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Revalorization of Olive Stones from Olive Pomace: Phenolic Compounds Obtained by Microwave-Assisted Extraction

Castillo-Rivas, Alicia; Álvarez-Mateos, María Paloma; García-Martín, Juan Francisco

Abstract

Olive stones (OS) are a by-product of great interest from olive oil mills and the table olive industry due to their high content of phenolic compounds. In this work, the extraction of phenolic compounds from OS via microwave-assisted extraction (MAE) with aqueous acetone was assayed. A central composite design of experiments was used to determine the optimal extraction conditions, with the independent variables being temperature, process time, and aqueous acetone (v/v). The dependent variables were the total content of phenolic compounds (TPC) measured by the Folin–Ciocalteu method and the main phenolic compounds identified and quantified by UPLC. Under optimal conditions (75 °C, 20 min, and 60% acetone), 3.32 mg TPC was extracted from 100 g of dry matter (DM) OS. The most suitable extraction conditions were different for each polyphenol. Therefore, 292.11 μg vanillin/g DM; 10.94 μg oleuropein/g DM; and 10.11 protocatechuic acid μg/g DM were obtained under conditions of 60 °C, 15 min, and 100% acetone; 43.8 °C, 10.45 min, and 61.3% acetone; and 64.8 °C, 16.58 min, and 97.8% acetone, respectively. Finally, MAE was compared with the traditional Soxhlet method under the same conditions. As a result, MAE was proven to be an enhanced and more feasible method for polyphenol extraction from OS.

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Academic Editor: Baskaran Stephen Inbaraj Received: 14 February 2025 Revised: 10 April 2025 Accepted: 11 July 2025 Published: 23 July 2025 Citation: Castillo-Rivas, A.; Álvarez-Mateos, P.; García-Martín, J.F. Revalorization of Olive Stones from Olive Pomace: Phenolic Compounds Obtained by Microwave-Assisted Extraction. Agronomy 2025,15, 1761. https://doi.org/10.3390/ agronomy15081761 Copyright: © 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/ licenses/by/4.0/). Article Revalorization of Olive Stones from Olive Pomace: Phenolic Compounds Obtained by Microwave-Assisted Extraction Alicia Castillo-Rivas * , Paloma Álvarez-Mateos and Juan Francisco García-Martín Departamento de Ingeniería Química, Facultad de Química, Universidad de Sevilla, 41012 Seville, Spain; [email protected] (P.Á.-M.); [email protected] (J.F.G.-M.) *Correspondence: [email protected] Abstract Olive stones (OS) are a by-product of great interest from olive oil mills and the table olive industry due to their high content of phenolic compounds. In this work, the extraction of phenolic compounds from OS via microwave-assisted extraction (MAE) with aqueous acetone was assayed. A central composite design of experiments was used to determine the optimal extraction conditions, with the independent variables being temperature, process time, and aqueous acetone (v/v). The dependent variables were the total content of phenolic compounds (TPC) measured by the Folin–Ciocalteu method and the main phenolic compounds identified and quantified by UPLC. Under optimal conditions (75 ◦ C, 20 min, and 60% acetone), 3.32 mg TPC was extracted from 100 g of dry matter (DM) OS. The most suitable extraction conditions were different for each polyphenol. Therefore, 292.11 µg vanillin/g DM; 10.94 µg oleuropein/g DM; and 10.11 protocatechuic acid µg/g DM were obtained under conditions of 60 ◦ C, 15 min, and 100% acetone; 43.8 ◦ C, 10.45 min, and 61.3% acetone; and 64.8 ◦ C, 16.58 min, and 97.8% acetone, respectively. Finally, MAE was compared with the traditional Soxhlet method under the same conditions. As a result, MAE was proven to be an enhanced and more feasible method for polyphenol extraction from OS. Keywords: acetone; design of experiments; MAE; Soxhlet; vanillin 1. Introduction According to FAOSTAT, 98% of