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	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">GYA</journal-id>
			<journal-title-group>
				<journal-title>Grasas y Aceites</journal-title>
				<abbrev-journal-title abbrev-type="publisher">Grasas y Aceites</abbrev-journal-title>
			</journal-title-group>
			<issn publication-format="electronic">1988-4214</issn>
			<issn-l>0017-3495</issn-l>
			<publisher>
				<publisher-name>Consejo Superior de Investigaciones Cient&#xed;ficas</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">gya.0981221</article-id>
			<article-id pub-id-type="doi">10.3989/gya.0981221</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Research</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Optimization of the recovery yield of the enzymatic aqueous extraction of oil from wet a&#xe7;a&#xed; decocts using Design of Experiment</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>Optimizaci&#xf3;n del rendimiento de la extracci&#xf3;n acuosa enzim&#xe1;tica de aceites de a&#xe7;a&#xed; mediante cocciones utilizando un dise&#xf1;o experimental</trans-title>
				</trans-title-group>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author">
				<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3590-6147</contrib-id>
					<name>
						<surname>Rodrigues</surname>
						<given-names>B.</given-names>
					</name>
					<aff id="aff1"><institution content-type="research-center">Centre for Valorization of Amazonian Bioactive Compounds (CVACBA)</institution>, <institution content-type="university">Universidade Federal do Par&#xe1; (UFPA)</institution>, <addr-line>Av. Perimetral da Ci&#xea;ncia, km 01, s/n, 66.095-780 Bel&#xe9;m-PA</addr-line>, <country>Brazil</country>.</aff>
				</contrib>
				<contrib contrib-type="author" corresp="yes">
				<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0000-1434-8110</contrib-id>
					<name>
						<surname>Herman</surname>
						<given-names>C.</given-names>
					</name>
					<email xlink:href="christelle@ufpa.br">christelle@ufpa.br</email>
					<aff id="aff2"><institution content-type="research-center">Centre for Valorization of Amazonian Bioactive Compounds (CVACBA)</institution>, <institution content-type="university">Universidade Federal do Par&#xe1; (UFPA)</institution>, <addr-line>Av. Perimetral da Ci&#xea;ncia, km 01, s/n, 66.095-780 Bel&#xe9;m-PA</addr-line>, <country>Brazil</country>.</aff>
				</contrib>
			</contrib-group>
			<pub-date pub-type="epub">
				<day>01</day>
				<month>12</month>
				<year>2023</year>
			</pub-date>
			<pub-date pub-type="collection">
				<month>12</month>
				<year>2023</year>
			</pub-date>
			<volume>74</volume>
			<issue>4</issue>
			<elocation-id>e528</elocation-id>
			<history>
				<date date-type="received">
					<day>06</day>
					<month>09</month>
					<year>2022</year>
				</date>
				<date date-type="accepted">
					<day>16</day>
					<month>05</month>
					<year>2023</year>
				</date>
				<date date-type="pub">
					<day>19</day>
					<month>12</month>
					<year>2023</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>&#xa9;2023 CSIC</copyright-statement>
				<copyright-year>2023</copyright-year>
				<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) License.</license-p>
				</license>
			</permissions>
			<self-uri xlink:href="http://grasasyaceites.revistas.csic.es/index.php/grasasyaceites/article/view/XXXX/XXXX"/>
			<abstract>
				<title>Summary</title>
				<p>These last decades, a&#xe7;a&#xed; oil has been extensively studied for its biological properties and has gained interest from the health industry. It has thus become necessary to develop eco-friendly extraction techniques. The main objective of this study was the use of experimental designs for the maximization of the recovery yield of the enzymatic aqueous extraction process of a&#xe7;a&#xed; oil from wet decocts. A Simplex-Lattice Mixture Design was employed for the optimization of the proportion of three commercial enzymatic preparations. Subsequently, a Central Composite Design was used to identify the optimal values for total enzymatic concentration (0.5-4.5%) and extraction time (2-12h). The &#x201c;Response Surface Methodology&#x201d; (RSM) revealed that the maximum yield (60.55 &#xb1; 5.98%) was obtained using a 0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L and Ultrazym AFP-L at a total enzymatic concentration of 2.85% for 10.9 hours. This study concluded that the enzymatic aqueous extraction of a&#xe7;a&#xed; oil is an efficient and sustainable process.</p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>Resumen</title>
				<p>En las &#xfa;ltimas d&#xe9;cadas, el aceite de a&#xe7;a&#xed; ha sido ampliamente estudiado por sus propiedades biol&#xf3;gicas, resultando interesante para las industrias relacionadas con la salud. Por lo tanto, se ha vuelto necesario desarrollar t&#xe9;cnicas de extracci&#xf3;n ecol&#xf3;gicas. El objetivo principal de este estudio es el uso de dise&#xf1;os experimentales para la maximizaci&#xf3;n del rendimiento en la recuperaci&#xf3;n del proceso de extracci&#xf3;n acuosa enzim&#xe1;tica del aceite de a&#xe7;a&#xed; a partir de cocciones. Se emplea un dise&#xf1;o de mezcla simplex-lattice para la optimizaci&#xf3;n de las proporciones de tres preparaciones enzim&#xe1;ticas comerciales. Posteriormente, se utiliza un Dise&#xf1;o Compuesto Central para identificar los valores &#xf3;ptimos de la concentraci&#xf3;n enzim&#xe1;tica total (0,5-4,5%) y el tiempo de extracci&#xf3;n (2-12h). La &#x201c;Metodolog&#xed;a de superficie de respuesta&#x201d; (RSM) se&#xf1;ala que el rendimiento m&#xe1;ximo (60,55 &#xb1; 5,98%) se obtiene utilizando una mezcla ternaria 0,49:0,25:0,28 de Celluclast 1,5 L, Viscozyme L y Ultrazym AFP-L a una concentraci&#xf3;n enzim&#xe1;tica total de 2,85% durante 10,9 horas. Este estudio indica que la extracci&#xf3;n acuosa enzim&#xe1;tica del aceite de a&#xe7;a&#xed; es un proceso eficiente y sostenible.</p>
			</trans-abstract>
			<kwd-group>
				<kwd>CCD response surface methodology</kwd>
				<kwd>Euterpe oleracea</kwd>
				<kwd>Mixture design</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<kwd>CCD metodolog&#xed;a de superficie de respuesta</kwd>
				<kwd>Dise&#xf1;o de mezclas</kwd>
				<kwd>Euterpe oleracea</kwd>
			</kwd-group>
			<counts>
				<fig-count count="4"/>
				<table-count count="4"/>
				<equation-count count="0"/>
				<ref-count count="27"/>
				<page-count count="14"/>
			</counts>
		</article-meta>
	</front>
	<body>
		<sec id="sec1" sec-type="intro">
			<label>1.</label>
			<title>Introduction</title>
			<p>The fruit of the species <italic>Euterpe oleracea</italic> is a globous berry, averaging approximately 1 cm in diameter, and 2 g in weight. The pericarp, popularly called pulp, represents only 15% in weight of the fruit, with a thickness of 1-2 mm. During the harvest period, the pulp presents a high concentration of lipids (~ 30-50% on dry basis, d.b.), proteins (~ 5-10%, d.b.), and dietary fibers (~ 20-50%, d.b.) as well as a good source of minerals, phenolic and bioactive compounds (<xref ref-type="bibr" rid="B19">Schauss, 2010</xref>; <xref ref-type="bibr" rid="B3">Bichara and Rogez, 2011</xref>). The pulp has been widely reported as presenting a high variety of biological activities, mainly anti-inflammatory, antimicrobial, antiprotozoal, antioxidant, antidiabetic and antilipemic (<xref ref-type="bibr" rid="B25">Yamaguchi <italic>et al.</italic>, 2015</xref>). More recently, several therapeutic properties have been demonstrated, such as protection against age-related neurodegenerative disorders, cardiovascular diseases, atherosclerosis, control of carcinogenic diseases and global protection of some organs, such as the heart, lung, kidney, and liver (<xref ref-type="bibr" rid="B10">Magalh&#xe3;es <italic>et al.</italic>, 2020</xref>).</p>
			<p>The presence of the considerable amount of lipids in the pulp of <italic>E. oleracea</italic> fruit, hereafter called a&#xe7;a&#xed; oil, its chemical composition and biological activities, seems to play an important role in facilitating the absorption of bioactive compounds by the human organism (<xref ref-type="bibr" rid="B21">Skrovankova <italic>et al.</italic>, 2015</xref>).</p>
