Probing unnatural amino acid integration into enhanced green fluorescent protein by genetic code expansion with a high-throughput screening platform
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Genetic code expansion has developed into an elegant tool to incorporate unnatural amino acids (uAA) at predefined sites in the protein backbone in response to an amber codon. However, recombinant production and yield of uAA comprising proteins are challenged due to the additional translation machinery required for uAA incorporation.
We developed a microtiter plate-based high-throughput monitoring system (HTMS) to study and optimize uAA integration in the model protein enhanced green fluorescence protein (eGFP). Two uAA, propargyl-L-lysine (Plk) and (S)-2-amino-6-((2-azidoethoxy) carbonylamino) hexanoic acid (Alk), were incorporated at the same site into eGFP co-expressing the native PylRS/tRNAPyl CUA pair originating from Methanosarcina barkeri in E. coli. The site-specific uAA functionalization was confirmed by LC-MS/MS analysis. uAA-eGFP production and biomass growth in parallelized E. coli cultivations was correlated to (i) uAA concentration and the (ii) time of uAA addition to the expression medium as well as to induction parameters including the (iii) time and (iv) amount of IPTG supplementation. The online measurements of the HTMS were consolidated by end point-detection using standard enzyme-linked immunosorbent procedures.
The developed HTMS is powerful tool for parallelized and rapid screening. In light of uAA integration, future applications may include parallelized screening of different PylRS/tRNAPyl CUA pairs as well as further optimization of culture conditions.
KeywordsAmber codon suppression Online monitoring system High-throughput screening Unnatural amino acid Bio-orthogonal chemistry Protein engineering
enhanced green fluorescent protein
enzyme-linked immunosorbent assay
high-throughput monitoring system
unnatural amino acids
The number of methods for site-specific protein modification, allowing precise conjugation of drugs or polymers e.g. for medical imaging or studying of biological processes with defined fluorescent probes, respectively, has substantially increased in recent years [1, 2]. Among them, amber codon suppression (genetic code expansion) has developed into an elegant tool to incorporate unnatural amino acids (uAA) at predefined sites in the protein backbone [3, 4, 5].
This method is based on the translation machinery evolved in archaebacteria, which are able to incorporate the 22nd amino acid L-pyrrolysine (Pyl) as building block in proteins during translation beyond the typically used 20 canonical amino acids [6, 7]. Pyl is encoded by an amber termination codon (UAG) within a gene and is recognized by its orthogonal suppressor tRNAPyl. The transfer of Pyl to its specific tRNAPyl is catalyzed by a specific pyrrolysyl-tRNA synthetase (PylRS). Due to high substrate side chain promiscuity of the PylRS enzyme, structural related Pyl analogues with distinct functional groups can be easily integrated to enable a broad chemical versatility for bioconjugation chemistry . In fact up to 23 different functional uAA were shown to be incorporated using the native PylRS/tRNAPyl CUA pair originated from Methanosarcina barkeri (M. Barkeri) . Moreover, numerous PylRS mutants have been engineered with improved activities and for recognition of Pyl derivatives, which are not targeted by the native PylRS enzyme. Whereas other orthogonal synthetase-tRNA pairs derived from strains like Methanococcus jannaschii are confined to bacterial cells without further genetic modifications, the genes of the PylRS-tRNAPyl CUA system from Methanosarcina species are of broad applicability and have been successfully transferred to incorporate uAA in proteins in more complex hosts such as yeast , mammalian cells  or multicellular organisms such as Caenorhabditis elegans .
Protein yields, however, are usually lower compared to the expression levels of the wild-type analogue. Optimization of uAA incorporation using amber codon suppression includes (i) variation of uAA addition (concentration and time of addition to the expression medium), (ii) expression control for the PylRS/tRNAPyl CUA pair as well as for the gene of interest and (iii) quantification of the desired product. Up to now, reports are based on gel electrophoresis analysis and, therefore, rather qualitative or average yields of purified protein are reported [13, 14]. Furthermore, these do not allow online monitoring or high throughput screening of culture conditions as required for studies based on experimental design including the assessment of interactions among parameters (i.e. questions regarding the impact of one input parameter A depending on the level of another parameter B).
