4 10 2 8 0 30 0 12 24 36 48 60 10 time (hr) · pdf fileby external electron acceptor acetoin...
TRANSCRIPT
Time (hr)
0 12 24 36 48 60
Xylo
se (
g L
-1)
0
10
20
30
40
A6
00, X
ylit
ol, G
lycero
l, a
nd E
thanol (g
L-1
)
0
2
4
6
8
10
12
Xylose Xylitol Glycerol
Ethanol A600
Supplementary Figure S1. Anaerobic xylose fermentation profile by recombinant S.
cerevisiae strain SR8. Results are the mean of duplicate experiments; error bars represent
standard deviations and are not visible when smaller than the symbol size.
Acetoin amendment (g L-1
)
5 10 15 22 30
Consu
mption o
r pro
duction o
f com
pounds (g L
-1)
0
2
4
6
8
10
12
14
Acetoin consumption
2,3-butanediol production
a
Acetoin amendment (g L-1
)
no acetoin 5 10 15 22 30
Eth
an
ol yie
ld (
g p
er
g s
uga
r)
0.30
0.32
0.34
0.36
0.38
0.40
0.42
Gly
ce
rol a
nd
xylit
ol yie
ld (
g p
er
g s
uga
r)
0.00
0.05
0.10
0.15
0.20
0.25ethanol yield
glycerol yield
xylitol yield
b
X: Decrease of glycerol and xlylitol accumulation (mmole)
0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4
Y: N
AD
+ r
eg
en
era
te b
y a
ce
toin
re
du
ctio
n (
mm
ole
)
0.0
0.5
1.0
1.5
2.0
Y= 1.37*X, R2= 0.983
c
Supplementary Figure S2. Quantification of the consumption of acetoin and production
of 2R,3R-butanediol in xylose fermentation experiments with different acetoin
amendments (a) and evaluation of xylose fermentation improvement in terms of yield of
ethanol, glycerol and xylitol by using acetoin as an external electron sink at different
concentrations(b). The following reaction can occur in S. cerevisiae: acetoin + NADH
2R,3R-butanediol + NAD+ (EC 1.1.1.4). Results are the mean of duplicate experiments
and error bars indicate standard deviations. (c) Correlation between NAD+ regenerated
by external electron acceptor acetoin reduction and the decrease in glycerol and xylitol
accumulation during anaerobic xylose fermentation by S. cerevisae SR8. The grey
straight line represents the linear regression curve; fitting equation and R2 are given.
Supplementary Figure S3. EFM analysis of the acetate reduction pathway in yeast. The
box-and-whisker plots show a comparison between the xylose only consuming EFMs
(blue) and the xylose and acetate consuming EFMs (green) for both ethanol yield (a) and
glycerol yield (b). The median (thick red central line) is shown with the 25th
and 75th
percentile ranges (box depth) and the maximum and minimum values (T-bars).
0.1
0.2
0.3
0.4
0.5
0.6
xylose-only consumingmodes
xylose and acetate co-consuming modes
Eth
ano
l Yie
ld (
g p
er
g xy
lose
)
0
0.1
0.2
0.3
0.4
0.5
0.6
xylose-only consumingmodes
xylose and acetate co-consuming modes
Gly
cero
l Yie
ld (
g p
er
g xy
lose
)
b
a
S-adhE S-eutE S-PadhE S-nc
En
zym
atic a
ctivity (
mm
ole
g p
rote
in-1
min
-1)
0
1
2
3
4
5
6
Supplementary Figure. S4. Enzymatic activity assays of NADH-dependent acetylating
acetaldehyde dehydrogenase reaction in the three yeast strains active in anaerobic acetate
assimilation compared to the control strain. Results are the mean of duplicate
experiments and error bars indicate standard deviations.
a
b
Supplementary Figure. S5. Extracted chromatographs of ethanol peak for specific ion
fragments 47, 46, 45, 32, and 31 from GC-MS analysis of the samples from S-adhE
fermentation (a) and S-nc fermentation (b). A representative experiment is shown from
one of two independent replicates, which differed by less than 5%.
