Literature DB >> 35044755

Introducing an Artificial Deazaflavin Cofactor in Escherichia coli and Saccharomyces cerevisiae.

Misun Lee1, Jeroen Drenth1, Milos Trajkovic1, René M de Jong2, Marco W Fraaije1.   

Abstract

Deazaflavin-dependent whole-cell conversions in well-studied and industrially relevant microorganisms such as Escherichia coli and Saccharomyces cerevisiae have high potential for the biocatalytic production of valuable compounds. The artificial deazaflavin FOP (FO-5'-phosphate) can functionally substitute the natural deazaflavin F420 and can be synthesized in fewer steps, offering a solution to the limited availability of the latter due to its complex (bio)synthesis. Herein we set out to produce FOP in vivo as a scalable FOP production method and as a means for FOP-mediated whole-cell conversions. Heterologous expression of the riboflavin kinase from Schizosaccharomyces pombe enabled in vivo phosphorylation of FO, which was supplied by either organic synthesis ex vivo, or by a coexpressed FO synthase in vivo, producing FOP in E. coli as well as in S. cerevisiae. Through combined approaches of enzyme engineering as well as optimization of expression systems and growth media, we further improved the in vivo FOP production in both organisms. The improved FOP production yield in E. coli is comparable to the F420 yield of native F420-producing organisms such as Mycobacterium smegmatis, but the former can be achieved in a significantly shorter time frame. Our E. coli expression system has an estimated production rate of 0.078 μmol L-1 h-1 and results in an intracellular FOP concentration of about 40 μM, which is high enough to support catalysis. In fact, we demonstrate the successful FOP-mediated whole-cell conversion of ketoisophorone using E. coli cells. In S. cerevisiae, in vivo FOP production by SpRFK using supplied FO was improved through media optimization and enzyme engineering. Through structure-guided enzyme engineering, a SpRFK variant with 7-fold increased catalytic efficiency compared to the wild type was discovered. By using this variant in optimized media conditions, FOP production yield in S. cerevisiae was 20-fold increased compared to the very low initial yield of 0.24 ± 0.04 nmol per g dry biomass. The results show that bacterial and eukaryotic hosts can be engineered to produce the functional deazaflavin cofactor mimic FOP.

Entities:  

Keywords:  F420; artificial cofactor; cofactor biosynthesis; deazaflavin; whole-cell conversion

Mesh:

Year:  2022        PMID: 35044755      PMCID: PMC8859854          DOI: 10.1021/acssynbio.1c00552

Source DB:  PubMed          Journal:  ACS Synth Biol        ISSN: 2161-5063            Impact factor:   5.110


Asymmetric hydrogenations are important for the synthesis of high value compounds, such as pharmaceuticals. Some of these can be synthesized under mild conditions by enzymatic reductions of imines, ketones, and activated C=C bonds, with high enantiomeric access.[1] Cofactor F420-dependent oxidoreductases show a high potential as biocatalysts for these kinds of reactions.[2,3] The low redox potential of −360 mV,[4] when compared to other coenzymes like FAD (−219 mV),[5] FMN (−205 mV),[6] and NAD(P)+ (−320 mV), makes F420 an excellent reducing agent. Furthermore, this 7,8-didemethyl-8-hydroxy-5-deazaflavin (Figure ) is an obligate two-electron carrier, like NAD(P)H, which prevents potential radical side reactions and ensures a high tolerance to molecular oxygen.[7,8] Whereas the flavin (FAD/FMN) and nicotinamide (NAD+/NADP+) cofactors are ubiquitous in all existing life forms, the deazaflavin cofactor F420 is mainly found in Actinobacteria and methanogenic archaeal species.[9,10]
Figure 1

Structure of F420 and its precursors FO and F420–0, as well as the artificial cofactor analogue FO-5′-phosphate, FOP.

Structure of F420 and its precursors FO and F420–0, as well as the artificial cofactor analogue FO-5′-phosphate, FOP. Despite the potential use of the high reduction power and various reaction scopes of F420 for interesting industrial applications,[2] its low availability hampers further exploration and exploitation of the cofactor and its respective deazaflavin-dependent enzymes. Although F420 can be purified from methanogens and Actinobacteria such as M. smegmatis, extraction from these organisms only yields several micromoles per liter of culture.[10,11] Furthermore, using these organisms in industrial settings is not favorable due to the slow growth and potential hazards related to the cultivating condition and pathogenicity.[10] Therefore, F420 production in more commonly used microorganisms by genetic and metabolic engineering is of great interest. Recent studies show that heterologous expression of the F420-biosynthetic pathway in E. coli can produce the cofactor as well, albeit with lower yields than that produced naturally in M. smegmatis (∼27 nmol L–1 of culture in E. coli, compared to 1.43 μmol L–1 in M. smegmatis).[10,12,13] The heterologous production yield of the cofactor can be improved through optimizing growth conditions as it was demonstrated in a follow-up study.[14] As an elegant alternative to F420, we previously showed that the chemoenzymatically synthesized artificial biomimetic deazaflavin FOP (FO-5′-phosphate, Figure ) is also accepted by a range of F420-dependent enzymes and can be produced in comparatively higher amounts.[15] The low water solubility of the chemically synthesized precursor FO, as well as the stability of the employed kinase, make upscaling for industrial applications still challenging. Furthermore, the relatively costly ATP used for in vitro phosphorylation is also an upscaling obstacle. In vivo FOP production, however, could overcome the aforementioned complications, as a cost efficient, green, and scalable alternative. The two-step biosynthesis of FOP, using a FO synthase and an engineered riboflavin kinase, could also be a more viable alternative to the multistep biosynthesis of F420. Producing FOP in commonly used microorganisms such as E. coli or yeast can help advance F420-related research. These organisms are easy to handle, and well-established genetic tools are available for enzyme and strain engineering. And using strains such as S. cerevisiae, which is recognized as a GRAS organism (“generally recognized as safe”), is an advantage for industrial production of pharma- or food-related compounds. In this study, we explore FOP production in both E. coli and S. cerevisiae in view of future applications in large scale production of the artificial F420 biomimetic for in vitro purposes, as well as whole-cell FOP-mediated conversions. These whole-cell approaches could have several advantages, such as (1) no need for enzyme purification, (2) no need for in vitro FOP synthesis, (3) easy catalyst–product separation, (4) low cost, and (5) no need for additional cofactors and sacrificial electron donors, as these are already present in the cell. In F420-producing organisms the catalytic core, FO, is synthesized by radical SAM-dependent reactions that are catalyzed by either a single bifunctional enzyme (FbiC) or two enzymes (CofG and CofH).[9,16,17] The starting materials for FO biosynthesis, tyrosine and 5-amino-6-ribitylamino-2,4[1H,3H]-pyrimidinedione, are ubiquitous metabolites.[18] FO synthesis could therefore also be performed in E. coli and S. cerevisiae by heterologous expression of a FO synthase (FbiC or a combination of CofG and CofH). Phosphorylating the 5′-position of the d-ribitol moiety of FO would then yield the unnatural cofactor FOP. Herein we show the successful de novo biosynthesis of FOP in E. coli by coexpressing FO-synthase and a riboflavin kinase from Schizosaccharomyces pombe (SpRFK) with a two-plasmid system (Scheme ). SpRFK showed higher activity than the previously used engineered kinase from Corynebacterium ammoniagenes (CaRFK).[15] Furthermore, unlike CaRFK which is a bifunctional riboflavin kinase/FMN adenylyltransferase, SpRFK is a monofunctional riboflavin kinase so that the truncation, which may decrease enzyme stability, is not required. The FOP production in E. coli was further optimized by structure-guided RFK engineering, as well as varying the FO synthases, E. coli expression strains, expression temperatures, expression vectors, and growth media. Gratifyingly, this resulted in FOP yields similar to F420 yields in M. smegmatis.
Scheme 1

De Novo Biosynthesis of FOP in E. coli

The FO synthase synthesizes FO using tyrosine and 5-amino-6-ribitylamino-2,4[1H,3H]-pyrimidinedione. Subsequent 5′-phosporylation by an engineered riboflavin kinase from S. pombe yields FOP (FO-5′-phosphate).

