scanning Electron Microscopy (SEM) Imaging
Analytical Methods
Statistical Analysis
Results and Discussion
Figure 1
Figure 1. SEM local imaging of Nonpareil (soft shell) and Peerless (hard shell) almond shells at 0.2–0.5, 0.5–1, and 1–2 mm particle sizes at 600× magnification.
WHC
| shell type | particle range | g of water/g of dry ASP | % WHC |
|---|---|---|---|
| Nonpareil (soft-shell) | 0.2–0.5 mm | 4.0 ± 0.6a | 398.2 ± 62.1a |
| 0.5–1.0 mm | 1.7 ± 0.4c | 168.9 ± 40.3c | |
| 1.0–2.0 mm | 1.1 ± 0.2d | 110.6 ± 15.9d | |
| Peerless (hard-shell) | 0.2–0.5 mm | 2.4 ± 0.4b | 237.2 ± 41.2b |
| 0.5–1.0 mm | 0.9 ± 0.1d | 89.6 ± 7.5d | |
| 1.0–2.0 mm | 0.7 ± 0.0d | 69.0 ± 4.7d |
Different letters indicate a statistically significant difference (p < 0.05) within the column based on Tukey’s HSD pairwise comparisons.
Model Winery Wastewater
Particle Size Effect
Figure 2
Figure 2. Percent phenolic adsorption onto Nonpareil (soft-shell) and Peerless (hard-shell) ASP exposed to model winery wastewater at three particle size ranges: 0.2–0.5, 0.5–1.0, and 1.0–2.0 mm. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Mass-to-Volume Ratio Effect
Figure 3
Figure 3. Percent phenolic adsorption for Nonpariel and Peerless ASPs of 0.2–0.5 mm exposed to model winery wastewater at 1:10, 1:25, and 1:50 (m/v) ratio. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Effect of the pH on Adsorption
Effect of the Initial Concentration on Adsorption
Adsorption Kinetics
| Nonpareil (soft-shell) | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| PFO | PSO | Elovich | |||||||
| compound | k1 min–1 | qe mg/g | R2 | k2 mg/g·min | qe mg/g | R2 | Α mg/g·min | Β mg/g·min | R2 |
| gallic acid | 0.110 | 0.597 | 0.848 | 0.232 | 0.650 | 0.910 | 0.345 | 9.588 | 0.976 |
| (+)-catechin | 0.250 | 0.613 | 0.773 | 0.485 | 0.669 | 0.872 | 1.844 | 11.570 | 0.974 |
| caffeic acid | 0.339 | 0.703 | 0.821 | 0.588 | 0.761 | 0.905 | 5.349 | 11.401 | 0.986 |
| rutin | 0.667 | 0.445 | 0.881 | 1.933 | 0.474 | 0.937 | 87.391 | 25.411 | 0.990 |
| malvidin-3-O-glucoside | 0.335 | 0.136 | 0.887 | 3.511 | 0.145 | 0.956 | 2.572 | 67.355 | 0.994 |
| total phenolics | 0.266 | 2.475 | 0.819 | 0.136 | 2.678 | 0.904 | 10.496 | 3.031 | 0.986 |
| Peerless (hard-shell) | |||||||||
| PFO | PSO | Elovich | |||||||
| compound | k1 min–1 | qe mg/g | R2 | k2 mg/g·min | qe mg/g | R2 | Α mg/g·min | Β mg/g·min | R2 |
| gallic acid | 0.053 | 0.661 | 0.863 | 0.101 | 0.727 | 0.878 | 0.190 | 8.293 | 0.912 |
| (+)-catechin | 0.105 | 0.638 | 0.834 | 0.219 | 0.690 | 0.900 | 0.416 | 9.310 | 0.979 |
| caffeic acid | 0.122 | 0.758 | 0.861 | 0.220 | 0.816 | 0.927 | 0.680 | 8.233 | 0.992 |
| rutin | 0.310 | 0.299 | 0.882 | 1.404 | 0.320 | 0.951 | 3.128 | 28.563 | 0.996 |
| malvidin-3-O-glucoside | 0.189 | 0.095 | 0.896 | 2.742 | 0.102 | 0.959 | 0.231 | 75.221 | 0.999 |
| total phenolics | 0.105 | 2.444 | 0.849 | 0.062 | 2.613 | 0.909 | 1.987 | 2.561 | 0.982 |
Figure 4
Figure 4. Mean total phenolic adsorption of phenolics onto Nonpareil (a) and Peerless ASP (b) and their fit to pseudo-first-order (PFO), pseudo-second-order (PSO), and Elovich kinetic models. Bars indicate standard deviation across replicates.
Canonical Variate Analysis
Figure 5
Figure 5. Canonical variate analysis (CVA) of compound adsorption behavior on ASP. CVA showing a) score plot and b)loadings of adsorption parameters and compound characteristics, including α and β rates from the Elovich model, and adsorption at 240 min (mol g–1). Arrows indicate the direction and strength of each variable’s contribution to the canonical variates. CVA scores plot displaying individual compounds projected along the canonical variates.
Optimization of Phenolic Recovery
Figure 6
Figure 6. Percent phenolic recovery for Nonpareil and Peerless ASP of 0.2–0.5 mm exposed to ethanol:water solutions at 0:100, 20:80, 50:50, and 70:30 (v/v). Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Figure 7
Figure 7. Recovery of phenolic compounds from Nonpareil and Peerless ASP using 50:50 ethanol/water (v/v) and varying the ratio of ASP/winery wastewater at 1:10, 1:20, and 1:25 m/v. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Reusability of ASPs
Applications to Industrial Winery Wastewater
Supporting Information
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acsfoodscitech.5c00652.
Phenolic adsorption and recoveries for Nonpareil and Peerless ASP at various pH values, initial concentrations, and reusability (PDF)
Terms & Conditions
Most electronic Supporting Information files are available without a subscription to ACS Web Editions. Such files may be downloaded by article for research use (if there is a public use license linked to the relevant article, that license may permit other uses). Permission may be obtained from ACS for other uses through requests via the RightsLink permission system: http://pubs.acs.org/page/copyright/permissions.html.
Acknowledgments
The authors thank Blue Diamond Growers and Treasury Wine Estates. We also extend our appreciation to Charlene Hui for her assistance with sample preparation and data acquisition and to Patrick Gravesen for his invaluable technical support.
| ANOVA | analysis of variance |
| ASP | almond shell powder |
| BOD | oxygen demand |
| COD | chemical oxygen demand |
| CVA | canonical variate analysis |
| DAD | diode-array detector |
| DI | deionized |
| DPR | direct potable reuse |
| HPLC | high-performance liquid chromatography |
| MANOVA | multivariate analysis of variance |
| m/v | mass-to-volume |
| PFO | pseudo-first-order |
| PSO | pseudo-second-order |
| SEM | scanning electron microscopy |
| WHC | water holding capacity |
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Abstract

