Abstract
The capability of multi-component reactions in rapid immobilization of enzymes was considered for co-immobilization of Thermomyces lanuginous lipase (TLL) and Candida antarctica lipase B (CALB) [TLL: CALB]; Rhizomucor miehei lipase (RML) and CALB [RML: CALB] on amine-functionalized silica-coated magnetic nanoparticles (Fe3O4@SiO2-NH2). Immobilization of different ratios of lipases was performed within 3 h under mild conditions; producing specific activity ranging from 29 to 35 U/mg for TLL:CALB and 21–34 U/mg for RML:CALB. The co-immobilized derivatives showed improved co-solvent and thermal stability compared to the corresponding free enzymes. All the derivatives were also used to catalyze the transesterification of waste cooking oil with methanol to produce biodiesel (fatty acid methyl esters). Response surface method (RSM) and a central composite rotatable design (CCRD) were used to study the effects of different factors on the FAME yield. Fe3O4@SiO2-NH2-RML-CALB and Fe3O4@SiO2-NH2-TLL-CALB had maximum FAME yields of 99–80%, respectively.
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Introduction
Fossil fuels have been used for many years as the most dominant fuel for motor engines. However, the serious crisis of declining fossil fuel resources and environmental pollution have led to a search for new renewable biofuels and finding novel alternative fuel sources [1]. Mono alkyl esters of long-chain fatty acids, known as biodiesel, has been suggested as one of promising renewable fuels. Biodiesel can be produced through transesterification of various oils and fats via alcoholysis of triglyceride [2]. The transesterification reaction performs through a catalytic pathway. The catalyst may be alkaline [3], acid [4, 5], or enzyme [6,7,8]. Enzyme catalyzed reactions are environmentally friendly, and require mild reaction conditions and compatible with a wide variety of feedstocks [9].
Lipases have the ability to catalyze a wide range of reactions such as esterification, transesterification, and polymerization with high chemo-, regio- and stereoselectivity [10]. Free enzymes are cheaper than immobilized lipases, but they are often easily inactivated and difficult to be separated from the reaction system [11]. Immobilization of lipases giving rise to high operational stability and reusability makes them suitable for batch or continuous systems.
Lipases can be immobilized on various supports by several methods like adsorption, cross-linking, covalent attachment, and physical entrapment [12]. The covalent attachment of an enzyme on a solid support for irreversible enzyme immobilization is usually preferred when leaching of an enzyme from the support is the main concern [13]. However, there are some disadvantages in covalent binding of enzymes; for example, the conditions for attachment are more complicated compared to the other methods such as physical adsorption and ionic binding. Factors that are significant in selecting the immobilization strategy are the simplicity of the method, good catalytic activity, immobilization time, stability, and reusability of the immobilized enzyme [14].
There are a wide variety of carriers for lipase immobilization. Magnetic nanoparticles have been identified as a suitable support for stabilization of biological macromolecules [15, 16]. Low toxicity, surface modifiability, and high immobilization capacity also make this type of support an ideal one for enzyme immobilization [17].
Meanwhile, different protocols for immobilization may lead to various properties of a unique enzyme. Recently, new strategies for the covalent binding of enzymes have been developed using isocyanide-based multi-component reactions (ICMRs). The results of using three- and four-component reaction for covalent attachment of enzymes on epoxy, acid, amine, and aldehyde functionalized supports have been reported by our group [18,19,20,21].
This simple protocol provides high immobilization yields and loading capacity in a very short reaction time. In traditional immobilization method loading of 10 mg of enzyme on 1 gr of the support takes 24 h of reaction time and this is challenging where the high immobilization capacity is required [22,23,24]. Furthermore, due to non-quantitative co-immobilization of the used enzymes, it is impossible to calculate the exact amount of each enzyme loaded on the support. While in the ICMRs’ method, high loading capacity of the method permits to use high concentration of enzymes for co-immobilization and, most importantly, one can be sure that 100% of each enzyme is immobilized on the support. This is very important when using different ratios of enzymes. The other important point is that each active group on the support offers a unique immobilization protocol which is basically different with other functional groups. For example, with amine group on the surface of support (present study), we deliberately targeted the carboxylic acid groups of the enzyme surface to be involved in the coupling reaction.
Due to great achievement of this protocol, we here describe the use of multi-component reaction for one-pot co-immobilization of lipases on amine-functionalized silica-coated magnetic nanoparticles (Fe3O4@SiO2-NH2), Candida antarctica lipase B (CALB) as a non-specific enzyme was co-immobilized with Thermomyces lanuginous lipase (TLL) and Rhizomucor miehei Lipase (RML) as 1,3-specific lipases and the effect of the used protocol on functional properties of immobilized lipases was evaluated.