			<p>The chemical composition of a&#xe7;a&#xed; oil is highly similar to that of olive and advocado oil, with more than 70% of unsaturated fatty acids, from which ~60-70% are monounsaturated and ~5-15% are polyunsaturated fatty acids. The most abundant fatty acids are oleic acid (~60-70%), followed by palmitic acid (~15-25%) and linoleic acid (~10-15%) (<xref ref-type="bibr" rid="B15">Pacheco-Palencia <italic>et al.</italic>, 2008</xref>; <xref ref-type="bibr" rid="B13">Nascimento <italic>et al.</italic>, 2008</xref>; Batista <italic>et al.</italic>, 2016). Furthermore, a&#xe7;a&#xed; oil contains interesting bioactive compounds, mainly phenolic compounds (<xref ref-type="bibr" rid="B15">Pacheco-Palencia <italic>et al.</italic>, 2008</xref>) and tocopherols (<xref ref-type="bibr" rid="B4">Darnet <italic>et al.</italic>, 2011</xref>; <xref ref-type="bibr" rid="B11">Lubrano <italic>et al.</italic>, 1994</xref>). During the last decade, some works have shown the variety of biological activities and pharmacological applications of a&#xe7;a&#xed; oil, including antineoplasic, anti-inflammatory, antilipemic, antimicrobial, antinociceptive, cytotoxic, and genotoxic effects (<xref ref-type="bibr" rid="B10">Magalh&#xe3;es <italic>et al.</italic>, 2020</xref>). Due to all these properties, a&#xe7;a&#xed; oil has been proven to be very interesting for food, cosmetic and pharmaceutical industries.</p>
			<p>Therefore, it has become necessary to develop and optimize extraction techniques for a&#xe7;a&#xed; oil. Presently, commercial a&#xe7;a&#xed; oil is obtained by conventional extraction methods using organic solvents or hydraulic press. Besides being economical and efficient methods, which provide high yields, such techniques are not healthy or environmentally safe. Recently, some works have focused on alternative and more sustainable extraction methods for a&#xe7;a&#xed; oil, such as supercritical CO<sub>2</sub> extraction (<xref ref-type="bibr" rid="B2">Batista <italic>et al.</italic>, 2016</xref>; <xref ref-type="bibr" rid="B18">Silva <italic>et al.</italic>, 2019</xref>) or enzymatic aqueous extraction (EAE) (<xref ref-type="bibr" rid="B13">Nascimento <italic>et al.</italic>, 2008</xref>), with the aim of obtaining not only a high yield but also a good quality oil. The main disadvantage of the conventional and supercritical CO<sub>2</sub> extraction methods is the need to perform the extraction from a pre-processed and dry product, mainly lyophilized aqueous a&#xe7;a&#xed; juice, while the EAE process could be performed directly from an &#x201c;in nature&#x201d; and wet product (i.e. small pieces of the surrounding pulp of the fruit commonly known as &#x201c;decocts&#x201d;).</p>
			<p>Commonly, the EAE process of oil from fruit or seed is performed through the succession of three steps: the incubation step (considered as the main one during which the extraction takes place), the solid-liquid separation step (during which the solid residue is separated from the liquid phase) and the liquid-liquid separation step (during which lipid and aqueous phases are separated). During the incubation step, enzymes are specifically selected for increasing the permeability of the different structures of the vegetable cell, mainly the primary and secondary walls, and the oleosomes, thus releasing the oil contained inside it into the aqueous medium (<xref ref-type="bibr" rid="B6">Dom&#xed;nguez <italic>et al.,</italic> 1994</xref>; <xref ref-type="bibr" rid="B17">Rosenthal <italic>et al.,</italic> 1996</xref>; <xref ref-type="bibr" rid="B16">Ricochon and Muniglia, 2010</xref>).</p>
			<p>Considering the main composition of the cell wall (i.e. mainly lignocellulose and pectin, and, in minor proportions, glycoprotein and glycolipid), the two most interesting classes of enzymes for partially, or completely breaking down the different molecules are the hydrolases (E.C. 3) and lyases (E.C. 4). In particular, enzymes from subclass E.C. 3.1. (e.g. hemicellulase and pectinesterase) acts on ester bonds, E.C. 3.2. (e.g. cellulase, polygalacturonase and glucosidase) acts on glycosidic bonds, E.C. 3.4. (peptidase-class) acts on peptide bonds, and E.C. 4.2. (e.g. pectin and pectate lyases) acts on the carbon-oxygen bonds (<xref ref-type="bibr" rid="B16">Ricochon and Muniglia, 2010</xref>). These different enzymes can be used simultaneously or successively during the EAE process. Commonly, a mixture of carbohydrases with different activities (e.g. E.C. 3.1., 3.2. and 4.2.) are used during the incubation step. The peptidases (e.g. E.C. 3.4.) can be used in combination with carbohydrases during the incubation step (if the objective is to simultaneously extract oil and protein) or can be added in a second phase, during the liquid-liquid separation step (if the purpose is to de-emulsify the protein-lipid emulsion).</p>
			<p>The scientific literature is replete with papers studying the effect of these classes of enzymes on oil yield (and eventually interesting bioactive compounds) extracted by the EAE process from a variety of vegetable raw materials (<xref ref-type="bibr" rid="B26">Yusoff <italic>et al.,</italic> 2015</xref>). However, to our knowledge, our research group is the only one to specifically study the EAE process for a&#xe7;a&#xed; oil for the optimization of its yield.</p>
			<p>Numerous unpublished preliminary essays have allowed us to develop a standardized and reproducible EAE process for a&#xe7;a&#xed; oil. In particular, they indicate that it is more interesting to extract the oil directly from &#x201c;in nature&#x201d; wet a&#xe7;a&#xed; decocts than from any other kind of pre-processed and/or dry raw material derived from a&#xe7;a&#xed; pulp. This strategy avoids adding water during the juice production, then removing it during drying, as well as significantly limiting the formation of the protein-oil emulsion. Moreover, it has been shown that is it much more efficient to use carbohydrases separately (during the incubation step) and peptidases (during the liquid-liquid separation step). Based on this, our works focused on the maximization of the yield of the oil extracted from a&#xe7;a&#xed; wet decocts using only carbohydrases during the entire EAE process.</p>
			<p>In a previous work, <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref> studied four commercial carbohydrase enzymatic preparations (EP). They were studied individually and in combination of two, three and four using iso-enzymatic proportion at an individual enzymatic concentration (i.e. liquid enzymatic preparations weight: wet substrate weight, w:w) of 1%. According to the authors, the 1:1:1 ternary mixture of Celluclast 1.5L, Viscozyme L and Ultrazym AFP-L (i.e. at a total enzymatic concentration of 3%) was identified as the optimal one.</p>
			<p>The literature shows that other parameters in the EAE process may have a significant impact on the yield of the extracted oil, such as the proportion of the EP, the total enzymatic concentration, the extraction time, the proportion of water in the mixture, the pH of the medium, the temperature, or the velocity of agitation, amongst others (<xref ref-type="bibr" rid="B26">Yusoff <italic>et al.,</italic> 2015</xref>).</p>
			<p>In this context, the main objective of our work was the optimization of three parameters - the proportion of the three carbohydrase EP, the total enzymatic concentration and the extraction time - using experimental designs for the maximization of the recovery yield of the enzymatic aqueous extraction process of a&#xe7;a&#xed; oil from wet decocts using exclusively carbohydrase EP.</p>
		</sec>
		<sec id="sec2" sec-type="materials|methods">
			<label>2.</label>
			<title>Materials and methods</title>
			<sec id="sec2.1">
				<label>2.1.</label>
				<title>Raw material</title>
				<p>
					<italic>E. oleracea</italic> fruits were collected in Abaetetuba (Par&#xe1; State, Brazil) in the middle of the harvest period (GPS coordinates 1&#xb0;46&#x2019;42&#x201d; S-48&#xb0;51&#x2019;07&#x201d; W). Once collected, the fruits were taken to the laboratory, washed under tap water, and softened in water at 40 &#xba;C for 1 hour. Then, the softened fruits were pulped by manual friction using sieves. Small pieces of the surrounding pulp of the fruits, with an average size of 0.65 cm, commonly called &#x201c;decocts&#x201d;, were obtained. Lastly, the decocts were stored at -20 &#xb0;C until the EAE experiments were performed.</p>
			</sec>
			<sec id="sec2.2">
				<label>2.2.</label>
				<title>Raw material characterization</title>
				<p>The dry matter content of the decocts was determined according to the NFTA Method 2.1.4 (AOAC Official Method 935.29 &amp; 945.15) by drying the manually-milled wet decocts in a drying and sterilizing stove (SOLAB SL-100, S&#xe3;o Paulo, Brazil) at 105 &#xb0;C for 3 hours (or until constant weight). The result was expressed as the ratio between the mass of water and the total mass of the wet decocts (%, w.b.).</p>