Figure 1

Figure 1. SEM local imaging of Nonpareil (soft shell) and Peerless (hard shell) almond shells at 0.2–0.5, 0.5–1, and 1–2 mm particle sizes at 600× magnification.
Figure 2

Figure 2. Percent phenolic adsorption onto Nonpareil (soft-shell) and Peerless (hard-shell) ASP exposed to model winery wastewater at three particle size ranges: 0.2–0.5, 0.5–1.0, and 1.0–2.0 mm. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Figure 3

Figure 3. Percent phenolic adsorption for Nonpariel and Peerless ASPs of 0.2–0.5 mm exposed to model winery wastewater at 1:10, 1:25, and 1:50 (m/v) ratio. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Figure 4

Figure 4. Mean total phenolic adsorption of phenolics onto Nonpareil (a) and Peerless ASP (b) and their fit to pseudo-first-order (PFO), pseudo-second-order (PSO), and Elovich kinetic models. Bars indicate standard deviation across replicates.
Figure 5

Figure 5. Canonical variate analysis (CVA) of compound adsorption behavior on ASP. CVA showing a) score plot and b)loadings of adsorption parameters and compound characteristics, including α and β rates from the Elovich model, and adsorption at 240 min (mol g–1). Arrows indicate the direction and strength of each variable’s contribution to the canonical variates. CVA scores plot displaying individual compounds projected along the canonical variates.
Figure 6

Figure 6. Percent phenolic recovery for Nonpareil and Peerless ASP of 0.2–0.5 mm exposed to ethanol:water solutions at 0:100, 20:80, 50:50, and 70:30 (v/v). Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
Figure 7

Figure 7. Recovery of phenolic compounds from Nonpareil and Peerless ASP using 50:50 ethanol/water (v/v) and varying the ratio of ASP/winery wastewater at 1:10, 1:20, and 1:25 m/v. Different letters indicate statistically significant differences among treatments within each compound (Tukey’s HSD, p < 0.05).
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Supporting Information
Supporting Information
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acsfoodscitech.5c00652.
Phenolic adsorption and recoveries for Nonpareil and Peerless ASP at various pH values, initial concentrations, and reusability (PDF)
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