Liane
Meneses
a,
Nicolás F.
Gajardo-Parra
b,
Esteban
Cea-Klapp
c,
José Matías
Garrido
c,
Christoph
Held
b,
Ana Rita
Duarte
a and
Alexandre
Paiva
*a
aDepartamento de Química, Faculdade de Ciências e Tecnologia, LAQV/REQUIMTE, Universidade Nova de Lisboa, 2829-516 Caparica, Portugal. E-mail: alexandre.paiva@fct.unl.pt
bDepartment of Biochemical and Chemical Engineering, Laboratory of Thermodynamics, TU Dortmund, Emil-Figge-Str. 70, 44227 Dortmund, Germany
cDepartamento de Ingeniería Química, Universidad de Concepción, 4070386 Concepción, Chile
First published on 11th April 2023
In this work, the activity of horseradish peroxidase (HRP) in betaine-based natural deep eutectic systems (NADESs) was measured and studied by molecular simulations. Focus was laid on enzymatic activity in the NADESs under thermal stress as well as under the influence of water. Furthermore, the structure of HRP under these different conditions was measured by circular dichroism (CD). As a result, HRP remains enzymatically active in all NADESs upon incubation for 24 h at 37 °C and 60 °C and after 4 h at 80 °C, especially when incubated in a NADES composed of betaine, trehalose, glycerol, and water, in a molar ratio of 2:1:3:5. The CD studies have shown that high activity is obtained in the systems that promoted higher α-helix contents. The molecular simulations showed that using a NADES instead of buffer solvent reduces HRP flexibility, and we found that enzymatic activity correlates with Gibbs energy of solvation of HRP. Finally, hydrophobic hydration interactions govern the stabilization mechanism of the HRP folded state as shown by a drastic enzymatic activity drop upon 5 wt% water addition using a betaine: glycerol NADES as solvent.
Sustainability spotlightEnzymes are widely used in industry as biocatalysts; however, their use is limited by their stability. Strategies to improve enzymatic stability are constantly sought. This work shows the use of natural deep eutectic systems (NADESs) for the stabilization of horseradish peroxidase (HRP) under thermal stress. Besides using green solvents, that comply with several sustainable and green chemistry principles, we have also used predictive methods that allow the time, reagents and consumables used during trial-and-error experiments to be decreased. By stabilizing the activity of enzymes, and thus improving their performance, we are narrowing the gap for implementing this technology in industry. This work is in alignment with SDGs 9 (industry) and 13 (climate action). |
However, before the application of enzymes at an industrial scale, there are numerous conditions that must be taken into consideration due to a lack of stability regarding temperature, pH or solvent. Hence, the stabilization of enzymes becomes crucial for their application in industrial processes such as treatment of wastewaters, tissue engineering, biosensors, or drug delivery systems.7,8 One of the strategies used to stabilize enzymes is immobilization. For several industrial processes, immobilization has become a routine process and made several industrial processes feasible and greener.9
Since the early 90s, when green chemistry was first introduced, chemists have combined efforts to change their laboratory practices towards compliance with the 12 principles of green chemistry. The use of alternative solvents to replace traditional organic solvents was one of the implemented changes, and ionic liquids (ILs) gained attention as green alternatives to traditional solvents, mostly due to their low vapor pressure and low flammability.10 From the first time ILs and enzymes were combined and reported in the literature, they have been used in biocatalysis for several purposes such as co-solvent, additives to the reaction or agents to stabilize or immobilize enzymes.10 There are examples of the use of ILs as solvents with several enzymes, such as lipases, oxidoreductases, peroxidases, etc., and whole microorganisms as well.10,11 However, and due to the fact that the “greenness” of ILs started to raise questions, deep eutectic systems (DESs) have appeared as a great alternative to ILs.10 DESs were first described by Abbott et al. as a mixture of two components with a deep melting point depression compared to the original components.12 Later, Choi et al. disclosed natural deep eutectic systems (NADESs), prepared from the combinations of only naturally occurring compounds such as sugars, polyols, organic acids, or amino acids.13 DESs have been successfully used to activate, crystallize,14 stabilize or act as reaction media for several types of enzymes, such as lipases oxidoreductases,15 hydrolases,15 and laccases,16 among others.