We have recently reported immobilization of CALB, TLL, and RML individually on the amine-functionalized silica-coated magnetic nanoparticles (Fe3O4@SiO2-NH2) individually. Our results indicated that for immobilized RML, TLL, and CALB (with exactly the same method for immobilization), the maximum fatty acid methyl ester )FAME( yields were approximately low 61, 62, and 52%, respectively [25]. In this report, the time of reaction was lowered from 96 to 72 h by combination of these enzymes and reaching to maximum yields of 99–80% for RML-CALB and TLL-CALB systems, respectively. Until now, different methods have been used for the simultaneous use of two lipase enzymes for biodiesel production. For example, combi-lipase has been proposed as a solution for the simultaneous use of two enzymes. Alves and co-workers reported commercially individually immobilized CALB (Novozym 435) was the less active one (40% conversion after 72 h), individually immobilized RML (Lipozyme RM-IM) and TLL(Lipozyme TL-IM) resulted to 45 and 50% conversion, respectively, but the combination of 80% of RML and 20% of CALB was the best biocatalyst (80% conversion after 25 h) [26]. Poppe and co-workers reported the enzymatic transesterification of olive and palm oils, using standalone or mixtures of three commercially immobilized lipases same as Alves as biocatalysts: Novozym 435 (CALB), Lipozyme TL-IM (TLL), and Lipozyme RM-IM (RML). For olive oil, the combination of 29.0% of TLL, 12.5% of RML, and 58.5% of CALB was the best, allowing for 95% conversion efficiency in 18 h of reaction, up from 50% for the best individual lipase (CALB), and for palm oil, the best enzyme combination was 52.5% of TLL and 47.5% of RML, resulting in 80% of conversion of ethyl esters in 18 h, compared to only 44% when TLL was used as single enzyme [27].
Conversion yields in present work are higher than most of combi-lipase systems also, because in this report, magnetic nanoparticles are used as a carrier, it is much easier to separate the catalyst from the reaction mixture, and it can be embedded with a magnet.
A 5-level-5-factor central composite design (CCD) was then used to design the experiments for biodiesel production using immobilized derivatives and response surface methodology (RSM) was carried out for the procedure of optimization. Several reaction parameters that influence fatty acid methyl ester (FAME) yield reaction, such as temperature, biocatalyst/oil ratio, t-butanol concentration, water/oil ratio (for TLL:CALB), water-absorbent/oil (for RML:CALB), and RML:CALB or TLL:CALB ratio, were optimized. The relationship between the parameters and the responses were further analyzed.
Experimental
Materials
Waste cooking oil was purchased from a local restaurant. The molecular weight of the waste cooking oil was found to be 856.3 g/mol from the saponification value of 196.2 mg KOH/g. The acid value was 76 mg KOH/g. The fatty acid composition of the waste cooking oil was 40.6% oleic acid, 17.6% linoleic acid, 32.2% palmitic acid, and 5.2% stearic acid. Carl Fisher titration method was used to measure the water content in the oil and was determined to be 0.01 (wt.%). Lipase from Rhizomucor meihei (RML), Thermomyces lanuginous lipase (TLL), FeCl2.4H2O, FeCl3.6H2O, triethylamine (Et3N), p-nitrophenyl butyrate (p-NPB), and tetraethyl orthosilicate (TEOS) were from Sigma, and Candida antarctica lipase B (CALB) was a kind gift from Novoenzymes. Methanol, ethanol, 1-propanol, t-butanol, blue silica gel, n-hexane, toluene, and cyclohexyl isocyanide were purchased from Merck. 3-(Aminopropyl) trimethoxysilane (APTMS) 97% was purchased from Alfa Aesar.
Methods
Preparation of magnetic nanoparticles (MNPs) and silica-coated magnetic nanoparticles (Fe3O4@SiO2)
Magnetic nanoparticles was prepared by co-precipitation method [28]. 1.25 g of FeCl2.4H2O and 3.4 g of FeCl3.6H2O in 100 mL deionized water, followed by addition of 9 mL of ammonia solution 32% under vigorous stirring at room temperature for 1 h. The mixture was first washed with distilled water and then with ethanol. The classical Stöber [29] method was used for coating the resulting magnetic nanoparticles with a silica shell. 1 g of Fe3O4 was mixed with 80 mL of ethanol. This suspension was dispersed under ultra-sonication for 1 h. Afterwards, in the presence of a constant N2 gas flux, 20 mL of deionized water and 15 mL of ammonium hydroxide solution were added to the suspension at room temperature followed by adding 3.97 mL of TEOS. The mixture was stirred for 5 h to obtain silica-coated Fe3O4 nanoparticles which were washed several times with distilled water and ethanol and were dried at room temperature.
