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Biotechnology and Biological Transformations
Xylitol production from lignocellulosic pentosans: a rational strain engineering approach towards a multiproduct biorefinery Dr. Diptarka Dasgupta, Vivek Jhungare, Abhilek Kumar Nautiyal, Arijit Jana, Saugata Hazra, and Debashish Ghosh J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.8b05509 • Publication Date (Web): 08 Jan 2019 Downloaded from http://pubs.acs.org on January 9, 2019
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Journal of Agricultural and Food Chemistry Xylitol fermentation with engineered yeast
Xylitol production from lignocellulosic pentosans: a rational strain engineering approach towards a multiproduct biorefinery
1 2 3 4 5 6 7 8 9 10 11 12 13
Abstract: Kluyveromyces marxianus IIPE453 can utilize biomass-derived fermentable sugars
14
for xylitol and ethanol fermentation. In this study, the xylitol production in the native strain
15
was improved by overexpression of endogenous
16
expression cassette harboring the gene of interest was constructed and incorporated in the
17
native yeast. qPCR analysis demonstrated the 2.1-fold enhancement in D-xylose reductase
18
transcript levels in the modified strain with 1.62-fold enhancement in overall xylitol yield
19
without affecting its ethanol fermenting capacity. Material balance analysis on 2 kg of
20
sugarcane bagasse-derived fermentable sugars illustrated an excess of 58.62 ± 0.15 g xylitol
21
production by transformed strain in comparison to the wild variety with similar ethanol yield.
22
The modified strain can be suitably used as a single biocatalyst for multiproduct biorefinery
23
application.
24 25 26 27 28
Diptarka Dasgupta1*, Vivek Jhungare2, Abhilek K Nautiyal1, Arijit Jana1, Saugata Hazra2, Debashish Ghosh1* 1Biotechnology
Conversion Area, Bio Fuels Division, CSIR-Indian Institute of Petroleum, Dehradun, Uttarakhand – 248 005, 2 Department of Biotechnology and 3Centre for Nanotechnology, Indian Institute of Technology Roorkee (IIT-R), Uttarakhand- 247667 *corresponding authors:
[email protected],
[email protected] Keywords:
D-xylose
reductase gene. A suitable
D-Xylose
reductase; Kluyveromyces; biorefinery; xylitol; lignocellulosic biomass; ethanol
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30 31 32
Nomenclature 2µ
Saccharomyces origin of replication
33
ARSSac
Saccharomyces autonomous replicating sequence
34
Cre-LoxP
recombinase mediated LoxP
35
DO2
dissolved oxygen
36
fs
femtosecond
37
GAPDHKS
Glyceraldehyde 3-phosphate dehydrogenase (GAPDH) gene of Kluyveromyces marxianus IIPE453
38 39
HMF
hydroxymethyl furfural
40
HXT
Hexose transporter
41
KSIIP453_Ura3-
Ura3 mutant of KSIIPE453
42
KSIIPE453
Kluyveromyces marxianus IIPE453 (MTCC 5314)
43
KSIIPE453t
KSIIPE453 with overexpressed XRKS
44
loxP–KanMX–loxP
LoxP-Kanamycin cassette for gene disruption
45
metric tons
MT
46
ns
nano second
47
ori_S11
Kluyveromyces origin of replication S11
48
pDrive_Ura3KS
pDrive vector carrying Ura3KS gene
49
pDrive_Ura3KS_KanMX
pDrive carrying partial Ura3KS gene and Kanamycin disruption cassette
50 51
PPP
pentose phosphate pathway
52
pYES2_XRKS
pYES2 expression vector carrying XRKS gene
53
pYES2_XRKS_S11
pYES2_ XRKS with ori_S11
54
productivityc
calculated productivity from literature data 2
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ps
pico second
56
qRT-PCR
quantitative real time PCR
57
SCADA
supervisory control and data acquisition
58
SCB
sugarcane bagasse
59
URA3KS
Orotidine 5'-phosphate decarboxylase (Ura3) gene of KSIIPE453
60 61
Ura3Sac
S. cerevisae Ura3
62
vvm
volume of air/volume of medium
63
XRKS
homologous D-xylose reductase of KSIIPE453
64
YEV
Yeast expression vector
65
YNBD
Yeast nitrogen base supplemented with dextrose and amino acid mix without uracil
66 67
YNB-5 FOA
Yeast nitrogen base with 5-fluoro orotic acid
68
YPX
yeast extract peptone D-xylose
69 70 71 72
Kinetic parameters YX/S
Cell biomass yield on D-xylose (g/g)
73
YP/SX
Xylitol yield on consumed sugar (g/g)
74
QPX
volumetric xylitol productivity (g/L.h-1)
75
YP/SE
ethanol yield on consumed sugar (g/g)
76
QPE
volumetric ethanol productivity (g/L.h-1)
77 78 79 80 81
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83 84 85
1.
