Ramkrishna
Singh
ab,
Nikhil
Kumar
cd,
Prathap
Parameswaran
e,
Blake A.
Simmons
bd,
Kenneth
Sale
cd and
Ning
Sun
*ab
aAdvanced Biofuels and Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, 5885 Hollis Street, Emeryville, CA 94608, USA. E-mail: nsun@lbl.gov
bBiological Systems and Engineering Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, California 94720, USA
cBiosecurity and Bioassurance Department, Sandia National Laboratories, 7011 East Avenue, Livermore, CA 94551, USA
dJoint BioEnergy Institute, Lawrence Berkeley National Laboratory, 5885 Hollis Street, Emeryville, CA 94608, USA
eDepartment of Civil Engineering, Kansas State University, 2118 Fiedler Hall, 1701C Platt Street, Manhattan, KS 66506, USA
First published on 11th September 2024
Efficient recovery of volatile fatty acids (VFAs) from fermentation broth is a challenge due to low VFA titers and thus limits the commercialization of VFA production using biological routes. Liquid–liquid extraction using hydrophobic ionic liquids (ILs) shows great promise for the extraction and esterification of hydrophilic VFAs. In this study, several ILs were evaluated to select a water-immiscible and efficient extraction solvent. The selected IL, trihexyltetradecyl phosphonium dibutylphosphate ([P666,14][DBP]), gave a cumulative VFA extraction of around 842.8 mg per g IL. The predicted excess enthalpy (HE) and logarithmic activity coefficients ln(γ) using the COSMO-RS model were validated with the experimentally obtained VFA recovery from fermentation broth. To understand the extraction mechanism of VFAs, quantum theory of atoms in molecules (QTAIM) and noncovalent interaction (NCI) were performed. The results suggest that long chain fatty acids exhibit strong van der Waals interaction with the DBP anion leading to higher VFA extraction. The enzymatic esterification of VFAs with ethanol in [P666,14][DBP] was optimized using the Box–Behnken response surface design of experiment. Under the optimized conditions, up to 83.7% of hexanoic acid was converted to ethyl esters, while other shorter chain VFAs have lower conversion efficiency (38.3–63.2%).
Sustainability spotlightWastewater from animal farms and organic wastes can be fermented to produce volatile fatty acids (VFAs) for carbon utilization and resource recovery. This work developed a greener approach for VFA extraction from aqueous media by replacing organic solvents with hydrophobic ionic liquids. In situ esterification of VFAs using immobilized enzymes was also demonstrated to facilitate the final product recovery. This work supports the United Nations Sustainable Development Goals, particularly SDG 12 (Sustainable consumption and production patterns) and SDG 13 (Climate change), by reducing the carbon footprint and using greener production processes. |
Economical VFA separation and recovery after bioprocessing is challenging due to the low titers of VFAs. Different separation techniques such as resin adsorption, distillation, pervaporation, liquid–liquid extraction, and membrane-based separation have been applied to VFA separation from fermentation broth and waste streams.8 Affinity separation techniques such as liquid–liquid extraction provide an opportunity for effective separation and recovery of the components from dilute streams. Hydrophobic ionic liquids (ILs) are greener alternatives for VFA recovery with higher extraction efficiencies compared to organic solvents such as alcohols, ketones, aliphatic hydrocarbons, and aliphatic amines.10–13 Certain ILs have been reported for the extraction of VFAs from both model solution and actual fermentation broth.13–16 Esters of VFAs have lower water solubility and boiling points compared to hydrophilic VFAs, allowing distillation with lower energy input.15 In 2019, the US ester market was valued at USD 3.8 billion, and is estimated to reach USD 5 billion by 2025.17 Short-chain esters are used in food, brewery, and pharmaceutical products for their flavor and fruity fragrance. Conventionally, the acid-catalyzed process is used for ester manufacturing. However, this process causes equipment corrosion and raises environmental concerns due to wastewater generation.18 Therefore, alternative approaches including enzymatic esterification of VFAs with alcohols, and