the worldwide production of the olive sector is conducted in Mediterranean countries. In fact, approximately 23.8% of the olives produced in 2018 were from Spain [ 1 , 2 ]. Olive oil, the main product of this sector, is obtained through a continuous centrifugation system using two-outlet or three-outlet decanters. In the former, one outlet is for olive oil, and another is for olive pomace (pulp and stones) and vegetable water (plus the water added during the process), while in the latter, there are three outlets (olive oil, pomace and wastewater) [ 1 , 3 ]. It is estimated that 70 kg of stones per ton of milled olives is produced [2,3]. Although olive oil is considered a mixture rich in phenolic compounds, proteins, and pigments [ 1 , 4 , 5 ], olive stones (OS) contain other special compounds, such as some polyunsaturated fatty acids (mainly linoleic acid) [1]. Olive stones are mainly a lignocellulosic material essentially composed of three structural polymers: cellulose, hemicellulose, and lignin, where the latter is the principal source of polyphenols [ 5 , 6 ]. In general, this by-product is used as a heating source and animal feed; Agronomy 2025,15, 1761 https://doi.org/10.3390/agronomy15081761 Agronomy 2025,15, 1761 2 of 15 however, new approaches aim for more profitable revalorization by obtaining compounds of high added value for the industrial and pharmaceutical industries [4,7]. Natural antioxidant compounds can be classified as phenolic compounds, carotenoids, and vitamins [ 1 , 6 ]. Phenolic acids, which belong to the former group, are simple compounds made with at least one phenol ring and several hydroxyl groups. These moieties allow polyphenols to have a wide range of polarity and antioxidant properties [1,5,8]. Some studies show the importance of polyphenols in the food industry due to their biological properties (i.e., anti-inflammatory, anti-cancer, or antimicrobial properties) [ 4 , 8 , 9 ]. Thus, the most representative olive polyphenolic compounds in olives are oleuropein, hydroxytyrosol, and oleocanthal [ 5 ]. Regarding OS, other polyphenols (caffeic acid, protocatechuic acid, vanillic acid, vanillin, coumaric acid, or ferulic acid) have been reported in addition to those mentioned above [ 7 , 10 ]. Beyond their antioxidant activity, vanillin is a well-known and valuable flavor agent [ 11 ], while protocatechuic acid has anti-inflammatory and neuroprotective activities [12,13]. Although synthetic antioxidants are the main source of polyphenols, there is increasing interest in natural polyphenols as consumer awareness grows for natural supplements, and furthermore, sustainable chemical processes are being developed to produce these natural antioxidants [4,9]. Several extraction techniques have been reported for obtaining phenolic compounds from different agrifood wastes. These techniques can be classified into conventional methods (i.e., maceration, Soxhlet extraction) and emergent methods (i.e., ultrasound-assisted extraction, UAE; microwave-assisted extraction, MAE; homogenizer-assisted extraction, HAE; pressurized liquid extraction, PLE) [4]. In fact, conventional methods are less effective than phenolic extraction techniques and emergent methods, as the former are time-consuming and require large amounts of solvent, while the latter use much less. Rafiee et al. [ 14 ] studied maceration and MAE applied to olive leaves, obtaining the highest TPC via MAE (88.298 mg tannic acid/g DM) when using methanol as solvent and 15 min process time. Proestos and Komaitis [ 15 ] reported better results using MAE (23.8 mg gallic acid equivalents (GAEs)/g DM) than conventional techniques applied to different plants, under conditions of 750 W, 4 min process time, and acetone as solvent. Koraqi et al. [ 16 ] compared maceration and UAE with different solvents (ethanol, acetone, acetonitrile, methanol, and water) in strawberry fruits, resulting in the