86
food and beverage industries as a low-calorie sweetener with a stable and gradually rising
87
market demand of 250,000 metric tons (MT) by 2020.1 Commercially, xylitol is produced by
88
catalytic hydrogenation of ultrapure D-xylose using Raney nickel catalyst which comes with
89
certain disadvantages like severe reaction conditions, high hydrogen requirement and low
90
catalyst selectivity resulting in multiple byproducts which necessitate extensive purification
91
for downstream product recovery.2,3 Biocatalytic production of xylitol by single step
92
reduction of the hemicellulosic fraction has been considered as one of the lucrative options
93
which can be more green and sustainable than their chemical counterparts with fewer steps
94
for recovery due to xylitol production with higher selectivity.4 D-xylose accounts for nearly
95
40% of the total carbohydrates and is the second most abundant fermentable sugar in
96
lignocellulosic biomass available in the hemicellulosic form.5,6 The escalating demand for
97
renewable biofuel and success of first-generation ethanol production by fermentation route
98
has led to the focus on lignocellulosic fermentable sugars for the production of second-
99
generation biofuels.7 Use of cellulose derived hexosans for ethanol production was achieved,8
100
but utilization of pentose fraction till date remained industrially non-viable. Genetically,
101
yeasts have been engineered to ferment pentose fraction into ethanol,9 but their performance
102
in terms of titer and productivity were significantly low. Instead of conceptualizing ethanol as
103
the sole energy product in a lignocellulosic biorefinery, use of hemicellulosic fraction for a
104
non-energy specialty chemical such as xylitol could be considered as an option for multi-
105
product biorefinery scheme.10,11
106 107
Introduction
Xylitol is a 5-carbon sugar alcohol, that is widely used in pharmaceuticals, nutraceuticals,
Biocatalytic conversion of lignocellulosic pentosans into xylitol is limited by issues such as non-availability of
D-xylose
fermenting industrial strain.12 Out of few naturally 4
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available D-xylose fermenting yeasts, Candida sp. has been so far reported to be the best
109
producer of xylitol, but its pathogenic nature was the hindrance for its commercial
110
application.13,14 Other yeasts like Pichia sps., Hansunela sps. are capable of xylitol
111
production, but, have low titer and productivity.15 Saccharomyces cerevisiae, widely used in
112
industrial ethanol fermentation do not possess a native D-xylose assimilation pathway and
113
require extensive genetic modification for xylitol production1,16 from biomass-derived sugars.
114
Dairy yeast Kluyveromyces is nowadays being explored, due to its generally regarded as safe
115
(GRAS) status, established ethanol fermentation, natural pentose assimilation, high
116
temperature, and high gravity fermentation and gradual increasing knowledge about its
117
genetic infrastructure.17,18 With such advantages, it is now being regarded as a promising
118
yeast for industrial application.
119
The present study is focussed on improving xylitol titer by overexpressing
120
homologous xylose reductase (XR) in Kluyeveromyces marxianus IIPE453 (KSIIPE453)
121
from lignocellulosic pentosans and at the same time, recycling of the yeast for ethanol
122
fermentation without affecting its titer and productivity. A rational strain engineering
123
approach was devised based on the consideration that xylitol dehydrogenase (XDH) gene
124
deletion would help in accumulating xylitol,19 but the yeast’s inherent capability of cell
125
biomass generation from pentose stream would be lost (Table 1). Instead, hexose sugar
126
would be necessary for cell biomass generation thereby reducing the overall ethanol titer.
