Preliminary activity studies and molecular modeling
Initially, two PheDHs from B. badies (BbPheDH) and G. kaustophilus (GkPheDH) were selected as candidate enzymes in the development of an enhanced biocatalyst for L-HPA synthesis. As 2-OPBA had a larger side-chain than the native substrate PPA, its catalysis by BbPheDH and GkPheDH was characterized by lower turnover frequencies (kcat) and less favorable catalytic efficiency (kcat/Km) (Table 1), which motivated us to consider enhancing catalytic efficiency toward 2-OPBA by the steric hindrance engineering. Biotransformation experiments were subsequently performed using BbPheDH and GkPheDH as biocatalysis, giving 67.5% and 53.6% conversions at 0.2 M substrate concentration within 8 h (Table 1 and Additional file 2: Figure S1). Therefore, BbPheDH was selected as the starting mutagenesis template for steric hindrance engineering given the relatively high conversion.
Table 1 Kinetic parameters and conversionsa of BbPheDH and GkPheDH in the reductive amination of PPA and 2-OPBA
Enzyme
|
Substrate
|
kcat
(s-1)
|
Km
(mM)
|
kcat/Km
(mM-1·s-1)
|
Conversion
(%)
|
BbPheDH
|
PPA
|
114.6 ± 5.6
|
0.31 ± 0.04
|
369.7
|
99.9b
|
2-OPBA
|
10.7 ± 0.8
|
0.63 ± 0.06
|
17.0
|
67.5c
|
GkPheDH
|
PPA
|
91.8 ± 5.6
|
0.27 ± 0.04
|
340.0
|
99.9b
|
2-OPBA
|
5.8 ± 0.7
|
0.52 ± 0.04
|
11.2
|
53.6c
|
aReaction conditions: 0.1 M (0.2 M) 2-OPBA, 0.12 M (0.24 M) glucose, 0.5 mM NAD+, 1 M NH4OH/HCOONH4 buffer (pH 9.0), 10 g·L−1 cell-free extracts of PheDH, and 12 g·L-1 cell-free extracts of GluDH in a total volume of 5 mL at 30 °C and 200 rpm.
bConversion was calculated with 0.1 M 2-OPBA.
cConversion was calculated with 0.2 M 2-OPBA.
To assess the feasibility of developing an enhanced biocatalyst for efficient L-HPA synthesis, we first generated a structural homology model of BbPheDH (Figure 2A) based on the reported crystal structure of Rhodococcus sp. M4 PheDH [35] to develop hypotheses for mutagenesis library designs. The model revealed that the residues surrounding the catalytic active center of BbPheDH can be classified into two categories on the basis of their function in the substrate-binding process. Group one encompasses the catalytic residues that are appointed in the binding of the α-carboxylic and α-amino groups of the substrate, namely K78, K90, D125, and N276, respectively, which were highly conserved among the PheDH family (Additional file 2: Figure S2). These residues create a hydrophilic environment that combines the hydrophilic α-amino acid moiety of the substrate (Figure 2B). On the opposite side, a panel of hydrophobic residues creates a hindered hydrophobic environment forcing the substrate side-chain into its ideal binding pose (Figure 2C). Furthermore, limited structure-guided engineering was conducted on PheDHs and showed that most of the beneficial mutations introduced into the substrate-binding pocket were hydrophobic amino acid residues [36-38]. Based on the foregoing information, we selected amino acids with strong hydrophobicity and weak steric hindrance as target substitutes in the subsequent mutagenesis experiments.
Mutagenesis library construction and evaluation based on attenuated steric hindrance
To identify mutagenesis candidates for initial library construction, 2-OPBA was docked into the catalytic active center of BbPheDH to investigate the unfavorable hindrance interactions. Based on the acquired binding pose, all amino acid residues except the smallest glycine and the conserved catalytic residues within 6 Å of the side-chain phenyl ring of 2-OPBA were selected for site-directed mutagenesis in the first round of steric hindrance engineering (Figure 3A). Twenty-three single-site mutants were constructed at nine amino acid sites based on the designed degenerate codon (Additional file 1: Table S1). The initial activity assays of the cell-free extracts screened the three superior mutants L50V (M1-1), V309A (M1-2), and V309G (M1-3) (Additional file 2: Figure S3). Subsequent enzyme kinetics experiments demonstrated that the kcat/Km of these mutants towards 2-OPBA were 50.6 S-1·mM-1, 58.2 S-1·mM-1, and 73.8 S-1·mM-1, respectively, which were 3.0-fold, 3.4-fold, and 4.3-fold higher than wild-type (17.3 S-1·mM-1) (Figure 3F).