Consequently, we applied a high-throughput approach combined with online monitoring of microbial growth and product formation of a fluorescent reporter protein. Process parameters with relevance for the insertion of uAA by the PylRS-tRNAPyl CUA system in E. coli were identified and optimized. The system was further consolidated by end point-detection of the uAA modified fluorescent reporter protein in the bacterial supernatant using standard enzyme-linked immunosorbent procedures.
Results and discussion
Introduction of unnatural amino acids into eGFP by amber codon suppression
Online measurement of biomass and Plk-eGFP formation
The time of Plk supplementation did not impact biomass formation (Fig. 4c). In contrast, eGFP fluorescence was detected within 30 min after Plk supplementation (Fig. 4d). Especially late Plk supplementations after 10 or 12 h of cultivation – when more biomass was present for eGFP formation – sparked a steep increase in eGFP fluorescence. The fast fluorescence response measured with the online monitoring system provided evidence that the PylRS catalyzed transfer of Plk to the tRNA was not rate limiting under the selected culture conditions and sufficient expression level of PylRS were achieved. Later Plk supplementation decreased eGFP fluorescence signals as compared to earlier time-points demonstrating the positive impact of early Plk supplementation on Plk-eGFP formation.
Induction with IPTG decelerated growth (Fig. 4e). Supplementation with 150–500 μM IPTG retarded the end of the exponential phase by 1.5 h as compared to non-induced cultures and decreased final scattered light intensity by about 20 % (Fig. 4e). These reductions in biomass following IPTG reflect the metabolic burden introduced by the heterologous protein production . The amount of formed eGFP was not impacted by cIPTG as tested within a range of 150–500 μM (Fig. 4f). tIPTG scarcely impacted biomass formation (Fig. 4g). Early induction after 4 or 6 h slightly reduced growth rates reflecting the shift of cellular resources from biomass formation into eGFP formation (Fig. 4g). Consequently, earlier tIPTG resulted in higher eGFP formation (Fig. 4h).
Online fluorescence monitoring also showed a delay of at least 1 h between IPTG supplementation and eGFP detection (Fig. 4h). This is in contrast to shorter response time of about 30 min following Plk addition (Fig. 4d). This difference at least partly reflects the additional time requirement for the assembly of PylRS and tRNAPlk CUA as a prerequisite for Plk-eGFP expression.
Optimization of uAA incorporation and induction parameters
Side chain promiscuity of the PylRS enzyme allows the incorporation of different uAAs than Plk into eGFP using the same setup. Instead of Plk’s terminal alkyne functionality we now changed to an azide functionality Alk ((S)-2-amino-6-((2-azidoethoxy) carbonylamino) hexanoic acid) (Fig. 1b). Both, terminal azide and alkyne functionalities profile proteins for copper(I)-catalyzed azide alkyne cycloaddition (CuAAC) [25, 26]. Straightforward extrapolating of the optimized set point found for Plk-eGFP formation to Alk-eGFP resulted in immediately achieved concentrations of 2.56 ± 0.13 μg mL-1 (Fig. 6a, black bar; Fig. 6b, Alk-38). The amount of supplied Alk critically drove uAA-eGFP formation as read from online monitored fluorescence (Fig. 6c). Starting off these results, rapid process optimization for Alk by using 10 mM Alk instead of 30 mM Plk readily boosted maximum eGFP fluorescence intensities beyond the results obtained for Plk-eGFP, possibly reflecting a higher PylRS affinity for Alk in comparison to Plk. Nevertheless, both concentrations found for the optima (10 mM for Alk and 30 mM for Plk) were far beyond commonly applied uAA concentration, typically in the range of 1 mM [27, 28, 29, 30], although higher uAA concentrations have already been linked to increased target protein concentration as estimated after expression and purification [31, 32, 33]. However, high uAA concentrations – as demonstrated for Alk and Plk here – are not cost-effective for large scale expression and are therefore still the limiting factor in genetic code expansion technology.