De Novo Biosynthesis of FOP in E. coli

The FO synthase synthesizes FO using tyrosine and 5-amino-6-ribitylamino-2,4[1H,3H]-pyrimidinedione. Subsequent 5′-phosporylation by an engineered riboflavin kinase from S. pombe yields FOP (FO-5′-phosphate). A hybrid synthesis approach was used to produce FOP in S. cerevisiae by using heterologously expressed SpRFK and FO supplemented to the media. We focused on the optimization of in vivo phosphorylation of FO in S. cerevisiae due to the low FOP yield. We first analyzed the effect of media composition on FOP production and discovered that supplementary riboflavin and amino acids as well as FO concentration in media affect the final FOP yield significantly. Engineering of SpRFK was also employed to increase the FOP yield. By screening 90 in silico designed variants based on the in vivo FOP yield, we identified a variant showing more than a 2-fold higher yield than the wild type kinase. By using the optimized FO kinase and growth media optimization, we achieved a significantly improved FOP production in S. cerevisiae. By demonstrating the in vivo FOP production in E. coli and S. cerevisiae and several approaches to improve the yield, this study facilitates further development of both bacteria- and yeast-based whole-cell deazaflavin-mediated reductions and/or production of deazaflavin cofactors.

Materials and Methods

Strains and Cloning

The bacterial expression and cloning strains Escherichia coli NEB 10-beta, BL21 (DE3), and C41 (DE3) were obtained from New England Biolabs (NEB, Ipswich, MA, U.S.A.). S. cerevisiae strain CEN. PK2–1C was purchased from Euroscarf. All genes used for FOP production and whole-cell FOP-mediated conversion in E. coli were codon-optimized and synthesized by GenScript Biotech, with flanking 5′-NcoI/3′-HindIII or 5′-NdeI/3′-PacI restriction sites for cloning into multiple cloning site 1 (MCS1) or 2 (MCS2) of the used Duet vectors, respectively. Genes were cloned into the Duet-vectors by restriction/ligation, using standard protocols. For in vivo FO phosphorylation experiments in E. coli, the codon-optimized SpRFK was cloned into a pBAD vector. The mutant E123L was constructed on this vector using a standard site-directed mutagenesis method. For in vitro characterization of SpRFK, a codon-optimized gene was cloned into a pBAD vector with N-terminal 6xHis-tag using the Golden Gate assembly method.[19] These vector constructs were transformed into E. coli NEB 10-beta for vector amplification and storage. All plasmids used for S. cerevisiae work were assembled using a modular vector cloning kit (MoClo-YTK, Addgene) following the protocol of Lee et al.[20] For FOP production in S. cerevisiae, a codon-optimized SpRFK gene with 5′- and 3′-flanking regions containing BasI and BsmBI restriction sites was purchased from Twistbioscience and assembled into a 2 μ-based E. coli–yeast shuttle vector (pTEF-SpRFK). The transcription of the SpRFK gene in S. cerevisiae was regulated by the pTEF1 promoter and a tTDH1 terminator. The URA3 gene was used as an auxotrophic marker. The sequences of the optimized genes can be found in Table S1. Table S2 shows all the constructs from this study.

Purification of SpRFK

For in vitro characterization, SpRFK was expressed in E. coli NEB 10-beta. The expression was induced by adding 0.2% (v/v) l-arabinose to the pBAD-N-6 × His-SpRFK harboring E. coli culture in Terrific Broth (TB) containing 50 mg/L ampicillin. After the growth at 37 °C for 16 h, the culture was harvested. The N-terminal 6xHis-tagged SpRFK was purified using metal affinity chromatography (Ni-NTA) by the means of gravity flow. The buffers used for the purification are as follows: A, 50 mM KPi, pH 7.4; B, buffer A + DNase (20 μg/mL) + 1 mM MgCl2 + 1 mM PMSF; C, buffer A + 15 mM imidazole; D, buffer A + 500 mM imidazole. The harvested cells were washed with buffer A and resuspended in buffer B subsequently. The cells were disrupted by sonication (Sonics Vibra-Cell VCX 130 sonicator, cycle of 2 s on and 4 s off for 4 min at 70% amplitude) and the cell debris was removed by centrifugation for 40 min at 31 000g, 4 °C. The supernatant was applied to the Ni-NTA resin that was pre-equilibrated with buffer A. The column was washed with 10 column volume of buffer A and 20 column volume of buffer C, subsequently. SpRFK was eluted with three column volumes of buffer D. The eluent was desalted using EconoPac 10-DG desalting column (Bio-Rad) pre-equilibrated with buffer A.

FO Synthesis

7,8-Didemethyl-8-hydroxy-5-deazariboflavin (FO) was chemically synthesized as described previously by Drenth et al.[15]

In Vitro Activity of Purified SpRFK

One milliliter reaction mixtures containing 50 μM FO, 0.5 mM ATP, 2 mM Mg2+ and 1 μM SpRFK were incubated at 30°, pH 7.0 (50 mM HEPES) for 1 h. The reaction was stopped by heating the sample at 95 °C for 10 min and the precipitants were removed by centrifugation at 17 000g for 10 min. The reaction was analyzed by HPLC and LC-MS.

Steady-State Kinetic Measurements

To determine the kinetic parameters, wild-type SpRFK and variants were expressed in E. coli and purified as described above. The reactions were performed at 30 °C, pH 7.0 (50 mM KPi) in a total volume of 1 mL. The reaction mixtures contained different concentrations of FO, ranging from 5 to 400 μM, 0.5 mM ATP, 2 mM Mg2+, and 0.1 μM SpRFK. 150 μL of the mixtures were collected at 5, 10, 15, 20, and 25 min and the reactions were stopped by heating the samples at 95 °C for 5 min. After centrifugation to remove aggregates, the samples were analyzed by HPLC. The concentration of the produced FOP at each time point was calculated using the purified FOP calibration curve and then used to calculate kobs (s–1) at each FO concentration. The calculated kobs values were plotted against the FO concentration and were fitted to the Michaelis–Menten model, using GraphPad Prism 6 to determine the kinetic parameters.

FMN Inhibition

One milliliter reaction mixtures containing 50 μM or 200 μM FO, 0–10 μM FMN, 0.5 mM ATP, 2 mM Mg2+, and 1 μM SpRFK were incubated at 30°, pH 7.0 (50 mM HEPES). After 20 min, the reactions were stopped by heating at 95 °C for 10 min. The samples were cleaned up by centrifugation at 17 000g for 10 min and the FOP conversion was analyzed by HPLC

Enzyme Expression and FO/FOP Production in E. coli Strains

pETDuet_CofG/H, pETDuet_ScFbiC, and pETDuet_MsFbiC were transformed into E. coli BL21 (DE3) or C41 (DE3) for FO synthase expression and FO production screening. Either pCDFDuet_SpRFK E123L or pRSFDuet_SpRFK E123L was cotransformed into E. coli BL21 (DE3) or C41 (DE3) with either pETDuet_CofG/H, pETDuet_ScFbiC, or pETDuet_MsFbiC for in vivo FOP production. Single transformation colonies were picked and grown overnight at 37 °C, 135 rpm, in 5 mL terrific broth (TB) with the appropriate antibiotic(s). The overnight cultures were diluted 1:100 in 50 mL fresh TB, LB or M9 medium, supplemented with either 1% glucose (w/v) or 1% glycerol (w/v), in 250 mL Erlenmeyer flasks, with the same antibiotic(s). The cultures were incubated at 37 °C, 135 rpm for 3 h, after which the cultures were induced with 1 mM isopropyl β-d-1-thiogalactopyranoside (IPTG). The cultures were further incubated at 24 or 37 °C, 135 rpm, for 12 to 20 h.

FO and FOP Isolation from E. coli and Analysis

The cultures described above were harvested by centrifugation (4000g, 20 min, 4 °C, Beckman-Coulter centrifuge) and the pellets were resuspended in 5 mL 50 mM Tris-HCl, pH 8 containing 1 μg mL–1 DNase, 1 μg mL–1 lysozyme and 0.1 mM phenylmethylsulfonyl fluoride (PMSF). The cells were lysed by sonication, using a Sonics Vibra-Cell VCX 130 sonicator with a 3 mm stepped microtip (5s on, 5 s off, 70% amplitude, 10 min) and the extracts were cleared by centrifugation (8000g, 45 min, 4 °C). The amount of in vivo produced FO and FOP was quantified by HPLC analysis. FO that may leak out of the cells to the media[10] was not included in the measurement. Samples were prepared in the following way: 300 μL formic acid and 1 mL of cell-free extracts (CFE) were mixed and incubated on ice for 5 min. Then, 200 μL 1.6 mM NaOH was added and spun down at 8000g, 4 °C, for 15 min. Ten μL supernatant was used for analysis. For further calculations the following assumptions were made: 1 OD600 ≙ 0.396 gDCW L–1, 1 OD600 ≙ 7.8 × 108 cells mL–1, and the E. coli cell volume is 4.4 × 10–15 L.[21,22]