microbial ester production have been investigated.19 Since enzymatic esterification of VFAs in water is reversible, the reaction is only feasible in a hydrophobic solvent. Hydrophobic ILs, such as those containing phosphonium or ammonium cations and phosphinate or carboxylate anions, are potential solvents for VFA extraction.20 Additionally, hydrophobic ILs also act as reaction media for the esterification of VFAs. With different structures of the ILs and concentrations of ILs/VFAs several mechanisms including (a) competitive extraction of VFA and water, (b) non-competitive VFA extraction, and (c) co-extraction of water with VFAs have been proposed.21 Extraction and acid-catalyzed esterification of acetic acid in ILs have been reported using different anions with the trihexyl(tetradecyl)phosphonium ([P666,14]+) cation. The authors observed that dicyanamide (DCA) and chloride (Cl) anions gave higher extraction values but the esterification efficiency was negligible. On the other hand, higher esterification efficiency was achieved using tetrafluoroborate (BF4) (75%) and bis(trifluoromethylsulfonyl)-imide (Tf2N) (85%), although extraction efficiency was low. A mixture of [P666,14]Cl and [P666,14][Tf2N] was suggested to achieve extraction efficiency similar to DCA and Cl while achieving about 56% esterification.15 Using Brønsted acidic IL as a catalyst, 30–67% conversion of acetic acid into butyl acetate was achieved under different experimental conditions.22
This study aims to identify a suitable hydrophobic IL that can not only effectively extract VFAs but also facilitate the in situ esterification. Furthermore, the effect of the pH of the substrate on VFA extraction was assessed. Thermodynamic properties, including excess enthalpy and activity coefficient, were computed using the COnductor like Screening MOdel for Real Solvents (COSMO-RS) approach and served as a basis for evaluating solvent efficacy in VFA extraction from aqueous media. To elucidate the extraction mechanism, quantum chemical simulations were conducted to understand the interactions of ILs with VFAs. Quantum Theory of Atoms in Molecules (QTAIM), Reduced Density Gradient (RDG), and Noncovalent Interactions (NCI) analysis were implemented to dissect the role of weak interactions and characteristics of IL–VFA interactions associated with efficient VFA extraction. The enzymatic esterification of VFAs using immobilized Candida antarctica lipase B and ethanol in the selected IL was optimized using a response surface methodology. Thus, this study demonstrated an integrated extraction and esterification of VFAs from a dilute aqueous fermentation broth using a functionalized hydrophobic IL.
The logarithmic activity coefficient ln(γ) of component i is related to the chemical potential as given in the following eqn (1).24
![]() | (1) |
HEM = ∑xiHEi = ∑xi[H(i,mixture) − H(i,pure)] | (2) |
QTAIM26 analysis at the bond critical point (BCP) was used to calculate the strength (electron density, ρ(r)), and nature of chemical interactions (Laplacian energy density, ∇2ρ(r)) between the short and longer chain VFAs and the two ionic liquid systems using Multiwfn.26 Furthermore, to examine the nature of intermolecular interactions in the complex systems, reduced density gradient non-covalent interactions (RDG-NCI) were analyzed using Multiwfn and VMD packages.27
[P666,14][DBP] and [P666,14]Cl were mixed with a model VFA solution (1:
10 w/v) to quantify the VFA extraction capacity of each IL. As shown in Fig. 1, both [P666,14][DBP] and [P666,14]Cl have similar extraction capacities for hexanoic acid (68.7 mg per g IL and 68.2 mg per g IL, respectively). However, [P666,14][DBP] extracts more shorter chain VFAs:acetic acid (21.4 mg g−1vs. 15.5 mg per g IL), propionic acid (44.2 mg per g IL vs. 36.3 mg per g IL) and butyric acid (62.7 mg per g IL vs. 57.3 mg per g IL) compared to [P666,14]Cl. As [P666,14][DBP] has relatively higher VFA extraction capacity than [P666,14]Cl, [P666,14][DBP] was selected as the extraction solvent for further studies. Upon repeated extraction of VFAs by contacting the VFA loaded [P666,14][DBP] with the fresh model solution, a total VFA extraction of 842.77 mg per g IL has been achieved, which is significantly higher than the literature (Table 1).