127
Considering the improvement of overall yield of xylitol and ethanol from sugarcane bagasse,
128
this engineered strain may be a promising catalyst for biorefinery using the lignocellulosic
129
resource.
130 131 132
2.
Experimental
2.1
Strains, plasmids, primers and chemicals 5
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Kluyveromyces marxianus IIPE453 (KSIIPE453) (MTCC 5314), a thermophilic yeast, was
134
used as an experimental host for homologous overexpression. Escherichia coli TOP10
135
(Invitrogen, USA) was used as a host for plasmids amplification and was cultured in Luria-
136
Bertani (LB) medium. Yeast extract/peptone D-xylose (YPX) medium (composition in g/L;
137
peptone, 20; yeast extract, 10; D-xylose, 20) was used to culture the KSIIPE453 aerobically.
138
YNB-5 FOA (composition in g/L; YNB, 6.7; dextrose, 20; amino acid mix without uracil,
139
1.3; uracil, 0.1; 5-fluoroorotic acid, 0.8) and synthetic dropout medium YNBD (composition
140
in g/L; YNB devoid of amino acids, 6.7; dextrose, 20; amino acid mix without uracil, 1.3)
141
were used for mutant screening and transformant selection. Strains, plasmids, and primers,
142
used in this study were summarized in Tables 2, 3 & 4. Sugars, salts, ready-to-use media
143
were of the analytical (Sigma-Aldrich, USA) or commercial (Himedia, India) grade.
144
Molecular biology kits, reagents, enzymes were procured from Fermentas, Germany unless
145
specified otherwise.
146
2.2
147
The strain engineering strategy is schematically depicted in Fig. 1. Orotidine 5'-phosphate
148
decarboxylase (Ura3KS, NCBI accession number KX453285) was amplified from KSIIPE453
149
gDNA and cloned to construct pDrive_Ura3KS. Fragment with a major portion of Ura3KS open
150
reading frame (ORF) was substituted by 1.6 kb loxP-KanMX-loxP from pUG6 to form
151
pDrive_Ura3KS_KanMX (Fig. 1, 3a). It was further digested with EcoRI and transformed in
152
KSIIPE453 to disrupt Ura3KS by homologous recombination. The auxotrophic mutant
153
(Ura3KS disrupted KSIIPE453) was selected on YNB-5 FOA plate. XRKS was amplified from
154
gDNA of KSIIPE453, and the amplicon and pYES2/CT/lacZ were double digested to insert
155
XRKS into pYES2/CT/lacZ following gel extraction and ligation to form pYES2_ XRKS. The
Expression cassette construction
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expression cassette pYES2_XRKS_S11 was constructed by inserting PCR-amplified ori_S11
157
from pSPGK1within the unique restriction sites (KspAI and Eco105I) in pYES2_ XRKS.
158
2.3
Yeast transformation and expression analysis in the engineered strain
159
The
plasmid
160
KSIIPE453_Ura3- by lithium acetate method.25 Transformants (KSIIPE453t) were selected
161
on YNBD plates after 3-4 days of incubation. KSIIPE453 and KSIIPE453t were cultivated in
162
YPX medium. Cultures were washed with distilled water and subsequently transferred into
163
YNB medium (supplemented with 2% D-xylose as the carbon source with 1% D-galactose as
164
an inducer for 48 h of incubation). RNAs were isolated from 24 and 48 h aliquots. cDNA was
165
synthesized from isolated total RNA as per standard protocol. Expression level analyses were
166
confirmed with quantitative real-time PCR (qRT-PCR) against XRKS gene in KSIIPE453 as
167
well as KSIIPE453t with Glyceraldehyde 3-phosphate dehydrogenase (GAPDHKS, NCBI
168
accession number KX453284) as an internal control. Relative transcription levels of XRKS in
169
KSIIPE453 and KSIIPE453t were normalized to GAPDHKS signal and calculated as 2-∆∆CT.26
pYES2_XRKS_S11
(expression
cassette)
was
transformed
into
170
The selected transformant was further analysed for the retention of the plasmid for 5
171
successive generations. The culture was initially grown on YPX and further cultivated on
172
YNBD plates at 45°C. Colonies were collected at each generation from subsequent plates and
173
grown in liquid YNBD medium. Plasmid isolation was carried out from the liquid culture
174
(from individual generations) using plasmid extraction kit (Zymoprep yeast plasmid
175
miniprep, USA). The plasmid was further digested with PagI to confirm the isolated vector as
176
pYES2_XRKS_S11 based on its band size. Additionally, PCR amplification of the plasmid
177
(from individual generations) with XRKS primers was carried out to confirm the presence of
178
the XRKS gene in the isolated expression cassette.