Whole-Cell Conversion Using FOP-Producing E. coli

The plasmid vectors pETDuet_MsFbiC, pCDFDuet_SpRFK E123L, and pCOLADuet_FSD/FDR were cotransformed into E. coli C41 (DE3). Cultures were grown and expressed in TB as described for FOP production. After harvesting, cell pellets were resuspended in M9 medium, containing 1% glycerol (w/v) and 1 mM IPTG. Reactions were initiated by adding cells to a final OD600 of 6.25 in M9 medium with 1% glycerol, 1 mM IPTG, 7.5 mM ketoisophorone, and 2% DMSO (v/v), in a total volume of 5 mL. Reaction mixtures were incubated at 37 °C, 250 rpm in 24-deep well plates. Reactions were quenched by adding three parts acetonitrile to 1 part of medium, after spinning down the cells. This mixture was incubated on ice for 5 min and then spun down at 8000g in a table top centrifuge at 4 °C, for 15 min. Afterward, 10 μL supernatant was used for HPLC analysis. The depletion of substrate was analyzed at 240 nm, using an isocratic mobile phase of 60:40 acetonitrile:water on an Alltech Alltime HP C18 5 μ, 250 mm column. The formation of the correct product was analyzed by GC-MS and chiral GC, as described previously.[23]

Media Used for S. cerevisiae

Two types of media were used for the growth of S. cerevisiae carrying pTEF-SpRFK plasmids and for in vivo FOP production. SC medium used here is a synthetic defined media lacking uracil and containing 2% glucose. It is composed of 6.9 g/L yeast nitrogen base without amino acids (YNB) and 0.77 g/L complete supplement mixtures without uracil, both of which were purchased from Formedium. Another media used is YND medium which contains YNB (6.9 g/L) and 2% glucose. YND is supplemented with 76 mg/L each L-tryptophan and l-histidine as well as 340 mg/L l-leucine. Yeast nitrogen base without amino acids and riboflavin (Formedium) was used for testing the effect of riboflavin on FOP production. For in vivo FOP production, 200 μM (unless otherwise stated) FO was added to the medium before autoclave sterilization.

In Vivo FOP Production in S. cerevisiae and FOP Isolation

For in vivo FOP production in S. cerevisiae, overnight-grown (at 30 °C) preinoculum of the yeast cells expressing SpRFK were diluted to OD600 0.4 in 25 mL of either SC or YND medium with or without riboflavin (SC-RF and YND-RF, respectively ), containing 200 μM FO. The preinoculum was grown in the respective medium without FO. After growing for 24 h at 30 °C in FO containing medium, cells were harvested by centrifugation (3000g for 10 min) and washed with 50 mL Milli-Q water. For isolation of intracellular FOP, cells were resuspended in 2 mL 70% boiling ethanol, incubated for 5 min at 95 °C, and spun down for 10 min at 17 000g. The cell extract solutions were collected and the procedure was repeated once more. The collected extract solutions were lyophilized and resuspended in 250 μL of Milli-Q. After cleaning up by centrifugation the samples were analyzed by HPLC. To estimate the FOP yield per g dry cell weight (DCW), the correlation between the measured OD600 and measured cell dry weight was determined. S. cerevisiae grown until the late exponential phase was diluted to OD600 values of 3–8 in 1 mL, in triplicates. The samples were dried by lyophilization and the measured dry cell weights were plotted against the OD600/mL.

HPLC Analysis of FO and FOP

Samples were separated on a Phenomenex Gemini C18 (4.6 × 250 mm, 5 μm) column. A linear gradient of 50 mM ammonium acetate pH 6.0 with 5% acetonitrile (buffer A) and 100% acetonitrile (buffer B) was applied at a flow rate of 1 mL/min: t = 0 min/100:0 (A:B), t = 16 min/80:20 (A:B), t = 19 min/5:95 (A:B), t = 22 min/5:95 (A:B), t = 26 min/95:05 (A:B), t = 28 min/100:0 (A:B). The separation was monitored in time with UV absorbance at 262 nm and fluorescence (ex: 400 nm and em: 470 nm). FOP concentration was calculated based on the peak area calibration curve which was made with the purified FOP. Retention times for FOP and FO were 11 and 12.7 min, respectively.

FOP Purification

Enzymatically synthesized FOP using SpRFK was purified on a C18 column (FlashPure 24 mL, Buchi). The quenched and filtered reaction solution was loaded onto the column which was pre-equilibrated sequentially with methanol and Milli-Q. After washing with 50 mL Milli-Q water, FOP was eluted with 5% methanol and lyophilized for further use.

LC-MS Analysis of FOP from in Vitro Conversion

To verify the FOP produced by the SpRFK reaction, the mass of the reaction product was analyzed using a UPLC-MS system (Acquity-TQD, Waters). The reaction sample was separated on a ACQUITY UPLC HSS T3 column (1.8 μm, 2.1 × 150 mm, Waters) using a gradient between solvent A (0.1% formic acid in water) and solvent B (0.1% formic acid in acetonitrile) at a flow rate of 0.31 mL/min: t = 0 min/100:0 (A:B), t = 5 min/75:25 (A:B), t = 6.12 min/5:95 (A:B), t = 7.14 min/5:95 (A:B), t = 8.16 min/75:25 (A:B), t = 9.18 min/100:0 (A:B). Electrospray ionization (ESI) in negative ion mode was used for mass detection.

LC-MS Verification for the Presence of FOP in E. coli Cell-Free Extract

The presence of FOP in cell-free extracts was determined by UPLC/ESI-QTOF-MS. E. coli cell-free extract (CFE) samples were processed in the same way as for HPLC (mentioned above), a 3 μL sample was injected onto a Acquity UPLC BEH C18 (50 × 2.1 mm, 1.7 μm, Waters) column. The mobile phase consisted of solvent A (0.1% formic acid in water) and solvent B (0.1% formic acid in acetonitrile). Compounds were separated by the following program at a flow rate of 0.3 mL/min: linear gradient from 99 to 5% A (v/v) in 10 min, kept at 5% A for 0.5 min, returning to 99% A in 1 min, re-equilibration to 99% A in 3 min. The separation was measured by absorbance at 400 nm. The mass spectrometer detected negative ions over the mass/charge range (m/z) 100–600.

SpRFK Library Design and Construction

The previously solved X-ray structure of SpRFK (PDB: 1N07)[24] was used as the initial structure for Rosetta calculations[25] of FOP binding. The structure was processed in Schrodinger and a ligand FMN molecule in the structure was turned into FOP manually. The resulting protein-FOP complex was used for flexible backbone design using the CoupledMoves algorithm available in Rosetta 3.5.[26] 10 Amino acids (Ile43, Thr45, Val64, Val79, Ser81, Arg121, Glu123, Leu132, Ile136, and Asp139) surrounding the FOP molecule were allowed to be mutated to all possible amino acids in 20 parallel runs (nstruct = 20 flag) of 10 000 Monte Carlo sampling steps (ntrials = 10000 flag), to ensure full coverage of possible mutations compatible with FOP in the active site. The FOP molecule was allowed to participate in the design via rigid body moves without constraints to further improve acceptance rate of FOP-compatible mutations. Other flags for the CoupledMoves command were kept at their default values, except for the ligand_weight, which was set to 2.0, thus ensuring increased weight of ligand-protein interactions in the Rosetta energy calculations. After removing redundant designs from the 20 parallel runs, 90 amino acid variants were selected based on the most commonly occurring mutations in the 400 designs with the lowest Rosetta energy and manual inspection of the top design structures produced by the algorithm. The SpRFK mutant library was constructed based on the Golden Gate assembly method.[19] The gene fragments containing the mutations were designed in two parts based on the mutated residues: the N-terminal part of the gene covering the mutations on residues Thr45 and Val79 or Val64 and Ser81 and the C-terminal part of the gene covering the mutations on Glu123 and Leu132. The required 25 gene fragments with flanking regions containing BsaI and BsmBI restriction sites were purchased from Integrated DNA Technologies, Inc. Prior to the library assembly, each fragment was cloned into an entry vector containing the ColE1 origin of replication and chloramphenicol resistance marker via a BsmBI Golden Gate reaction. The resulting plasmids were transformed in E. coli, amplified and purified. These plasmids were used for sequencing of the fragments and further library assembly. After verification of the fragment sequences, each entry vector containing the N-terminal part fragment and the C-terminal part fragment were combined to generate all desired 90 variants and assembled into a 2 μ-based expression vector (pTEF-SpRFK) using BsaI Golden Gate assembly. The selection of correct mutant constructs was done through E. coli transformation, colony picking, amplification, and sequencing. The correct variants were transformed in S. cerevisiae using an optimized lithium acetate-based method[27] and the transformants were plated on a solid SC medium.