Functionalization of Fe3O4@SiO2 by APTMS
The silica-coated MNPs (1 g) was treated with triethylamine (75 μL) and (3-aminopropyl) trimethoxysilane 97% (1.2 mL) in toluene (40 mL) in order to introduce amino groups onto the Fe3O4@SiO2 surface. The mixture was treated at 110 °C for 3 h under nitrogen atmosphere and constant stirring. The amino-functionalized nanoparticles (Fe3O4@SiO2-NH2) were separated from the mixture by applying an external magnet. The Fe3O4@SiO2-NH2 nanoparticles were washed with ethanol and after that with distilled water. Finally, the functionalized MNPs were dried at room temperature. The chemical procedure is shown at Scheme 1.
Lipase immobilization
20 mg of Fe3O4@SiO2-NH2 was added to 1 mL HPLC water; the mixture sonicated for 20 min; after that, 60 mg of lipase mixture (TLL:CALB or RML:CALB) at different ratios 0.5:1- 1:1- 1.5:1- 2:1 and 2.5:1 were added to Fe3O4@SiO2-NH2 in water. Immobilization was started by adding 6 μL of cyclohexyl isocyanide for RML:CALB and 4 μL for TLL:CALB under gentle stirring, followed by incubation at 25 °C for 3–7 h for RML:CALB and 2-3 h for TLL:CALB. Samples of the supernatant were withdrawn and analyzed for determination of the protein concentration by the Bradford’s method, the amount of lipase bound to the carrier was determined as the difference between the initial and residual protein concentration [30]. Finally, co-immobilized derivatives were separated by an external magnet and washed by distilled water and stored at 4 °C.
The yield of immobilizations was calculated based on the ratio of the protein attached to the support to the initial amount of the protein (Eq. 1). B0 is initial and B1 is residual protein concentration
Enzyme activity assay
The activity of the co-immobilized derivatives was quantified by the release of p-nitrophenol during the hydrolysis of p-nitrophenyl butyrate (p-NPB) in 25 mM sodium phosphate buffer (pH 8.2) at room temperature. Specific activity is given as 1 μmol of p-nitrophenol released per minute per mg of the enzyme (IU) under the conditions described as follows. Briefly, 0.01–0.1 mL of the immobilized lipase suspension or solution (blank or supernatant without further dilution) was added to 2 ml of sodium phosphate buffer (25 mM, pH 8.2) containing 20 μL of p-NPB (0.3 mM). The p-NPB hydrolysis was then followed spectrophotometrically by measuring the increment in absorbance at 410 nm for 2 min at room temperature.
Characterization of the carrier and co-immobilized biocatalysts
Characterization of the synthesized Fe3O4@SiO2 derivatives was carried out using X-ray diffraction analysis (XRD), scanning electron microscopy (SEM), and FT-IR spectroscopy. The size and morphology of magnetic nanoparticles were investigated through scanning electron microscopy with KYKY-EM3200. The images were digitized under the following files: voltage 25.0 kV; probe size, 3.0 nm and magnification, 20,000–80000x. Infrared analysis of the solid samples was collected by FT-IR Bruker in the range of 4000–400 cm−1 and the X-ray diffraction measurements were obtained on an STOE-STADV Powder Diffraction System and taken from 1° to 80° (2θ value) using 1.54060 Cu radiation.
Thermal stability of the immobilized preparations
Investigation of thermal stability of the free and co-immobilized lipases (TLL:CALB 1:1 and RML:CALB 1:1) was carried out by incubation of appropriate amount of the free lipases and their co-immobilized derivatives in 400 μL of 25 mM phosphate buffer, pH 7.2 at 35–70 °C (with 5 °C intervals). The samples were incubated for 2 h and their activities were measured using the p-NPB assay described above. The residual activity was calculated as the ratio between the remaining activity at a given time and the initial activity of each biocatalyst.
Organic solvent stability
The stability of free lipases and their co-immobilized derivatives (TLL:CALB 1:1 and RML:CALB 1:1) in four organic solvents, including methanol, ethanol, and 1-propanol, was investigated at 25 °C. The appropriate amount of each biocatalyst was added to a 25 mM (pH 7.2) sodium phosphate buffer, containing 10, 20, and 50 vol.% of each solvent. Samples were incubated for 24 h, and their residual activity was calculated as the ratio between the remaining activity and the initial activity of each biocatalyst.
Effect of pH on enzyme activity
To determine the pH activity profile of CALB, RML, TLL, and their co-immobilized derivatives (TLL:CALB 1:1 and RML:CALB 1:1), the activity assays were carried out over a pH range of 5.0–10.5 in 2 ml of 25 mM phosphate buffer at 25 °C. Each set of experiments were performed in triplicate and the average values were calculated.