1 . 7 2 1 . 7 4 1 . 7 6 1 . 7 8 1 . 8 0 1 . 8 2 1 . 8 4 1 . 8 6 1 . 8 8 1 . 9 0 1 . 9 2 1 . 9 4 1 . 9 6 1 . 9 80
2 0 0 0 0
4 0 0 0 0
6 0 0 0 0
8 0 0 0 0
1 0 0 0 0 0
1 2 0 0 0 0
1 4 0 0 0 0
1 6 0 0 0 0
1 8 0 0 0 0
2 0 0 0 0 0
2 2 0 0 0 0
2 4 0 0 0 0
2 6 0 0 0 0
2 8 0 0 0 0
3 0 0 0 0 0
3 2 0 0 0 0
3 4 0 0 0 0
3 6 0 0 0 0
3 8 0 0 0 0
4 0 0 0 0 0
T i m e - - >
A b u n d a n c e
I o n 4 7 . 0 0 ( 4 6 . 7 0 t o 4 7 . 7 0 ) : S a d h E . D \ d a t a . m sI o n 4 6 . 0 0 ( 4 5 . 7 0 t o 4 6 . 7 0 ) : S a d h E . D \ d a t a . m sI o n 4 5 . 0 0 ( 4 4 . 7 0 t o 4 5 . 7 0 ) : S a d h E . D \ d a t a . m sI o n 3 2 . 0 0 ( 3 1 . 7 0 t o 3 2 . 7 0 ) : S a d h E . D \ d a t a . m sI o n 3 1 . 0 0 ( 3 0 . 7 0 t o 3 1 . 7 0 ) : S a d h E . D \ d a t a . m s
1 . 7 2 1 . 7 4 1 . 7 6 1 . 7 8 1 . 8 0 1 . 8 2 1 . 8 4 1 . 8 6 1 . 8 8 1 . 9 0 1 . 9 2 1 . 9 4 1 . 9 6 1 . 9 80
1 0 0 0 0
2 0 0 0 0
3 0 0 0 0
4 0 0 0 0
5 0 0 0 0
6 0 0 0 0
7 0 0 0 0
8 0 0 0 0
9 0 0 0 0
1 0 0 0 0 0
1 1 0 0 0 0
1 2 0 0 0 0
1 3 0 0 0 0
1 4 0 0 0 0
1 5 0 0 0 0
1 6 0 0 0 0
1 7 0 0 0 0
T im e - ->
A b u n d a n c e
I o n 4 7 . 0 0 (4 6 . 7 0 t o 4 7 . 7 0 ) : S n c t 2 -3 . D \ d a t a . m sI o n 4 6 . 0 0 (4 5 . 7 0 t o 4 6 . 7 0 ) : S n c t 2 -3 . D \ d a t a . m sI o n 4 5 . 0 0 (4 4 . 7 0 t o 4 5 . 7 0 ) : S n c t 2 -3 . D \ d a t a . m sI o n 3 2 . 0 0 (3 1 . 7 0 t o 3 2 . 7 0 ) : S n c t 2 -3 . D \ d a t a . m sI o n 3 1 . 0 0 (3 0 . 7 0 t o 3 1 . 7 0 ) : S n c t 2 -3 . D \ d a t a . m s
a b
S-adhE S-eutE S-mphF S-PadhES-Cbaldh S-nc
Eth
ano
l yie
ld (
g p
er
g x
ylo
se)
0.30
0.32
0.34
0.36
0.38
S-adhE S-eutE S-mphFS-PadhES-Cbaldh S-nc
Specific
eth
anol pro
ductivity (
g g
bio
mass
-1 h
r- 1)
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
c
S-adhE S-eutE S-mphFS-PadhES-Cbaldh S-nc
Bypro
duct yie
ld (
g p
er
g x
ylo
se
)
0.00
0.05
0.10
0.15
0.20
0.25
0.30
Supplementary Figure S6. Ethanol yields (a), specific ethanol productivity (b), and
byproduct (glycerol and xylitol) yields (c) from anaerobic xylose fermentation by
different S. cerevisiae strains. Results are the mean of duplicate experiments and error
bars indicate standard deviations.