The HTMS allows for rapid screening and the examples provided above demonstrated the power of parallelized assessments, yielding rapid optimization of culture conditions while readily balancing the need for high titers and robust processes for reproducible batch-to-batch outcome. Optima identified for Plk-eGFP and Alk-eGFP concentrations approximated titers of wild-type, unmodified Lys-eGFP (4.98 ± 0.23 μg mL-1 produced under the same conditions (Fig. 6b, Lys) performing at 36 % and 49 % relative to the wild-type, respectively. Recent progress in the field of genetic code expansion can conveniently be screened and optimized by this setup. This includes the selection of improved uAA tRNA synthetases [28, 31, 34], the use of special ribosomes for uAA incorporation and systems addressing the competition of the uAA-tRNA with release factor 1 (RF1) at the amber stop codon [35, 36, 37]. The system can also serve by providing a more holistic landscape rather than point measurements for mechanistic studies in analogy to investigations into the role of tRNA delivery to the ribosome [38, 39].
Obviously, each protein requires the identification of a new design space and uAA-eGFP was herein used to demonstrate the proof of concept. For uAA-GFP, a very early induction optimum (tIPTG = 0.2 h) was determined with the two-stage screening. Induction after just 3 h of cultivation already impaired target protein production by 15 % (Fig. 5). Furthermore, no deviations in growth rates were detected upon addition of up to 40 mM of Plk (Fig. 4a). This shows that unintended uAA incorporation into host protein that could reduce fitness and product formation capabilities is of no concern here. If that was the case, the optimal induction time would lie after the early exponential growth phase when further cell growth has a lesser effect on final product concentration. The early induction optimum also reflects the general need for early induction times when working within the specific context of uAA incorporation, caused by the additional requirement of tRNAuAA CUA pair formation as compared to wild type expression. Previous studies already demonstrated the advantages of independently controlling the incorporation machinery versus the target gene, thereby fine-tuning protein ratios for uAA incorporation . Moreover, the influence of the location of the amber codon within the gene – ranging from initial to terminal integration of the uAA at the ribosome – on eGFP expression levels can be detailed by the HTMS presented here.
High-throughput experimentation with concise optimization steps is highly beneficial to quickly adjust parameters for each target protein. Current studies starting off what is described here aim at expanding the application to non-fluorescent proteins. While the overall approach remains identical, these systems need to shift from monitoring of fluorescent proteins (Fig. 1d) to other available online signals like biomass and oxygen transfer rate. Preliminary experiments already indicated that a measurement of the metabolic burden induced by heterologous protein formation can be used to assess non-fluorescent protein formation during genetic code expansion.
We provide a high throughput assessment platform designed for parallel screening and optimization studies. The platform allows massive data generation leading to optimized design spaces for input parameters, including but not limited to the use of novel uAA, advanced expression systems, future synthetases, location of the amber codon and multiple uAA integration sites or allows in-depth mechanistic studies with high comparability and reliability.
(S)-2-amino-6-((2-azidoethoxy)carbonylamino)hexanoic acid (Alk) was purchased from IRIS Biotech GmbH (Marktredwitz, Germany) or was kindly provided by EMC Microcollections GmbH (Tübingen, Germany). Restriction endonucleases were from New England Biolabs (Ipswitch, MA). Pfu DNA polymerase was from Stratagene (La Jolla, CA). Boc-protected L-lysine was from P3 BioSystems LLC (Shelbyville, KY). Coomassie Brilliant Blue G250 and Bradford Protein Assay Kit were from Pierce (Rockford, USA). GFP ELISA Kit Simple step (#ab171581) was from Abcam (Cambridge, United Kingdom). Acetonitrile (HPLC grade) and trifluoroacetic acid (HPLC grade) were from VWR (Ismaning, Germany). Anti-GFP Antibody #2555 and Anti-rabbit IGG HRP-linked Antibody # 7074 were purchased from Cell Signaling (Hitchin, United Kingdom). Super Signal West Pico Luminescent Substrate was purchased from Thermo Scientific (Waltham, MA). All other chemicals used were at least of pharmaceutical grade and were purchased from Sigma-Aldrich (unless noted otherwise). Propargyl-L-lysine (Plk) was prepared as HCl-salt as previously described .