Library Screening by Measuring the S. cerevisiae in Vivo FOP Formation

S. cerevisiae cells containing SpRFK variants were grown overnight at 30 °C in 5 mL SC medium in 24-well plates. The preinoculum was then diluted in 2 × 5 mL SC medium containing 200 μM FO in 24 well plates and cultivated at 30 °C. After 24 h, the cultures were harvested and washed with Milli-Q water by centrifugation at 3200g for 15 min. To isolate FOP, cells were resuspended in 500 μL 70% boiling ethanol, incubated for 5 min at 95 °C, and spun down for 10 min at 13 000g. The cell extract solutions were collected and the procedure was repeated once more. The collected extract solutions were lyophilized and resuspended in 100 μL of Milli-Q water. After cleaning up by centrifugation, the samples were analyzed by the aforementioned HPLC method.

Results

In Vitro Conversion of FO

Owing to the similar structures of riboflavin and FO, riboflavin kinase is a good target enzyme for enzymatic FOP production. Previously, it was shown that an engineered riboflavin kinase from C. ammoniagenes (CaRFK) could accept FO as a substrate and produce FOP.[15] Three hydrophobic residues near the 7-methyl and 8-methyl groups of riboflavin were mutated to two more polar residues and one longer apolar residue (F21H/Y_F85H_A66I/V) so that the 7-demethyl and 8-hydroxyl groups of FO could be accommodated. Comparing the X-ray crystal structures of CaRFK and SpRFK, we realized that the mutations at two of the residues already exist in SpRFK; His98 and Val79 correspond to Phe85 and Ala66 in CaRFK, respectively (Figure ). This led us to explore the possibility of using SpRFK for more efficient FOP production.
Figure 2

Riboflavin binding site structures of CaRFK (left, PDB: 5A89)[28] and SpRFK (right, PDB: 1N07).[24] Amino acid residues that are within 6 Å radius of the isoalloxazine ring of FMN are shown in sticks. FMN and ADP molecules are depicted as a yellow and orange sticks, respectively. Mg2+ ion is shown in a green sphere.

Riboflavin binding site structures of CaRFK (left, PDB: 5A89)[28] and SpRFK (right, PDB: 1N07).[24] Amino acid residues that are within 6 Å radius of the isoalloxazine ring of FMN are shown in sticks. FMN and ADP molecules are depicted as a yellow and orange sticks, respectively. Mg2+ ion is shown in a green sphere. For testing the substrate acceptance of the wild-type SpRFK, the enzyme was expressed in E. coli NEB 10-beta and purified. The expression of the E. coli-codon optimized SpRFK gene in this strain yielded a good amount of soluble protein (50 mg/L culture) and the estimated size of the protein (∼19 kDa) was confirmed by SDS-PAGE analysis. Surprisingly, after 1 h of incubation at 30 °C, the reaction containing 50 μM FO showed nearly full conversion, when analyzed by HPLC (Figure a). The formed product was analyzed by UPLC-MS and showed the corresponding mass of FOP (expected m/z 442.07, [M–H]−) (Figure c). These data show that wild-type SpRFK can catalyze the phosphorylation of the non-natural substrate FO with higher activity than the previously engineered CaRFK variant.[15]
Figure 3

FO conversion by SpRFK. (a) HPLC chromatogram of FO (orange line) and the formed product (green line). The retention times for FO and the reaction product were 12.9 and 11.2 min, respectively. (b) Mass verification of the substrate FO. (c) Mass verification of the reaction product FOP.

FO conversion by SpRFK. (a) HPLC chromatogram of FO (orange line) and the formed product (green line). The retention times for FO and the reaction product were 12.9 and 11.2 min, respectively. (b) Mass verification of the substrate FO. (c) Mass verification of the reaction product FOP. In vivo enzyme applications require the consideration of the possible interaction of the enzyme with any intracellular molecule. Because SpRFK will likely perform its natural reaction of converting riboflavin in S. cerevisiae, we sought to test for any inhibition by either riboflavin or FMN in FO conversion. When the reaction was performed with an equimolar amount of riboflavin and FO, even after long incubation of 8 h, there was no conversion of FO whereas riboflavin was fully converted to FMN. This suggests that the presence of FMN might inhibit the phosphorylation of FO, which should be addressed when engineering the enzyme for in vivo conversion. Structure-guided mutagenesis using the FMN-bound crystal structure of SpRFK[24] was employed to further enhance the activity toward FOP. Mutant E123L was designed to better accommodate the C5 of FO in a more hydrophobic environment. The in vivo activity was measured by comparing the amount of FOP in cell-free extracts of E. coli NEB 10-beta, expressing the enzymes on a pBAD vector. HPLC analysis with UV and fluorescence detection was used to identify and quantify FOP in cell-free extracts. The measured FOP yield in cells expressing the mutant enzyme SpRFK E123L was significantly higher than cells expressing wild-type enzyme, resulting in roughly double the amount of FOP (Figure a). Yet no significant differences in apparent expression levels (SDS-PAGE) and final cell densities (OD600) were observed (Figure S1). Therefore, we concluded that the engineered kinase SpRFK E123L is the best performing enzyme for in vivo FOP production in E. coli.
Figure 4

(a) FOP productivity in μmol FOP per liter of culture in E. coli NEB 10-beta cells expressing different riboflavin kinases from pBAD vectors. Bars represent mean values, which were calculated from 3 independent measurements, shown as dots. Data were analyzed by a one-way ANOVA, with Brown–Forsythe test, showing no significant difference in standard deviations. *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001; ****p ≤ 0.0001. (b) FOP yield from BL21(DE3) and C41 (DE3) cultures harboring pETDuet_ScFbiC and pCDFDuet_SpRFK E123L. FOP concentrations were measured in cell-free extracts of biological replicates by HPLC fluorescence detection. Bars represent average values, calculated from individual data points, shown as dots. An unpaired two-tailed t test with Welch’s correction was applied to confirm a significant difference in FOP yields, with a p-value of 0.0099 (**).

(a) FOP productivity in μmol FOP per liter of culture in E. coli NEB 10-beta cells expressing different riboflavin kinases from pBAD vectors. Bars represent mean values, which were calculated from 3 independent measurements, shown as dots. Data were analyzed by a one-way ANOVA, with Brown–Forsythe test, showing no significant difference in standard deviations. *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001; ****p ≤ 0.0001. (b) FOP yield from BL21(DE3) and C41 (DE3) cultures harboring pETDuet_ScFbiC and pCDFDuet_SpRFK E123L. FOP concentrations were measured in cell-free extracts of biological replicates by HPLC fluorescence detection. Bars represent average values, calculated from individual data points, shown as dots. An unpaired two-tailed t test with Welch’s correction was applied to confirm a significant difference in FOP yields, with a p-value of 0.0099 (**).

In Vivo FOP Production: E. coli Expression Strain Selection

Three FO synthases were screened for their expression and in vivo activity in E. coli BL21 (DE23) and C41 (DE3). The FbiCs of Streptomyces coelicolor (ScFbiC) and M. smegmatis (MsFbiC), as well as the combination of CofG from Methanocaldococcus jannaschii (MjCofG) and CofH from Nostoc punctiforme (NpCofH), were expressed on pETDuet-1 (∼40 copies per cell). SDS-PAGE analysis showed the apparent expression of these FO synthases, and the expression level was higher in C41 (DE3) than BL21 (DE3) (Figure S2). FOP could be produced in both E. coli BL21 (DE3) and C41 (DE3) when pETDuet_ScFbiC was coexpressed with pCDFDuet-1 (20–40 copies), harboring the SpRFK E123L gene in MCS1. The FOP yield in E. coli C41 (DE3) cell-free extracts was significantly higher by more than 2 orders of magnitude, see Figure b, whereas no significant differences in final cell densities were observed. Therefore, C41 (DE3) was selected for further FOP production experiments. HPLC was used for the detection of FOP (and FO) in cell-free extracts. In order to confirm that the peak with a retention time of 11 min was really due to the presence of FOP, LC-MS was performed on the samples. LC-MS indeed detected a compound with a corresponding m/z to FOP in E. coli C41 (DE3) expressing the two-plasmid system, which was absent in the CFE of wild type E. coli C41 (DE3), therefore confirming the presence of FOP with the two-plasmid system. See Supplementary Figure S4.