Aceta
te c
onsum
ption (
g L
-1)
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
S-adhE S-nc
a
Eth
an
ol yie
lds (
g p
er
g s
ub
str
ate
)
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
0.38
0.39
S-adhE S-nc
b
Time (hr)
0 20 40 60 80 100 120 140
O.D
.(6
00
nm
)
0
1
2
3
4
S-adhE
S-nc
c
Supplementary Figure S7. Cumulative acetate consumption (a), ethanol yields (b) and
cell growth (OD600) (c) comparison by S. cerevisiae strains S-adhE and the control S-nc
during anaerobic xylose fermentation in medium buffered at pH 4.7. Results are the
mean of duplicate experiments and error bars indicate standard deviations.
Ace
tate
co
nsu
mp
tio
n (
g L
-1)
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
SR7-adhE SR7-nc
a
E
thanol yie
lds (
g p
er
g s
ubstr
ate
)
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
SR7-adhE SR7-nc
b
Supplementary Figure S8. Cumulative acetate consumption (a) and ethanol yields (b)
from anaerobic xylose fermentation by S. cerevisiae strains SR7-adhE and the control
SR7-nc. Results are the mean of duplicate experiments and error bars indicate standard
deviations.
S-adhE S-nc
Accu
mu
lative
aceta
te c
onsu
mp
tion
(g
L-1
)
0.0
0.2
0.4
0.6
0.8
1.0
a
S-adhE S-nc
Eth
an
ol yie
ld (
g p
er
g s
ubstr
ate
)0.30
0.32
0.34
0.36
0.38
b
S-adhE S-nc
Ma
xim
um
sp
ecific
gro
wth
ra
te (
hr-1
)
0.000
0.005
0.010
0.015
0.020
0.025
c
Supplementary Figure S9. Cumulative anaerobic acetate consumption (a), ethanol
yields (b), and specific growth rates (c) during fermentation by SadhE strain and Snc
strain in synthetic complete medium containing 40 g L-1
xylose, 20 g L-1
glucose and 2 g
L-1
acetate. Results are the mean of duplicate experiments and error bars indicate
standard deviations.
S-adhE (i) S-nc (i) S-adhE (ii) S-nc (ii)
Accum
ula
tive a
ceta
te c
onsum
ption (
g L
-1)
0.0
0.1
0.2
0.3
0.4
a
S-adhE (i) S-nc (i) S-adhE (ii) S-nc (ii)
Eth
anol yie
ld (
g p
er
g s
ug
ar)
0.30
0.32
0.34
0.36
0.38
0.40
0.42
b
S-adhE (i) S-nc (i)
Ma
xim
um
sp
ecific
gro
wth
ra
te (
hr-1
)
0.00
0.01
0.02
0.03
c
Supplementary Figure S10. Cumulative anaerobic acetate consumption (a), ethanol
yields (b), and specific growth rates (c) during fermentation of corn stover hydrolysates
by SadhE strain and Snc strain (i) without the addition of cellulase and cellobiase or (ii)
with the addition of cellulase and cellobiase. Results are the mean of duplicate
experiments and error bars indicate standard deviations.
Supplementary Table S1. Summary of representative up-to-date engineered xylose-fermenting S. cerevisiae strains
Stains Characteristics Conditions rXylose rXylose* YXylitol YEthanol VEthanol PEthanol* Initial cell
density ( g
L-1
)
Refs
SR8 XYL1, XYL2,
XYL3 (two copies
for each gene),
Δald6, evolved.
