M.
Aßmann
a,
A.
Stöbener
a,
C.
Mügge
b,
S. K.
Gaßmeyer
b,
L.
Hilterhaus
a,
R.
Kourist
bc,
A.
Liese
*a and
S.
Kara
*a
aInstitute of Technical Biocatalysis, Hamburg University of Technology, Denickestr. 15, 21073 Hamburg, Germany. E-mail: liese@tuhh.de; selin.kara@tuhh.de
bJunior Research Group for Microbial Biotechnology, Ruhr-University Bochum, Universitätstr. 150, 44780 Bochum, Germany
cInstitute of Molecular Biotechnology, Graz University of Technology, Petersgasse 14, A8010 Graz, Austria
First published on 19th May 2017
Biocatalytic (S)-naproxen synthesis using an (S)-selective arylmalonate decarboxylase mutant (AMDase G74C/M159L/C188G/V43I/A125P/V156L, AMDase-CLGIPL) exposes a promising environmentally friendly alternative to conventional chemical synthesis strategies. The reaction progress of naproxen synthesis catalyzed by AMDase-CLGIPL covalently immobilized onto a robust acrylate carrier was investigated with respect to reaction engineering. Kinetic characterization of the immobilized enzyme reveals a KM value of 22.1 ± 0.1 mM in the naproxen malonate conversion and an inhibiting effect of the produced naproxen with a Ki of 26.3 ± 1.4 mM. However, an effective process can be realized without in situ product removal yielding (S)-naproxen with an ee of 99%. By optimizing the product work-up, an isolated yield of 92% was achieved with total turnover numbers between 83
000 and 107
000 in five repetitive batches. Furthermore, process monitoring with in-line Raman spectroscopy was successfully applied to analyze the reaction progress with a root mean square error of prediction of 0.8 mM (corresponding to 4%).
An interesting target class of chiral pharmaceuticals are non-steroidal anti-inflammatory drugs (NSAID). Widely used examples of NSAID are α-arylpropionate derivatives (so-called profens), like ibuprofen or naproxen.7 The enantiopure synthesis of these chiral molecules can be realized in a biocatalytic way using an enantioselective enzyme named arylmalonate decarboxylase (AMDase, EC 4.1.1.76). The natural (R)-selectivity of the wild-type AMDase was reversed to the (S)-selective AMDase variant G74C/M159L/C188G/V43I/A125P/V156L (AMDase-CLGIPL) through directed enzyme engineering,8 which has been successfully applied in the synthesis of flurbiprofen.9 Recently, we demonstrated the use of this designed AMDase-CLGIPL for the synthesis of (S)-naproxen with enhanced stability achieved through immobilization.10
Biocatalysts can be applied in a process in various forms, for example (i) as whole cells (enzyme overexpressed in a microbial host), (ii) as a cell lysate containing an overexpressed enzyme or (iii) as a purified enzyme – all in their solubilized free as well as immobilized forms. As biocatalyst purification is material-, energy- and time-consuming, the aim of the present study is to operate the process with the crudest form of the biocatalyst that still allows efficient conversion. Often, whole cells are used for bioproduction applications to keep the cost of the upstream process low. Nevertheless, the application of whole cells has some disadvantages, such as low tolerance to high concentrations of reactants, unwanted side reactions catalyzed by other cells' internal enzymes or low organic solvent tolerance, and is therefore not appropriate for every process. Processes with purified enzymes are the simplest to implement; however, the cost of enzyme isolation needs to be compensated for by reusing the biocatalyst.11 For this purpose, membrane filtration12,13 or immobilization of the enzyme onto a robust support offers an efficient solution for biocatalyst recycling.14
The feasibility of biocatalyst integration into a process is determined by the availability of a suitable enzyme and the choice of an optimal reactor concept.15 For development of the best possible bioprocess, besides the selection of pH, temperature, buffer type and ionic strength, it is necessary to determine the thermodynamics and kinetics of the conversion of the substrate to the target product. Based on this, an optimal type of reactor and its respective process operation window can be identified.16