The stabilization of HRP has already been studied by some researchers using mostly choline-based DESs. Wu et al. studied the activity of HRP in a series of choline chloride (ChCl) and choline acetate (ChAc) based DESs.6 Under the conditions studied, HRP's enzymatic activity was slightly higher in solutions containing a ChCl:glycerol ratio (2:1) compared with control buffer and slightly worse when using ChAc. Furthermore, structural studies have shown that the systems that allow HRP to have a higher α-helix content and stabilization of the tertiary structure helped increase the enzymatic activity of HRP.6 In another study, the influence of several ChCl and ethyl ammonium chloride (EAC) based DESs on the activity and structure of two heme-containing enzymes – HRP and cytochrome C (cyt C) was studied.17 The work has shown that while cyt C's activity is improved in the presence of DESs, HRP's activity decreased for all the systems and concentrations tested.
The diverse nature of NADESs can cause various effects on enzymes, so obtaining information about process thermodynamics or kinetics effects requires extensive experimental trial and error procedures.18 Predictive methods have emerged as a tool in process design to get physicochemical properties that could relate to observed enzyme properties.19 Equations of state and thermodynamic methods have been used in the literature to demonstrate the effect of different cosolvents on enzymatic properties, including kinetics20,21 and thermal stability.22 Diverse molecular dynamics methods, including classical molecular dynamics (MD)23,24 and quantum mechanics/molecular mechanics (QM/MM)25 have been used to describe HRP and different mutations.26 However, the effect of deep eutectic solvent has not been studied yet as it has been on other proteins such as lipases,27,28 lysosome29 or alcohol dehydrogenase.30 Nevertheless, MD methods are necessary for a detailed study of solvation to observe the protein surface hydration dynamics when interacting with a cosolvent. As proteins are complex molecular systems, techniques directly consider both the shape and the density of water/co-solvent around the enzyme.31 Minimum-distance distribution functions and Kirkwood–Buff integrals have recently been used to directly describe protein solvation using sorbitol urea mixtures, osmolytes, and ionic liquids.32,33 Finding valuable properties by applying these methods allows researchers to have “tailor-made” new green solvents (i.e. DESs or ILs), thinking about the final application, which significantly reduces the dependence on a great experimental effort.
In a previous study by this group,34 several betaine-based NADESs were fully characterized in terms of water content and activity, viscosity and density. Moreover, the influence of these NADESs on the activity and structure of HRP was also accessed. It was observed that several systems were able to improve enzyme's activity and that they were able to change HRP's structure to more stable conformations in which the enzyme had higher unfolding and denaturation temperatures. Hence, in this work, we went further to study the activity and stability of HRP after exposure to higher temperatures (60 and 80 °C) for longer periods of time. Betaine was used in these systems as a substitute for ChCl. The study of the utilization of such systems is important since the use of choline derivatives is restricted for some applications, mostly concerning health. It has also been recently published that ChCl based DESs and NADESs have high environmental impact.35
Code | Component A | Component B | Component C | Component D | Molar ratio |
---|---|---|---|---|---|
BXylW | Betaine anhydrous | D-(+)-Xylose | Water | — | 2:1:6 |
BTrehGlyW | Betaine anhydrous | Trehalose dihydrate | Glycerol | Water | 2:1:3:5 |
BSorbW | Betaine anhydrous | D-Sorbitol | Water | — | 1:1:3 |
BSucProW | Betaine anhydrous | Sucrose | DL-Proline | Water | 5:2:2:21 |
BGly | Betaine anhydrous | Glycerol | — | — | 1:2 |
Initial configurations were prepared using PACKMOL in a cubic box.43 One HRP structure was placed in the center and was solvated with an appropriate number of solvent molecules for each system (see Table S1†). For a fair comparison, the number of water molecules was kept the same in all box simulations (23000 molecules). Additional Cl− ions were used as counter ions to neutralize the net charge of HRP, which was 4 in all simulations. For each box, energy was minimized using the steepest descent algorithm for 50000 steps and equilibration in the canonical NVT ensemble, with all the non-hydrogen atoms of HRP fixed. After this, an equilibration using the isothermal–isobaric NPT ensemble ran for 6 ns, where the last 1 ns ran without positions being restrained. Finally, the production in the NPT ensemble ran for 200 ns. Three replicates were run for each system using the previous procedure.
All MD simulations were carried out using the GROMACS software package (version 2021.2).44,45 The system temperature was kept constant at 310 K using the velocity rescaling thermostat46 with a time constant of 0.2 ps. The pressure was maintained at 1.0 bar using the Parrinello–Rahman barostat47,48 with a time constant of 2 ps. van der Waals interactions were described with a cut-off radius of 1.2 nm with a smooth force switch to zero between 1.0 and 1.2 nm. Furthermore, electrostatic interactions were handled using the particle mesh Ewald (PME) method49 with an interpolation order of 4 and a cut-off of 1.2 nm. The protein–solvent minimum-distance distribution functions (MDDFs) and the Kirkwood–Buff integral (KBI) were computed using the open-source software “ComplexMixtures.jl”.31 The root-mean-square deviation of atomic positions (RMSDCα), the radius of gyration (Rg), solvent-accessible surface areas (SASAs), and the number of hydrogen bonds were obtained directly from GROMACS.