In Vivo FOP Production in C41 (DE3): Growth Temperature and Vector Construct Selection

The pETDuet vectors with the different FO synthase constructs were coexpressed in E. coli C41 (DE3) with pCDFDuet-1 (20–40 copies), harboring the SpRFK E123L gene in MCS1. 50 mL cultures were grown in 250 mL Erlenmeyer flasks, induced with IPTG and grown at either 24 °C for 36 h or 37 °C for 16 h, after which the FOP concentration was measured. The FOP production was significantly larger at 37 °C for cultures expressing MsFbiC and the CofG/CofH on pETDuet-1, with at least 10 times more FOP produced (Figure a). In order to see if we could increase the FOP production even more, SpRFK E123L was also cloned into MCS1 of pRSFDuet-1 (>100 copies). The cellular FOP concentration did not significantly increase or decrease as compared to using pCDFDuet-1 (Figure b). Also, the apparent protein concentration, as judged by SDS-PAGE of cell-free extracts, was comparable (Figure S3). Using pACYCDuet-1 (10–12 copies) for SpRFK E123L expression, however, drastically decreased the FOP yield to negligible amounts.
Figure 5

FOP productivity in μmol per liter of culture per hour of growth. The amount of FOP in cell-free extracts as measured by HPLC, using fluorescence detection. (a) FOP productivity by C41 (DE3) cells that express an FO synthase on pETDuet-1 and SpRFK E123L on pCDFDuet-1 at 24 and 37 °C, after 36 and 16 h of growth, respectively. (b) FOP productivity by C41 (DE3) cells that express an FO synthase on pETDuet-1 and SpRFK E123L on either pCDFDuet-1 or pRSFDuet-1. Bars represent mean values of individual data points that are depicted as dots. Data were analyzed by a two-way ANOVA. ns: not significant (p > 0.05); *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001.

FOP productivity in μmol per liter of culture per hour of growth. The amount of FOP in cell-free extracts as measured by HPLC, using fluorescence detection. (a) FOP productivity by C41 (DE3) cells that express an FO synthase on pETDuet-1 and SpRFK E123L on pCDFDuet-1 at 24 and 37 °C, after 36 and 16 h of growth, respectively. (b) FOP productivity by C41 (DE3) cells that express an FO synthase on pETDuet-1 and SpRFK E123L on either pCDFDuet-1 or pRSFDuet-1. Bars represent mean values of individual data points that are depicted as dots. Data were analyzed by a two-way ANOVA. ns: not significant (p > 0.05); *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001. The combination of pETDuet_MsFbiC and either pCDFDuet-1 or pRSFDuet harboring SpRFK E123L were the best performing FOP production systems, and resulted in yields of up to 1.24 μmol FOP per liter of culture (0.3 μmol gDCW–1), within 16 h. This number is comparable to the natural F420 yield in M. smegmatis, which can reach 1.43 μmol L–1.[10,13] The FOP production per unit of time, however, is greatly enhanced, as it takes 2–4 days of growth for M. smegmatis and other natural F420-producing organisms before harvesting, whereas our system only takes 16 h, due to the fast growth of E. coli. This translates to a FOP productivity of 0.078 μmol L–1 h–1.

FOP Production in C41 (DE3): Growth Media Selection

Terrific broth (TB) was used as the default medium in this study in order to determine the best combination of riboflavin kinase variant, plasmid constructs, temperature, and expression strain. Other commonly used media were then screened for their FOP production capacity. We selected the rich medium lysogeny broth (LB) and the defined M9 medium, with either 1% glucose (w/v) or 1% glycerol (w/v) as a carbon source. Using TB medium was the most beneficial, both in FOP production per culture volume per unit of time and in FOP production per gram dry cell weight (gDCW) (Figure ). Supplementing TB with a saturating amount of 5 mM tyrosine (a precursor of FO) or 100 μM ammonium iron(II)sulfate, as previously was shown to benefit FO synthase expression by Graham et al.,[17] did not further increase the FOP yield.
Figure 6

Effect of different commonly used growth media on FOP production by E. coli C41 (DE3) expressing MsFbiC on pETDuet-1 and SpRFK E123L on pCDFDuet-1. Bars represent mean values of individual data points that are depicted as dots.

Effect of different commonly used growth media on FOP production by E. coli C41 (DE3) expressing MsFbiC on pETDuet-1 and SpRFK E123L on pCDFDuet-1. Bars represent mean values of individual data points that are depicted as dots.

Whole-Cell Conversion of Ketoisophorone

We estimated that intracellular FOP concentrations in E. coli C41 (DE3) can reach up to about 40 μM when these cells are coexpressing pETDuet_MsFbiC and pCDFDuet_SpRFK E123L and grown at 37 °C in TB medium. For this estimation we used the following experimentally verified parameters: 1 OD600 ≙ 7.8 × 108 cells mL–1 and the E. coli cell volume is 4.4 × 10–15 L.[21,22] This intercellular FOP concentration is high enough to fuel several F420-dependent enzymes.[15] Therefore, we attempted to do a whole-cell FOP-mediated conversion of ketoisophorone (2,6,6-trimethyl-2-cyclohexene-1,4-dione), using the deazaflavoenzymes sugar-6-phosphate dehydrogenase from Cryptosporangium arvum (FSD-Cryar) and the ene-reductase from Mycobacterium hassiacum (FDR-Mha) (Figure a).[23,29] Both genes were cloned into pCOLADuet-1 (Table S2) and coexpressed with pETDuet_MsFbiC and pCDFDuet_SpRFK E123L in C41 (DE3). After growing cells in TB medium, they were transferred to M9 medium with 1% glycerol and 7.5 mM ketoisophorone. After incubating the cells overnight, samples were taken for analysis. Reverse-phase HPLC showed that ketoisophorone was converted by both cultures of C41 (DE3) with and without the three plasmids. Yet, C41 (DE3) cells that contained the plasmid system converted significantly more ketoisophorone (83% compared to 47%) (Figure b). GC-MS was performed to verify the presence of the reductase product, 2,2,6-trimethylcyclohexane-1,4-dione, which was indeed present (Figure S5). Previous in vitro data on ketoisophorone reduction by FDR-Mha showed that the product had an e.e. of 72% (S).[23] Chiral GC of whole-cell conversions, however, showed an e.e. of 42% (R) for both C41 (DE3) with and without the plasmid system (Figure S6). This is probably due to a racemization effect caused by endogenous E. coli reductases/dehydrogenases, as was also described previously by Dezavarei and Lee et al. for the whole-cell P450-mediated isophorene hydroxylation in E. coli.[30] Product racemization was also seen in crude extract of Rhodococcus rhodochrous ATCC 17895.[31]
Figure 7

(a) Scheme of whole-cell FOP-mediated conversion of 2,2,6-trimethyl-2-cyclohexen-1,4-dione (2a). The in vivo synthesized FOP is reduced by FSD-Cryar, using glucose-6-phosphate (1a) as sacrificial electron source. FDR-Mha catalyzes the reduction of 2a by FOPH2. (b) Whole-cell conversion of ketoisophorone by E. coli C41 (DE3). C41 (DE3)–, wild-type strain. C41 (DE3)+, cells harboring pETDuet_MsFbiC, pCDFDuet_SpRFK E123L, and pCOLA_FSD/FDR.

(a) Scheme of whole-cell FOP-mediated conversion of 2,2,6-trimethyl-2-cyclohexen-1,4-dione (2a). The in vivo synthesized FOP is reduced by FSD-Cryar, using glucose-6-phosphate (1a) as sacrificial electron source. FDR-Mha catalyzes the reduction of 2a by FOPH2. (b) Whole-cell conversion of ketoisophorone by E. coli C41 (DE3). C41 (DE3)–, wild-type strain. C41 (DE3)+, cells harboring pETDuet_MsFbiC, pCDFDuet_SpRFK E123L, and pCOLA_FSD/FDR.

In Vivo FOP Production by SpRFK in S. cerevisiae

After confirming that SpRFK converts FO to FOP, we tested the expression of the enzyme in S. cerevisiae for possible in vivo FOP formation in yeast. SDS-PAGE analysis revealed the soluble expression of SpRFK in S. cerevisiae (Figure S7). The use of different promoters (pTEF1 and pPGK1) did not show any significant differences in the expression level and we continued further work with the pTEF1 promoter. Next, we tested whether the enzyme can produce a detectable amount of FOP in vivo. After growth of the yeast cells expressing SpRFK in the medium supplemented with FO, the cell extracts were analyzed by HPLC. After 24 h of cultivation in the medium supplemented with FO, the cells containing wild-type SpRFK showed FOP production with a yield of 0.24 ± 0.04 nmol per g dry biomass whereas wild-type cells lacking SpRFK did not show any detectable amount of FOP (Figure ). This result indicates that SpRFK performs in vivo FO phosphorylation and that the native S. cerevisiae riboflavin kinase does not contribute to the FOP production. However, the yield was poor and would not be sufficient for FOP-dependent bioconversion. Therefore, further engineering and optimization is required for increasing the FOP yield and in vivo concentration.
Figure 8

In vivo FOP production of S. cerevisiae expressing wild-type SpRFK. The cell-free extract of S. cerevisiae expressing SpRFK (green line) shows a peak corresponding to FOP which aligns with the purified FOP standard (orange line). The control strain without SpRFK shows no measurable in vivo FOP formation (blue line). The inset shows a zoomed-in chromatogram area of FOP peaks.