Biodiesel production
The enzymatic FAME production was carried out according to each design points and the results of FAME yield was used as the response values to optimize the reaction conditions. The reaction was performed in 4 mL screw-capped vials containing 130 mg waste cooking oil and anhydrous methanol, at an oil-to-methanol molar ratio of 1:3. Methanol was added by a three-step procedure and each one molar equivalent of methanol was added at the reaction time of 0, 24 h, and 48 h. The mixtures were incubated for 72 h under constant magnetic agitation of 600 rpm at 35, 40, 45, 50, and 55 °C. At the end of the reaction, an aliquot of the reaction medium was taken, and analyzed by the gas chromatography (GC) method as described below.
GC analysis of fatty acid methyl ester
The oil phase of the reaction mixture was separated by centrifugation at 7000 rpm for 7 min. 20 μL of treated sample was mixed with 1000 μL of 0.8 mg/mL methyl laurate in n-hexane. The reaction products were monitored by injecting 0.6 μL of the sample into capillary column gas chromatography (Thermo-Quest-Finnigon) equipped with a flame-ionization detector (FID). Zebron capillary column (30 m × 0.25 mm i.d.; Phenomenex, USA.). Nitrogen as carrier gas at a constant pressure of 0.8 mL/min was used. The injector and FID temperature were set at 150 and 300 °C, respectively. The oven temperature was initially held at 150 °C for 1 min and then increased to 210 °C at 25 °C /min, finally to 240 °C at 10 °C /min and held for 8 min
where C = Conversion (FAME yield), ∑A = total peak area; AIS = internal standard (methyl laurate) peak area; CIS = concentration of the internal standard solution in mg/mL; VIS = volume of the internal standard solution used in mL; m = mass of the sample, in mg.
Experimental design
The biodiesel synthesis from waste cooking oil was developed and optimized using response surface methodology (RSM) provided by Design Expert software version 10.0.7 (State Ease Inc, Minneapolis, USA). A 5-level-5 factor central composite design was employed to fit a second-order response surface model which requires 45 experiments, including 32 factorial points, 10 axial points, and 3 replicates at the center points. The center points were repeated 3 times to determine the experimental error (pure error) and the reproducibility of the data. The parameters [21, 25] for designing reactions were based on our previous reports about using multi-component reactions for enzyme immobilization.
Five identified independent variables were A: reaction temperature (35–55 °C), B: enzyme-to-oil ratio (5–25 wt.%), C: water for TLL:CALB (0–40 wt.%)/ water adsorbent (blue silica gel) for RML:CALB (20–60 wt.%), D: t-butanol ratio to oil (10–50 wt.%), and E: TLL:CALB or RML:CALB (0.5:1—2.5:1); each independent variables level were chosen based on our previous investigations. The independent variables are coded to two levels to be precise low (-1) and high (+ 1). The axial points are coded as -2 (-α) and + 2 (+ α). In this research, the α value was fixed at 2 which is the distance of the axial point from center and makes the design rotatable.
Reusability
The enzyme reuse was evaluated in the transesterification reaction of waste cooking oil with methanol (oil:methanol ratio 1:3), co-immobilized TLL:CALB (1:1) or RML:CALB (1:1), enzyme-to-oil ratio (10 wt.%), and water for TLL:CALB (20 wt.%)/water adsorbent (blue silica gel) for RML:CALB (20 wt.%). After methanolysis reactions, immobilized lipases were separated by centrifugation (4000 rpm, 5 min) and washed with n-hexane three times, and then, the lipase derivatives were dried in a desiccator for 24 h. This procedure was repeated up to five cycles in the same condition as described above. The ester yield of the first reaction was set as 100% and the ester yield in the subsequent reactions was calculated accordingly.
Results and discussion
Immobilization
The amount of co-immobilized lipases, their specific activity, and immobilization time are shown in Table 1. As can be seen in Table 1 by increasing CALB:RML and CALB:TLL ratio from 1:1 to 2.5:1, the amount of immobilized enzyme on the support is almost the same for all ratios. The specific activity of free CALB and RML (49.5 and 52.9 U/mg, respectively) decreased to 29–35 and 21–34 U/mg after immobilization for TLL:CALB and RML:CALB, respectively, which is common phenomenon after immobilization due to secondary structural changes. For all ratios in both co-immobilized system, there is no remarkable increase or decrease in specific activity from 0.5:1—2:1 but by further increase of CALB to 2.5:1 in both preparations a decrease in specific activity was observed. Covalent co-immobilization of RML:CALB and TLL:CALB on Fe3O4@SiO2-NH2 was performed via an isocyanide-based multi-component reaction approach. In this way, amino-functionalized Fe3O4@SiO2 supplies amine group to react with an intermediate already formed by the reaction between cyclohexyl isocyanide and carboxylic acid groups of lipase [31, 32].