				<p>The lipid content of the decocts was determined according to the AOAC Official Method 945.16, by submitting milled dry decocts to Soxhlet extraction (SOLAB SL 145/6, S&#xe3;o Paulo, Brazil) using petroleum ether at 60 &#xb0;C for 3 hours. The result was expressed as the ratio between the mass of lipid and the total mass of the dry decocts (%, d.b.).</p>
			</sec>
			<sec id="sec2.3">
				<label>2.3.</label>
				<title>Enzymatic preparations</title>
				<p>The three commercial EP (LNF Latino Americana, Rio Grande do Sul, Brazil), were selected according to the conclusions of <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018</xref>):</p>
				<list list-type="alpha-lower">
					<list-item>
						<p>Celluclast 1.5 L (C): mixture of three synergistic sub-enzymes, namely exo-&#x3b2;-1,4-glucanase (major component), endo-&#x3b2;-1,4-glucanase and &#x3b2;-1,4-glucosidase, 700 EndoGlucanase Units (EGU)/g;</p>
					</list-item>
					<list-item>
						<p>Viscozyme L (V): multi-component carbohydrase containing endo-1,3(4)-&#x3b2;-glucanase (major component), xylanase, cellulase and hemicellulose, 100 Fungal Beta Glucanase Units (FBG)/g;</p>
					</list-item>
					<list-item>
						<p>Ultrazym AFP-L (U): mixture of endopolygalacturonase (major components), endo-pectin lyase, and cellulase, 3000 Pectinase Units (PECTU)/ml.</p>
					</list-item>
				</list>
			</sec>
			<sec id="sec2.4">
				<label>2.4.</label>
				<title>EAE process of a&#xe7;a&#xed; oil</title>
				<p>The methodology for the EAE process of a&#xe7;a&#xed; oil was based on and adapted from <xref ref-type="bibr" rid="B13">Nascimento <italic>et al.</italic> (2008)</xref>. Each essay was performed using 100 g of thawed wet a&#xe7;a&#xed; decocts. They were thermally pretreated at 70 &#xb0;C for 1 min using a domestic food steamer (Walita / Philips Jamie Oliver RI9132/01, S&#xe3;o Paulo, Brazil) with the aim denaturing the endogenous enzymes and partially cleave the lignin. Then, the decocts and 240 mL of distilled water at ambient temperature (wet decocts: water &#x2248; 1:2.5 (w:w)) were transferred to a 600 mL beaker sealed with aluminum foil. The three EP were inserted sequentially using a micropipette in the proportion and the total enzymatic concentration according to the experimental designs. A set of triplicate essays was performed without the addition of EP, considered as the negative control.</p>
				<p>For the incubation step, the beaker was incubated at 50 &#xb0;C under orbital agitation of 100 rpm in a shaker (SOLAB SL-222, S&#xe3;o Paulo, Brazil) during an extraction time fixed according to the experimental designs. After the incubation, the beaker was cooled in a bath with ice cubes until reaching ambient temperature.</p>
				<p>For the solid-liquid separation step, the beaker was left for approximately 24 hours at ambient temperature in order to obtain natural separation of the solid cake (i.e. fibers and high density proteins), the aqueous-proteic phase (i.e. water and low density proteins) and the lipid phase (i.e. oil droplets dispersed on the surface, optionally in protein emulsion). Note that this step may also be realized using a centrifuge lab equipment. The liquid phases (i.e. aqueous-proteic and lipid phases) were then transferred to another smaller beaker.</p>
				<p>For the liquid-liquid separation step, about 20 mL of n-hexane (Din&#xe2;mica, S&#xe3;o Paulo, Brazil) was added onto the surface with a micropipette in order to favor, on the one hand, the separation of the lipid phase from the aqueous-proteic phase, and on the other hand, the agglomeration of all oil droplets. This strategy was selected as a reference standardized technique at laboratory scale with the aim of focusing only on the effect of the carbohydrase EP (i.e. avoid the use of peptidases) and to allow for the most precise analytical quantification of the extracted oil. Then, the supernatant organic-lipid phase was separated from the aqueous-proteic phase using a micropipette and transferred to a 100-mL previously weighed beaker.</p>
				<p>This beaker was incubated (at 100 &#xb0;C for 15 hours) in a drying and sterilizing stove (SOLAB SL-100, S&#xe3;o Paulo, Brazil), until constant oil weight (i.e. complete evaporation of the n-hexane), then stored in a desiccator until reaching ambient temperature. Eventually, the mass of the extracted oil was determined by the gravimetric method, using an Analytical balance (SHIMADZU UniBloc AUY 220, S&#xe3;o Paulo, Brazil).</p>
				<p>The efficiency of the extraction method, i.e. the oil recovery yield, hereafter called yield (expressed in percentage), was calculated by the ratio between the mass of the oil extracted from 100g of wet decocts by the EAE process, and the mass of the total lipid content in 100 g of wet decocts obtained by the reference Soxhlet method (considered as the positive control).</p>
			</sec>
			<sec id="sec2.5">
				<label>2.5.</label>
				<title>Experimental designs</title>
				<p>The identification of the optimal values for the parameters was made through two experimental designs: a three-component Simplex-Lattice Mixture Design for the proportion of the three EP and a two-factor Central Composite Design for the total enzymatic concentration and the extraction time. The ranges of values were determined according to the literature (using scopus data base) related to the EAE process for vegetable oils.</p>
			</sec>
			<sec id="sec2.6">
				<label>2.6.</label>
				<title>Three-component simplex-lattice mixture design</title>
				<p>The effect of the proportion of the three EP on the yield was studied using a three-component augmented Simplex-Lattice Mixture Design. The total enzymatic concentration and the extraction time were fixed at 3% and 4 hours, respectively. Our matrix was carried out with the following 5 coded (and uncoded) levels: 0 (0%), 0.33 (33.3%), 0.5 (50%), 6.6 (66.6%) and 1 (100%). The experimental design presents 15 experimental points, in which 3 are single EP essay treatments (essays 1-3), 9 are two-EP mixture essays (i.e. mid-points, essays 4-12) and 3 are three-EP mixture essays (i.e. central point performed in triplicate, essays 13-15) (see <xref ref-type="table" rid="t1">Table 1</xref>).</p>
				<table-wrap id="t1">
					<label>Table 1</label>
					<caption>
						<title>Three-component augmented Simplex-Lattice Mixture Design: matrix of the proportion (expressed in ratio) of the three EP (enzymatic preparations: C = Celluclast 1.5 L, U = Ultrazym AFP and V = Viscozyme L), results of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %) and comparison with <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref>.</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="center"> </th>
								<th align="center"> </th>
								<th align="center">Ratio</th>
								<th align="center"> </th>
								<th align="center" colspan="2">EAE oil recovery yield (%) </th>
							</tr>
							<tr>
								<th align="center">Essay n&#xba;</th>
								<th align="center">C</th>
								<th align="center">U</th>
								<th align="center">V</th>
								<th align="center">Our work</th>
								<th align="center">
									<xref ref-type="bibr" rid="B7">
										<bold>
											<bold>Ferreira <italic>et al</italic>
											</bold> . (2018)</bold>
									</xref>
									<sup>$</sup>
								</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="center">Negative Control</td>
								<td align="center">0</td>
								<td align="center">0</td>
								<td align="center">0</td>
								<td align="center">29.51&#xb1;5.92 <sup>$</sup>
								</td>
								<td align="center">34.91&#xb1;11.81</td>
							</tr>
							<tr>
								<td align="center">1</td>
								<td align="center">1</td>
								<td align="center">0</td>
								<td align="center">0</td>
								<td align="center">42.04</td>
								<td align="center">41.52&#xb1;4.31 <sup>*</sup>
								</td>
							</tr>
							<tr>
								<td align="center">2</td>
								<td align="center">0</td>
								<td align="center">1</td>
								<td align="center">0</td>
								<td align="center">39.14</td>
								<td align="center">47.71&#xb1;11.72 <sup>*</sup>
								</td>
							</tr>
							<tr>
								<td align="center">3</td>
								<td align="center">0</td>
								<td align="center">0</td>
								<td align="center">1</td>
								<td align="center">37.40</td>
								<td align="center">46.19&#xb1;8.31 <sup>*</sup>
								</td>
							</tr>
							<tr>
								<td align="center">4</td>
								<td align="center">0.5</td>
								<td align="center">0.5</td>
								<td align="center">0</td>
								<td align="center">47.08</td>
								<td align="center">55.02&#xb1;13.73 <sup>**</sup>
								</td>
							</tr>
							<tr>
								<td align="center">5</td>
								<td align="center">0.5</td>
								<td align="center">0</td>
								<td align="center">0.5</td>