highest TPC extraction for UAE (18.78 mg GAE/g DM) under the following conditions: 17.5 ◦C, 52 min, and acetone as solvent. Among emergent methods, diverse studies have reported different results according to operational conditions and raw materials. Chanioti and Tzia [ 17 ] compared HAE, MAE, and UAE using various solvents (NADEs, ethanol, and water) for extracting phenolic compounds from OS. These authors found that the optimal extraction of TPC was achieved when using HAE (18.30 GAE mg/g DM) under the following conditions: NADEs, 60 ◦ C, and 12,000 rpm. On the other hand, Tapia-Quirós et al. [ 18 ] studied polyphenol extraction from olive pomace, comparing MAE, PLE, and UAE, with MAE (11 mg GAE/g DM) being the most efficient technique under conditions of 50% ethanol, 90 ◦C, and 5 min. MAE principles (Figure 1) are based on the ionic conduction and dipole rotation of polar molecules (sample and solvents) absorbing microwave radiation, converting it into thermal energy, and resulting in the heating of the sample [ 5 , 19 ]. Consequently, unidirectional temperature and mass transfer occurs from the sample matrix to the solvent. In contrast, in Soxhlet extraction, bidirectional transfer occurs, where temperatures are transferred from the solvent to the sample [19–21]. Agronomy 2025,15, 1761 3 of 15 Figure 1. Principles of microwave-assisted extraction (MAE) and conventional extraction. Many operating parameters affect the MAE process (i.e., temperature, solvent, process time, stirring, and sample–solvent ratio). Time, temperature, and stirring depend on the sample and equipment. The nature of the solvent is by far one of the most critical parameters because polar chemical molecules, which have a high dielectric constant, can absorb more microwave energy [ 22 , 23 ]. However, the degree of polarity of polyphenols is wide, as it depends on their hydroxyl number as well as other functional groups (e.g., keto or carboxylic groups). Therefore, neither extremely polar nor non-polar solvents are suitable for extracting large amounts of phenolic compounds [ 24 , 25 ]. Regarding the extracting solvent, aqueous acetone has been reported as the most suitable solvent for microwaveassisted extraction of polyphenols because of its wide polarity range [ 14 , 23 , 26 , 27 ] and its high lignin solubilization capacity [28,29]. This work focuses on enhancing the MAE of polyphenols from OS. To achieve this, we optimized the most important operating factors (temperature, process time, and aqueous acetone solution (% v/v)) through a response surface methodology (RSM) with a central composite design (CCD). This factorial model allows us to adjust the response (dependent variable), the parameter of interest which is controlled by operating conditions (independent variables), to a curve surface to find a maximum for the TPC and the most interesting phenolic compounds. 2. Materials and Methods 2.1. Standards and Reagents Folin–Ciocalteu’s reagent, methanol 99.9% (HPLC grade), formic acid 98.0% (HPLC grade), and gallic acid (anhydrous 98.0%) were all supplied by Sigma-Aldrich Chemie GmbH (Taufkirchen, Germany); Anhydrous sodium carbonate was purchased from Merck KGaA (Gernsheim, Germany), while acetone and hexane for analysis were supplied by Panreac Química S.L.U. (Castellar del Vallès, Spain). Phenolic standards: vanillin (Sigma, SaintQuentin-Fallavie, France), oleuropein (TRC, Vaughan, ON, Canada), 3-hydroxytyrosol, and protocatechuic acid (Ehrenstorfer, Augsburg, Germany). 