Co-immobilization of RML:CALB (4–15 mg/g) on epoxy functionalized silica gel in our previous report was carried out in 6 h [21], but in this report via isocyanide-based multi-component reaction, TLL:CALB and RML:CALB (60 mg/g) were immobilized on amino-functionalized Fe3O4@SiO2 in 2 and 3 h, respectively, which is showing dramatically decrease in immobilization time and increase in immobilization yield. In another study, Mohammadi et al. in 2016 reported rapid immobilization of enzyme (30 min) via a three-component immobilization reaction that use epoxide groups from the support, isocyanide as an additive and carboxylic acids from enzyme. The results showed in the absence of isocyanide 95% immobilization yield was achieved after 24 h of incubation. The loading of the supports was also dramatically improved in this method with persevering the specific activity [33].
An enzyme loading of 55.2–60 mg/g support was achieved for TLL:CALB, corresponding to 91–100% enzyme loading. For RML:CALB, the enzyme loading was 56.7–60 mg/g support with 94–100% enzyme loading efficiency. More surprisingly, the results for RML:CALB and TLL:CALB showed co-immobilization causes to increase in enzyme specific activity compared to the individually immobilized enzymes Fe3O4@SiO2-NH2-TLL, Fe3O4@SiO2-NH2-RML, and Fe3O4@SiO2-NH2-CALB.
Characterization
XRD pattern
To identify the crystalline structure of Fe3O4 MNPs, their X-Ray Diffraction (XRD) pattern was investigated (Fig. 1 a–c). As can be seen, the existence of a peak around the angle (2θ) equal to 35.63° confirms the formation of spinal ferrites [34]. All the strong peaks observed at (2θ = 30.27°, 35.57°, 43.08°, 53.87°, 57.10°, and 62.85°) are indexed to the highly crystalline cubic spinel structure of Fe3O4 nanoparticles (compared with the JCPDS 01–088-0315 data file) [35]. The same sets of characteristic peaks for all Fe3O4@SiO2, Fe3O4@SiO2-NH2, and Fe3O4@SiO2-NH2-TLL-CALB indicate the stability of the crystalline phase of Fe3O4 nanoparticles during silica coating, surface amine functionalization, and enzyme immobilization.
Infrared spectroscopy analysis IR
FT-IR spectroscopy was used to confirm the functionalization of the supports. In Fig. 2 (a–f), the spectra of (a) Fe3O4@SiO2, (b) amino-functionalized magnetic nanoparticles (Fe3O4@SiO2-NH2), (c) Fe3O4@SiO2-NH2-TLL-CALB and free TLL, RML, and CALB (e, d, f) are presented. In Fig. 2a, the peaks at 809.67 and 1096.44 cm−1 refer to the symmetric stretching of Si–OH and Si–O-Si, respectively; also, the broad band about 3400 cm−1 could be attributed to the O–H-stretching frequency of silanol group which can be seen only for the silica-coated nanoparticles. Absorption bands due to the (Fe–O) are observed in the 450–550 cm−1. In the IR spectra of pure lipases Fig. 2 (e–f), many characteristic bands of the amino acids such as the C = O bond of the amino acid in the region 1630–1640 cm−1, and OH-stretching band at 3200 cm−1 are observed.
Scanning electron microscopy (SEM)
Surface morphology of synthesized Fe3O4@SiO2, Fe3O4@SiO2-NH2 and co-immobilized derivatives (Fe3O4@SiO2-NH2-TLL-CALB) were observed through SEM (Fig. 3a–c). The final product of the synthesis consists of several bunches of spherical shaped in several micron sizes. SEM analysis was utilized to display the spherical morphology of the support remains unchanged through the functionalization and immobilization process. It can be concluded that the modification still preserving the textural properties of the parent support such as many previous reports [36, 37].
Thermal stability of the immobilized enzyme
Figure 4 shows the time course of residual activity of crude CALB, TLL, RML, and their co-immobilized derivatives at different temperatures (35–70 °C). The thermal stability of co-immobilized derivatives at all temperatures decreased gradually [38]. At the lowest temperature (35 °C), all the free and co-immobilized enzymes preserved their activities. At 45 °C, free RML and CALB showed only 70% residual activity at 2 h, whereas Fe3O4@SiO2-NH2-RML-CALB completely retained its activity. Increasing the temperature to 55 °C clearly unraveled the difference in the stability of biocatalyst. While RML:CALB and TLL:CALB preserved completely their activity, free TLL, RML, and CALB activity decreased to 72, 39, and 15% of their initial activity, respectively. At 70 °C, Fe3O4@SiO2-NH2-RML-CALB deactivated to less than 50% residual activity, while Fe3O4@SiO2-NH2-TLL-CALB kept 90% of initial activity. At this temperature, the tertiary structure of the enzyme is altered drastically leading to protein unfolding [39]. Apparently, co-immobilized lipases on Fe3O4@SiO2 showed better thermal stabilities than those free forms, since covalent attachment provides strong binding interaction between lipase and support that reduces the occurrence of drastic conformational changes and enhances glycoprotein’s structural rigidity.