IL cation | IL anion | VFA | IL![]() ![]() |
VFA extraction | Reference |
---|---|---|---|---|---|
[P666,14] | Dibutyl phosphate | 0.8% v/v (acetic acid, propionic acid, butyric acid, and hexanoic acid, each) | 1![]() ![]() |
842.8 mg per g IL | This work |
[P666,14] | Bis-2,4,4-(trimethylpentyl) phosphinate | 0.25% v/v (lactic acid, acetic acid, propionic acid, and butyric acid) | 3![]() ![]() |
100 mg per g IL | 13 |
[P666,14] | Dicyanamide | 19.8 g per L acetic acid | 1![]() ![]() |
48.4 mg per g IL | 15 |
[P666,14] | Chloride | 10 g per L (acetic acid and butyric acid) | 2![]() ![]() |
190–250 mg per g IL (acetic acid), 330–460 mg per g IL (butyric acid) | 16 |
As observed in Fig. 1a, VFA extraction was dependent on the carbon chain length of organic acids. The hydrophobicity of the VFA increases with increased carbon chain length, which favors the interaction with the hydrophobic ILs. For [P666,14][DBP], a near complete extraction of available hexanoic acid was observed, followed by extraction of about 62% butyric acid, 44% propionic acid, and 21% acetic acid from the model solution. To determine the impact of fermentation broth on VFA extraction, VFA spiked broth with complex cations and anions including calcium, magnesium, potassium, phosphorus, sulfate, and nitrate1 was used as the substrate for extraction with [P666,14][DBP]. As shown in Fig. 1b, VFA extraction from the broth was comparable to that observed for the model solution. It has been reported that the coextraction of other anions from simulated fermentation broth in Cyphos IL104 ([P666,14][Phos]) significantly reduced the VFA extraction capacity.13 In this study, the coextraction of other components of the broth was not quantified since they did not interfere with the VFA extraction to the IL.
The thermodynamic properties such as excess enthalpy (HE) and logarithmic activity coefficients ln(γ) were calculated using the COSMO-RS method and used to predict VFA solubility in ILs. The HE is a useful thermodynamic property for measuring the difference in the strength of interactions between dissimilar molecules such as VFAs and ILs while ln(γ) values are often used as a quantitative descriptor for the dissolution power of a solvent. In the literature, ln(γ) has been reported as the dominating parameter in determining the solubilization capability of a solvent and has also been successfully employed in previous studies to predict the solubility of complex solutes such as cellulose and lignin in ILs.28,29 Therefore, both HE and ln(γ) parameters were calculated for the long and short-chain VFAs in ILs. Fig. 2a and b report the activity coefficients and excess enthalpy between chloride and DBP based anions with the VFAs respectively. The calculated HE and ln(γ) values for [P666,14][DBP] were significantly smaller (i.e., more negative) than those for [P666,14]Cl, indicating that [P666,14][DBP] had a stronger affinity for VFAs. The anion showed a greater influence on the dissolution capability of VFAs in the ILs. For ILs with the same cation and different anions, such as [P666,14][DBP] and [P666,14]Cl the values of excess enthalpies and activity coefficients increased (negative magnitude) as the alkyl carbon chain of fatty acid length increased. The extraction of VFAs followed the following order of extraction: hexanoic acid > butyric acid > propionic acid > acetic acid, which is consistent with the experimental values.
The results of single-step VFA extraction at different ratios of IL:
model solution are presented in Fig. 3. At a fixed initial VFA concentration (0.8% v/v), a higher ratio of IL
:
model solution resulted in a higher VFA extraction. At a ratio of 0.25 and above, >60% acetic acid, >80% propionic acid, and >90% butyric acid and hexanoic acid were extracted. Higher IL amount gives over 90% extraction of VFAs but due to excess of IL compared to VFA, the VFA extraction in mg VFA per g IL is low. The highest VFA extraction (196.9 mg VFA per g IL) was achieved with a ratio of 0.1 (IL
:
model solution) followed by 188.4 mg per g IL at a ratio of 0.125. Thus, a ratio of 0.1 provides an economical approach to achieve high VFA extraction at low solvent usage.