								<td align="center">45.64</td>
								<td align="center">56.20&#xb1;9.81 <sup>**</sup>
								</td>
							</tr>
							<tr>
								<td align="center">6</td>
								<td align="center">0</td>
								<td align="center">0.5</td>
								<td align="center">0.5</td>
								<td align="center">28.56</td>
								<td align="center">46.81&#xb1;6.15 <sup>**</sup>
								</td>
							</tr>
							<tr>
								<td align="center">7</td>
								<td align="center">0.33</td>
								<td align="center">0.66</td>
								<td align="center">0</td>
								<td align="center">42.74</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">8</td>
								<td align="center">0.66</td>
								<td align="center">0.33</td>
								<td align="center">0</td>
								<td align="center">50.43</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">9</td>
								<td align="center">0.33</td>
								<td align="center">0</td>
								<td align="center">0.66</td>
								<td align="center">42.96</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">10</td>
								<td align="center">0.66</td>
								<td align="center">0</td>
								<td align="center">0.33</td>
								<td align="center">45.56</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">11</td>
								<td align="center">0</td>
								<td align="center">0.33</td>
								<td align="center">0.66</td>
								<td align="center">36.05</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">12</td>
								<td align="center">0</td>
								<td align="center">66.6</td>
								<td align="center">0.33</td>
								<td align="center">26.64</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">13</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">51.25</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">14</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">56.81</td>
								<td align="center">63.78&#xb1;3.01</td>
							</tr>
							<tr>
								<td align="center">15</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">0.33</td>
								<td align="center">49.93</td>
								<td align="center"> </td>
							</tr>
						</tbody>
					</table>
					<table-wrap-foot>
						<fn id="TFN1">
							<p>The essays were performed using a total enzymatic concentration of 3% and an extraction time of 4 hours. The experimental design presents 15 experimental points, in which 3 are single EP essay treatments (essays 1-3), 9 are two-EP mixture essays (i.e. mid points, essays 4-12) and 3 are three-EP mixture essays (i.e. central point performed in triplicate, essays 13-15).</p>
						</fn>
						<fn id="TFN2">
							<p>
								<sup>$</sup>The results are presented as the mean value of triplicate &#xb1; standard deviation.</p>
						</fn>
						<fn id="TFN3">
							<p>
								<sup>*</sup> At a total enzymatic concentration of 1%.</p>
						</fn>
						<fn id="TFN4">
							<p>
								<sup>**</sup>At a total enzymatic concentration of 2%.</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</sec>
			<sec id="sec2.7">
				<label>2.7.</label>
				<title>Two-factor central composite design</title>
				<p>The effect of the total enzymatic concentration and the extraction time on the yield was studied using a two-factor Central Composite Design 2<sup>2</sup> with &#x3b1; = 1.41. Our matrix was carried out with the following 5 coded levels: -1.41, -1, 0, 1, and 1.41. The total enzymatic concentrations investigated were: 0.5, 1.08, 2.5, 3.9, and 4.5% (w:w), and the extraction times studied were: 2, 3.5, 7, 10.5 and 12 hours (see <xref ref-type="table" rid="t2">Table 2</xref>). The central point (2.5% and 7 hours) was performed in triplicate.</p>
				<table-wrap id="t2">
					<label>Table 2</label>
					<caption>
						<title>Two-factor Central Composite Design: matrix of the total enzymatic concentration (expressed in %) and the extraction time (expressed in hours) and results of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %).</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="center"> </th>
								<th align="center">Total enzymatic concentration</th>
								<th align="center">Extraction time</th>
								<th align="center">EAE oil recovery yield</th>
							</tr>
							<tr>
								<th align="center">Essay n&#xba;</th>
								<th align="center">(%)</th>
								<th align="center">(hours)</th>
								<th align="center">(%)</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="center">1</td>
								<td align="center">1.08</td>
								<td align="center">3.5</td>
								<td align="center">45.86</td>
							</tr>
							<tr>
								<td align="center">2</td>
								<td align="center">1.08</td>
								<td align="center">10.5</td>
								<td align="center">54.39</td>
							</tr>
							<tr>
								<td align="center">3</td>
								<td align="center">3.9</td>
								<td align="center">3.5</td>
								<td align="center">57.61</td>
							</tr>
							<tr>
								<td align="center">4</td>
								<td align="center">3.9</td>
								<td align="center">10.5</td>
								<td align="center">59.24</td>
							</tr>
							<tr>
								<td align="center">5</td>
								<td align="center">0.5</td>
								<td align="center">7</td>
								<td align="center">48.44</td>
							</tr>
							<tr>
								<td align="center">6</td>
								<td align="center">4.5</td>
								<td align="center">7</td>
								<td align="center">48.12</td>
							</tr>
							<tr>
								<td align="center">7</td>
								<td align="center">2.5</td>
								<td align="center">2</td>
								<td align="center">50.36</td>
							</tr>
							<tr>
								<td align="center">8</td>
								<td align="center">2.5</td>
								<td align="center">12</td>
								<td align="center">60.19</td>
							</tr>
							<tr>
								<td align="center">9</td>
								<td align="center">2.5</td>
								<td align="center">7</td>
								<td align="center">58.92</td>
							</tr>
							<tr>
								<td align="center">10</td>
								<td align="center">2.5</td>
								<td align="center">7</td>
								<td align="center">56.72</td>
							</tr>
							<tr>
								<td align="center">11</td>
								<td align="center">2.5</td>
								<td align="center">7</td>
								<td align="center">57.01</td>
							</tr>
						</tbody>
					</table>
					<table-wrap-foot>
						<fn id="TFN5">
							<p>The essays were performed using the 0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L Ultrazym AFP-L, respectively. The experimental design presents 11 experimental points in which the central point (2.5% and 7 hours) was performed in triplicate (i.e. essays 9-11).</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</sec>
			<sec id="sec2.8">
				<label>2.8.</label>
				<title>Statistical analysis</title>
				<p>The experimental designs and statistical analysis of the data were performed using the STATISTICA software version 7.0 (Statsoft Inc., Oklahoma, USA). The significance of the models and the coefficient estimates of the factors were evaluated by Analysis of Variance (ANOVA) with a significance level of 5% (&#x3b1; = 0.05). The optimization was performed using the Response Surface Methodology.</p>
			</sec>
		</sec>
		<sec id="sec3" sec-type="results|discussion">
			<label>3.</label>
			<title>Results and discussion</title>
			<sec id="sec3.1">
				<label>3.1.</label>
				<title>Raw material characterization</title>
				<p>The decocts presented a dry matter content ranging from 45.14 &#xb1; 0.33% to 46.50 &#xb1; 0.51% w.b. This result is in agreement with those obtained (but not presented) by <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref> with an average of 50.98% w.b. at the beginning and 45.5% w.b. at the middle of the harvest. No other comparison was possible with the literature because all the authors work from the pre-processed pulp, mainly aqueous juice.</p>
				<p>The decocts used throughout our work showed a high variation in the total lipid content, which ranged from 15.20 &#xb1; 0.23% to 24.30 &#xb1; 0.61% d.b., with an average value of 18.82 &#xb1; 3.6% d.b.. This variation in the total lipid content can be justified by the heterogeneity of the vegetable raw material, which may have presented variations in its composition depending on the harvest and the extraction moment itself (<xref ref-type="bibr" rid="B3">Bichara and Rogez, 2011</xref>). Our results are slightly lower than those obtained (but not presented) by <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref>, with an average of 28.33% d.b. and 22.45% d.b., at the beginning and in the middle of the harvest, respectively. These values are significantly lower than those obtained from a&#xe7;a&#xed; juice by <xref ref-type="bibr" rid="B13">Nascimento <italic>et al.</italic> (2008)</xref> with 42.6% d.b., <xref ref-type="bibr" rid="B2">Batista <italic>et al.</italic> (2016)</xref> with 45.4% d.b. and <xref ref-type="bibr" rid="B18">Silva <italic>et al.</italic> (2019)</xref> with 49-57%. It is worth mentioning that there are more fiber contents in the decocts than the juice, contributing to the reduction in the total lipid content of the decocts compared to the juice.</p>