In vivo FOP production of S. cerevisiae expressing wild-type SpRFK. The cell-free extract of S. cerevisiae expressing SpRFK (green line) shows a peak corresponding to FOP which aligns with the purified FOP standard (orange line). The control strain without SpRFK shows no measurable in vivo FOP formation (blue line). The inset shows a zoomed-in chromatogram area of FOP peaks. For de novo biosynthesis of FOP, we attempted expression of several codon-optimized FO synthases in S. cerevisiae. However, functional expression of several FO synthases (FbiC from M. smegmatis, Mycobacterium tuberculosis, and Chlamydomonas reinhardtii and CofG/H from M. jannaschii) in S. cerevisiae failed (data not shown). Therefore, we focused on improving the in vivo FOP production using the chemically synthesized FO.

Effect of Media and FO Concentration on FOP Production

In addition to the catalytic performance of SpRFK, indirect factors such as the growth condition of S. cerevisiae can also influence the in vivo FOP conversion. In order to optimize the condition for FOP production, we tested several variables and analyzed the FOP yield. The concentration of FO in the media may influence the in vivo FO concentration and cellular metabolism, which likely affects the final FOP yield. Three different FO concentrations (50, 100, and 200 μM) in the media were tested and showed a significant influence on the final FOP yield. While no apparent influence of FO on the growth of S. cerevisiae was observed, increasing FO concentration positively correlated with the final FOP yield (Figure a). The improvement of FOP yield is possibly due to an increase in intracellular FO concentration. Although it is possible that the uptake efficiency did not reach its maximum within the tested FO concentration range, we continued further experiments using 200 μM FO due to its poor solubility.
Figure 9

Media optimization for improving in vivo FOP conversion in S. cerevisiae. (a) Effect of FO concentration in media on FOP yield. (b) Effect of different media and riboflavin supplements. The dots show the individual data points of three independent samples and their averages are presented in bars. The average value of samples with highest FOP yield is set as 100% in both a and b. In all experiments the FOP yield was normalized by the cell density (OD600) of the samples. The statistical significance of the data was analyzed by one-way ANOVA. ns, p > 0.05; *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001.

Media optimization for improving in vivo FOP conversion in S. cerevisiae. (a) Effect of FO concentration in media on FOP yield. (b) Effect of different media and riboflavin supplements. The dots show the individual data points of three independent samples and their averages are presented in bars. The average value of samples with highest FOP yield is set as 100% in both a and b. In all experiments the FOP yield was normalized by the cell density (OD600) of the samples. The statistical significance of the data was analyzed by one-way ANOVA. ns, p > 0.05; *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001. Next, we tested the influence of the media composition on the FOP yield. In general, for yeast cultivation, we used a synthetic defined medium (SC) which contains yeast nitrogen base (YNB), amino acids and vitamin supplements as well as 2% glucose. Except for the auxotrophic amino acids (Trp, His, Leu) for the yeast strain used (CEN. PK2–1C), all other supplemented amino acids are not essential for cell growth. To evaluate the effect of the supplements on FOP yield, we compared the FOP yield of wild-type SpRFK containing cells grown on SC medium and YND (YNB + 2% glucose) medium supplemented only with the auxotrophic amino acids. The use of YND medium resulted in a more than 8-fold higher FOP yield compared to the use of SC medium (Figure b). During cultivation, no apparent effect on growth was observed and similar OD600 was measured (∼5.6) upon harvesting after 24 h. This result indicates that the additional amino acids supplemented in SC medium negatively influence the in vivo FOP conversion. SDS-PAGE analysis (Figure S7) showed that the two different media did not significantly affect the SpRFK expression level. In S. cerevisiae, riboflavin is known to be transported through simple diffusion and/or the riboflavin transporter MCH5 whose expression is up-regulated by low intracellular riboflavin concentration.[32] Due to the structural similarity, FO and riboflavin are likely transported by the same means and may affect the transportation efficiency of each other. We tested whether the absence of riboflavin would improve the FO uptake, thus increasing the FOP conversion, by measuring the FOP yield in both SC and YND medium lacking riboflavin. While using SC medium with and without riboflavin yielded similar amounts of FOP, cells grown in YND medium without riboflavin showed a 1.5 higher FOP yield compared to cells grown in YND medium (Figure b). Therefore, the effect of the riboflavin in media for FOP conversion seems to be dependent on the type of media. Whether the increased FOP yield is indeed due to improved transport is yet to be verified, as the current method used for FOP isolation and measurement does not distinguish between the intracellular FO and the FO which remain bound on the cell surfaces after washing steps. Therefore, we do not exclude the possibility of riboflavin affecting FOP conversion through other mechanisms, for example ones related to metabolism. In conclusion, among the conditions we tested, the use of YND medium with 200 μM FO lacking riboflavin seems to provide the best FOP yield.

In Vivo FOP Production Using SpRFK E123L in S. cerevisiae

As SpRFK variant E123L showed improved FOP production in E. coli, we expressed this mutant SpRFK in S. cerevisiae and measured the FOP production level after the growth in FO containing medium. Unlike the significant increase of FOP production by the variant in E. coli, the yeast cells carrying the SpRFK E123L did not show any improvement in FOP production. The mutant SpRFK carrying cells produced similar or slightly lower amount of FOP compared to the cells expressing the wild-type SpRFK. In fact, SDS-PAGE analysis shows (Figure S7) that the expression level of SpRFK E123L is poor compared to the wild-type enzyme. The lower expression level of the mutant may cancel out the effect of its improved catalytic properties, hence resulting in unaffected in vivo FOP production levels. In order to discover an improved variant relevant for in vivo applications in yeast, we generated an in silico designed SpRFK mutant library and performed screening based on the in vivo FOP production level.

SpRFK Library Construction and Screening

To improve the in vivo FOP production of S. cerevisiae by improving the catalytic properties of SpRFK, we designed a structure-guided rational mutant library. We envisioned that modifying the residues that interact with the moieties that distinguish FO from riboflavin could improve binding of FO (Figure ) as well as reduce the binding of riboflavin which could be an inhibitor for in vivo FOP production. Based on Rosetta CoupledMoves calculations[26] for FOP binding and visual inspection of the structure, we selected 6 residues (Thr45, Val64, Val79, Ser81, Glu123, and Leu132) for the combinatorial mutagenesis library. Each residue was subjected to the substitutions to one, two or three different amino acid residues (Table ). In order to limit the library size in view of the screening capacity, the library was divided into two sublibraries based on the locations of the residues in relation to the substrate. By combining gene fragments containing mutations at the respective residues, using the Golden Gate assembly method, we obtained all the desired variants including two wild-type constructs.
Figure 10

Substrate binding site structure of SpRFK (1N07).[24] The residues surrounding the bound FMN (yellow) are shown in gray sticks and the residues that were subjected to be mutated during the in silico calculation are indicated with the residue numbers. The red arrows indicate the structural difference of FMN compared with FOP. A bound ADP molecule is shown in cyan sticks.

Table 1

SpRFK Mutant Library Scheme

 library 1library 2
residuesVal64Ser81Glu123Leu132Thr45Val79Leu132
substitutionsIA, V, CL, MI, MD, EM, LI, M, E
Substrate binding site structure of SpRFK (1N07).[24] The residues surrounding the bound FMN (yellow) are shown in gray sticks and the residues that were subjected to be mutated during the in silico calculation are indicated with the residue numbers. The red arrows indicate the structural difference of FMN compared with FOP. A bound ADP molecule is shown in cyan sticks. The screening results revealed five variants (D1, D3, D4, D7, and E1, Figure ) which improved in vivo FOP production in S. cerevisiae. Interestingly, a common mutation in these five variants is E123M and the best variant among them is the single mutant E123M showing an over 3-fold increase in FOP production compared to the wild type. This indicates that the mutation E123M is beneficial for the in vivo FOP production in S. cerevisiae and that additional mutations decrease the positive effect of E123M. Therefore, we carried out further experiments using the E123M mutant kinase.
Figure 11

SpRFK library screening result. The bars show the relative in vivo FOP yield of S. cerevisiae expressing the SpRFK variants. Only the variants with measurable FOP production are shown. The mutations of all variants can be found in Table S3. The values of the single measurements of each sample were compared to the average value of three independent wild-type samples. The control sample (Ctrl) is S. cerevisiae cells without SpRFK expression. The FOP yield is normalized by the cell density (OD600). The inlet shows the best five variants.