Online analytical techniques offer the possibility to complete bioprocess optimization, since the real-time availability of process data permits process control with pinpoint accuracy. In particular, spectroscopic techniques are frequently employed in this regard, since they are non-destructive and provide data in real time.17 Vibrational spectroscopy in combination with multivariate calibration is a versatile tool to monitor the concentrations of organic compounds. Established methods in vibrational spectroscopy are infrared (near, mid, and far IR range)18,19 and Raman spectroscopy.20 While infrared spectroscopy in aqueous solutions has limitations due to its broad and intense water absorbance bands, Raman spectroscopy is less prone to interferences from water. Nonetheless, not every biocatalytic reaction carried out in aqueous solution can be easily monitored by Raman spectroscopy. Due to a low-to-medium Raman activity of many small molecules, typical product concentrations in a bioprocess may be below the limit of detection, if reasonable integration times are used. In spite of the low detection sensitivity, Raman spectroscopy has been successfully applied to in-process monitoring of pharmaceutical production and allows rapid and easy measurements without sample preparation.21
In this study, we demonstrate the biocatalytic synthesis of (S)-naproxen using immobilized AMDase-CLGIPL. Making use of detailed reaction engineering studies, the operational window for efficient and selective (S)-naproxen synthesis is selected. The feasibility of in-line process monitoring by Raman spectroscopy is additionally highlighted.
700 × g) and stored at −80 °C unless directly used. For cell lysis, a cell pellet was resuspended in water to a concentration of 0.2 gcells mL−1 and ultrasonication was performed using a Sonopuls HD2070 sonicator (Berlin, Germany) (90% intensity, 3 × 3 min, and interjacent cooling on ice). The cell lysate was separated by centrifugation from the solid cell components (30 min, 4 °C, and 74
000 × g). The freshly prepared cell lysate was then used for enzyme immobilization. The concentration of the obtained protein solution was determined by the Bradford assay using the reported method of Zor and Selinger.22
:
4 (wcarrier/v, 250 mgcarrier mL−1), 1 h, overhead shaker, room temperature, and 8 rpm), filtered with a sintered glass filter (pore size 2, 40–100 μm) and then carefully washed with water. For immobilization, the carrier material was incubated with the cell lysate containing AMDase-CLGIPL (100 mgcarrier mL−1, 39.6 mgprotein mL−1, water pH of 8.0 adjusted with 1 M NaOH, 17 h, and overhead shaker at 8 rpm and room temperature). Afterwards, the carrier was washed twice with one volume of water (pH 8.0) and with one volume of 0.5 M NaCl solution. Fractions of the supernatant and the washings were collected for further determination of protein concentration. The enzyme loading of the carrier was determined to be 8.6 mgAMDase-CLGIPL gcarrier−1. The target AMDase-CLGIPL content was determined to be ∼30% of the total protein amount of the cell lysate according to an activity assay performed for the purified enzyme and the cell lysate under the same reaction conditions. Reaction assay contained 20 mM phenylmalonate, 10% (v/v) purified enzyme or cell lysate (both previously diluted 100-fold and the protein concentration measured via the Bradford assay) in water at pH 8.0 adjusted with 1 M NaOH, 30 °C, and 500 rpm on a 0.5 mL scale.
Regarding the activity of the free cell lysate and its immobilized form, a volumetric activity of 50 U mL−1 was observed with the cell lysate, whereas 3 U mgimmo−1 was found for the immobilized enzyme based on a standard activity assay (20 mM naproxen malonate, pH 8 at 30 °C and 500 rpm).
The investigation of product inhibition was carried out with 20 mg immobilized enzyme preparation in 1 mL reaction volume. The naproxen malonate concentration was fixed to 45 mM while using different amounts of product naproxen (0.5 mM to 67.4 mM) in water at a pH of 8.0. The reaction mixture was tempered to 30 °C and added to the immobilized enzyme to initiate the reactions. Samples were taken in duplicate over the initial course of the reaction (below 5% conversion) for kinetic and product inhibition analysis and the samples were analyzed by HPLC.
100 × g). The supernatant was analyzed via HPLC to determine the remaining naproxen concentration after precipitation.