			</sec>
			<sec id="sec3.2">
				<label>3.2.</label>
				<title>Negative and positive control</title>
				<p>Considering the mathematical expression of the yield used in our paper, the yield of the positive control (i.e. using the AOAC Official Method 945.16) was 100%, while the yield obtained experimentally of the negative control (i.e. using the EAE process without EP, with an extraction time of 4 hours) was 29.51 &#xb1; 5.92%. This result is similar to the one obtained by <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref> under the same conditions with 34.91 &#xb1; 11.81% (see <xref ref-type="table" rid="t1">Table 1</xref>). Note that the yields of the negative control are similar to those obtained by other authors who studied the EAE process for oil from different vegetable matrices (see <xref ref-type="table" rid="t3">Table 3</xref>).</p>
				<table-wrap id="t3">
					<label>Table 3</label>
					<caption>
						<title>Comparison of the recovery yield (%) of the oil extracted by the EAE process from different vegetable matrices, using similar values for the total enzymatic concentration and extraction time to ours, and using several enzymatic preparations, including cellulase, hemicellulase and/or pectinase, individually and in combination (using iso-enzymatic proportion).</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="center" rowspan="2">Reference</th>
								<th align="center" rowspan="2">Matrix</th>
								<th align="center" colspan="3">Enzymatic preparations </th>
								<th align="center">Total enzymatic concentration (%)</th>
								<th align="left" colspan="2">Extraction time (hours) </th>
								<th align="center" colspan="6">Oil recovery yield (%) </th>
							</tr>
							<tr>
								<th align="center">Cellulase</th>
								<th align="center">Hemicell.</th>
								<th align="center">Pectinase</th>
								<th align="center"> </th>
								<th align="center"> </th>
								<th align="center">Negative Control</th>
								<th align="center">1 EP Cell.</th>
								<th align="center">1 EP Hemicell.</th>
								<th align="center">1 Ep Pect.</th>
								<th align="center">2 EP</th>
								<th align="center">3 EP</th>
								<th align="center">4 EP</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="center">Our work</td>
								<td align="center">A&#xe7;a&#xed; decocts</td>
								<td align="center">C</td>
								<td align="center">V</td>
								<td align="center">U</td>
								<td align="center">3</td>
								<td align="center">4</td>
								<td align="center">29</td>
								<td align="center">42</td>
								<td align="center">37</td>
								<td align="center">39</td>
								<td align="center">28-47</td>
								<td align="center">53</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B7">Ferreira <italic>et al</italic>. 2018</xref>
								</td>
								<td align="center">A&#xe7;a&#xed; decocts</td>
								<td align="center">C</td>
								<td align="center">V</td>
								<td align="center">U</td>
								<td align="center">1-3</td>
								<td align="center">4</td>
								<td align="center">34</td>
								<td align="center">41</td>
								<td align="center">46</td>
								<td align="center">47</td>
								<td align="center">46-56</td>
								<td align="center">63</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B1">Abdulkarim <italic>et al</italic>. 2006</xref>
								</td>
								<td align="center">Moringa seed</td>
								<td align="center">C</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">2</td>
								<td align="center">36</td>
								<td align="center">35</td>
								<td align="center">65</td>
								<td align="center"> </td>
								<td align="center">56</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">74 <sup>*</sup>
								</td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B27">Zhang <italic>et al</italic>. 2007</xref>
								</td>
								<td align="center">Rapeseed</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">2.5</td>
								<td align="center">3</td>
								<td align="center">48</td>
								<td align="center">69</td>
								<td align="center"> </td>
								<td align="center">85</td>
								<td align="center">75-88</td>
								<td align="center">84 <sup>**</sup>
								</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B22">Tabtabei and Diosady, 2013</xref>
								</td>
								<td align="center">Yellow mustard flour</td>
								<td align="center">C</td>
								<td align="center">V</td>
								<td align="center">other</td>
								<td align="center">3</td>
								<td align="center">3</td>
								<td align="center">55</td>
								<td align="center">67</td>
								<td align="center">68</td>
								<td align="center">65</td>
								<td align="center">72</td>
								<td align="center">76</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B12">Mai <italic>et al</italic>. 2013</xref>
								</td>
								<td align="center">Gac fruit</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">10</td>
								<td align="center">2</td>
								<td align="center">5-10</td>
								<td align="center">12</td>
								<td align="center"> </td>
								<td align="center">20</td>
								<td align="center">29</td>
								<td align="center">40 <sup>#</sup>
								</td>
								<td align="center">62 <sup>#</sup>
								</td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B5">Dela Cruz <italic>et al</italic>. 2007</xref>
									<sup>@</sup>
								</td>
								<td align="center">Vutalao seed</td>
								<td align="center">other</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">2</td>
								<td align="center">4</td>
								<td align="center">29</td>
								<td align="center">79</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">97 <sup>$</sup>
								</td>
								<td align="center">93 <sup>$</sup>
								</td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="center">
									<xref ref-type="bibr" rid="B20">Silvamany and Jahim 2015</xref>
									<sup>@</sup>
								</td>
								<td align="center">Palm</td>
								<td align="center">other</td>
								<td align="center">Other</td>
								<td align="center">other</td>
								<td align="center">0.3</td>
								<td align="center">2</td>
								<td align="center">53</td>
								<td align="center">73</td>
								<td align="center">79</td>
								<td align="center">71</td>
								<td align="center">71-79</td>
								<td align="center">90</td>
								<td align="center"> </td>
							</tr>
						</tbody>
					</table>
					<table-wrap-foot>
						<fn id="TFN6">
							<p> Legend: C=Celluclast 1.5L, U=Ultrazym AFP-L, V=Viscozyme L, EP=Enzymatic Preparation. <sup>@</sup> use of Simplex-Lattice Mixture Design, <sup>*</sup> including a protease and a amylase, <sup>**</sup> including a glucanase, <sup>#</sup> including a amylase and/or a protease, <sup>$</sup> including a amylase and/or a xylanase</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</sec>
			<sec id="sec3.3">
				<label>3.3.</label>
				<title>Three-component augmented Simplex-Lattice Mixture Design</title>
				<p>The matrix of the experimental design and the results of the three-component augmented Simplex-Lattice Mixture Design for the maximization of the yield as a function of the proportion of the three EP is presented in <xref ref-type="table" rid="t1">Table 1</xref>. One can easily observe a significant increase in these yields, whatever the proportion used, compared to the negative control.</p>
				<p>Our experimental results can be directly compared with the ones obtained by <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref>, who studied the effect of these three EP individually and in combination using iso-enzymatic proportion at an individual enzymatic concentration of 1%, on the yield of the oil extracted from a&#xe7;a&#xed; wet decocts. One can observe that our results, all obtained at an enzymatic concentration of 3%, are slightly lower (see essays 1-3, essays 4-6 and essays 13-15, <xref ref-type="table" rid="t1">Table 1</xref>). One can observe a variability in our results at the central point (see essays 13-15, <xref ref-type="table" rid="t1">Table 1</xref>), with an average experimental yield of 52.63 &#xb1; 3.66%. Such variability may be explained by the use of biological materials, and the independent repetition of all the essays. Note also that the central point provides the maximum experimental yield.</p>