Subcloning, expression and purification of eGFP analogues (Lys-eGFP, Plk-eGFP and Alk-eGFP)
The pEGFP-N1 plasmid containing the gene encoding for full length enhanced green fluorescent protein (eGFP) were from Clontech Laboratories, Inc. (Mountain View, CA). For the Lys-eGFP mutant, the initial cDNA was amplified by PCR using a forward primer including an NdeI restriction site and two additional glycine codons inserted after the methionine start codon (5‘-CCCCATATGGGCGGTGTGAGCAAGGGCGAGGAGCTG-3’), while deploying a reverse primer including a 6 × histidine tag and an EcoRI restriction site (5‘CCCGGATCCTTAGTGGTGATGGTGATGATGCTTGTACAGCTCGTCCATGCCG-3’). In order to obtain 4(TAG)-eGFP, the forward primer was altered to 5‘CCCCATATGGGCGGTGTGAGCTAGGGCGAGGAGCTG-3’ substituting AAG (Lys) with amber codon TAG. After digestion with NdeI and EcoRI, the resulting cDNAs Lys-eGFP and 4(TAG)-eGFP were subcloned into the backbone of a pET11a vector-construct, containing the gene for the pyrrolysine tRNA, the lipoprotein promotor lpp, the terminator RRN b/c and an ampicillin resistance gene as described in Eger et al.  By means of T7-term promoter based DNA sequencing the correct sequence of both inserts was confirmed. Subsequently, the pET11a plasmids were co-transformed with a pRSF-duet vector, providing the gene for the pyrrolysine tRNA synthetase and kanamycin resistance, into the E. coli BL21(DE3) for amber codon suppression as previously described .
For SDS-page, fluorescence spectra and MALDI-MS, bacteria were cultured in 2 L baffled flasks inoculated with 1 % overnight culture at 37 °C and 130 rpm in 500 mL Terrific Broth (TB) medium supplemented with 100 μg mL-1 carbenicillin, 34 μg mL-1 kanamycin, 2 mM MgSO4 and 50 μL of polypropylene glycol as an anti-foam agent in an environmental Shaker 10× 400 (SANYO Gallenkamp, Leicestershire, UK) with a shaking diameter of 32 mm [15, 16]. Plk or Alk were added to a final concentration of 3 mM at an OD600 = 0.4. eGFP expression was induced with 1000 μM IPTG at OD600 = 0.6-0.7 and the bacteria were cultivated at 33 °C and 130 rpm. After 6 h, the bacteria were harvested by centrifugation and the pellets were washed and resuspended in lysis buffer (20 mM phosphates, 500 mM NaCl and 25 mM imidazole, pH 7.5). Cells were solubilized by cell disruption with a SONOPULS Ultrasonic homogenizer HD 3100 system (Bandelin, Berlin, Germany) at 4 °C, in lysis buffer containing 1 mM PMSF. After centrifugation at 100.000 g for 1 h at 4 °C (L8-60 M Ultracentrifuge, Beckman-Coulter, Brea, CA), the supernatant with His-tagged eGFP mutant was purified by immobilized metal ion affinity chromatography deploying an FPLC system (Aekta Purifier, GE, Freiburg, Germany) with a HisTrap FF (Ni Sepharose) crude 1 mL column (GE, Freiburg, Germany). Elution was initiated using a linear gradient of imidazole ranging from 25 mM to 500 mM. Combined fractions were dialyzed against PBS and the concentrations were determined by Bradford protein assay following the manufacturer’s instructions. Lys-eGFP was isolated in average yields of 15 μg mL-1 expression culture and the average yield of Plk-eGFP and Alk-eGFP was approximately 2 μg mL-1 expression culture, respectively.
Cell lysate analysis and western blotting
1 mL bacterial suspension of each expression was centrifuged and gently washed in PBS. Obtained pellets were resuspended in SDS-loading buffer, lysed at 95 °C and centrifuged again. Sample supernatants were then analyzed by SDS-PAGE followed by Western blotting. The supernatant of the positive control (Lys-eGFP) was diluted 1:10 for Western blot analysis. As loading control, the blotted nitrocellulose membrane was stained with Ponceau S (0.2 % solution in water) prior before incubation with an anti-GFP antibody (1:1000 in Tris-buffered saline, containing 0.1 % (w/w) Tween 20). After incubation with a peroxidase conjugated secondary antibody (1:1000 in Tris-buffered saline, containing 0.1 % (w/w) Tween 20), the signal intensity was assessed using a Super Signal West Pico Luminescent Substrate and a FluorChem FC2 imaging system from Protein Simple (Santa Clara, CA).