SpRFK library screening result. The bars show the relative in vivo FOP yield of S. cerevisiae expressing the SpRFK variants. Only the variants with measurable FOP production are shown. The mutations of all variants can be found in Table S3. The values of the single measurements of each sample were compared to the average value of three independent wild-type samples. The control sample (Ctrl) is S. cerevisiae cells without SpRFK expression. The FOP yield is normalized by the cell density (OD600). The inlet shows the best five variants. In order to verify the improvement of the selected variant on in vivo FOP production, we measured the FOP yield of cells expressing SpRFK-E123M in bigger culture volumes and compared that to the wild type. Eight biological replicates of each wild type and the mutant containing cells were grown in YND medium lacking riboflavin, supplemented with 200 μM FOP for 24 h. The cell densities of all cultures at harvest were similar ranging from OD600 5.2 to 6. On average, SpRFK-E123M carrying cells produced 2.5-fold more FOP with the measured yield of 5.2 ± 0.9 nmol/gDCW compared to the wild type kinase carrying cells which produced 2.1 ± 0.2 nmol/gDCW. This translates to the accumulated intracellular FOP concentration of ∼2 and ∼0.8 μM, respectively, estimated based on the reported cell volume to biomass conversion.[33]

Steady-State Kinetics of SpRFK Variants

Through the in vivo FOP production measurement we showed that the SpRFK variants E123L and E123M increase FOP yield when expressed in E. coli and S. cerevisiae, respectively. Interpreted from the SDS-PAGE analyses, the improvements did not seem to be related with expression levels. Therefore, we measured the kinetic parameters of the purified enzymes in order to understand the factors that contributed to the improvements (Table ). The variant E123L showed a slightly higher kcat and half the KM compared to the wild type, resulting in a 2.5-fold higher catalytic efficiency. The mutation E123M improved the catalytic properties on FO even further with a 2.5-fold higher kcat and almost 3-fold lower KM (7-fold higher catalytic efficiency compared to the wild type). The improved catalytic properties of both mutants explain the improved in vivo FOP yields. The lower KM values for FO may especially be beneficial for low in vivo FO concentrations. Furthermore, the data suggest that the modestly improved catalytic property of the variant SpRFK-E123L was sufficient to improve the FOP yield significantly in E. coli while it could not compensate its lowered expression in S. cerevisiae. Mutant E123L also seems to be slightly less inhibited by FMN than wild type and mutant E123M in vitro, shown by less significant decrease in FO conversion in the presence of FMN, which could also contribute to the increase seen in the in vivo FOP yield in E. coli (see Table S4).
Table 2

Kinetic Parameters of SpRFK Variantsa

 kcat (s–1)KM (μM)kcat/KM (s–1·M–1)
SpRFK0.06 ± 0.006100 ± 13600
SpRFK-E123L0.08 ± 0.00351 ± 31570
SpRFK-E123M0.15 ± 0.00735 ± 34290

All measurements were done at 30 °C, pH 7.0 (50 mM KPi). The kcat values and the KM values for FO are the average of duplicate measurements and the margins represent the standard deviations.

All measurements were done at 30 °C, pH 7.0 (50 mM KPi). The kcat values and the KM values for FO are the average of duplicate measurements and the margins represent the standard deviations.

Discussion

F420 is a naturally occurring deazaflavin redox cofactor found in archaea and Actinobacteria. Its very low redox potential and strict hydride transfer chemistry make it an interesting target for biocatalytic applications. Unfortunately, the low availability of this cofactor prevents it from being used for upscaled biotechnological applications thus far. In previous work we showed that a truncated version of F420, the chemoenzymatically synthesized FO-5′-phosphate (FOP), could be used as an alternative cofactor for F420-dependent enzymes.[15] FOP showed similar activities as F420 for enzymes from different structural classes, namely the F420:NADPH oxidoreductase from Thermobifida fusca (Rossmann fold),[34] the sugar-6-phosphate dehydrogenase from C. arvum (TIM barrel)[29] and the ene-reductase from M. hassiacum (β-roll/split β-barel).[23] The low solubility of chemically synthesized FO, the relatively high cost and bulk availability of ATP and the instability of the kinase from C. ammoniagenes(35) prompted a search for alternative green synthesis routes for FOP. Whole-cell synthesis of FOP, either by supplying chemically synthesized FO in the media or by de novo biosynthesis, could be a scalable, environmentally friendly, and cheap way to synthesize this valuable cofactor for large-scale applications. We pursued in vivo FOP synthesis by using either a FO synthase or chemically synthesized FO and a monofunctional riboflavin kinase from S. pombe, both in E. coli and S. cerevisiae. The amino acid sequences of the truncated CaRFK and the SpRFK share only 24% identity. The riboflavin binding site residues of these enzymes show quite some diversification as well. Whereas the CaRFK required engineering for FOP conversion, wild-type SpRFK already accepted FO as a substrate, showing an even higher FOP conversion yield compared to the mutant CaRFK. Interestingly, amino acids at two residues near 7- and 8-methyl group of riboflavin in SpRFK, Val79 and His98, correspond to the mutations that were previously made in CaRFK for FO conversion. Although few riboflavin kinases were reported to convert various riboflavin analogues including 5-deazariboflavin, SpRFK is the first riboflavin kinase to be reported to accept FO as a substrate without engineering.[35,36] Using a FO synthase from M. smegmatis and SpRFK variant E123L, we showed that FOP can be produced in vivo by E. coli C41 (DE3). The yield was 1.24 μmol L–1, which is 45 times higher than the F420 yield of E. coli expressing the heterologous F420 biosynthesis pathway.[13] The simple two-step biosynthesis pathway of FOP, compared to the multistep synthesis of the more complex cofactor F420, could be a possible reason for this observed difference. Recently, Shah et al. showed that the F420 yield in E. coli can be increased up to 2.33 μmol L–1 by varying carbon sources, which demonstrates the potential for improving non-natural cofactor production by using simple methods.[14] The FOP yield presented here closely resembles the F420 yield from M. smegmatis, which is 1.43 μmol L–1. The estimated FOP productivity per unit of time (0.078 μmol L–1 h–1), however, is much higher than that of F420 by M. smegmatis. E. coli—with doubling times as low as 20 min—grows much faster than M. smegmatis, with doubling times of 3 to 4 h. Therefore, expression strains of E. coli can be harvested already after 12 to 16 h, whereas M. smegmatis and other F420 production strains take 2–4 days (Table ).
Table 3

F420/FOP Yields of Several F420 Producing Organisms and the E. coli FOP Producing System, as Presented in This Work