				<p>
					<bold>
						<italic>Model fitting.</italic>
					</bold> The fitting of the different order models (i.e. linear, quadratic or cubic) to the experimental results of the yields showed that the cubic was the most appropriate one. In particular, the low global p-value (&lt; 0.0028) indicated that the model was significant, the high R<sup>2</sup> (&gt; 0.90) was satisfactory to validate the significance of the model, the high R<sup>2</sup>
					<sub>adj</sub> (&gt; 0.83) showed a good relationship between the experimental data and the fitted model and the high lack-of-fit p-value (&gt; 0.6) indicated that the model seemed to accurately fit the experimental data. The significant coefficients (p-value &lt; 0.05) of the factors of the cubic model are those of the linear effects (p-value &lt; 0.0001), followed by the cubic effect (p-value = 0.0026), and the quadratic effect between Ultrazym AFP-L and Viscozyme L (p-value = 0.0415).</p>
				<p>
					<bold>
						<italic>Optimal value of the proportion of the three enzymatic preparations.</italic>
					</bold> The optimal value of the proportion of the three EP for predicted maximum yield was determined by Response Surface Methodology. In particular, the contoured response surface using the special cubic model clearly showed that the highest yields were achieved with enzymatic mixtures containing more than 25% of Celluclast 1.5L (see red colored region in <xref ref-type="fig" rid="f1">Figure 1</xref>). According to the prediction profiling, the judicious proportion of the three EP which maximized the yield was 45.9% of Celluclast 1.5 L, 25.3% of Viscozyme L and 28.8% of Ultrazym AFP-L (see red vertical line that indicated the optimal value of each EP, in <xref ref-type="fig" rid="f2">Figure 2</xref>). In these conditions, the predicted maximum yield was 54.07 &#xb1; 8.91%. Note that this value is comparable to the maximum yield obtained experimentally (see essays 13-15, <xref ref-type="table" rid="t1">Table 1</xref>).</p>
				<fig id="f1">
					<label>Figure 1</label>
					<caption>
						<title>Contoured Response Surface of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %) as a function of the ratio of the three EP (enzymatic preparations: C = Celluclast 1.5 L, U = Ultrazym AFP and V = Viscozyme L) using the cubic model for the three-component augmented Simplex-Lattice Mixture Design. <break/> The assays were performed using a total enzymatic concentration of 3% and an extraction time of 4 hours. The experimental design presents 15 experimental points, in which 3 are single EP essay treatments (i.e. vertex of the triangle), 9 are two-EP mixture essay (i.e. on the edges of the triangle) and 3 are three-EP mixture essays (i.e. central point performed in triplicate).</title>
					</caption>
					<graphic id="gra-1" xlink:href="GYA-74-04-e528-gf1.png"/>
				</fig>
				<fig id="f2">
					<label>Figure 2</label>
					<caption>
						<title>Prediction profiling (with prediction intervals) and desirability function of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %) as a function of the ratio of the three EP (enzymatic preparations: C = Celluclast 1.5 L, U = Ultrazym AFP and V = Viscozyme L) using the cubic model of the three-component augmented Simplex-Lattice Mixture Design. The essays were performed using a total enzymatic concentration of 3% and an extraction time of 4 hours.</title>
					</caption>
					<graphic id="gra-2" xlink:href="GYA-74-04-e528-gf2.png"/>
				</fig>
				<p>
					<bold>
						<italic>Understanding of the enzymatic phenomena.</italic>
					</bold> Our results demonstrate that Celluclast 1.5L allowed for obtaining higher yield than using Viscozyme L or Ultrazym AFP-L (see essays 1-3 in <xref ref-type="table" rid="t1">Table 1</xref>). This can be explained by the fact that endo-enzymes randomly cleave internal bonds of the polymer chain, while exo-enzymes act on the end of the polymer chain. In particular, exo-glucanase (e.g. Celluclast 1.5 L) is essential in the breakdown of crystalline cellulose, and is considered an &#x201c;input enzyme&#x201d; for the releasing of oil contained in the vegetable cell (<xref ref-type="bibr" rid="B6">Dom&#xed;nguez <italic>et al.</italic> 1994</xref>). However, due to the overlapping of the different polymers of the vegetable cell wall, the accessibility of Celluclast 1.5 L to its specific substrate is intrinsically low. Therefore, enzymatic mixtures containing other class-type enzymes, in particular endo-enzymes, are more competitive. Our results clearly demonstrate that the enzymatic mixtures of two EP containing Celluclast 1.5L with Viscozyme L or Ultrazym AFP-L show yields higher than those obtained with the use of only one EP (see essays 4-5, 7-10 in <xref ref-type="table" rid="t1">Table 1</xref>, and red color region in <xref ref-type="fig" rid="f1">Figure 1</xref>). This finding can be explained by the fact that these two endo-enzymes easily and randomly act on different polysaccharides of the vegetable cell wall, and in particular generate ends of cellulose chain for the subsequent action of Celluclast 1.5L (<xref ref-type="bibr" rid="B20">Silvamany and Jahim, 2015</xref>). On the other hand, as already pointed out by <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic> (2018)</xref>, the essays carried out without Celluclast 1.5 L are considered non-advantageous as showing yields lower than those obtained with the use of only one EP (see essays 6, 11-12 in <xref ref-type="table" rid="t1">Table 1</xref>, and green color region in <xref ref-type="fig" rid="f1">Figure 1</xref>).</p>
				<p>
					<bold>
						<italic>Comparison with the literature.</italic>
					</bold> Some papers have already studied the effect of several EP, including cellulase, hemicellulase and/or pectinase, individually and in combination (using iso-enzymatic proportion), on the yield of the oil extracted by the EAE process from different vegetable matrices, using similar values for the enzymatic concentration and extraction time to ours (see e.g. <xref ref-type="bibr" rid="B1">Abdulkarim <italic>et al.</italic>, 2006</xref>; <xref ref-type="bibr" rid="B27">Zhang <italic>et al.</italic>, 2007</xref>; <xref ref-type="bibr" rid="B22">Tabtabei and Diosady, 2013</xref>; <xref ref-type="bibr" rid="B12">Mai <italic>et al.</italic>, 2013</xref>, and <xref ref-type="bibr" rid="B7">Ferreira <italic>et al.</italic>, 2018</xref>, <xref ref-type="table" rid="t3">Table 3</xref>). As observed, the results obtained by these authors are of the same order as those obtained in our work. Most of authors pointed out that the cellulase and the pectinase are among the main enzymes which contribute to increasing the yield. Moreover, most of the papers concluded that a synergetic action of the different EP on the vegetable cell wall is necessary to maximize the release of oil.</p>
				<p>However, to our knowledge, the literature presents very few works related to the optimization of enzymatic mixtures for the aqueous extraction of oil by employing a Simplex-Lattice Mixture Design. One can cite the papers of <xref ref-type="bibr" rid="B5">Dela Cruz <italic>et al.</italic> (2007)</xref> and <xref ref-type="bibr" rid="B20">Silvamany and Jahim (2015)</xref> (see <xref ref-type="table" rid="t3">Table 3</xref>). More specifically, <xref ref-type="bibr" rid="B5">Dela Cruz <italic>et al.</italic> (2007)</xref> observed that ternary mixtures did not provide significantly higher yields than binary mixtures, and concluded that the maximum yield was achieved using a 1:1 binary mixture of xylanase and cellulose (or amylase). <xref ref-type="bibr" rid="B20">Silvamany and Jahim (2015)</xref> showed that maximum experimental yield was acheived using a 1:1:1 ternary mixture of cellulase, hemicelulase and pectinase, an a maximum predicted yield with ratio 0.46:0.34:0.2 (celulase : hemicelulase : pectinase). Such an enzymatic proportion is very similar to that obtained in our work.</p>
			</sec>
			<sec id="sec3.4">
				<label>3.4.</label>
				<title>Two-factor Central Composite Design</title>
				<p>