As mutant M1-3 had the highest catalytic efficiency towards 2-OPBA, it was selected as the mutagenesis template in the second round of steric hindrance engineering to investigate the potential synergistic effects. The binding pose of M1-3 with 2-OPBA indicated eight amino acid residues within 6 Å of the side-chain phenyl ring of 2-OPBA. For the rapid detection of any synergy of a proximal steric hindrance with residue G309, the residues were simplified by double-proximity filtering. We identified four mutagenesis candidates within 6 Å of both the phenyl ring of 2-OPBA and G309 (Figure 3B). Thus, a mutagenesis library consisting of ten double-site mutants was constructed, and the superior mutants V309G/L50V (M2-1) and V309G/L306V (M2-2) were screened by the initial activity assays (Additional file 2: Figure S4). The kcat/Km value of the mutants M2-1 and M2-2 toward 2-OPBA were determined to be 143.3 S-1·mM-1 and 178.8 S-1·mM-1, respectively, which were 8.4-fold and 10.5-fold higher than wild-type (Figure 3F).
With this promising result, the mutant M2-2 was selected as the template in the third round of steric hindrance engineering. Here, we investigated proximal steric hindrance synergy with V306. Three mutagenesis candidates were identified by double-proximity filtering using V306 as the key residue (Figure 3C). The initial activity assay of the ten triple-site mutants revealed two superior mutants V309G/L306V/V144A (M3-1) and V309G/L306V/V144G (M3-2) (Additional file 2: Figure S5). The kcat/Km value of mutants M3-1 and M3-2 toward 2-OPBA reached 192.5 S-1·mM-1 and 219.2 S-1·mM-1, respectively, which was 11.3-fold and 12.9-fold higher than that of wild-type (Figure 3F).
Inspired by the above results, we explored the possibility of increasing catalytic activity towards 2-OPBA using M3-2 as the template in the fourth round of steric hindrance engineering. Two mutagenesis candidates were identified (Figure 3D) and four corresponding quadruple-site mutants were constructed. However, none of them exhibited higher activity towards 2-OPBA than M3-2 (Additional file 2: Figure S6).
Together, seven superior mutants were successfully screened from the 47 elements in the site-directed mutagenesis library (Figure 3E). The optimal triple-sites mutant M3-2 (V309G/L306V/V144G) showed a 12.9-fold enhance in kcat/Km value compared with wild-type BbPheDH. Unlike the changes in binding affinity (Km) (Figure 3H), the observed enhancements in catalytic efficiency (kcat/Km) (Figure 3F) are attributed mainly to the increases in turnover frequency (kcat) (Figure 3G). Moreover, the thermostabilities of BbPheDH and its superior mutants were assessed by measuring the T5030 value. It is not unexpected that some kind of stability-activity tradeoff occurred in all mutants, although this tradeoff is of no practical importance since the T5030 value of all mutants still exceeded 50 ℃ (Additional file 1: Table S2).
Biocatalytic optimization analysis on the best mutant M3-2
The dependence of temperature and pH value were investigated for the reductive amination of 2-OPBA catalyzed by M3-2 paired with glucose dehydrogenase (GluDH) at 0.2 M substrate concentration. Figure 4A shows that 2-OPBA conversion was > 99% after 180 min when the reactions proceeded at 30–40 °C. Catalytic efficiency was slightly decreased at 25 °C because the reaction required 240 min to attain 99% conversion. At 50 °C, however, quantitative conversion was < 90% after 240 min. We then evaluated the effects of NH4OH/HCOONH4 buffer (1 M) at various pH values and 30 °C. Figure 4B shows that the fastest conversions occurred at pH 8.5 and the quantitative conversion was > 99% within 90 min. We subsequently performed the reductive amination of 2-OPBA in various concentrations of NH4OH/HCOONH4 buffer (pH 8.5) and NAD+ to determine the influences of NH4+ and NAD+ concentration. The 2-OPBA conversion was > 99% at 1–3 M NH4+. By contrast, 4 M and 5 M NH4+ lowered the conversion rate (Figure 4C). An activity assay indicated that low GluDH activity might explain the observed decrease in conversion rate in the presence of high NH4+ concentrations (Additional file 2: Figure S7). Moreover, 2-OPBA can be fully converted whether the NAD+ concentration is 0.3 mM, 0.5 mM, or 1 mM. However, the conversion rate is < 50% when the NAD+ concentration is < 0.3 mM (Figure 4D).