2.2. Raw Material and Pretreatment OS obtained during the olive pomace pitting process were provided by Agrícola Olivarera Virgen del Campo S.C.A. (Cañete de las Torres, Córdoba, Spain) olive mill. The raw material was dried at 40 ◦ C in a drying oven (JP Selecta, Barcelona, Spain). Subsequently, it was ground through a PM 200 planetary ball mill (Retsch, Düsseldorf, Germany) to obtain olive stone powder (OSP) with a 150 µm size. Agronomy 2025,15, 1761 4 of 15 2.3. Polyphenolic Extraction Methods 2.3.1. Microwave-Assisted Extraction (MAE) OSP (1 g) was mixed with 20 mL of aqueous acetone in a Teflon vessel, i.e., a sample– solvent ratio of 1:20 (m/v) was used [ 26 , 27 ]. The mixture in closed Teflon vessels was subjected to different extraction conditions (Table 1) in an Ethos One microwave digester (Milestone, Sorisole, Italy), with 3 experimental variables being modified: process temperature (T), extraction time (t), and acetone:water (v/v) ratio (A:W). A total of 20 experiments were run, and three replicates were performed per experiment. Table 1. Data about 5 levels of each factor (temperature, T; time, t; and acetone:water (v/v) ratio, A:W), where ±α=±1682. ID Factor (Unit) Levels −α−1 0 +1 +α AT(◦C) 27.5 45 60 75 92.5 Bt(min) 2 10 15 20 28 CA:W (% v/v) 50 60 75 90 100 After the MAE process, the solution was filtered through vacuum filtration using a GF/C glass fiber filter (Whatman, Dassel, Germany) with a 1.2 µ m pore diameter, which resulted in a liquid extract. Similarly to the Soxhlet extraction, the solvent in the resulting liquid extract was removed at 40 ◦ C in a Hei-VAP Core rotary evaporator (Heindolph, Schwabach, Germany), and the solid extract was weighed and stored at −4◦C in a freezer. The amount of solid extract was expressed in mg E/g DM, where E stands for extract and DM for dry matter. 2.3.2. Soxhlet Extraction Solid–liquid extraction of OSP (30–40 g) was carried out using a Soxhlet system; first, hexane was used for 5 h to extract residual oil, and then pure acetone was used for another 5 h to extract polyphenols [ 30 ]. Every extraction experiment was carried out in triplicate, and the extraction was coded as Soxhlet 100. The solvent in the resulting liquid extract was removed at 40 ◦ C using a Hei-VAP Core rotary evaporator (Heindolph, Schwabach, Germany) to allow the solid extract to be weighed and kept at − 4 ◦ C in a freezer. The quantity of solid extract was expressed in mg E/g DM, where E stands for extract and DM stands for dry matter. Finally, a Soxhlet extraction using the optimized concentration of aqueous acetone solution (% v/v) obtained for MAE was carried out in duplicate to compare the performance between the two methods. This extraction was coded as Soxhlet 60. 2.4. Total Phenolic Content The total phenolic content (TPC) was determined using the Folin–Ciocalteu method described by Singleton and Rossi [ 31 ] with modifications [ 5 , 32 – 34 ]. In addition, gallic acid was used as standard. The dry extracts were dissolved in 1 mL of 7% aqueous acetone to ensure that the results were reliable. In a 96-well plate, 70 µ L of sample and 70 µ L of 10% Folin–Ciocalteu’s reagent were added, and, after 8 min, 140 µL of 3.5% Na2CO3was added as well. Immediately, the plate was incubated with shaking at 25 ◦ C in the dark for 45 min. Thereafter, the absorbance of the solution was measured at 765 nm using a Bio-Tek Synergy HT microplate spectrophotometer (Agilent, Santa Clara, CA, USA). Agronomy 2025,15, 1761 5 of 15 TPC was determined by comparing the absorbance of the samples with a calibration curve of gallic acid, and it was expressed as mg GAE/g DM, where GAE stands for gallic acid equivalents and DM stands for dry matter. 2.5. Chromatographic Analysis of Phenolic Compounds The samples were prepared by dissolving dry extract in a solution of 50% (v/v) methanol and 0.1% (v/v) formic acid and vortexed. The mixture was filtered using a nylon filter with a 0.2 µ m pore size. The injection volume in the UHPLC system was 5 µ L of sample. Phenolic compound analysis was performed on a liquid chromatography system, namely a binary UHPLC Dionex UltiMate 3000 RS (Thermo Scientific, Waltham, MA, USA) coupled to a quadrupole-orbitrap QExactive hybrid mass spectrometer (Thermo Scientific, Waltham, MA, USA) with HESI ionization probe. To separate