179
2.4
Enzyme activity, 3D modelling and MD simulation 7
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XRKS purification and activity analysis in both KSIIPE453 and KSIIPE453t was carried out as
181
previously described.23 Purified XRKS from both KSIIPE453 and KSIIPE453t was assayed for
182
reductase activity and evaluated on native PAGE for activity staining. For a molecular level
183
understanding of the enzyme, a 3D homology model of XRKS was constructed. Candida
184
tenuis D-xylose reductase (CtXR, PDB ID 1JEZ, 2.20 Å structural resolution) was selected as
185
the template (based on BLAST analysis with XRKS protein sequence; NCBI accession
186
number AHY04295) for model building. The model was energy minimized (GROMACS;
187
v5.1.2) with AMBER99SB-ILDN force field.27,28 Docking simulation of NADPH and NADH
188
was performed using Autodock Vina 29 with CtXR in complex with either NADPH (PDB ID:
189
1K8C, resolution 2.1 Å) or NADH (PDB ID: 1MI3, resolution 1.8 Å) as template. The
190
binding grid of cofactors from the reference structures was used to develop a similar grid map
191
in XRKS and enabled docking of the cofactors into the latter using a knowledge-based
192
approach. The refinement of the active site residues in the docked complex was carried out
193
using Crystallographic Object-Oriented Toolkit (COOT).30 PROCHECK31 was used to
194
validate modelled XRKS enzyme in complex with NADH, NADPH and the patterns of
195
nonbonded atomic interactions within the protein and the co-substrate were verified using the
196
ERRAT 32, PyMol 33 and Chimera 34 tool.
197
Molecular dynamics (MD) simulation studies were performed to understand the
198
structure and dynamic behaviour of the modeled XRKS protein both in the apo and substrate
199
(D-xylose) bound form. Simulations were performed using the open-source software
200
GROMACS 5.1.2 and AMBER99SB force field. The systems were solvated in a cubic box
201
with TIP3P water molecules. Water molecules were replaced by Na+ or Cl- to neutralize the
202
net charge of the system for each complex system with protein atoms maintained at a distance
203
of 1.0 nm from the box edges. Before sampling simulations, the solvated systems were 8
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energy minimized by steepest descent method (3000 steps) and then equilibrated for 100 ps at
205
300K temperature by position restrained MD simulation. Following equilibration, the systems
206
were subjected to final MD simulations for 50 nanoseconds at 300K. Periodic boundary
207
conditions were applied as isothermal and isobaric using Berendsen Coupling algorithm with
208
relaxation times of 0.1 and 0.2 picoseconds respectively. The LINCS algorithm was used to
209
constrain bond lengths using a time step of 2 femtoseconds for both systems. Electrostatic
210
interactions were calculated using the Particle Mesh Ewald method, van der Waals and
211
coulombic interactions were calculated with a cut-off at 1.0 nm. The different MD
212
trajectories were analysed with tools provided by GROMACS program package. The root-
213
mean-square deviations (RMSD) from the initial structure and the root-mean-square
214
fluctuations (RMSF) were calculated during all MD simulations. Also, in case of complex
215
structure, the distance between the active site and D-xylose atoms has been calculated in each
216
frame.