Oxygen limited,
YPX (80 g L-1
)
2.1 0.74 0.05 0.37 0.79 0.28 0.3 This
study
Anaerobic, YPX
(40 g L-1
)
0.64 0.72 0.12 0.35 0.21 0.24 0.3 This
study
Anaerobic, SCX 40
g L-1
1.73 0.65 0.08 0.39 0.67 0.25 2 This
study
TMB3400 XYL1, XYL2,
XKS1, random
mutagenesis
Anaerobic, minimal
media +xylose (20
g L-1
)
- - 0.25 0.18 0.11 0.024 0.02 40
TMB
3001C1
XYL1, XYL2,
XKS1, evolved
Anaerobic, minimal
media+xylose (10
g L-1
)
- 0.60 0.32 0.28 - - - 41
TMB3271 XYL1 (K270M,
two copies), XYL2,
XKS1
Oxygen limited,
minimal media
+xylose (50 g L-1
)
0.23 - 0.09 0.31 0.28 - 5 42
DR PHO13 XYL1, XYL2,
XYL3, pho13Δ
Aerobic, YNBX(40
g L-1
)
- 0.37 0.04 0.25 - 0.093 - 43
CMB.JHV.X
YL123
pha13a
XYL1, XYL2,
XYL3, pho13Δ
Low oxygen,
defined minimal
media, xylose (20
g L-1
)
0.47 0.14 0.006 0.24 0.047 0.015 - 44
MA-R5 XYL1, mXYL2
(D207A/I208R/F2
09S/N211R), XKS
Anaerobic YPX (45
g L-1
)
- - - 0.37 0.50 0.12 2.8 45
TMB3420
(selected
population)
mXYL1
(N272D/P275Q),
XYL2, XKS1,
TAL1, TKL1,
RPE1, RKI1,
Δgre3, evolved
Anaerobic, SCX
(60 g L-1
)
- 0.89 0.13 0.36 - 0.32 - 46
DA24-16 XYL1, m XYL1,
XYL2, and XKS1,
evolved
Oxygen limited,
YPX (80 g L-1
)
- 0.71 0.04 0.35 - 0.25 0.3 47
BY4741X/Δ
PHO13
XYL1, XYL2,
XKS1, Δpho13
Oxygen-limited,
YPX (80 g L-1
)
0.435 - 0.36 2.2 0.15 - 48
SX6MUT
mXYL1, XYL2,
XKS1, TAL, ald6Δ
Oxygen limited, SC
with xylose (40 g L-
1) and glucose (20 g
L-1
)
0.64 0.06 0.037 0.39 0.25 0.02 2.5-3.3 49
TMB3102 XylA, gre3Δ Anaerobic, YNBX
( 50 g L-1
)
- - 0.31 0.21 0.004 0.0004 - 50
TMB3112 XylA, XKS1, gre3Δ Anaerobic,
synthetic media
xylose ( 50 g L-1
)
- 0.006 - 0.14 0.009 0.0009 10 51
TMB3050 XylA, XKS1,TAL1,
TKL1, RKI1,
RPE1, gre3Δ,
evolved
Oxygen limited,
synthetic media
xylose ( 50 g L-1
)
- 0.002
4
0.23 0.29 - - - 52
RWB 218 XylA, XKS1, TAL1,
TKL1, RPE1,
RKI1, gre3Δ ,
evolved
Anaerobic, SCX
(20 g L-1
)
- 1.2 - 0.41 - 0.49 0.2 53, 54
ADAP8 XylA, XKS1,
SUT1, evolved
Anaerobic, SCX
(20 g L-1
)
0.07
1
- 0.17 0.37 0.026 - - 55
Note:
rXylose: xylose consumption rate (g L-1
hr-1
)
rXylose*: specific xylose consumption rate (hr-1
)
Yxylitol: xylitol yield (g xylitol per g xylose)
Yethanol: ethanol yield (g ethanol per g xylose)
Vethanol: volumetric ethanol productivity (g L-1
hr-1
)
Pethanol*: specific ethanol productivity (hr-1
)
XYL1, xylose reductase from Scheffersomyces stipitis; XYL2, xylitol dehydrogenase from S. stipitis; XYL3, xylulokinase from
S. stipitis; XKS1, Xylulokinase from S. cerevisiae; GAPDH, glyceraldehyde 3-phosphate dehydrogenase from S. cerevisiae;
MAE1, malic enzyme from S. cerevisiae; MDH2, malate dehydrogenase from S. cerevisiae; PYC2, pyruvate carboxylase from
S. cerevisiae; pho13 alkaline phosphatase from S. cerevisiae; TAL1 transaldolase from S. cerevisiae; TKL1, transketolase from