phenolic compounds, an Acquity UPLC BEH C18 column (100 × 2.1 mm, 130 ´ Å, 1.7 µ m) (Waters, Milford, MA, USA) was used under the following conditions: a process temperature of 40 ◦ C and a volume flow rate of 0.5 mL/min. The elution solvents consisted of (A) water with (B) 0.1% (v/v) methanol solution, both mixed with 0.1% (v/v) formic acid. The elution gradient was as follows: 0–10 min, 95% A and 5% B; 10–12 min, 100% B; and 12–15 min, 95% A and 5% B. The Xcalibur 4.3 software was used to control the equipment and acquire data. Phenolic compounds were identified by comparing three parameters with a database: retention time, exact masses of pseudomolecular ions, and their fragment ions. Trace Finder 5.1 software (Thermo Fisher Scientific, Waltham, MA, USA) was used for data analysis [35]. After identifying the most interesting polyphenols, we carried out another chromatographic analysis for the quantification of phenolic compounds using their standards. The phenolic quantity was expressed as mg polyphenol/g DM, where polyphenol stands for each studied phenolic compound and DM for dry matter. 2.6. Glucose Content The glucose content was determined using the phenol-sulfuric method described by DuBois [ 36 ] with modifications [ 37 , 38 ]. The dried extracts were dissolved in 1 mL of 7% aqueous acetone to ensure that the results were reliable. In a 96-well plate, 30 µ L of sample per well was added with 150 µ L of concentrated sulfuric acid. The mixture was shaken for 5 min, and, after 10 min more, 30 µ L of 5% phenol was added. After allowing the sample to rest for 1 h, the absorbance was measured at 490 nm using a Synergy HT microplate spectrophotometer (Bio-Tek, Winooski, VT, USA). The glucose content was determined by comparing the absorbance of the samples with a calibration curve of D-glucose (Glc), and it was expressed as mg Glc/g DM, where DM stands for dry matter. 2.7. Lignin Content The lignin content was determined using the Klason lignin content method [39]. In a crucible, 50–60 mg of dry extract was added with titrated 72% H 2 SO 4 (ratio 1:15), and the mixture was shaken for 2 h. After this time, the mix was dissolved up to 4% H 2 SO 4 using distillate water. This solution was boiled for 4 h and then filtered through vacuum filtration using a GF/C glass fiber filter (Whatman, Germany) with 1.2 µ m pore diameter. The solid was dried in a drying oven (JP Selecta, Barcelona, Spain) at 105 ◦ C until a constant weight was obtained. Agronomy 2025,15, 1761 6 of 15 Lignin content was expressed as mg KL/g DM, where KL stands for Klason lignin and DM stands for dry matter. 2.8. Experimental Design, Modeling, and Optimization The selected MAE process parameters were optimized using Response Surface Methodology (RSM) through the Echip 7 software (Experimentation by Design, Wilmington, DE, USA). These parameters were independent variables (temperature, time, and acetone:water (v/v) ratio, A:W) related to the enhancement of dependent variables (responses) in a statistical model. The responses were TPC, extraction yield ( ηE ), and the amounts of the most interesting polyphenols found. The rest of the extraction conditions were fixed: sample–solvent ratio of 1:20 (w/v) and microwave power of 500 W. The central composite design (CCD) was chosen as the most suitable statistical model because it was expected to find a complex behavior of the sample with linear and quadratic interactions (Equation (1)). y=β0+ n ∑ i=A βi·xi+ n ∑ i=A βii·x2 i+∑n ∑ i=j βij·xij +εi,j={A,B,C}(1) where ywas the response; x i and x ij were the values of the independent variable; βi , βii , and βij were the coefficients related to the independent variables (x i and x ij , respectively); and β0was the independent coefficient. The CCD model consists of 3 factors and 5 levels (Table 1), which translated into 15 different experiments and repeats 5 times the central point, so there were 