Fig. 1 (A) Relative enzymatic activity of HRP at t = 0 h (n = 3, retrieved from ref. 34); (B) residual enzymatic activity of HRP after incubation for 6 and 24 h at 37 °C in BTrehGlyW (light gray), BSucProW (dark gray), BSorbW (gray), BGly (black), BXylW (white) and PBS (light blue) (100 mM, pH 7), (n = 3). |
The impact of the presence of NADESs on enzymatic activity was also evaluated upon incubation in a pure NADES and PBS, which was used as the control. Two incubation-time points were tested for a temperature of 37 °C, namely 6 h and 24 h. The activity under these conditions was determined using the same activity protocol as described before and then reported as “residual activity”, which was normalized to the value obtained at the start of the measurements (t = 0). The results obtained are illustrated in Fig. 1(B). Overall, all the systems tested, including PBS, kept HRP active throughout the 24 h of incubation. From Fig. 1(B) it is also possible to observe that PBS and BGly caused a decrease of about 20% compared to initial activity, while BSorbW, BSucProW, and BXylW maintained it close to the initial 100%, and BTrehGlyW increased it by 20% of the HRP's activity, after 6 h of incubation, which was maintained until 24 h. The reasons leading to the maintenance/increase in HRP's activity will be further discussed in combination with the other results.
The results obtained from the incubation at 60 °C (for 4 and 24 h) can be observed in Fig. 2(A). When exposed to this temperature, the differences in enzymatic activity are more noticeable than at 37 °C (see Fig. 1(B)). It was possible to observe that two of the tested NADESs maintained high enzymatic activity, namely, BTrehGlyW and BSucProW. In particular, in the presence of BSorbW there was a decrease in activity of ca. 25%, compared to the initial one, after 24 h of incubation in those systems. When incubated in the systems BGly and BXylW, the enzymatic activity was reduced to 42% and 27%, respectively. After incubation for 24 h at 60 °C in control media, enzymatic activity was reduced to residual values. Although HRP's activity was reduced in the presence of some NADESs, it was always higher than that in the presence of PBS alone.
Furthermore, the thermostability of HRP at 80 °C was also evaluated. In this case, the incubation time points studied were 2 and 4 h. As shown in Fig. 2(B), the enzymatic activity decreased with the incubation in all the media tested; however, the impact of incubation temperature on enzyme activity was not the same for all NADESs. Since the system BXylW had the lowest performance in the assays at 60 °C, it was discarded for the tests at 80 °C. The system with the best thermal stability on HRP was BTrehGlyW, in which the enzyme maintained ca. 60% of its initial activity after 4 h of incubation at 80 °C. When incubated in BSorbW for 4 h, the enzyme maintained 41% of its initial activity. BSucProW and BGly showed thermal stability decreasing to 30% of the initial value. The complete loss of enzyme activity was observed only in the PBS systems, in 24 h for systems incubated at 60 °C and in 4 h for systems incubated at 80 °C.