:
H2O
:
TFA (59.025
:
39.025
:
0.05). A flow rate of 0.8 mL min−1 was maintained for 9 min. The detection was carried out with a diode array detector (DAD) at a wavelength of 245 nm. Typical retention times were naproxen malonate = 3.8 min, naproxen = 5.8 min, flurbiprofen malonate = 4.4 min, and flurbiprofen = 7.6 min.
The immobilized enzyme preparation demonstrates an apparent Michaelis–Menten constant of KM,NM immo = 22.1 ± 0.1 mM in contrast to KM,NM free = 0.08 ± 0.03 mM for the free enzyme (data not shown) accounting for possible diffusion limitations. Many immobilized enzyme preparations show a decreased affinity to the substrate.23 However, in some cases, even an enhancement of the conversion rate due to stabilization of the active enzyme conformation was observed.24 Here, a decreased enzymatic affinity with a shift of the Michaelis–Menten constant to an approx. 300-fold higher substrate concentration was determined. The enzyme could be immobilized onto the carrier surface as well as inside the porous carrier material (pore volume: 1.14 mL gcarrier−1). Due to immobilization, the protein structure is fixed in a more rigid form and conversion to the product depends on diffusion of the substrate to the enzyme located within the carrier material. Hence, the observed affinity shift could be explained by a diffusion limitation.25 Such an internal diffusion limitation could be investigated by breaking the immobilized enzyme into smaller fragments and analyzing the fragmented immobilized enzyme with respect to activity changes which are dependent on the particle sizes,26,27 but this investigation was not a part of this current study. Furthermore, immobilization of an enzyme might change its conformation as well as its microenvironment. This may induce changes in the apparent kinetic parameters. In most cases, the maximal conversion rate is decreased by enzyme immobilization.28 In our system, we observed about 40% reduction in the maximal enzymatic activity due to enzyme immobilization (kcat free = 151 min−1 and kcat immo = 90 min−1). The overall increased productivity of immobilized enzymes often compensates for these effects.
For selection of the optimal reactor for biocatalytic profen synthesis, knowledge of the influence of the product on the enzyme is important. In particular, in the case of continuously operated reactor concepts, like the plug-flow reactor (PFR) or CSTR, strong product inhibition could hamper the full conversion. In our reaction system, the formed product naproxen might cause an inhibiting effect on the enzymatic conversion, as it is known that the activity of AMDase decreases significantly in the presence of the formed product.29 Therefore, detailed kinetic investigations were carried out with respect to possible competitive product inhibition by naproxen. The result clearly shows the inhibiting effect of the product (Fig. 2). The immobilized enzyme is competitively inhibited by naproxen with an inhibition constant Ki,Nap immo of 26.3 ± 1.4 mM. For an efficient reaction, the quotient of the affinity constant to the inhibition constant should be KM/Ki < 1. In reaction systems with values above one for this quotient, no full conversion is possible without removal of the formed product.30,31
The immobilized AMDase-CLGIPL on the amino C2 acrylate carrier reveals a KM/Ki value of 0.84; thus, an efficient conversion is possible without in situ naproxen removal.
The obtained values in the kinetic investigation of the immobilized enzyme (Vmax, KM,NM and Ki,Nap) can be used to generate a model for the prediction of the reaction rate of naproxen synthesis based on the Michaelis–Menten kinetics for competitive product inhibition (eqn (1)).
![]() | (1) |
Overall, characterization of the immobilized enzyme revealed a high KM value for the substrate naproxen malonate, an inhibiting effect of the formed product naproxen, and a decreased enzymatic activity. The inhibiting effect of the formed product is more pronounced at high conversions, which is the case for a fed-batch reactor as well as for a CSTR operating under outflow conditions. Hence, a batch concept was chosen based on these results: (i) the high KM value and (ii) the observed product inhibition.