![]() | ||
Fig. 3 VFA extraction in [P666,14][DBP] at different volume ratios of IL![]() ![]() |
As shown in Fig. 4, the VFA extraction in [P666,14][DBP] was found to be dependent on the initial pH of the model solution. The highest VFA extraction was achieved at pH 3.0, however, the extraction achieved at pH values of 1.5 and 4.5 were not statistically significant from pH 3.0 (p > 0.05). Above pH 4.5, 55–57% of hexanoic acid was extracted, whereas extraction of acetic acid, propionic acid, and butyric acid was less than 12%. Multiple mechanisms including ion exchange and hydrogen bonding have been proposed for the extraction of organic acids using ILs. At pH below the pKa of VFAs, the molecular form of weak acids will be the predominant species, thereby suggesting hydrogen bonding as the interaction mechanism between IL and VFAs. Our results corroborate the mechanism reported for Cyphos IL104 ([P666,14][Phos]).13 The authors also proposed an ion-exchange mechanism of acetic acid extraction for IL containing Cl (Cyphos IL101, [P666,14]Cl) and Br (Cyphos IL102, [P666,14]Br) as the anion. However, ion exchange results in the leaching of IL anion into an aqueous solution, which will have a negative impact on IL reuse. A similar trend was observed for organic solvents such as n-octane and dodecane, wherein the VFA extraction was much less at pH 6 compared to pH 3.16
![]() | (3) |
This equation sets the basis for NCI analysis, which interprets spikes in RDG as indicators of various weak interactions. Utilizing RDG for NCI analysis can explain and quantify multiple weak interactions, such as H-bonds, vdW, and dispersion interactions. The RDG scatter graph plotted against the electron density modified by the sign of the second eigenvalue of the electron density [sign(λ2)ρ] unveils a spectrum of weak interactions. These interactions are depicted through RDG isosurfaces and scatter plots, which display changes from positive to negative [sign(λ2)ρ] values for different compounds, as shown in Fig. 5a–d using M06-2X/def2-TZVP level of theory with D3BJ dispersion correction. Different colored peaks indicate different types of interactions [blue: (λ2 < 0), green: (λ2 ≅ 0), and red: (λ2 > 0)]. Blue areas are linked with strong, attractive forces like hydrogen/halogen bonds and electrostatic interactions, while red areas signify strong steric repulsion from nonbonded overlap. The intermediary, or transition, areas track van der Waals interactions, such as dispersion forces and dipole–dipole interactions that are dominant in longer chain VFA interaction with ionic liquids.
The RDG analysis revealed that a mix of hydrogen bonds and van der Waals (vdW) interactions exists between ionic liquids and VFAs, showing several distinct regions on the scatter plot. The blue color in the range of −0.02 and −0.05 atomic units (a.u.) represents the strong noncovalent interaction between the fatty acids and IL. The significant dense blue color spikes occur due to a stable H-bond or ionic interaction between the hydrogen atom of the carboxyl group attached to acetic and hexanoic acids with chloride anion, as shown in Fig. 5a and b. However, vdW or dispersion interactions dominated the interaction of acetic acid or hexanoic acid with [P666,14][DBP], as depicted by intermediary dense green color spikes in Fig. 5c and d. The vdW interactions and dispersion-type interaction are the major reasons for the higher solubility of hexanoic acid in ILs. The green markers in a specific range (0 to −0.02 a.u.) hint at vdW and dispersion forces at play, suggesting that the molecules interact weakly without forming strong bonds. Red markers, with values above 0.005 a.u., indicate areas where there are steric hindrances between molecules. This analysis highlights how longer chain fatty acid interactions help in the extraction of VFAs from the aqueous phase using hydrophobic ionic liquids as solvents. The spike present in the range (λ2 ≅ 0.01) can be attributed to the carbon chain of hexanoic acid and the long alkyl chains of the cation and anion of IL. The dominant presence of the dispersion interactions within the molecular system supports non-covalent interactions devoid of any significant electrostatic interaction between [P666,14][DBP] and hexanoic acid.