Expressed proteins were analyzed by standard tris-glycine SDS-polyacrylamide gel electrophoresis. Gels were stained with Coomassie Brilliant Blue G250 and photographed using a FluorChem FC2 imaging system (ProteinSimple, San Jose, CA).
Fluorescence spectra were obtained on a LS 50B Fluorescence Spectrometer (PerkinElmer, Waltham, MA). All spectra scans were recorded from 200–800 nm with a scan speed of 150 nm min-1, applying a solution of each eGFP analogue with a concentration of 30 μg mL-1 in a quartz cuvette as measuring cell. Emission spectra were excited at 488 nm and excitation spectra where monitored at 510 nm following the predefined values reported in . The slit width was set to 4.7 nm for emission and 9.7 nm for excitation.
A solution of 20 μg in 50 μL of protein sample was acidified with 0.1 % TFA and desalted using Zip Tip® pipette tips (C18 resin, Millipore, Billerica, USA) according to the manufacturer’s instructions. One μL of the eluate was embedded in a matrix, consisting of equal parts of 4-Bromo-α-cyanocinnamic acid and ACN/0.1 % TFA in water (1:4). Matrix-assisted laser desorption ionization (MALDI)-MS spectra were acquired in linear positive mode with a 337 nm wavelength nitrogen laser (Autoflex II LRF, Bruker Daltonics Inc., Billerica, USA). Mass spectra were calibrated externally with protein standard I (Bruker Daltonics Inc., Billerica, USA) containing insulin, ubiquitin, myoglobin and cytochrome C. Theoretical masses of wild-type proteins were calculated (http://web.expasy.org/peptide_mass) and adjusted for theoretical masses of non-canonical amino acids if necessary.
For in-gel digestion excised gel bands were destained with 30 % ACN, shrunk with 100 % ACN, and dried in a Vacuum Concentrator (Concentrator 5301, Eppendorf, Hamburg, Germany). Digests with elastase was performed overnight at 37 °C in 0.1 M NH4HCO3 (pH 8). About 0.1 μg of protease was used for one gel band. Peptides were extracted from the gel slices with 5 % formic acid. NanoLC-MS/MS analyses were performed on an LTQ-Orbitrap Velos Pro (Thermo Scientific) equipped with an EASY-Spray Ion Source and coupled to an EASY-nLC 1000 (Thermo Scientific). Peptides were loaded on a trapping column (2 cm × 75 μm ID. PepMap C18 3 μm particles, 100 Å pore size) and separated on an EASY-Spray column (25 cm × 75 μm ID, PepMap C18 2 μm particles, 100 Å pore size) with a 30 min linear gradient from 3–30 % ACN and 0.1 % formic acid. MS scans were acquired in the Orbitrap analyzer with a resolution of 30,000 at m z-1 400 for MS scans and 7,500 at m z-1 400 for MS/MS scans using HCD fragmentation with 30 % normalized collision energy. A TOP5 data-dependent MS/MS method was used; dynamic exclusion was applied with a repeat count of 1 and exclusion duration of 30 s; singly charged precursors were excluded from selection. Minimum signal threshold for precursor selection was set to 50,000. Predictive AGC was used with a target value of 1e6 for MS scans and 5e4 for MS/MS scans. Lock mass option was applied for internal calibration in all runs using background ions from protonated decamethylcyclopentasiloxane (m z-1 371.10124).