In our study, we demonstrate the possibility for naproxen synthesis in two different stirred tank batch reactor concepts: a conventional stirred tank reactor (STR) and a rotating bed reactor (RBR). In the latter, the biocatalyst is located inside a stirrer element separated from the reaction solution, establishing a higher flux passing through the carrier which can (i) reduce the diffusion limitation through the carrier, (ii) increase the stability of the biocatalyst and (iii) enable easy separation as well as recycling of the biocatalyst from the reaction solution.32
In both reactor concepts, complete conversion of naproxen malonate to (S)-naproxen in five repeated batch experiments was achieved. The two reactor configurations show similar performance with respect to product formation (Fig. 4). The kinetic model developed for the immobilized enzyme, with the Ki and KM values determined (eqn (1)), fits well to the experimental data of both batch reactions run in two reactors in parallel (Fig. 5).
There are several different parameters influencing a biocatalytic process. A decisive parameter is the enzymatic stability under process conditions, which can be described with the half-life time (t1/2) in which 50% of the enzymatic activity is lost by enzyme deactivation. The half-life time can be determined by exponential fitting of enzymatic activity data. Another parameter to characterize process productivity is the total turnover number (TTN, eqn (2)), which can be calculated using the ratio of the catalytic efficiency constant (kcat (s−1)) to the deactivation constant (kdes (s−1)) under process conditions.25,33
![]() | (2) |
Analysis of the specific activities in the conventional STR and RBR reveals a 20% reduced specific activity during the batch experiments in the RBR compared to the results obtained with the conventional STR (0.5 U mgimmo−1 less specific activity) (Fig. 6). However, calculation of the enzyme deactivation constant reveals a slightly increased half-life time in the RBR (t1/2,RBR = 23 h and t1/2,STR = 21 h) (Table 1).
| Parameter | STR | RBR |
|---|---|---|
| t 1/2 [h] | 21.0 ± 0.3 | 23.1 ± 1.5 |
| k cat [h−1] | 3526.8 ± 53.6 | 2499.2 ± 158.2 |
| k des [h−1] | 0.033 ± 0.0005 | 0.03 ± 0.002 |
| TTN [–] | 106 873 ± 1625 |
83 306 ± 5273 |
From the maximal activity (kcat) observed during the respective first batch experiments and enzyme deactivation (kdes) observed over the repeated batches, the TTN values were calculated to be 83
306 for the RBR and 106
873 for the STR system. These values are in a range of TTN values described for some representative biocatalysts (104 to 107).33 Nevertheless, the calculation of the TTN is an estimation for the applicability of the biocatalysts to product synthesis. A few influencing parameters, like the reduction of the conversion rate by product inhibition or the influence of the enzymatic affinity on the substrate, are neglected. With both reactor setups, (S)-naproxen was successfully synthesized by means of enzymatic catalysis.
The rotating bed reactor has various advantages compared to the conventional stirred tank reactor: reduced shear forces on the immobilized enzyme preparation, enhanced mass transfer and finally practicability. The handling of the immobilized enzyme is easier and faster through the fast separation of the immobilized enzyme preparation from the reaction solution, avoiding an additional filtration step and facilitating washing away of the immobilized enzyme from the reaction solution. Based on the above given advantages and the similar process parameters compared to the traditional STR in AMDase-catalyzed profen synthesis, the rotating bed reactor concept can be regarded as a promising option for industrial applications.
For the investigation of product precipitation efficiency, different hydrochloric acid strengths were tested (Fig. 7). The naproxen content in the supernatant increases clearly with decreasing amount of hydrochloric acid. With threefold molar excess of hydrochloric acid in the reaction solution, >99.5% of the (S)-naproxen is located in the precipitate. Accordingly, an excess concentration of 1 M hydrochloric acid in the reaction solution was chosen for the DSP.
The precipitated (S)-naproxen was separated using paper filter and dried in a vacuum oven at 40 °C for 8 hours. The amount of isolated naproxen was 10.3 g, corresponding to an isolated yield of 92% (according to 11.2 g max. naproxen yield). The product was analyzed by chiral gas chromatography and 1H NMR spectroscopy (see the ESI,† Fig. S2 and S4). The enantiomeric excess (ee) value of (S)-naproxen was determined to be 99%.
