Misun Lee1, Jeroen Drenth1, Milos Trajkovic1, René M de Jong2, Marco W Fraaije1. 1. Molecular Enzymology Group, University of Groningen, Nijenborgh 4, 9747AG Groningen, The Netherlands. 2. DSM Biotechnology Center, Alexander Fleminglaan 1, 2613 AX Delft, The Netherlands.
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.
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.
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 1
library 2
residues
Val64
Ser81
Glu123
Leu132
Thr45
Val79
Leu132
substitutions
I
A, V, C
L, M
I, M
D, E
M, L
I, 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)
SpRFK
0.06 ± 0.006
100 ± 13
600
SpRFK-E123L
0.08 ± 0.003
51 ± 3
1570
SpRFK-E123M
0.15 ± 0.007
35 ± 3
4290
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/strain
μmol/g
μmol/L
growth
time
cell yield (g/L)
potential hazards
M. smegmatis(10)
0.3
1.43
2–4 days
4.8
wound
infection
Methanobacterium thermoautotrophicum(10)
1.7
0.85
3–5 days
0.5
flammable/explosive
gas
Streptomyces flocculus(10)
0.62
4.43
3–4 days
7.2
toxic metabolites
E. coli BL21 (DE3)-F420[13]
–
0.027
–
E. coli C41 (DE3)-FOP
0.3
1.24
16 h
3.1
–
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.