					<xref ref-type="table" rid="t2">Table 2</xref> shows the matrix of the experimental design and the results of the two-factor Central Composite Design for the maximization of the yield as a function of the total enzymatic concentration and the extraction time, using the 0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L and Ultra&#xad;zym AFP-L, respectively. Once more, one can observe a variability in the results at the central point (i.e. total enzymatic concentration: 2.5%, extraction time: 7 hours) (see essays 9-11, <xref ref-type="table" rid="t2">Table 2</xref>), with an experimental average yield of 57.55 &#xb1; 1.19%. One can observe that the results obtained for the essays realized with a total enzymatic concentration of 2.5% and extraction times of 2 and 7 hours (see essays 7 and 9-11, <xref ref-type="table" rid="t2">Table 2</xref>) are coherent with the one predicted by the previous model for a total enzymatic concentration of 3% and an extraction time of 4 hours. Note that the highest experimental result was obtained for essay 8, with 60.19%, performed using a total enzymatic concentration of 2.5% and an extraction time of 12 hours.</p>
				<p>
					<bold>
						<italic>Model fitting.</italic>
					</bold> The fitting of the different order models (i.e. including linear, quadratic or interaction effects, and their combination) to the experimental results of the yields showed that the simpler second order models (i.e. that combine the linear &amp; quadratic effects) were the most appropriate ones. In particular, they are characterized by the lowest global p-value (&lt; 0.08), the highest R<sup>2</sup> (&gt; 0.75), the highest R<sup>2</sup>
					<sub>adj</sub> (= 0.59), and the highest lack-of-fit p-value &gt; 0.08. This is considered a good result in view of the great variability in handling biological raw materials. The most significant coefficients (p-value &lt; 0.05) of the factor of the second order model are those of the quadratic effect (p-value = 0.015) of the total enzymatic concentration and the linear effect (p-value = 0.019) of the extraction time, followed by the linear effect (p-value = 0.041) of the total enzymatic concentration.</p>
				<p>
					<bold>
						<italic>Optimization of the total enzymatic concentration and extraction time.</italic>
					</bold> The optimal values for the two factors for predicted maximum yield are identified by Response Surface Methodology. One can easily observe the quadratic effect of the total enzymatic concentration and the linear effect of the extraction time on the yield (see contoured response surface in <xref ref-type="fig" rid="f3">Figure 3</xref>). According to the prediction profiling, the values for the total enzymatic concentration and the extraction time which maximized the yield are 2.85% and 10.9 hours, respectively (see red vertical line that indicates optimum value for each factor, in <xref ref-type="fig" rid="f4">Figure 4</xref>). In these conditions, the predicted yield was 60.55 &#xb1; 5.98%. Note that this value is similar to the maximum yield obtained experimentally (see essay 8, <xref ref-type="table" rid="t2">Table 2</xref>).</p>
				<fig id="f3">
					<label>Figure 3</label>
					<caption>
						<title>Contoured Response Surface of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %) as a function of the total enzymatic concentration (expressed in %) and the extraction time (expressed in hours) using the second order model for the two-factor Central Composite Design. <break/> The essays were performed using the 0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L Ultrazym AFP-L, respectively. The experimental design presents 11 experimental points in which the central point (2.5% and 7 hours) was performed in triplicate. </title>
					</caption>
					<graphic id="gra-3" xlink:href="GYA-74-04-e528-gf3.png"/>
				</fig>
				<fig id="f4">
					<label>Figure 4</label>
					<caption>
						<title>Prediction profiling and desirability function of the EAE (Enzymatic Aqueous Extraction) oil recovery yield (expressed in %) as a function of the total enzymatic concentration (expressed in %) and extraction time (expressed in hours) using the second order model for the two-factor Central Composite Design. The essays were performed using the 0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L Ultrazym AFP-L, respectively.</title>
					</caption>
					<graphic id="gra-4" xlink:href="GYA-74-04-e528-gf4.png"/>
				</fig>
				<p>As the optimized extraction time lies at the upper extremity of the range of values, some more independent essays were performed in triplicate using extraction times of 8, 12 and 16 hours in order to statistically compare the experimental yields obtained. The results (57.55 &#xb1; 1.19%, 57.28 &#xb1; 2.77% and 56.03 &#xb1; 1.43%, respectively) were analyzed by Analysis of Variance (ANOVA) with a significance level of 5% (&#x3b1; = 0.05) and show that there is no statistical difference between the results (p-values &gt; 0.05).</p>
				<p>
					<bold>
						<italic>Understanding of the enzymatic phenomena.</italic>
					</bold> As pointed out previously, the yield is significantly influenced by the quadratic effect of the total enzymatic concentration. The yield was enhanced when the total enzymatic concentration increased, because the enzymatic mixture of the three EP hydrolyzed the different polymers of the vegetable cell wall, which enable the release of the oil. However, once the total enzymatic concentration reached the maximum value, the yield slightly decreased with further increase in the total enzymatic concentration. This may be explained by possible enzyme aggregation caused by excess enzymes, which restricted their individual flexibility and activity, by the accumulation of intermediate products which inhibit the enzymatic activity, or by the stabilization of a fat emulsion in water by the enzymes which act as protein surfactants. Regarding the extraction time, the statistical treatment pointed out the significant linear effect of the extraction time, but the prediction profiling, the desirability function and the extra experimental essays showed that an increase in the extraction time up to 12 hours did not provide a significantly (&#x3b1; = 0.05) higher yield compared to 8 hours. Some authors explained that a long extraction time might contribute to the depletion of the substrates and/or the product inhibition of enzymes (<xref ref-type="bibr" rid="B27">Zhang <italic>et al.</italic>, 2007</xref>; <xref ref-type="bibr" rid="B8">Li <italic>et al.</italic>, 2011</xref>), to a partial inactivation of the enzyme and/or to the adsorption of the oil onto the remaining solid fraction, or to the liberation of cellular components including phospholipids, glycolipids, and proteins, which form lipid-protein aggregates and emulsion stabilization (<xref ref-type="bibr" rid="B14">Nguyen <italic>et al.</italic>, 2020</xref>), consequently reducing the yield.</p>
				<p>
					<bold>
						<italic>Comparison with the literature.</italic>
					</bold> Some papers have already used experimental designs for the identification of the optimal values of the total enzymatic concentration and the extraction time (among others) for the maximization of the yield of the oil extracted by the EAE process from different vegetable matrices, using cellulase, hemicellulase and/or pectinase (see <xref ref-type="table" rid="t4">Table 4</xref>).</p>
				<table-wrap id="t4">
					<label>Table 4</label>
					<caption>
						<title>Comparison of the ranges and optimal values for the total enzymatic concentration (%) and the extraction time (hours) suited by the Experimental Design for the maximization of the yield (%) of the oil extracted by the EAE process from different vegetable matrices, using cellulase, hemicellulase and/or pectinase.</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="center"> </th>
								<th align="center"> </th>
								<th align="center" colspan="3">Enzymatic preparations </th>
								<th align="center">Methodology</th>
								<th align="center" colspan="4">Total enzymatic concentration (%) </th>
								<th align="center" colspan="4">Extraction time (hours) </th>
								<th align="center">Max Yield</th>
							</tr>
							<tr>
								<th align="center">Reference</th>
								<th align="center">Matrix</th>
								<th align="center">Cellulase</th>
								<th align="center">Hemicell.</th>
								<th align="center">Pectinase</th>
								<th align="left"> </th>
								<th align="center">Range</th>
								<th align="center">Optimal</th>
								<th align="center">L</th>
								<th align="center">Q</th>
								<th align="center">Range</th>
								<th align="center">Optimal</th>
								<th align="center">L</th>
								<th align="center">Q</th>
								<th align="center">%</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">* <xref ref-type="bibr" rid="B1">Abdulkarim <italic>et al</italic>. 2006</xref>
								</td>
								<td align="center">Moringa seed</td>
								<td align="center">C</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">OFAT</td>
								<td align="center">0.5-2.5</td>
								<td align="center">&gt;2</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">0-48</td>