S. cerevisiae; RPE1 ribulose-5-phosphate 3-epimerase from S. cerevisiae; RKI1 ribose-5-phosphate ketol-isomerase from S.
cerevisiae; gre3, aldose reductase from S. cerevisiae; ald6, aldehyde dehydrogenase from S. cerevisiae; cox4, cytochrome c
oxidase from S. cerevisiae; XylA, xylose isomerase.
H131-A3-
ALCS
XylA, XYL3, TAL1,
TKL1, RPE1,
RKI1, evolved
Anaerobic, SCX
(40 g L-1
)
- 1.87 <0.01 0.41 - 0.77 0.1 34
BY4741-
S2A3K
mXylA, TAL1,
XKS1, gre3Δ
Microaerobic,
YSCX (40 g L-1
).
- 0.057 - 0.42 - 0.024 3.4 56
Supplementary Table S2. Summary of product yields, acetate consumption, and NAD+
generation in anaerobic fermentation of xylose and acetate by the recombinant yeast
strains
Note: Average values of duplicate experiments are reported. Deviations between the duplicate are
less than 2%. a. ethanol yields are calculated by considering both xylose and acetate as substrates.
Supplementary Table S3. Intracellular concentration of coenzymes in the recombinant
yeast strains during anaerobic xylose or glucose fermentation
Strains Conditions Concentration
(µmol per g dry wt of biomass)
NAD+ NADH
S-adhE xylose fermentation 9.83 ± 0.69 3.69 ± 0.19
S-nc 8.85 ± 0.23 5.24 ± 0.04
S-adhE glucose fermentation 8.88 ± 0.49 3.04 ± 0.26
S-nc 8.85 ± 0.24 3.24 ± 0.29
Strains Product yields (mole/mole substrate)
Acetate
consumption (mole per mole
xylsoe)
NAD+
generation
by acetate (mole per
mole xylsoe)
NAD+
generation
by glycerol (mole per
mole xylsoe)
Total NAD+
generation by
acetate+glycerol (mole per mole
xylsoe)
YetOH a Ygly Yxyl
S-adhE 1.145 0.158 0.073 0.078 0.156 0.158 0.314
S-nc 1.019 0.214 0.158 0.004 n. a. 0.214 0.214
Supplementary Table S4. Primers for PCR amplification of selected genes
Target genes Primer sequences
E. coli adhE Forward: GCCggatccAAAAATGGCTGTTACTAATGTCGCTG
Reverse: GCCctcgagTTAAGCGGATTTTTTCGCTTTTTTCTC
E. coli mphF Forward:
GCCggatccAAAAATGAGTAAGCGTAAAGTCGCCATATCGG
Reverse: GCCgtcgacTCATGCCGCTTCTCCTGCCTTG
E. coli eutE Forward:
GCCggatccAAAAATGAATCAACAGGATATTGAACAGG
Reverse: GCCctcgagTTAAACAATGCGAAACGCATCGAC
C.