217
2.5
218
Fermentation was carried out in a 5 L in-situ sterilizable stir tank reactor (BioSac, India)
219
equipped with supervisory control and data acquisition (SCADA). Sugarcane bagasse (SCB)
220
hydrolysate (pentose sugar-rich stream) was used for yeast cell biomass generation, and
221
xylitol production and saccharified broth (hexose rich stream) were used for ethanol
222
fermentation. Sugarcane bagasse hydrolysate and saccharified broth were generated as
223
described earlier.35,36 Yeast cultivation and fermentation were carried out at 45°C and pH 4.5.
224
Cultivation and fermentation were terminated after consumption of ~ 90% sugar. KSIIPE453t
225
was compared with KSIIPE453 based on its xylitol and ethanol fermentation capability from
226
biomass-derived pentose & hexose sugars. A complete material balance for alcohols
227
production with cell biomass as intermediates was carried out to visualize the process with
Fermentation study with yeast recycling
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improved xylitol yield that could be integrated into lignocellulosic biorefinery concept. The
229
multiproduct refinery process was estimated with 2 kg of sugarcane bagasse (after maximum
230
recovery of fermentable sugars as reported earlier) as a feed basis.
231
2.6
232
The concentrations of D-xylose, D-glucose, xylitol, ethanol, furfural, and acetic acid were
233
quantitatively analyzed by HPLC.20 Briefly, a refractive index (RI) detector and Hiplex-H
234
acid 8 μm column (100 mm × 7.7 mm diameter column, PL Polymer Laboratory, U.K.) were
235
used for analyses. The column was eluted with 1 mM sulfuric acid as the mobile phase (flow
236
rate being 0.7 mL/min), and the oven temperature was maintained at 70°C. Dry cell mass
237
(DCM) was determined with a known quantity of cellular broth (1 mL) by hot air drying of
238
cell pellets in microfuges. Average of triplicate data was considered for DCM determination.
239
DNA and RNA concentrations were estimated spectrophotometrically by measuring
240
absorbance (Biophotomerter plus, Eppendorf) at 260 and 230 nm respectively. Threshhold
241
cycle (CT) values in real time PCR was reported with statistical mean and standard deviation
242
(SD). Following calculations were considered.
243
Cell biomass yield = generated yeast biomass / consumed substrate (g/g)
244
Yield (xylitol or ethanol) = product / consumed substrate (g/g)
245
Productivity (xylitol or ethanol) = titre / time (g/L.h-1)
246 247 248
3.
Results and discussion
3.1
Strain engineering for XRKS overexpression
249
An auxotrophic mutant of KSIIPE453 was constructed (Fig 1) by disrupting Ura3KS gene.
250
The Cre loxP–KanMX–loxP gene from pUG6 was used to disrupt Ura3KS for Cre-mediated
251
recombination between the two loxP sites37-39 (Fig. 2a). The Ura3KS gene disruption cassette
252
was constructed with a threshold flanking homologous sequences of ~400 bp on either side to
Analytical techniques and calculations
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improve in selective gene deletion efficiency and avoid non-homologous end joining
254
recombination.22, 40-41
255
Ura3KSF and Ura3KSR, with homology to both Ura3 gene and disruption cassette, led
256
to amplification of 0.86 kb (partial nucleotide sequence) of Ura3KS ORF in wild-type allele
257
and a lone 2.3 kb fragment (Fig. 2b, c) for the correctly integrated disruption cassette.
258
Further, the 2.2 kb amplification band and KSIIPE453 genome sequence analysis (NCBI
259
accession number LDJA00000000; scaffold 1) confirmed the presence of a single copy of
260
Ura3 gene (haploid hemiascomycetes) as reported in other Kluyveromyces.42,43 The growth
261
rates of KSIIPE453 and KSIIPE453_Ura3- evaluated in YNB medium devoid of uracil
262
illustrated a 2 h doubling time for KSIIPE453 and no growth of KSIIPE453_Ura3-
263
respectively. Growth kinetics were similar for both strains with uracil complementation;
264
however, the final biomass yield in the mutant (YX/S = 0.215) was slightly lower than that of
265
the KSIIPE453 (YX/S = 0.223).