QTAIM analysis was conducted to decipher hydrogen bonding, vdW, and dispersion type interactions existing in ionic liquids and VFA systems. The magnitude of the electron density at the BCP (3, −1) based on R. F. W. Bader's QTAIM method32 allowed us to interpret the numerous weak non-covalent interactions between molecules. The BCP seems to be the sites where the electron density gives maxima in two directions and minima in a third direction perpendicular to the former. The electron density (ρBCP) value indicates the strength of the interaction, and the sign of its Laplacian of electron density (∇ρBCP2) reveals the characteristics of the interaction. A high electron density (ρBCP) suggests a strong bonding affinity, while a low value indicates weak bonds and a significant distance between atoms. A negative value of the Laplacian of electron density predicts covalent bonding, while a positive value predicts closed-shell interactions such as van der Waals (vdW) interaction, hydrogen bonding, or steric repulsion.33,34
QTAIM analysis was employed to understand the mechanisms that drive the extraction of VFAs by ILs. Fig. 6 shows the BCP points between the chloride and DBP anion-based ILs with acetic and hexanoic acids. As reported in Table 2 and depicted in Fig. 6a and b, the electron density, Laplacian of the electron density, and distance between atoms for BCP1 corresponding to the ([P666,14]Cl) Cl102–acetic acid H106 interaction were 0.0307 a.u., 0.0937 a.u. and 2.1 Å, respectively, which indicates an H-bond interaction between the hydrogen atom of the carboxyl group of VFAs and chloride anion. Similarly, the electron density, Laplacian of the electron density, and distance between atoms for the BCP1 indicate the presence of a hydrogen bond between the ([P666,14]Cl) Cl102 atom and the hexanoic acid H105 atom via hydrogen bonding. The rest of the interactions correspond to vdW and dispersion type interactions. In the case of [P666,14][DBP] and hexanoic acid, the BCP2 of the H9–O151 interaction has significantly higher electron density at the BCP than the acetic acid systems.
Structure | BCP interaction | Type of interaction | Distance (Å) | ρ BCP (a.u.) | ∇ρBCP2 (a.u.) |
---|---|---|---|---|---|
[P666,14]Cl and acetic acid | BCP1: Cl102–H106 | H-bonds | 2.100 | 0.0307 | 0.0937 |
BCP2: O105–H58 | H-bonds | 2.677 | 0.0050 | 0.0291 | |
BCP3: O105–H38 | H-bonds | 2.240 | 0.0147 | 0.0714 | |
BCP4: C103–H43 | Dispersion | 2.703 | 0.0043 | 0.0134 | |
[P666,14]Cl and hexanoic acid | BCP1: Cl102–H105 | H-bonds | 1.960 | 0.0448 | 0.0697 |
BCP2: O104–H33 | H-bonds | 2.270 | 0.0145 | 0.0488 | |
BCP3: O109–H43 | H-bonds | 2.620 | 0.0071 | 0.0248 | |
BCP4: O109–H37 | H-bonds | 2.610 | 0.0072 | 0.0211 | |
([P666,14][DBP]) and acetic acid | BCP1: O137–H69 | vdW | 3.720 | 0.0006 | 0.0026 |
BCP2: H141–H28 | Dispersion | 2.970 | 0.0056 | 0.0173 | |
([P666,14][DBP]) and hexanoic acid | BCP1:H99–H152 | vdw | 2.736 | 0.0019 | 0.0064 |
BCP2: H9–O151 | H-bonds | 2.966 | 0.0031 | 0.0109 |
The dominant presence of vdW interactions within the molecular system supports the fact that cation and anion components interact with the hexanoic acid via non-covalent interactions devoid of any significant electrostatic interaction. The significant sign(λ2)ρ values between 0.000 and −0.015 (Fig. 5c and d, green spikes) result from the longer carbon chain being denser in hexanoic acid compared to acetic acid. The chloride anion-based IL and VFA system shows strong hydrogen bonds between the chloride atom and VFA, but interactions get weaker with an increase in the alkyl chain length. In contrast, dispersion-type interactions play the dominant role in the extraction of longer-chain VFA in DBP-based ionic liquids. QTAIM analysis indicates that the DBP anion forms multiple strong interactions with VFAs and can extract high amounts of longer carbon chain VFAs from the fermentation broth, but chloride anion shows strong interaction due to hydrogen bonding between chloride anion and –OH of the carboxylic group of VFAs.