For the biocatalytic synthesis of (S)-naproxen, a productivity of about 140 kgproduct kgenzyme−1 is reached. This result is higher than the given minimum productivity of enzyme applicability to pharmaceutical production of 50–100 kgproduct kgenzyme−1.35 The environmental (E) assessment of the reaction itself revealed an E-factor (kgwaste kgproduct−1) value of 89 kgwaste kg(S)-naproxen−1, based on a complete conversion of the substrate naproxen malonate in aqueous solution leading to (S)-naproxen as the target product and CO2 as the by-product. Thus, the E-factor value of the process reported herein was found to be in the expected range for the production of pharmaceuticals with values of 25–100 gwaste gproduct−1.36 However, it has to be noted that the downstream steps for isolation and purification of the product were not included in the assessment. Nevertheless, considering the substrate scope of AMDase, the demonstrated biocatalytic profen synthesis utilizing the immobilized enzyme represents a promising alternative to conventional chemical syntheses.
The minor change in the intensity of the CH3 vibration can be explained by the transformation of the adjacent carbon atom from a quaternary to a tertiary binding mode. For the C–OH group, a stronger change can be expected, as the decarboxylation removes one of the carboxylic acid groups and thus changes the binding strength of the second one. Consistently, a decrease in intensity and an energy shift are observed.
Multivariate calibration was necessary for quantitative concentration determination since the observed Raman bands are not baseline separated. The chemometric modeling was performed with the partial least squares (PLS) method. The data were fit well using the calculated PLS model with three factors, which was characterized by a coefficient of determination of 0.99 and a root mean square error (RMSE) of calibration of 0.3 mM corresponding to a relative RMSE of 1% (normalized to the concentration range). In spite of the very low number of twelve spectra used for calibrating the model, it was applicable to predict concentrations from seven spectra not included in the calibration data set with a root mean square error of prediction of 0.8 mM corresponding to a relative RMSE of 4%. Although the PLS model was calibrated with a small data set and therefore lacks robustness, it is possible to monitor the course of the reaction as shown in Fig. 8. The very low root mean square errors indicate an excellent applicability of Raman spectroscopy to the monitoring of naproxen synthesis with free AMDase. Furthermore, Raman measurements were performed for the biocatalytic naproxen synthesis with AMDase-CLGIPL immobilized on amino C2 acrylate. In this case, far fewer meaningful variations are visible in the spectra throughout the reaction (see the ESI,† Fig. S4). This is not surprising as a high amount of carrier particles is present in the focal volume irradiated by the laser. The Raman bands in the spectral range from 1350 to 1430 cm−1 are attenuated and their shape is influenced, but can be distinguished in spite of the carrier. The suggested reactor for the biocatalytic naproxen synthesis is the RBR. In this reactor type, such disturbances can be overcome completely, since enzyme-free optical conditions are present. Thus, Raman spectroscopy is a promising in-line analytical technique for the biocatalytic synthesis of naproxen. The proof-of-principle of in-line concentration determination completes the process design for naproxen synthesis.
We could successfully scale-up the enzymatic process from 1 mL to 100 mL in two different stirred tank reactor concepts. The productivities of biocatalytic enantiopure (S)-naproxen synthesis are in a range for applicability of the biocatalyst to pharmaceutical production; thus, immobilized AMDase-CLGIPL is proven to be a promising option for (S)-naproxen synthesis. We are confident that this concept can be extended to the synthesis of (R)-naproxen with an appropriate enzyme variant, or even to other substrates, given that similar enzymatic parameters apply to these compounds.
Furthermore, the applicability of Raman spectroscopy as an in-line analytical method was evaluated for the biocatalytic naproxen synthesis. In spite of a small data set, a chemometric model with low root mean square errors of calibration and prediction was calculated, indicating the high performance capacity of Raman spectroscopy as an online analytical method for the given reaction.
Footnote |
| † Electronic supplementary information (ESI) available: NMR, Raman and GC data for process analysis. See DOI: 10.1039/c7re00043j |
| This journal is © The Royal Society of Chemistry 2017 |