Effect of pH on immobilized enzyme activity
The effect of pH on the activity of free and co-immobilized lipases on Fe3O4@SiO2 was investigated at different pH values from 5.0 to 10.5 and the results are presented in Fig. 5. The free and co-immobilized lipase both exhibited maximum activity at pH 7.0–9.0. It can be concluded that both lower and higher pH values are unfavourable for enzymatic activity of the lipase. This could be due to the changes in the enzyme structure and ionic states of the active site residues; though, the co-immobilized enzymes showed higher stability at alkaline conditions (pH 9.0). Other ratios of co-immobilized derivatives presented similar results.
Organic solvent stability
In most of the enzymatic reactions, the use of organic solvents is inevitable. Enzymes could maintain high catalytic activity in organic solvents that are rather hydrophobic, whereas in those organic solvents with log p < 2, the enzyme would lose its activity very rapidly. This is because a few amounts of water molecules are required for enzymatic function, and usually, polar organic solvents tend to strip this essential water and decrease the catalytic activity of lipase [40]. The deleterious effect of organic solvents on lipase enzymes can be eliminated by using immobilized enzyme preparations. The stability of the covalently immobilized preparations compared to the free lipases in the presence of methanol, ethanol, and 1-propanol is shown in Fig. 6a–c. Both co-immobilized derivatives revealed improved stability in the presence of the four organic co-solvents compared to the soluble enzymes.
Fe3O4@SiO2-NH2-TLL-CALB and Fe3O4@SiO2-NH2-RML-CALB retained most of their activity in presence of 10 and 20 vol.% of all solvents after 24 h of incubation, while the free enzymes lost 10–50% of their activity at the same condition.
Optimization of biodiesel production
Design expert software 10.0.7 program was used to calculate the effect of each factor and its interactions. Central composite design (CCD) was carried out to optimize the transesterification of waste cooking oil using co-immobilized lipases. The waste cooking oil methyl ester yield was from 33 to 99% for RML-CALB and 27–81% for TLL-CALB system. Among the models that fitted to the response, the quadratic model was selected as the best model due to its highest order polynomial with significance of additional terms and model was not aliased. This quadratic model was suggested by the RSM software as shown in Table 2 for RML:CALB and Table 3 for TLL:CALB. For waste cooking oil along with the dependent variable fit FAME conversion (R1) was analyzed using RSM. As a result, the second-order polynomial Eq. 3 (for RML:CALB) and Eq. 4 (for TLL:CALB) in the form of model could be obtained
Positive sign in front of the terms indicates synergistic effect in growth of FAME yield, while negative sign points out antagonistic effect. The results at each point based on the central composite design (CCD) and their corresponding values are presented in Table 4 (RML:CALB) and Table 5 (TLL:CALB). The result of statical analysis of variance (ANOVA) which was carried out to define the significance (by F Test) and fitness of the quadratic model as well as the effect of significant individual terms and their interaction on the selected responses are presented in Table 1S for RML:CALB and Table 2S for TLL:CALB. The F value of 4.78 (RML:CALB) and 7.67 (TLL:CALB) with p value < 0.0002 (RML:CALB) and < 0.0001 (TLL:CALB) implies that the model is significant at 95% confidence level. The p value (probability of error value) is used as a tool to check the significance of each regression coefficient, which also indicate the interaction effect of each cross product; the smaller the p value, the bigger the significance of the corresponding coefficient is. Among all factors for both systems (TLL:CALB and RML:CALB), the temperature was significant (p value < 0.05), but since significant interaction of other factors with temperature, the other factors are also presents in proposed models.
The R2 value of 0.78 for TLL:CALB, 0.61 for RML:CALB and adjusted R2 0.68 for TLL:CALB, 0.49 for RML:CALB shows that the model could be used predicting the response. The predicted R-squared (a measure of the amount of variation in new data explained by the model) and the adjusted R-squared (a measure of the amount of variation around the mean explained by the model) should be within 0.20 of each other. Otherwise, there may be a problem with either the data or the model.