								<td align="center">&gt;36</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">74</td>
							</tr>
							<tr>
								<td align="left">* <xref ref-type="bibr" rid="B27">Zhang <italic>et al</italic>. 2007</xref>
								</td>
								<td align="center">Rapeseed</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">OFAT</td>
								<td align="center">0-5</td>
								<td align="center">&gt;2.5</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">1-7</td>
								<td align="center">&gt;4</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">90</td>
							</tr>
							<tr>
								<td align="left">* <xref ref-type="bibr" rid="B22">Tabtabei and Diosady, 2013</xref>
								</td>
								<td align="center">Yellow mustard flour</td>
								<td align="center">C</td>
								<td align="center">V</td>
								<td align="center">other</td>
								<td align="center">OFAT</td>
								<td align="center">-</td>
								<td align="center">3</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">-</td>
								<td align="center">3</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center">76</td>
							</tr>
							<tr>
								<td align="left">
									<xref ref-type="bibr" rid="B27">Zhang <italic>et al</italic>. 2007</xref>
								</td>
								<td align="center">Rapeseed</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">RSM</td>
								<td align="center">0.5-1.5</td>
								<td align="center">1.5</td>
								<td align="center">X</td>
								<td align="center"> </td>
								<td align="center">1-3</td>
								<td align="center">3</td>
								<td align="center">X</td>
								<td align="center"> </td>
								<td align="center">75</td>
							</tr>
							<tr>
								<td align="left">
									<xref ref-type="bibr" rid="B23">Womeni <italic>et al</italic>. 2008</xref>
								</td>
								<td align="center">Bush mango kernel</td>
								<td align="center">-</td>
								<td align="center">V</td>
								<td align="center">other</td>
								<td align="center">RSM</td>
								<td align="center">0-2</td>
								<td align="center">&gt;1.4</td>
								<td align="center">X</td>
								<td align="center"> </td>
								<td align="center">6.6-18.4</td>
								<td align="center">&gt;14</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">83</td>
							</tr>
							<tr>
								<td align="left">
									<xref ref-type="bibr" rid="B24">Xie <italic>et al</italic>. 2011</xref>
								</td>
								<td align="center">Wheat germ</td>
								<td align="center">-</td>
								<td align="center">V</td>
								<td align="center">-</td>
								<td align="center">RSM</td>
								<td align="center">0.1-4</td>
								<td align="center">1.1</td>
								<td align="center"> </td>
								<td align="center">X</td>
								<td align="center">0.5-24</td>
								<td align="center">&gt;5.25</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">66</td>
							</tr>
							<tr>
								<td align="left">* <xref ref-type="bibr" rid="B12">Mai <italic>et al</italic>. 2013</xref>
								</td>
								<td align="center">Gac fruit</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">other</td>
								<td align="center">RSM</td>
								<td align="center">5-25</td>
								<td align="center">14</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">1-3</td>
								<td align="center">2</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">80</td>
							</tr>
							<tr>
								<td align="left">
									<xref ref-type="bibr" rid="B14">Nguyen <italic>et al</italic>. 2020</xref>
								</td>
								<td align="center">Sacha Inchi Seed</td>
								<td align="center">other</td>
								<td align="center">-</td>
								<td align="center">-</td>
								<td align="center">RSM</td>
								<td align="center">2-6</td>
								<td align="center">4.5</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">2-6</td>
								<td align="center">5</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">95</td>
							</tr>
							<tr>
								<td align="left">
									<xref ref-type="bibr" rid="B9">Liu <italic>et al</italic>. 2020</xref>
								</td>
								<td align="center">Peanut</td>
								<td align="center">other</td>
								<td align="center">V</td>
								<td align="center">other</td>
								<td align="center">RSM</td>
								<td align="center">0.5-2</td>
								<td align="center">1.5</td>
								<td align="center">X</td>
								<td align="center">X</td>
								<td align="center">0.3-2.3</td>
								<td align="center">1.5</td>
								<td align="center"> </td>
								<td align="center">X</td>
								<td align="center">78</td>
							</tr>
						</tbody>
					</table>
					<table-wrap-foot>
						<fn id="TFN7">
							<p>
								<italic>C=Celluclast 1.5L, U=Ultrazym AFP-L, V=Viscozyme L, OFAT=One Factor At a Time, RSM=Response Surface Methodology. * References also present in</italic> 
								<xref ref-type="table" rid="t3">
									<italic>Table 3</italic>
								</xref>
								<italic>. L. Linear factors. Q. Quadratic factors.</italic>
							</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
				<p>Regarding the total enzymatic concentration, <xref ref-type="bibr" rid="B24">Xie <italic>et al.</italic> (2011)</xref>, <xref ref-type="bibr" rid="B12">Mai <italic>et al.</italic> (2013)</xref>, <xref ref-type="bibr" rid="B14">Nguyen <italic>et al.</italic> (2020)</xref> and <xref ref-type="bibr" rid="B9">Liu <italic>et al.</italic> (2020)</xref> also observed the significant quadratic effect of the total enzymatic concentration on yield. Other papers (<xref ref-type="bibr" rid="B1">Abdulkarim <italic>et al.</italic> 2006</xref>; <xref ref-type="bibr" rid="B27">Zhang <italic>et al.</italic> 2007</xref> and <xref ref-type="bibr" rid="B23">Womeni <italic>et al.</italic>, 2008</xref>) showed a stabilization of the yield above a value of total enzymatic concentration (see Total enzymatic concentration (%), <xref ref-type="table" rid="t4">Table 4</xref>).</p>
				<p>Regarding the enzymatic time, <xref ref-type="bibr" rid="B27">Zhang <italic>et al.</italic> 2007</xref>, <xref ref-type="bibr" rid="B23">Womeni <italic>et al.</italic> 2008</xref>, <xref ref-type="bibr" rid="B24">Xie <italic>et al.</italic> 2011</xref>, <xref ref-type="bibr" rid="B12">Mai <italic>et al.</italic> 2013</xref> and <xref ref-type="bibr" rid="B14">Nguyen <italic>et al.</italic> 2020</xref> also pointed out the significant linear effect of the extraction time, even if they showed that an increase in the extraction time up to the predicted optimal value did not provide a sig&#xad;nificant higher yield. This was also the conclusion of the papers of <xref ref-type="bibr" rid="B1">Abdulkarim <italic>et al.</italic> (2006)</xref>; <xref ref-type="bibr" rid="B27">Zhang <italic>et al.</italic> (2007)</xref> and <xref ref-type="bibr" rid="B9">Liu <italic>et al.</italic> (2020)</xref> (see Extraction time (hours), <xref ref-type="table" rid="t4">Table 4</xref>).</p>
			</sec>
		</sec>
		<sec id="sec4" sec-type="conclusions">
			<label>4.</label>
			<title>Conclusions</title>
			<p>In the present work, an efficient and sustainable enzymatic aqueous extraction process for a&#xe7;a&#xed; oil is suggested. Its particularities are to perform the extraction from &#x201c;in nature&#x201d; wet a&#xe7;a&#xed; decocts and using exclusively carbohydrases. Three enzymatic aqueous extraction parameters (i.e. proportion of three commercial carbohydrase enzymatic preparations, total enzymatic concentration and extraction time) were optimized using two successive Experimental Designs coupled to Response Surface Methodology. Under the optimum conditions identified (0.49:0.25:0.28 ternary mixture of Celluclast 1.5 L, Viscozyme L and Ultrazym AFP-L, total enzymatic concentration: 2.85%, extraction time: 10.9 hours), the highest oil recovery yield of 60.55 &#xb1; 5.98% was estimated. This process allows satisfactory yields compared to conventional extraction methods, with the advantage of being carried out under environmentally-friendly conditions. Moreover, this technique is relatively accessible and easily implantable by Amazonian communities, and could help to create new market opportunities.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>Acknowledgments</title>
			<p>The authors are grateful to the Institutional Scientific Initiation Scholarship Program of the Federal University of Par&#xe1; for the scholarships. The authors also want to thank Herv&#xe9; Rogez, head of the Center for Valorization of Amazonian Bioactive Compounds, for providing the laboratory and the equipment for carrying out the experiments.</p>
		</ack>
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