Run no. | Experimental conditions | Conversion of acid to ester (%) | ||||||
---|---|---|---|---|---|---|---|---|
Temperature (°C) (X1) | Time (h) (X2) | Molar ratio (X3) | Enzyme dose (wt%) (X4) | Acetic acid | Propionic acid | Butyric acid | Hexanoic acid | |
The superscripts on numbers: a–c represent statistical significance (p < 0.05) where a represents the highest VFA conversion (%) value followed by b and c. | ||||||||
1 | 30 | 4 | 3 | 7.5 | 35.6 ± 1.3a,b | 45.1 ± 1.1a,b | 48.4 ± 3.6a | 78.6 ± 0.5a |
2 | 4 | 3 | 2.5 | 24.9 ± 1.3c | 36.8 ± 1.1c | 30.9 ± 2.4b,c | 72.8 ± 0.2c | |
3 | 4 | 5 | 5 | 36.4 ± 2.2a,b | 47.2 ± 1.7a | 27.9 ± 2.6c | 76.6 ± 0.1a,b | |
4 | 4 | 1 | 5 | 40.2 ± 2.0a | 44.6 ± 1.3a,b | 39.0 ± 1.5b | 76.3 ± 0.4a,b | |
5 | 2 | 3 | 5 | 29.4 ± 3.2b,c | 40.1 ± 0.8b,c | 37.2 ± 1.6b | 71.2 ± 0.8c | |
6 | 6 | 3 | 5 | 31.6 ± 2.5a,b | 43.0 ± 1.8a,b | 39.6 ± 0.1a,b | 75.9 ± 0.9b | |
7 | 45 | 6 | 1 | 5 | 41.4 ± 2.8a,b | 54.3 ± 4.6a | 62.9 ± 4.1a | 83.6 ± 2.7a |
8 | 6 | 3 | 2.5 | 32.9 ± 4.5a,b | 47.3 ± 1.1a | 66.1 ± 1.8a | 80.0 ± 6.7a | |
9 | 4 | 5 | 7.5 | 43.0 ± 1.2a,b | 55.5 ± 1.6a | 59.0 ± 1.3a | 85.0 ± 5.1a | |
10 | 2 | 5 | 5 | 39.7 ± 9.1a,b | 53.6 ± 4.2a | 65.4 ± 0.1a | 84.3 ± 0.2a | |
11 | 4 | 5 | 2.5 | 32.4 ± 0.3b | 46.4 ± 0.1a | 58.8 ± 3.1a | 85.2 ± 0.5a | |
12 | 6 | 3 | 7.5 | 42.2 ± 9.8 a,b | 61.0 ± 2.2a | 77.0 ± 6.5a | 83.5 ± 4.9a | |
13 | 4 | 3 | 5 | 37.6 ± 1.0a,b | 52.6 ± 1.3a | 72.6 ± 3.6a | 83.3 ± 0.6a | |
14 | 4 | 1 | 7.5 | 45.3 ± 6.3a,b | 52.6 ± 7.6a | 62.6 ± 7.4a | 84.2 ± 6.2a | |
15 | 6 | 5 | 5 | 39.7 ± 0.6a | 47.6 ± 4.8a | 70.2 ± 6.0a | 85.7 ± 1.0a | |
16 | 4 | 1 | 2.5 | 51.3 ± 0.2a,b | 56.7 ± 1.0a | 65.8 ± 3.6a | 85.4 ± 5.6a | |
17 | 2 | 1 | 5 | 43.9 ± 3.0a,b | 51.6 ± 5.9a | 58.7 ± 8.9a | 82.4 ± 7.8a | |
18 | 2 | 3 | 7.5 | 34.3 ± 1.2a,b | 48.8 ± 0.4a | 62.8 ± 2.3a | 77.1 ± 1.5a | |
19 | 2 | 3 | 2.5 | 33.6 ± 0.5a,b | 47.8 ± 2.8a | 63.3 ± 3.8a | 77.4 ± 0.1a | |
20 | 60 | 2 | 3 | 5 | 27.1 ± 5.0b,c | 40.8 ± 4.7a,b | 58.3 ± 4.4a,b | 74.2 ± 0.3b |
21 | 6 | 3 | 5 | 38.7 ± 0.2a,b | 47.3 ± 1.4a,b | 67.7 ± 3.0a,b | 81.4 ± 1.3a,b | |
22 | 4 | 3 | 7.5 | 37.2 ± 1.9a,b | 49.9 ± 4.0a | 71.1 ± 2.2a | 82.8 ± 0.7a | |
23 | 4 | 3 | 2.5 | 25.6 ± 1.9c | 38.1 ± 0.8b | 56.8 ± 0.5b | 77.1 ± 0.8a,b | |
24 | 4 | 1 | 5 | 44.8 ± 0.8a | 48.0 ± 2.6a,b | 56.3 ± 0.5b | 80.5 ± 3.9a,b | |
25 | 4 | 5 | 5 | 38.9 ± 5.5a,b | 46.4 ± 5.4a,b | 66.1 ± 5.6a,b | 79.4 ± 1.3a,b |
Optimal conditions for higher conversion were identified at each temperature by ANOVA and Tukey's post-hoc analysis. At 30 °C, 7.5 wt% enzyme, and ethanol:
VFA molar ratio of 3
:
1 a higher ester yield (35.6–78.6%) was obtained in 4 h (run 1).