20 experiments in total. In this case, the range of values for each level was based on previous studies [11,12,15,19,20]. The Echip software was used to obtain RSM and an experimental statistical equation with high reliability. The experimental data were fitted to the statistical equation in order to obtain regression coefficients for each response. The program used two statistical tools: t-student test to determine statistically non-significant terms (p> 0.15) that might be removed in the model, and Analysis of Variance (ANOVA) to determine the accuracy of the developed model (no lack of fit). In addition, the Echip program allowed us to apply a regression analysis through Rsquare (R 2 ) and adjusted R-square (R 2adj ). Both measure the accuracy of statistical terms fitting to a linear model, and their values must be not only as high as possible but also similar. 3. Results and Discussion 3.1. Soxhlet Extraction 3.1.1. Extraction Yield and TPC with Soxhlet Two different types of Soxhlet experiments were carried out: Soxhlet extraction with conditions according to Juhaimi et al. [ 30 ], named Soxhlet 100, and the same experiment but using optimal MAE conditions (A:W of 60%), named Soxhlet 60. On the one hand, the oil extraction from OSP with hexane was poor; it represented only 0.083 ± 0.012% (w/w). However, the amounts of extracts obtained using acetone solutions were 3.75 ± 0.46 mg E/g DM and 11.90 ± 4.03 mg E/g DM for Soxhlet 100 and Soxhlet 60, respectively. Similarly, the values of TFC were 0.021 ± 0.003 mg GAE/g DM and 0.368 ±0.016 mg GAE/g DM for Soxhlet 100 and Soxhlet 60, respectively. Hence, the application of optimal MAE conditions to Soxhlet extraction led to the highest extraction yields. 3.1.2. Phenolic Compounds with Soxhlet As Figure 2shows, the main polyphenol obtained in both Soxhlet experiments was vanillin. This compound is obtained from the depolymerization of lignin, where its extrac- Agronomy 2025,15, 1761 7 of 15 tion is more efficient because it is very soluble in acetone and at high temperatures [ 11 ]. Apart from phenolic compounds, two main organic acids were obtained as well: L-(-)-malic acid and succinic acid (Table 2), which are compounds of hemicellulose [40]. 0.00 5.00 10.00 15.00 ug polyphenol/g DM Soxhlet 100 Soxhlet 60 Figure 2. Comparison between the main phenolic compounds obtained by Soxhlet extraction according to the literature [14,23,26,27] and optimal MAE conditions (blue and orange, respectively). Table 2. Phenolic compounds and organic acids identified by UPLC in the microwave-assisted extraction (MAE) of olive stones. Blue square (found) and grey square (not found). Phenolic Compound MAE Experiments Soxhlet 123456789 10 11 12 13 14 15 60 100 Gallic acid 1 A Protocatechuic acid 1 3-Hydroxytyrosol 1 3-O-Methylgallic acid 1 4-Hydroxybenzoic acid 1 Chlorogenic acid 2 A Dihydrocaffeic acid 3 2,4-Dihydroxybenzoic acid 1 Caffeic acid 3 Vanillin 4 Phloretic acid 5 p-Coumaric acid 3 Ferulic acid 3 Salicylic acid 1 Naringin 6 Neohesperidin 6 Oleuropein 7 A Apigenin-7-O-glucoside 6 Kaempferol-3-O-glucoside 6 Luteolin-4′-O-glucoside 6 Quercetin 6 Organic acid (L)-Malic acid Succinic acid Phenolic compounds: 1 Hydroxybenzoic acid; 2 Cinnamyl ester; 3 Cinnamic acid and derivatives; 4 Phenolic aldehydes; 5Phenylpropanoid acid; 6Flavonoid; 7Secoiridoid [1,6]. AIn some replicates, it was not found. Agronomy 2025,15, 1761 8 of 15 In the same case as phenolic extraction, better results were obtained using Soxhlet 60 (with optimal MAE conditions for A:W). Other polyphenols, such as 3-O-methylgallic acid and oleuropein, were also extracted. This is due to the higher polarity of aqueous acetone. Once the polyphenols present in the samples had been identified (Table 2), the most interesting phenolic compounds from a healthy and alimentary point of view, i.e., vanillin, protocatechuic acid, oleuropein, and hydroxytyrosol, were selected. 