 yield
   
organism/strainμmol/gμmol/Lgrowth timecell yield (g/L)potential hazards
M. smegmatis(10)0.31.432–4 days4.8wound infection
Methanobacterium thermoautotrophicum(10)1.70.853–5 days0.5flammable/explosive gas
Streptomyces flocculus(10)0.624.433–4 days7.2toxic metabolites
E. coli BL21 (DE3)-F420[13]0.027  
E. coli C41 (DE3)-FOP0.31.2416 h3.1
Another advantage of E. coli is the wealth of readily available genetic tools, which could be used to engineer genetically stable FOP production strains, and even whole-cell factories for FOP-mediated conversions. In this work we could indeed show—as a proof of concept—that whole-cell conversions could be performed by expressing the FOP biosynthesis machinery on two separate plasmids, as well as two additional enzymes for FOP reduction and compound conversion on a third plasmid. Although E. coli C41 (DE3) has a background reduction activity toward the employed substrate, we could show a significant increase in ketoisophorone conversions when the three plasmids were introduced, albeit with loss of the previously established (S)-selectivity in vitro.[23] Endogenous ketoisophorone reductions by native enzymes, producing racemic mixtures were also observed in previous studies.[30,31] In fact, the E. coli genome contains several homologues of YqjM, the NAD(P)-dependent ene reductase from Bacillus subtilis, capable of reducing ketoisophorone with (R)-enantioselectivity.[37−39] Identification and subsequent gene knock outs of the responsible enzymes could overcome this observed “racemization” problem provided that these enzymes are nonessential.[40] Further engineering could result in cell factories for efficient FOP-fueled enantioselective reductions that only require substrate, E. coli cells, and cheap growth media. The intracellular FOP concentration of up to 40 μM is high enough to support catalysis.[15] Also of great importance is the safety of E. coli, as compared to natural F420 sources, which might be opportunistic pathogens, may produce toxic waste products or need flammable, explosive gases for their growth (Table ). In addition to developing the FOP-producing E. coli strain, we also explored FOP production in S. cerevisiae, a representative eukaryotic microorganism. Besides the well-developed genetic and strain engineering tools, the advantage of using the yeast strain also lies on the easy implementation in industrial settings due to its robustness and harmless nature.[41] To the extent of our knowledge, in vivo production of F420 or other deazaflavins in yeast have not been reported so far. In a recent study, use of chemically synthesized FO for tetracycline biosynthesis in S. cerevisiae was demonstrated.[42] Although FO can be used for some F420-dependent conversion, in vivo FOP production can expand the reaction scope owing to the phosphate group offering better binding to more F420-dependent enzymes and less leakage from the cell. In this study, we show that it is possible to produce FOP in S. cerevisiae using the heterologously expressed SpRFK and FO supplemented in the media. In view of finding a variant for improved in vivo FOP conversion in S. cerevisiae, some 90 mutants were designed and screened for improved in vivo FOP yield. The screening results revealed 5 improved variants of which E123M showed the highest FOP yield. As also shown with the mutant E123L which improved in vivo FOP production in E. coli, residue Glu123 seems to play an important role for the activity toward FO. This residue in SpRFK interacts with N5 of riboflavin, possibly stabilizing the substrate in the correct orientation.[24] We initially anticipated that replacing this residue with a hydrophobic amino acid would improve the in vivo FOP production of the enzyme by reduced inhibition by FMN as well as improving the activity toward FO. However, in vitro conversion assays measured in the presence of different FMN concentrations showed that both wild type and the variants are significantly inhibited by FMN (Table S4). Albeit that E123L shows slight less inhibition than wild type and E123M, which might have contributed to the improved FOP yield in E. coli. Even though SpRFK E123L showed a significant improvement in FOP production in E. coli, it did not increase the FOP yield in S. cerevisiae due to the lower expression level compared to wild-type SpRFK. This result showed that the protein expression level can change due to a single mutation and that change is dependent on the host organism. It also indicates that improved in vitro steady state kinetic properties do not always result in better in vivo performance, especially when the improvement is modest as in the case of E123L. Besides the enzyme engineering approach, we also optimized other aspects related to growth condition for improving the final FOP yield in S. cerevisiae. Through testing different media, we first discovered that using the minimal medium (YND) yields much higher (∼8-fold) FOP than using medium with amino acid supplements (SC). Essentially, SC medium is a YND medium with supplementary amino acids. There was no apparent effect of the media on growth behavior and the mechanism of the improved FOP conversion is unclear. The availability of extra amino acids in the media may affect the intracellular environment or metabolic flux in such a way that it influences the FOP production. For example, supplementing glycine, a precursor in purine synthesis, could increase the riboflavin synthesis, which could potentially prevent the FOP formation as more SpRFK would be occupied with riboflavin rather than FO.[43,44] This result shows that sometimes less supplemented media are more beneficial for whole cell-based production. A previous study on FO production in E. coli also showed that using minimal media supplemented only with tyrosine, a FO precursor, gives higher FO yield than using a more completed media.[17] Although S. cerevisiae is a riboflavin-prototroph and does not require additional riboflavin for growth,[45−47] it is included in generally used media. Omitting riboflavin from the media improved the FOP production in S. cerevisiae, which is anticipated to be the effect of less competition in uptake of FO. However, further studies on how riboflavin affects FO uptake or in vivo FOP formation is required. The higher FOP yield caused by increased FO concentration (up to 200 μM) in the media also indirectly indicates a suboptimal FO transport to the cell, although the result may as well be related with high KM of wild-type SpRFK for FO. Overall, the best condition found in this study for FOP production in S. cerevisiae is to use YND medium lacking riboflavin supplemented with 200 μM FO. Using this condition and the best SpRFK variant discovered from the library, E123M, we increased the FOP yield by over 20-fold compared to the unoptimized condition using SC medium and the wild-type SpRFK. However, the final improved yield (5.2 ± 0.9 nmol/gCDW) is still very modest. With further improvement by strain and enzyme engineering as well as optimization of growth conditions, FOP-producing S. cerevisiae can potentially be used for interesting bioconversion applications.

Conclusion

In this study, we showed that it is possible to produce the artificial deazaflavin cofactor FOP in both E. coli and S. cerevisiae. In E. coli, de novo FOP biosynthesis was achieved by heterologous expression of a FO synthase from M. smegmatis and a riboflavin kinase from S. pombe. The improved FOP yield obtained through optimization was sufficient to demonstrate a whole-cell conversion with a F420-dependent reductase. The FOP yield in E. coli is very similar to the F420 yield in M. smegmatis, which is regarded as the best strain for F420-production. The initially very low in vivo FOP yield in S. cerevisiae was also significantly improved through enzyme engineering and media optimization. In conclusion, our findings presented here may further the development of deazaflavin-dependent whole-cell conversions in both bacteria and yeast strains. Using these strains for the safe, easy to use, scalable, and cost-effective FOP synthesis might also boost deazaflavin mediated in vitro (bio)catalysis.
  43 in total

Review 1.  Flavin and 5-deazaflavin: a chemical evaluation of 'modified' flavoproteins with respect to the mechanisms of redox biocatalysis.

Authors:  P Hemmerich; V Massey
Journal:  FEBS Lett       Date:  1977-12-01       Impact factor: 4.124

2.  The monocarboxylate transporter homolog Mch5p catalyzes riboflavin (vitamin B2) uptake in Saccharomyces cerevisiae.

Authors:  Petra Reihl; Jürgen Stolz
Journal:  J Biol Chem       Date:  2005-10-04       Impact factor: 5.157

3.  Molecular cloning of the nemA gene encoding N-ethylmaleimide reductase from Escherichia coli.

Authors:  K Miura; Y Tomioka; H Suzuki; M Yonezawa; T Hishinuma; M Mizugaki
Journal:  Biol Pharm Bull       Date:  1997-01       Impact factor: 2.233

4.  Metabolic Pathway Rerouting in Paraburkholderia rhizoxinica Evolved Long-Overlooked Derivatives of Coenzyme F420.

Authors:  Daniel Braga; Daniel Last; Mahmudul Hasan; Huijuan Guo; Daniel Leichnitz; Zerrin Uzum; Ingrid Richter; Felix Schalk; Christine Beemelmanns; Christian Hertweck; Gerald Lackner
Journal:  ACS Chem Biol       Date:  2019-09-11       Impact factor: 5.100

5.  Stereoselective hydroxylation of isophorone by variants of the cytochromes P450 CYP102A1 and CYP101A1.

Authors:  Shaghayegh Dezvarei; Joel H Z Lee; Stephen G Bell
Journal:  Enzyme Microb Technol       Date:  2018-01-05       Impact factor: 3.493

Review 6.  Genetic control of biosynthesis and transport of riboflavin and flavin nucleotides and construction of robust biotechnological producers.

Authors:  Charles A Abbas; Andriy A Sibirny
Journal:  Microbiol Mol Biol Rev       Date:  2011-06       Impact factor: 11.056

7.  Biosynthesis of F0, precursor of the F420 cofactor, requires a unique two radical-SAM domain enzyme and tyrosine as substrate.

Authors:  Laure Decamps; Benjamin Philmus; Alhosna Benjdia; Robert White; Tadhg P Begley; Olivier Berteau
Journal:  J Am Chem Soc       Date:  2012-10-24       Impact factor: 15.419

8.  Condition-dependent cell volume and concentration of Escherichia coli to facilitate data conversion for systems biology modeling.

Authors:  Benjamin Volkmer; Matthias Heinemann
Journal:  PLoS One       Date:  2011-07-29       Impact factor: 3.240

Review 9.  The flavoproteome of the yeast Saccharomyces cerevisiae.

Authors:  Venugopal Gudipati; Karin Koch; Wolf-Dieter Lienhart; Peter Macheroux
Journal:  Biochim Biophys Acta       Date:  2013-12-27

Review 10.  The Hitchhiker's guide to biocatalysis: recent advances in the use of enzymes in organic synthesis.

Authors:  Roger A Sheldon; Dean Brady; Moira L Bode
Journal:  Chem Sci       Date:  2020-02-13       Impact factor: 9.825

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  1 in total

Review 1.  Standardization of Synthetic Biology Tools and Assembly Methods for Saccharomyces cerevisiae and Emerging Yeast Species.

Authors:  Koray Malcı; Emma Watts; Tania Michelle Roberts; Jamie Yam Auxillos; Behnaz Nowrouzi; Heloísa Oss Boll; Cibele Zolnier Sousa do Nascimento; Andreas Andreou; Peter Vegh; Sophie Donovan; Rennos Fragkoudis; Sven Panke; Edward Wallace; Alistair Elfick; Leonardo Rios-Solis
Journal:  ACS Synth Biol       Date:  2022-08-08       Impact factor: 5.249

  1 in total

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