266
The XRKS gene (0.99 kb) was PCR amplified from the KSIIPE453 gDNA and cloned
267
within the restriction sites in pYES2/CT/lacZ resulting in the modified yeast expression
268
vector (YEV) termed as pYES2_XRKS. Restriction digestion with NdeI and SalI yielded two
269
fragments corresponding to 3.15 kb and 3.73 kb (Fig. 2e), whereas native pYES2/CT/lacZ
270
produced a linear fragment of 8.97 kb, indicating the absence of SalI cut site. Bidirectional
271
sequencing of pYES2_XRKS (with primers Gal1F and CYC1R) generated a 1.41 kb fragment
272
spanning the entire promoter to terminator region including XRKS gene. BLAST alignment of
273
sequenced fragment with database deposited XRKS nucleotide data (NCBI accession number
274
KJ563917) showed 100% identity, with SalI restriction site found 483 bp downstream to the
275
translation start codon and affirmed the XRKS inclusion in the yeast expression vector (YEV).
276
A putative TATA box (TATATAAA) was found in the promoter region at position 205 bp 11
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upstream to the CDS. The presence of Ura3Sac in YEV was considered to complement the
278
deficiency of Ura3KS in KSIIPE453_Ura3-, as the former has been reported to function in
279
uracil deficient Kluyveromyces.44 Saccharomyces autonomous replicating sequence (ARSSac;
280
2µ origin of replication) originally present in YEV was non-functional in Kluyveromyces due
281
to the absence of a required conserved sequence in the plasmid.45 Thus, to facilitate the
282
replication of expression cassette in transformed Kluyveromyces, 0.9 kb (Fig. 2f) S11
283
fragment (ARSKS) from plasmid pSPGK1 was introduced into pre-existing pYES2_XRKS to
284
construct 7.1 kb pYES2_ XRKS _S11 (Fig. 3b, c). Improvement of xylitol production by
285
homologous overexpression of XRKS in Kluyveromyces was not reported earlier, due to
286
unavailability of suitable expression system. The vectors reported for recombinant
287
Kluyveromyces protein production were derived from K. lactis vector pKD1, with a single
288
cloning site EcoRI.46,47 As XRKS possessed internal EcoRI cut site, several alterations in the
289
nucleotide sequence were required for its incorporation in such vectors. Hence, expression
290
cassette was constructed with pYES2/CT/lacZ backbone having multiple cloning sites for
291
several restriction enzymes and the ability to replicate in transformed KSIIPE453.
292
3.2
293
pYES2_XRKS_S11 was transformed into KSIIIPE453_Ura3- and XRKS expression levels
294
were analyzed. Recombinants were selected by growth in the absence of uracil and
295
transformation efficiency was estimated as ~300 transformants/ µg of plasmid. A few
296
transformants were selected from the plates and were subjected to colony PCR using
297
Ura3_pYES2 primers. A single 0.8 kb DNA fragment corresponding to Ura3 of
298
Saccharomyces (Ura3Sac, selection marker in the YEV) was amplified without any non-
299
specific bands. This confirmed the incorporation of the expression cassette (Fig. 2 g1-g7, g9-
300
g16) within the transformed cells. Amplification bands were absent in KSIIPE453_Ura3-.
Transformation and gene expression
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XRKS expression levels in one selected clone was estimated based on colony PCR band
302
intensity and shake flask fermentation studies (data not shown). RNA yield of
303
KSIIIPE453_transformed cells was up to ~100 ng/µL with high quality (A260/280 = 2.01).