beijerinckii
ALDH gene
Forward:
GCCggatccAAAAATGAGAGTTACGAATCCAGAAGAAT
Reverse: GCCctcgagTTATTTATTGCTGCCATTATATGAT
KanMX6 Forward: GCCgagctcAAATCCTTACGCATCTGTGCGGTAT
Reverse: AATGCCgagctcTTACGGGGCTGGCTTACTATGC
Note: nucleotide sequences in lowercase letters represent the restriction enzyme
recognition sites
Supplementary Note 1. Elementary flux mode analysis of the acetate reduction pathway
in S. cerevisiae
Recently, elementary flux mode (EFM) analysis has emerged as a powerful tool for
metabolic pathway analysis. An EFM is defined as a unique, minimal set of enzymes
(reactions) to allow steady state operation of a metabolic network with irreversible
reactions proceeding in the appropriate directions 57
. EFM analysis can decompose a
complex network of highly interconnected reactions into uniquely organized pathways
for characterization of cellular phenotypes and implementation of metabolic engineering
strategies. Based on the evaluation with acetoin, we explored the potential of using acetic
acid, an inhibitor in lignocellulosic hydrolysates, to improve ethanol yield from xylose
fermentation by serving as an external redox sink.
The results of the EFM analysis show that the acetate reduction pathway is operational in
yeast during xylose fermentation with a total of 677 calculated EFMs. Among these,
there were 0 anaerobic acetate-only consuming modes, 521 xylose-only consuming
modes, and 156 xylose and acetate consuming modes. In order to evaluate the effect of
the acetate reduction pathway, we calculated the theoretical ethanol yield and glycerol
yield for each of the xylose-only consuming modes and the xylose and acetate consuming
modes. Supplementary Fig. S3 shows box-and-whisker plots demonstrating the
beneficial potential of the acetate reduction pathway for increasing the ethanol yield and
reducing the glycerol accumulation during xylose fermentation. The median ethanol
yield when the acetate reduction pathway is active (0.479 g per g xylose) is significantly
higher than the median ethanol yield for the xylose only consuming modes (0.292 g per g
xylose). Similarly, the maximum achievable ethanol yield increases from 0.511 g per g
to 0.563 g per g when the acetate reduction pathway is operating. Also, the median
glycerol yield when the acetate reduction pathway is active (0 g per g xylose) is
significantly lower than the median yield for the xylose only consuming modes (0.344 g
per g xylose). The EFM analysis provided a theoretical basis for implementation of the
acetate reduction pathway in xylose-fermenting S. cerevisiae.
Supplementary Methods
The correlation between NAD+ regeneration and byproduct formation.
The Y parameter, NAD+ generated by external redox sink, was calculated from the
measured 2R,3R-butanediol production. The X parameter, decrease of byproduct
accumulation in each of the incubations, was calculated by subtracting the
xylitol+glycerol amount in the incubations of interest from that in the control incubation
without acetoin. Values of the two parameters for all the incubations at 24hr, 36hr, 48hr
and 60 hr were calculated and plotted. Linear regression generated a relationship Y=
1.37*X with R2=0.983. The xylitol and glycerol yields obtained from anaerobic xylose
fermentation by the strain SR8 were 0.116 g g-1
substrate and 0.128 g g-1
substrate,
respectively.
Elementary flux mode analysis.
A yeast core metabolic network was constructed for S. cerevisiae growing on xylose with
an acetate reduction pathway. The network was composed of 59 reactions which
included primary carbohydrate metabolism (glycolysis, TCA cycle, PP pathway,
gluconeogenesis) and energy metabolism (fermentation, respiration). Most importantly,
the reactions for acetate reduction were included in the model to examine the feasibility
of this pathway in engineered S. cerevisiae. A total of 47 internal metabolites
(maintained at steady state) and six external metabolites (sources and sinks) were defined
for the EFM calculation. The external metabolites included xylose, acetate, CO2,
glycerol, ethanol, and biomass. It should be noted that oxygen was not included as an
external metabolite meaning that we only considered the functionality of the acetate
reduction pathway under anaerobic conditions. The 677 total EFMs in the model were
calculated using METATOOL 5.1 with Matlab (2010, The Mathworks, Natick, MA,
USA).
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