In the case of model terms, the p values less than 0.05 indicated that the particular model terms were statistically significant. A low value of coefficient of the variation (CV: 17.44% for RML:CALB and 11.14% for TLL:CALB) indicated high degree of precision and a good deal of reliability of the experimental values. The lack of fit test with p value of 0.1259 (RML:CALB) and 0.4866 (TLL:CALB), which is not significant (p value > 0.05 is not significant), disclosed that the model satisfactorily fitted to experimental data. Insignificant lack of fit is most wanted as significant lack of fit indicates that there might be contribution in the regressor–response relationship that is not accounted for by the model. This analysis was examined using the normal probability of the residuals. The normal plot probability plot of the residuals indicates that the errors are distributed normally in a straight line and insignificant. On the other hand, the model does not show any violation of the independence or constant variance assumption.
Regarding the of yield of biodiesel production, the maximum yield for RML:CALB and TLL:CALB in this study was 99 and 80%, respectively.
Also there are also other reports which state that RML (96.3%) had better efficiency than TLL (72.9%) in synthesis of biodiesel from sunflower oil [41], they observed methanolysis progressed faster at the beginning with TLL; however, the reaction yield was lower compared to that found with lipases from RML.
Toro et al. reported Combi-lipases (CL) systems based on mixtures of different lipases immobilized on different supports. The increased CL efficiency was attributed to the complementary selectivity of different lipases. In their report, the role of the immobilization support in CL or in co-immobilized systems was remarkable, since individually immobilized TLL on commercially available supports Purolite®, Lewatit® gave rise to 68.1 and 92.5% fatty acid ethyl esters, respectively [42].
Tiosso and co-workers reported commercially available immobilized TLL (Lipozyme TL-IM) displayed an unsatisfactory performance in the transesterification reaction of different alkyl-chain triglycerides with ethanol (73% the efficiency of biodiesel production) [43].
Parameter study
Fe3O4@SiO2-NH2-RML-CALB
The optimum combinations for the reaction in RML-CALB co-immobilized system were enzyme-to-oil (20 wt.%), RML:CALB ratio (1:1), t-butanol (20 wt.%), temperature (50 °C), and water adsorbent (30 wt.%). This resulted in an FAME yield of 99%.
Acyl migration as a rate-determining step can decrease the efficiency of transesterification reactions. Several factors can promote this non-enzymatic phenomenon, such as increase in temperature [44], low amount of water [45], and the amount of biocatalyst; it has been found that increasing the amount of biocatalyst leads to an increase in efficiency by enhancing acyl migration [46] and consequently higher yields. Also, it can be seen from our results that enzyme-to-oil (20 wt.%) resulted in 99% FAME yield.
As shown in Tables 4 and 5, increasing the amount of catalyst from 5 to 20 wt% increases the efficiency significantly, regarding this fact that the optimal value of catalyst in system is below 20 wt%, the amount of biocatalyst for biodiesel production, which is determined based on the amount of starting material, has various values and varies from 1 to 60% for different immobilized enzymes [47,48,49,50,51,52,53,54]. In previous reports, it has been stated that the increase in catalyst is associated with a decrease in efficiency, and this decrease is due to the increase in the viscosity of the reaction medium and, as a result, enhanced diffusional resistance in heterogeneous biocatalyst [55]. However, in this study, fortunately, increasing the catalyst up to 20% does not cause a disturbance in increasing efficiency, and this is one of the advantages of this study.
Figure 7a shows the 3D plot for an interaction effect between the amount of biocatalyst (B) and reaction temperature (A) toward biodiesel yield. The 3D response surface revealed that increment of reaction temperature from low level (40 °C) to the high level (50 °C) leads to the increase in FAME content at low level of biocatalyst content (10% wt.%) and although the increase of enzyme ratio improved the biodiesel yield at low level of temperature. Alcohols such as t-butyl alcohol are good co-solvent for enzyme-catalyzed production of biodiesel; this is because this alcohol could significantly improve the solubility of both methanol and glycerol in the reaction mixture [56]; in Fig. 7b, it can be seen that lower amount of t-butanol (20 wt.%) gave rise to higher FAME yield than the higher amount (40 wt.%). Higher conversion in lower amount of t-butanol might be due to the dilution effect of solvent in a higher t-butanol percentage. Fig 7c reveals the interaction of reaction temperature (A) and the ratio of RML: CALB (E). As can be seen in Fig. 7c in a high level of temperature, a higher ratio of RML:CALB resulted in higher FAME yield. Facilitating acyl migration, which allows biodiesel conversion to reach high levels, is the advantages of co-immobilization of enzymes. The interaction between the amount of enzyme:oil ratio and water-absorbent:oil ratio is shown in Fig. 7d. Water could result in aggregation of the enzyme in hydrophobic media, thus eliminating its catalytic activity, while also having a negative effect on the stability of the enzymes [57]. In the reaction catalyzed by Fe3O4@SiO2-NH2-RML-CALB, however, at a higher level of the enzyme, the biodiesel yield increased slightly by rising blue silica gel quantity up to 40 wt.%, whereas a further increase in the amount of adsorbent resulted in lower biodiesel production. This could be because of mass transfer problems and negative effect on mixing or the adsorption of methanol onto blue silica gel and lower methanol concentration in the reaction medium.