Preparative scale synthesis of L-HPA employing mutant M3-2
Using the optimized reaction system (30 °C; pH 8.5; 3 M NH4+; 0.3 mM NAD+), the preparative scale synthesis of L-HPA by reductive amination of 2-OPBA was carried out in 100 mL reaction volume. The pH value was maintained at 8.5 by titrating concentrated NH3·H2O during the reaction course. Figure 4E shows that 0.2 M and 0.3 M 2-OPBA were converted by > 99% conversion within 20 min and 30 min, respectively. However, substrate inhibition was observed at high concentrations. The quantitative conversion rates were < 70% and < 30% after 240 min in the presence of 0.4 M and 0.5 M substrate, respectively (Additional file 1: Table S3). This phenomenon was similar to that which was reported for TiPheDH from T. intermedius [39]. We speculate that the high substrate concentration may have an irreversible adverse effect on the enzyme [40].
Continuous substrate fed-batch L-HPA synthesis
Substrate concentration is a crucial factor in industrially feasible biocatalytic processes. Therefore, a combination of substrate fed-batch with product removal strategy was applied for continuous L-HPA synthesis. During the reaction course, 2-OPBA was repeatedly added to the initial NH4OH/HCOONH4 reaction medium (pH 8.5) containing 0.3 mM NAD+, 3 M NH4+, 10 g L−1 cell-free extracts of M3-2, and 12 g L−1 cell-free extracts of GluDH. The substrate concentration was fixed at ~0.3 M to maintain high reaction efficiency. Meanwhile, L-HPA product was continuously precipitated from the reaction solution and isolated after filtration and drying. Consequently, 1.08 M 2-OPBA with a quantitative conversion of 90.2% was effectively transformed after four times fed-batch over 210 min (Figure 4F), and the specific space-time conversion reached 30.9 mmoL·g−1·L−1·h−1. Comparisons with previously reported biocatalysis processes revealed that our M3-2 had the highest substrate loading and specific space-time conversion in L-HPA production (Additional file 1: Table S4). Furthermore, M3-2 displayed perfect stereoselectivity and yielded L-configuration HPA with up to 99% enantiomeric excess (ee). These results underscore the strong potential of M3-2 as a biocatalyst for continuous L-HPA synthesis.
Docking simulation and tunnel analysis of wild-type and derived mutants
To better understand the enhance in catalytic efficiency observed in enzyme-kinetics and biotransformation experiments at the atomic and molecular levels, we performed the docking simulations using the available structural information. The 2-OPBA was docked into the catalytic active center of the wild-type BbPheDH and the derived mutants M1-3, M2-2, and M3-2, respectively (Figure 5). The docking simulations revealed poor adaptability of 2-OPBA to the substrate-binding pocket of wild-type BbPheDH compared with the binding pose of the native substrate PPA (Additional file 2: Figure S8). The relatively bulky 2-OPBA side-chain could not fit into the substrate-binding pocket of wild-type BbPheDH in a relatively stretched configuration (Figure 5A and 5B), which may prevent the substrate from binding in the proper orientation for hydride transfer. By contrast, the incorporation of three crucial mutations V309G, L306V, and V144G gradually enlarged the volume of the substrate-binding pocket compared with that of BbPheDH. Hence, the relatively bulky phenyl group side-chain of 2-OPBA could fit in the enlarged substrate-binding pocket with a relatively stretched configuration at a high degree of freedom (Figure 5C-5H). Moreover, the observed enlargement of the substrate-binding pocket can be further supported by calculating the volume of the substrate-binding pocket, which revealed that the volume of the eventual mutant M3-2 was about 196.9 Å3 larger than that of the wild-type BbPheDH (Additional file 1: Table S5). These results demonstrate that the enlargement of the substrate-binding pocket in a reasonable range was beneficial for the interaction between the enzymes and the bulky substrates [31, 33].
Tunnels represent potential transport pathways for small molecules, water molecules, and ions, and play a significant role in the functioning of a large variety of proteins [41, 42]. The accessibility of a tunnel depends largely on its shape, size, and amino acid composition. To a certain extent, it can be modified by protein engineering [43, 44]. Therefore, we investigated whether steric hindrance engineering alters BbPheDH tunnels. Tunnels analyses based on the structure homology model of M3-2 revealed that compared with BbPheDH, the incorporation of V144G, L306V, and V309G formed a new tunnel (magenta) in the vicinity of the catalytic active center (Figure 6), suggesting a potential new transport pathway for substrate and product. This assumption was supported by the significantly increased turnover frequencies (kcat) of 2-OPBA catalyzed by M3-2. Furthermore, V144G, L306V, and V309G mutations markedly altered the shapes of the existing tunnels (Figure 6). The widened tunnels (shown as red and orange) could accelerate the processes of substrates access and product egress. This observation demonstrated that the formation of new tunnels and widening of existing ones can modulate the catalytic activity of enzymes. It also resembled the findings reported for prior studies [45, 46].