304
XRKS expression by qRT-PCR (GAPDHKS normalized) after 24 h, illustrated ~2.1-fold
305
improvement in transcript levels of KSIIPE453t over KSIIPE453. The transcription levels of
306
XRKS at different time intervals and the corresponding xylitol yields are illustrated in Table
307
5. High CT values (~16.97) indicated that XRKS expression was strongly enhanced by D-
308
galactose induction and was similar to constitutive gene expression. Improved XRKS
309
expression was also reflected in enhanced D-xylose consumption and xylitol yield. D-Xylose
310
was completely depleted after 48 h yielding 6.89 g/L xylitol. The expression folds were
311
higher in comparison with reported heterologous gene expression in K. marxianus from N.
312
crassa (1.49)48, and lower with P. stipitis (2.70) XR.49 Similar improvements in expression
313
levels have been reported in mutant K. marxianus 36907-FMEL1 by Kim et al. using random
314
XR mutagenesis.50 KSIIPE453t retained the expression vector even after 5 generations.
315
Restriction digestion of the vector (isolated from KSIIPE453t) with PagI generated a single
316
diagnostic band of size 7.1 kb (Fig. 2 h) which confirmed the vector as pYES2_XRKS_S11.
317
PCR amplification of the isolated plasmid (from each of the 5 generations) resulted in intense
318
XRKS bands corresponding to the size of 0.99 kb (Fig. 2 i1-i5) as in the wild type (Fig. 2 d).
319
This confirmed that the expression cassette harbouring the XRKS gene was retained in
320
KSIIPE453t for the successive generations.
321 322 323
3.3
324
as cofactor which was ~ 1.7-fold higher compared to KSIIPE453. Zymogram analysis
325
corroborated the activity assay results (Fig. 4), where purified XRKS activity bands were
XRKS activity and co-factor specificity
KSIIPE453t demonstrated an overall XRKS activity of 1.82 ± 0.03 IU/mg with only NADPH
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significantly more intense in KSIIPE453t compared to KSIIPE453. The assay results were in
327
accordance with the qRT-PCR data and correlated to overall xylitol yield improvement in the
328
transformed variety.
329
3D model of XRKS (Fig. 5) illustrated that the active site interactions would vary
330
significantly depending on the cofactor binding. Both NADPH and NADH showed
331
interactions with XRKS amino acid residues within the active site (Table 6, Fig. 6). The
332
important conformations of Glu227, Lys 275, Ser175 were conserved in XRKS similar to
333
CtXR in complex with either NADH or NADPH. In CtXR NADPH specificity was imparted
334
by residues Lys274, Ser275 and Asn276 while in XRKS an interesting difference was
335
observed where unlike CtXR, Asn276 was replaced by Ser280 (Fig. 7a). Although a triad of
336
residues Tyr221, Ser280 and Glu287 were involved in interacting with NADPH moiety in
337
XRKS, Ser280 was believed to be the principal governing factor. Ser280 in the active site did
338
not show interaction with NADH bound form which may be attributed to the loss of
339
phosphate interactions observed with the NADPH (Table 6, Fig. 7c) that promote the
340
conformation flexibility of the adenosine molecule.51 NADH moiety was at a distance of
341
~4Ao (Fig. 7b) from the amino acid residue which was above the threshold for favourable
342
non-bonded interaction. This demonstrated as to why the binding of NADH in XRKS was less
343
favourable compared to NADPH.
344
3.4
345
The MD simulations for both apoenzyme and the enzyme-substrate complex generated stable
346
trajectories indicating that the systems were well equilibrated. The RMSD of the enzyme
347
complex showed better stability (0.2-0.22 nm) in comparison to the apo form (0.2-0.29 nm)
348
(Fig. 8) which clearly indicated that D-xylose binding confers stability to the XRKS enzyme
349
system.