Fe3O4@SiO2-NH2-TLL-CALB
The optimum combinations for the reaction in TLL-CALB co-immobilized system were enzyme percent (10 wt.%) TLL:CALB ratio (2:1), t-butanol (20 wt.%), temperature (40 °C), water (10 wt.%). This resulted in a FAME yield of 81%.
Figure 8a illustrates the interaction effect between reaction temperature and t-butanol content. Typically, solvents are used to raise the conversion of transesterification reactions. t-Butanol has been reported as a suitable solvent for immobilized lipase-mediated conversion of oil to biodiesel [56, 58]. As a result of the steric hindrance of this alcohol, they are not substrates for lipases. Fe3O4@SiO2-NH2-TLL-CALB catalyzed reactions performed by 20–30 wt.% of t-butanol resulted in increasing conversion but further increasing in t-butanol concentration gave a lower amount of biodiesel. Figure 8b depicts the interaction between reaction temperature (A) and the ratio of TLL:CALB (E) as can be seen in the low level of temperature, the higher ratio of TLL:CALB improved FAME production. TLL lipase is a 1,3-specific lipase and cannot hydrolyze fatty acids on the second position of 1,2-diglyceride; however, it can move a fatty acid from this position to the third position (acyl migration) which allows biodiesel conversion to reach high rates [59]. Fig. 8c presents the interaction effect of co-solvent and enzyme-to-oil ratio, at a higher level of the enzyme increasing the amount of co-solvent resulted in increasing the FAME yield. It can be seen the co-solvent can decrease the destructive effect of methanol on biocatalyst deactivation. Moreover, FAME production in presence of t-butanol also reduces the inhibitory effect of glycerol. Glycerol as a by-product in the transesterification process makes a layer over the surface of the enzyme molecules or the support used for co-immobilization and then upturns the loss of enzyme activity. Higher biodiesel production can be attributed to a decrease in mass transfer limitations due to lower viscosity of mixture compared to the solvent-free system [60]. As can be seen in Fig. 8d at the lower level of t-butanol by increasing the ratio of TLL:CALB, FAME production will increase from 42 to 52%.
Reusability of co-immobilized derivatives
The reusability of immobilized catalyst is an important parameter, for industrial application and minimizing costs which can determine the economic viability of any biocatalytic process. Higher reusability resulted in higher conversion, thereby lowering the biodiesel production price [61]. To investigate recyclability of the co-immobilized derivatives, they were repeatedly used in biodiesel without using t-butanol. After each run, the co-immobilized preparations were recovered using magnets, washed with n-hexane, dried, and reused five times. Figure 9 (TLL:CALB and RML:CALB) shows the heterogeneous catalyst activity after 5 reuses of immobilized enzymes. The co-immobilized TLL:CALB gave 79% FAME yield after 3 run and RML:CALB reached to half of its initial yield.
Conclusions
It is demonstrated for the first time Fe3O4@SiO2-NH2 used as a support to co-immobilized RML:CALB and TLL:CALB in different ratios. The resulting immobilized preparations were also used as a biocatalyst to catalyze transesterification of waste cooking oil with methanol to produce fatty acid methyl esters (FAMEs). This immobilization procedure was performed at room temperature in water (pH 7.0) in a short time (2-7 h) without a significant decrease in the specific activity of the enzymes. The high stability of the Fe3O4@SiO2-NH2-TLL-CALB and Fe3O4@SiO2-NH2-RML-CALB was demonstrated by examination in different pH, co-solvents, and temperatures. Also, immobilized TLL:CALB and RML:CALB can retain most of their activity in wide ranges of temperatures than free enzyme. RML-CALB and TLL-CALB co-immobilized derivatives had specific activity of about 34 and 35 U/g and yield of biodiesel production were about 99 and 81%, respectively. This work presented a new approach to the production of biodiesel using a co-immobilized enzyme which gave the higher yields compared with individually immobilized enzymes.
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Alikhani, N., Shahedi, M., Habibi, Z. et al. A multi-component approach for co-immobilization of lipases on silica-coated magnetic nanoparticles: improving biodiesel production from waste cooking oil. Bioprocess Biosyst Eng 45, 2043–2060 (2022). https://doi.org/10.1007/s00449-022-02808-7
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DOI: https://doi.org/10.1007/s00449-022-02808-7