A two stage precultivation was performed in 250 mL shake flask on orbital shakers (LS-X, Kuhner, Switzerland) with a filling volume of 10 mL, a shaking frequency of 350 rpm, a shaking diameter of 50 mm and an initial OD600 of 0.1 for all cultivation stages . The first precultivation stage was inoculated from cryogenically preserved cultures and conducted at 37 °C in Terrific Broth (TB) medium (5 g L-1 glycerol, 24 g L-1 yeast extract, 12 g L-1 tryptone, 12.54 g L-1 K2HPO4, 2.3 g L-1 KH2PO4; all medium components from Roth, Germany) . After 4 h of cultivation, the first precultivation stage was used to inoculate the second precultivation stage which was performed at 30 °C in modified Wilms-MOPS minimal (WM) medium (20 g L-1 glucose, 6.98 g L-1 (NH4)2SO4, 3 g L-1 K2HPO4, 2 g L-1 Na2SO4, 41.85 g L-1 (N-morpholino)-propanesulfonic acid (MOPS), 0.5 g L-1 MgSO4 · 7H2O, 0.01 g L-1 thiamine hydrochloride, 1 mL L-1 trace element solution [0.54 g L-1 ZnSO4 · 7H2O, 0.48 g L-1 CuSO4 · 5H2O, 0.3 g L-1 MnSO4 · H2O, 0.54 g L-1 CoCl2 · 6H2O, 41.76 g L-1 FeCl3 · 6H2O, 1.98 g L-1 CaCl2 · 2H2O, 33.4 g L-1 Na2EDTA (Titriplex III)], pH adjusted to 7.5 with NaOH) . After 7 h of cultivation, this second preculture stage was used to inoculate the main culture in 48-well FlowerPlates (MTP-48-B, lot 15xx, m2p-labs, Germany) which was performed at 30 °C with WM medium. A filling volume of 780 μL per well, a shaking frequency of 1000 rpm and a shaking diameter of 3 mm were used. The plates were sealed with a sterile self-adhesive polyolefin sealing foil (900371, HJ-Bioanalytik, Germany) to reduce evaporation while still allowing sufficient gas transfer. During cultivation, final concentrations of IPTG (0–1000 μM) and uAA (0–80 mM) were adjusted by adding 20–70 μL of concentrated stock solutions after shortly reducing the shaking frequency to 100 rpm. All media were supplemented with 100 μg mL-1 carbenicillin and 34 μg mL-1 kanamycin.
Online monitoring of uAA-eGFP formation and biomass growth (BioLector)
Scattered light and fluorescence measurements were performed through the transparent bottom of the microtiter plates with an in-house constructed screening system based on the established BioLector setup [18, 19, 42]. In short, a quartz/quartz multi-mode fiber (LUV 105 μm, LEONI, Germany) was moved sequentially below the wells of up to four microtiter plates by a Cartesian motion system (CMS, Bosch Rexroth, Germany). The fiber was connected to a spectrofluorometer with excitation/emission monochromators (Fluoromax-4, HORIBA Jobin Yvon GmbH, Germany) and allowed quasi-continuous and contactless measurements on up to 4 microtiter plates in parallel without stopping the shaking movement which otherwise might have resulted in cell sedimentation and oxygen limitation.
For each well eGFP fluorescence intensity (IeGFP,raw) was measured for 600 ms at an excitation wavelength of 475 nm, an emission wavelength of 507 nm and a bandpass of 6 nm. Flavin fluorescence intensity (Iflavin) were measured for 600 ms at an excitation wavelength of 450 nm, an emission wavelength of 528 nm and a bandpass of 6 nm to correct the eGFP signal for biogenic autofluorescence (IeGFP,corrected = IeGFP,raw – 0.47 Iflavin). Backscatter intensity as a signal for biomass was monitored for 900 ms at 650 nm with a bandpass of 4 nm. Correlations between backscatter intensity, optical density and cell dry weight can be established as described previously [19, 43]. For raw eGFP and flavin fluorescence measurements the mean relative standard deviations of two sets of triplicates (non-induced, induced) over a cultivation time of 36 h (326 data points) were 1.15 ± 0.63 % and 0.95 ± 0.72 % respectively (Fig. 3). Relative standard deviation of corrected end-point eGFP fluorescence as applied in the screening stage was 2.9 % (n = 4).