3.2. MAE of Polyphenols One of the goals of this study was to optimize the process parameters (temperature, A; time, B; and A:W, C) through DoE (Table 3). Initially, a quadratic model was used to predict different responses; however, in some cases, a linear model provided a better fit. 3.2.1. Extraction Yield and TPC with MAE As shown in Table 3, the extract yield ( ηE ) and TPC values ranged from 1.37 to 2.71 mg E/g DM and from 1.83 to 3.55 mg GAE/g DM, respectively. For polyphenolic extraction, the optimized predicted value was 2.54 ± 0.33% (w/w) under the following conditions: temperature of 75 ◦ C, process time of 20 min, and A:W of 60%. Regarding TPC, the optimum, according to DoE, was 3.27 ± 0.64 mg GAE/g DM under conditions similar to those for phenolic extraction (Figure 3). (a) (b) (c) Figure 3. (a) Generated response surface plot of the extraction yield (temperature vs. acetone:water (v/v) ratio, A:W), where the red frame indicates the experimental range, and the black arrow is the optimum. The 2D contour plot shows the optimum for phenolic compounds (b) and the optimum for total phenolic content (TPC) (c), where the optimal value is represented as a cross in the square of the red frame. Both statistical equations for the polyphenolic extraction response (Equation (2)) and the TPC response (Equation (3)) are described as linear. Although the model fits with accuracy (R 2 = 0.803; R 2adj = 0.765, and R 2 = 0.621; R 2adj = 0.560, respectively), they did not achieve the actual maximum value. Therefore, it was necessary to redefine the range of values for time and/or temperature (Figure 3). y=2.02 +0.26·xA+0.06·xB−0.18·xC+0.01·ε(2) y=2.734 +0.347·xA+0.118·xB−0.121·xC+0.035·ε(3) where y represents the response, x A is the temperature value ( ◦ C), x B is the process time value (min), xCis the A:W (% v/v), and εis the error. Agronomy 2025,15, 1761 9 of 15 Table 3. A Central Composite Design (CCD model) for microwave-assisted extraction (MAE) with the following process conditions: 3 factors (temperature, T, time, t, and acetone:water (v/v) ratio, A:W) and their levels (real and codified), and the following studied parameters: extraction yield ( ηE ), total polyphenolic content (TPC), and the quantity of polyphenols and glucose. Exp Factors Codified Factors ηE1TPC Polyphenol Quantity (µg/g DM) Glucose Quantity 1 T(◦C) t(min) A:W (%) A B C (wt.%) (mg GAE/g DM) Vanillin Protocatechuic Acid Hydroxytyrosol Oleuropein (mg Glc/g DM) 1 75.0 10 90 1 −1 1 2.23 3.10 ±0.00 173.93 5.17 3.62 4.34 2.31 ±0.01 2 45.0 10 90 −1−1 1 1.37 1.83 ±0.00 122.50 3.40 2.22 1.25 1.35 ±0.02 3 75.0 20 90 1 1 1 2.30 3.27 ±0.03 203.49 9.88 2.44 8.48 4.84 ±0.01 4 45.0 20 90 −1 1 1 1.84 2.78 ±0.00 177.55 9.17 2.15 2.88 3.46 ±0.05 5 75.0 10 60 1 −1−1 2.50 3.25 ±0.00 175.31 5.78 4.28 9.58 4.24 ±0.04 6 45.0 10 60 −1−1−1 2.05 2.57 ±0.00 164.88 6.18 4.99 12.67 2.30 ±0.05 7 75.0 20 60 1 1 −1 2.71 3.55 ±0.04 136.22 8.00 1.92 3.67 6.23 ±0.06 8 45.0 20 60 −1 1 −1 2.08 2.69 ±0.03 147.82 5.94 3.75 5.39 2.26 ±0.01 9 27.5 15 75 −1.682 0 0 1.55 2.01 ±0.00 63.10 2.24 1.93 1.58 1.50 ±0.01 10 92.5 15 75 1.682 0 0 2.26 2.82 ±0.00 121.91 7.23 2.02 4.30 1.88 ±0.01 11 60.0 2 75 0 −1.682 0 1.82 2.51 ±0.00 108.49 3.58 3.52 7.93 0.93 ±0.00 12 60.0 28 75 0 1.682 0 1.92 2.55 ±0.00 109.55 4.58 2.61 6.91 1.92 ±0.01 13 60.0 15 50 0 0 −1.682 2.20 2.63 ±0.02 212.12 5.22 3.61 6.51 8.23 ±0.04 14 60.0 15 100 0 0 1.682 1.60 2.31 ±0.00 314.70 10.86 2.79 1.33 4.75 ±0.01 15 60.0 15 75 0 0 0 2.00 2.77 ±0.00 126.76 4.89 3.73 4.19 1.95 ±0.02 15 60.0 15 75 0 0 0 1.91 2.56 ±0.00 75.99 2.66 2.95 3.47 2.83 ±0.02 15 60.0 15 75 0 0 0 1.96 2.64 ±0.00 136.56 4.85 2.89 4.06 2.20 ±0.04 15 60.0 15 75 0 0 0 1.89 2.39 ±0.00 131.09 4.69 3.01 3.90 2.00 ±0.03 15 60.0 15 75 0 0 0 2.17 2.93 ±0.01 145.41 5.67 4.30 4.97 1.90 ±0.03 15 60.0 15 75 0 0 0 2.06 2.76 ±0.00 137.6 4.81 3.26 4.68 1.33 ±0.04 1. Data are presented with standard deviation.