At 45 °C, higher conversions were observed by using 5 wt% enzyme with a molar ratio of 5:
1 in 6 h (run 15), however, it was not significantly different when the molar ratio was decreased to 3
:
1 and using 4 h of reaction time at the same enzyme dose (run 13). For 60 °C, higher conversion of hexanoic, butyric, and propionic acids was noted by using 7.5 wt% enzyme and a 3
:
1 molar ratio in 4 h (run 22). However, by increasing the molar ratio to 5 and reducing the enzyme dose to 5 wt% (run 25), a similar conversion has been achieved. The full quadratic regression coefficients for ethyl acetate, ethyl propionate, ethyl butyrate, and ethyl hexanoate are provided in eqn (4)–(7), respectively.
Ethyl acetate (%) = 36.29 + 1.21X1 + 2.08X2 − 3.06X3 + 3.63X4 − 3.66X12 − 1.46X22 + 7.13X32 − 0.93X42 + 2.35X1X2 − 0.55X1X3 + 0.32X1X4 + 0.60X2X3 + 0.55 X2X4 + 4.15X3X4 | (4) |
Ethyl propionate (%) = 50.99 + 1.15X1 + 1.86X2 − 0.92X3 + 3.68X4 − 7.33X12 − 0.92X22 + 2.28X32 − 0.53X42 + 0.91X1X2 − 1.07X1X3 + 0.88X1X4 − 2.12X2X3 + 2.09X2X4 + 3.30X3X4 | (5) |
Ethyl butyrate (%) = 67.87 + 12.77X1 + 3.57X2 + 0.18X3 + 3.71X4 − 15.96X12 − 0.37X22 + 4.32X32 − 1.20X42 + 1.74X1X2 + 5.23X1X3 − 0.81X1X4 + 0.15X2X3 + 1.57X2X4 + 0.87X3X4 | (6) |
Ethyl hexanoate (%) = 81.29 + 1.99X1 + 2.16X2 + 0.31X3 + 1.31X4 − 4.73X12 − 1.28X22 + 3.01X32 − 0.26X42 + 0.58X1X2 − 0.34X1X3 − 0.04X1X4 + 0.05X2X3 + 0.33X2X4 + 0.26X3X4 | (7) |
Among the assessed variables, temperature, reaction time, and enzyme dosage were identified as significant factors influencing the conversion of butyric and hexanoic acids into esters (p < 0.05). Regarding acetic and propionic acids, only enzyme dosage (p < 0.05) exhibited a significant impact on the conversion, in contrast to temperature (p = 0.1) and reaction time (p = 0.01). Upon conducting ANOVA and Tukey's post-hoc analysis of the optimal conditions at 30 °C (run 1), 45 °C (runs 13 and 15), and 60 °C (run 22), it was observed that conversions at 45 and 60 °C were not significantly different from the lowest values observed at 30 °C (p < 0.05). As the upstream fermentation temperature was set at 30 °C, the enzymatic conversions were carried out at this temperature using a higher molar ratio (5:
1) and enzyme dosage (7.5 wt%) suggested by the model. Under these conditions, significant conversions of 38.3%, 47.1%, 63.2%, and 83.7% for acetic acid, propionic acid, butyric acid, and hexanoic acid, respectively, into esters were achieved. These conversion rates are comparable to those obtained at 45 and 60 °C. Thus, the optimized approach offers alternative experimental conditions aiming at minimizing the energy requirements of the extraction and esterification process.
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