Response surface model
The formation of Plk-eGFP was analyzed as a function of four process parameters: (i) Plk conc., (ii) Plk time of addition, (iii) IPTG conc. and (iv) IPTG time of addition. The results of the first screening stage which considered the four process parameters (main effects) and linear interactions (Additional file 1: Table S1) were used to estimate the design space for the second stage which additionally considered quadratic interactions in central composite face-centered design (Additional file 1: Figure S2). The model coefficients were scaled and centered to allow a comparison of effects and their significance was determined (Additional file 1: Figure S3). The significant terms were used to construct a response surface model that predicts Plk-eGFP fluorescence as a function of Plk conc., IPTG conc. and IPTG time of addition. A validation run with 12 conditions plus center point was performed and showed that predicted and measured fluorescence intensities were in good agreement (Additional file 1: Figure S4). A robust setpoint for Plk-eGFP formation was determined by Monte-Carlo simulation (50,000 predicted fluorescence intensities, minimum threshold: 710,000 a.u., median: 739,511 a.u., Additional file 1: Figure S6). Experiments were conducted in duplicates (triplicate for center points). Design of experiments and data analysis were performed with MATLAB (R2012b, The MathWorks, USA) and MODDE Pro (v188.8.131.527, MKS Umetrics AB, Umeå, Sweden) and in accordance with the manufacturer’s instructions. The amount of Plk-eGFP produced at the optimized set points was subsequently determined by ELISA.
eGFP quantification by Enzyme Linked Immunosorbent Assay (ELISA)
Precultivations for ELISA measurements were performed as described for the online monitoring experiments. The main cultivation was conducted in shake flasks instead of microtiter plates to generate sufficient biomass for subsequent analysis. Cultivation conditions were the same as in the second precultivation step described above (VL = 10 mL, n = 350 rpm, d0 = 350 rpm, T = 30 °C). The production of uAA-eGFP was induced with a final IPTG concentration of 433 μM and 0–38 mM uAA at the start of the cultivation. After 24 h of cultivation, eGFP fluorescence was measured in 48-well FlowerPlates as described for the online monitoring experiments. Additionally, bacterial pellets from 8 mL expression cultures were washed in PBS and resuspended in 1 mL extraction buffer supplemented with extraction enhancer solution provided by the eGFP ELISA Kit resulting in a total volume of approximately 1.2 mL bacterial suspension. 1 mL of this suspension was transferred into a 2 mL tube and 10 μL of a 0.1 M PMSF solution as well as 0.5 μL poly(propylene) glycol were added. Cell lysis was performed with a SONOPULS Ultrasonic homogenizer HD 3100 system in six sonication cycles (Bandelin, Berlin, Germany). Each cycle lasted for 30 s applying 0.6 s pulses in 1.2 s intervals with an amplitude of 80 % followed by a pause of 45 s. After this procedure samples were centrifuged at 12.000 g for 20 min at 4 °C and aliquots of the supernatants were used for eGFP quantification. ELISA was performed following the manufacturer’s instructions. Absorbance of the acidified 3,3’,5,5’-tetramethylbenzidine diimine product was determined at 450 nm using a Spectramax 250 microplate reader (Molecular Devices, Sunnyvale, CA). All preparation steps were conducted on ice and with precooled solutions. Data were analyzed by a Welch’s t-test using Minitab 17 (Minitab, Coventry, UK). Presented data are depicted as mean + SD; results were considered statistically significant at p ≤ 0.001.
We thank Saskia Weiß for her help with cloning of Lys-eGFP.
Support by the BMBF (Federal Ministry of Education and Science, 13 N13454) and by the FET Open FP7 European project MANAQA (Magnetic Nano Actuators for Quantitative Analysis, 296679) is gratefully acknowledged.
Availability of data and material
Further data supporting the conclusions of the manuscript are given in the SI.
GW constructed the HTMS, performed online monitoring experiments and data analysis; JW performed cloning, purification, MS and ELISA experiments and data analysis; KH carried out online monitoring experiments and participated in data analysis; TLa constructed the RSM; GW, JW and TLü drafted the manuscript; JB, LM and TLü supervised the study and participated in data interpretation and drafting the manuscript. All authors read and approved the final manuscript.
The authors declare that they have no competing interests.
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