Betaine-based systems had already proven their thermal protective behaviour at high temperatures (80 and 90 °C) in other enzymes, such as laccase.50 Nonetheless, it was observed that among betaine-based DESs the results have wide variability and are dependent on their composition. Some researchers have studied the effect of sugars on the activity of HRP and observed that in systems with equal viscosity, sugars such as trehalose, glucose, and sorbitol had less impact on the enzymatic activity of HRP.51,52 In a recent study from our group, it was observed that the presence of betaine-based NADESs caused structural changes to HRP that were linked to its activity and denaturation profiles.34 It was also observed that the presence of betaine-based NADESs increased the unfolding temperature of HRP, with the highest increase observed for BSorbW. Moreover, protein aggregation was also observed in the presence of NADESs, which did not happen in the control buffer, showing the thermal protective effect of these NADESs towards HRP.34
Fig. 3 shows the results obtained for the secondary structure content after incubation in PBS and the five NADESs studied, at different temperatures. Overall, the results correlate with the enzyme activity. In general, in all the systems tested, including the control in PBS, the random coils (∼43%) and turns' (∼16%) content did not have significant changes, with some exceptions. The major changes in the secondary structure were observed between the α-helix and β-sheet contents. It is known that the catalytic activity of HRP is closely related to and promoted by higher contents of the α-helix structure.6 Solvents that promote this structure over the β-sheet have proven to be the ones in which the enzyme has higher activity rates, since they allow HRP to have a more relaxed tertiary structure.6,34
Fig. 3 Relative content of the secondary structures of HRP, determined by CD, after 24 h of incubation, at 37 and 60 °C, and 4 h at 80 °C, in the different media tested, namely, (A) PBS (100 mM, pH 7), (B) BXylW, (C) BTrehGlyW, (D) BSorbW, (E) BSucProW and (F) BGly. α-Helix (black), β-sheet (dark gray), turns (light gray) and random coils (white). The control in each system represents the secondary structure content of HRP in the respective media, at initial time, without any incubation. These values are reported in Table S2.† |
Incubation in PBS at high temperatures resulted in a complete loss of enzymatic activity. It was expected that this loss represented a total loss of the secondary structure of the enzyme; however, the CD results (Fig. 3(A)) show that there was a decrease in the α-helix content at 60 and 80 °C, concomitant with an increase of the β-sheet, which correlates to the loss in activity. The same behaviour was observed for BXylW (Fig. 3(B)), which was the NADES with a less thermal protective effect on HRP.
In contrast, BTrehGlyW was the system in which HRP presented the highest thermostability. After incubation in this system (Fig. 3(C)), the secondary structure content shows that the α-helix content was stable at all the incubation temperatures tested, which correlates with higher activity. In BSorbW, the initial secondary structure content was different from the native enzyme and promoted a faster reaction rate, as discussed before.34 Incubation in this NADES highly promoted the presence of α-helix (Fig. 3(D)); however, this conformation did not provide increased protection at a higher temperature. After incubation in BSucProW (Fig. 3(E)), the presence of a β-sheet was favoured without causing a major decrease in the α-helix content; however, this was also reflected in the activity of the enzyme, which decreased. Finally, the results were very surprising when the enzyme was incubated in BGly. Fig. 3(F) shows that upon incubation at the three temperatures tested, there was an increase in α-helix with a corresponding decrease in the β-sheet content. However, in this system this did not correlate with an increase in activity, and this might be due to the fact that besides the structure, the hydration level of the environment i.e. the hydrogen bond network between protein–water and NADES–water influences enzyme activity not monotonically.14,53 In this case the system BGly presented a very low water content and water activity, which may be related to the lower activity in this system.
Formulation | Water added (wt%) | Water content (wt%) | a w, 37 °C |
---|---|---|---|
BGly | 0% | 1.7 ± 0.0 | 0.071 ± 0.004 |
BGly95 | 5% | 5.8 ± 0.1 | 0.172 ± 0.001 |
BGly90 | 10% | 11.5 ± 0.1 | 0.283 ± 0.003 |
BGly85 | 15% | 16.9 ± 0.3 | 0.367 ± 0.001 |
BGly80 | 20% | 21.1 ± 0.2 | 0.448 ± 0.000 |
The influence of aw on enzymatic activity was evaluated after incubation in each of the BGly formulations for 6 and 24 h, at 37 °C. The same procedure was used without any incubation time to determine the influence of the systems on the enzymatic activity shown in Fig. 4(A). It is important to mention that the relative activity obtained from BGly is different than the one presented in Fig. 1(A), since in that work a different enzyme batch was used.34 Based on our experience with enzymatic reactions in NADESs, we expected that increasing aw would increase the enzymatic activity; however, the results obtained were quite different. The influence of NADESs on the reaction rate is presented in Fig. 4(A), and it is noticeable that without incubation, i.e., time for the enzyme to adapt to the environment, the activity increases for BGly with 5 wt% of water, being lower for the remaining 3 water contents. However, Fig. 4(B) shows the results of activity after incubation in BGly, and it is visible that HRP's activity was promoted at 10, 15, and 20 wt% water, and higher water contents indeed yielded higher enzymatic activities, as expected. Nevertheless, the incubation with BGly95 caused a decrease in enzymatic activity down to 60% from the control value. Hence, it is possible to observe that while the presence of NADESs has impact on the reaction rate, the incubation time allows the enzyme to achieve a conformation that is more favourable for its catalytic activity. Possible explanations to this (hydrogen bond network disruption/reorganization induced by the water addition into dry BGly) are given later by MD simulations.
The RMSF profile is overall similar for the NADESs used in this work, except for three highly flexible regions: the C-terminus and the N-terminus, where the RMSF values are noticeably high, reflecting the flexible nature of HRP in these regions. Secondly, the helix α5 region (residues 77–90) shows a remarkable decrease in the RMSF values as compared to native folds, as shown in Fig. 5. Helix α5 is close to the active site (residues 38–43), and its stabilization could contribute to maintaining a closed HRP conformation. A special flexibility suppression of Helix α5 is observed upon the addition of catalytic booster NADESs such as BSorb and BSucPro (Fig. 5(C) and (F)). Unlike the other NADESs, BXyl (Fig. 5(E)) shows a clear increment in the region of the residues 1–100 compared with the PBS system.
HRP remains folded in all the NADESs used in this work, as depicted by the root mean square deviation (RMSDCα), which indicates that Cα atoms coordinated with the equilibrated crystal structure as a reference, shown in Fig. S1.† A small RMSDCα (as for BSorbW) value implies that HRP stability of the folded state is promoted, reducing the conformational stability as shown in Fig. S1.†54 In an analogous fashion, the distance between the centers of mass of the active pocket residues, ARG-38 and HIS-42, is reduced in NADESs that are more catalytically active (i.e. BSorbW). Additionally, Fig. S1† shows the radius of gyration (Rg), which hints at the protein compactness in the NADES environment. The number of hydrogen bonds between HRP and water was computed for all systems as shown in Table S3.† The number of HRP–water hydrogen bonds is reduced in all NADESs, which might promote the experimentally observed increase in the enzymatic activity compared to PBS. One exception is BXylW, which promotes a higher density of water around the HRP surface due to a stronger protein volume-exclusion effect. Strong hydrogen bond donors such as sorbitol, sucrose, or glycerol compete with betaine and water for HRP surface association sites, displacing HRP hydrogen bonding sites. The direct interaction of NADES donor groups with the surface of HRP excludes water from the second shell solvation, thereby decreasing HRP–water hydrogen bonds. This type of stabilization, by the exclusion of water, is characteristic of the solvation of uncharged polar residues on the protein surface.54
Fig. 6 Protein (A) SASA and (B) Gibbs energy of solvation of HRP in NADESs from molecular dynamics. Average values from the last 50 ns of simulations and standard errors computed from 3 independent runs are shown in Table S3.† |
Although the accumulation of water molecules on the protein surface does not necessarily mean a decrease in enzymatic activity, it can cause the reorientation of the hydrophobic and hydrophilic side chains. Thus, the kind of interaction of NADESs with specific residues on the protein surface is responsible to promote or decrease the non-monotonic dynamics of water molecules in the protein active site. In the case of sorbitol, hydrophobic interactions around basic HRP residues (e.g., arginine) are encouraged; this could improve folded state protein stability due to the highly hydrophobic reaction pocket of wild-type HRP.57 Furthermore, an important correlation between HRP activity and Gibbs energy of solvation of hydrophobic residues can be observed for NADESs as shown in Fig. S2.† In contrast, xylitol interacts with the protein around non-polar aromatic residues, increasing water density on the HRP surface and increasing solvent-accessible surface area.
To reflect the volume-exclusion effect associated with protein–solvent interactions at short distances, the KBI profiles were computed for the systems in this work according to eqn (1),
(1) |
Once the Gpc values have been computed, they were used to calculate the preferential hydration parameters according to eqn (2), usually used to correlate protein stability under the effect of a solvent.
Γpc(R) ≈ ρc[Gpc(R) − Gpw(R)] | (2) |
Fig. 8 (A) Estimated Gibb energy of solvation of total HRP (ΔGs) and (B) of only the hydrophobic HRP groups for BGly + water used in this work. |
Molecular dynamics simulations accompanied the experimental results. It was shown that the NADESs reduced the flexibility of HRP, leading to a greater stability of the active site. This is promoted by the water exclusion effect that is caused due to the interactions between NADESs and the surface of HRP. A correlation between enzyme activity and Gibbs energy of solvation was found, especially if the calculation breaks down into hydrophobic residues. Thus, predicting solvation energies allows estimating the beneficial effect of NADESs on HRP enzymatic activity. Furthermore, protein–solvent interactions were analysed using minimum distance functions and Kirkwood–Buff integrals, demonstrating that the interaction between the NADESs and the protein surface generates an increase in water on the protein surface, which can help stabilize the active site. Extrapolating these findings to more relevant and sensitive molecules will open new possibilities for biotechnological industries in the future.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d2su00127f |
This journal is © The Royal Society of Chemistry 2023 |