Molecular Dynamics Simulations of XRKS
D-xylose
was preferentially non-bonded in the active site with the amino acid 14
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350
residues Trp 24(NE1), Asp 51(OD2), Tyr 52(OH), His 114(NE2), Asn 315(OD1). The RMSF
351
variations for the residues Asp 51 and Tyr 52 were mostly stable (~ 0.5 nm) in the enzyme-
352
substrate complex while Trp 24 and Asn 315 demonstrated RMSF fluctuation of ~1 and 1.5
353
nm in certain instants of trajectory. Trp24, in particular, showed a high spike variation (in
354
RMSF) in later stages demonstrating flexible motion. The fluctuations in His 114 ranges
355
differently in case of the complex structure which is ~ 0.5 nm in more than 80% of the frames
356
while the apo structure illustrates RMSF values near to 1. This represents the stability of the
357
Histidine residues with D-xylose due to interaction with substrate atoms. Active site analysis
358
revealed that D-xylose oxygen, O2, is involved in interacting with Nitrogen NE2 of His 114
359
and Oxygen OD2 of Asp 51 with their interactions ranging from 2.8-13.0Å and 2.6-13.5Å
360
respectively (Fig. 9). The motion of these three atoms generates a stable pattern of triangular
361
formation which is accordance with the constant RMSF values of these residues (within the
362
complex). Further, the Oxygen at O3 of D-xylose interacts with oxygen (OH) of Tyr52 and
363
nitrogen (NE2) of His 114 with dynamic variation in distance among pairs ranging from 2.5-
364
11.7Å and 2.7-13.1 Å respectively. The D-xylose has more affinity towards oxygen of Tyr 52
365
instead of nitrogen of His 114 because of higher electronegativity of OH in Tyr52 and
366
Nitrogen of His114 has a partial pull towards O2 of the substrate. The nitrogen of Trp24 and
367
oxygen of D-xylose displayed stable states by attending lower distances at various frames and
368
it ranges from 2.8-10.2 Å. The interaction of oxygen of Asn315 and D-xylose showed the
369
variation in between 2.5-12 Å having mixed variant fluctuation as similar to its RMSF values.
370
MD analysis enabled us understanding the dynamics of important catalytic residues as well as
371
their enhanced stabilization through substrate binding in the active site.
372
3.5
Xylitol and ethanol fermentation by KSIIPE453t
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Xylitol fermentation with engineered yeast
373
Overexpression of XRKS in KSIIPE453t resulted in improved xylitol yield with unaltered
374
ethanol titer. The yeast was grown in pentose sugars to generate optimum cell biomass for
375
either xylitol or ethanol fermentation and the cells were further recycled to undertake the next
376
fermentation batches as per the process requisite. Each fermentation process has been
377
segregated into five stages. First was the cell biomass generation stage (G). In the second
378
stage (S1), the yeast cell biomass was allowed to settle for 4 h, and the liquid broth was
379
replaced by pumping fresh biomass hydrolysate for fermentation (F1). The process was
380
repeated with another cell settling (S2), followed by fermentation (F2) with one-time cell
381
recycling.
382
3.5.1
383
KSIIPE453t produced xylitol from pentose during cell biomass generation under aerobic
384
condition due to its inherent crabtree positive nature.52 A cell biomass concentration of 4.52 ±
385
0.18 g/L was obtained from the SCB hydrolysate with a xylitol accumulation of 3.19 ± 0.1
386
g/L. D-Xylose consumption by KSIIPE453t during growth phase (0.41 ± 0.01 g/L.h-1) showed
387
little variation with respect to KSIIPE453 and xylitol yields were nearly similar (0.186 ±
388
0.003 g/g). Fig. 10 (a, b) depicted the time course profile of xylitol production. KSIIPE453t
389
produced higher amounts of xylitol (with D-galactose induction) compared to KSIIPE453
390
with a maximum xylitol concentration of 17.45 ± 0.1 g/L. D-Xylose consumption rates in the
391
first 24 h were very high (0.79 ± 0.05), with high xylitol YP/SX (0.61 ± 0.05 g/g). This
392
indicated that XRKS overexpression in turn increased the D-xylose concentration gradients
393
across the cell leading to faster uptake rates and conversion. Overall xylitol yield (YP/SX) and
394
volumetric productivity (QPX) of the recombinant strain in SCB hydrolysate were 0.51 ± 0.02
395
g/g and 0.335 ± 0.01 g/L/h respectively, with a 1.62-fold increase in xylitol production
396
compared to KSIIPE453 (0.315 ± 0.01 g/g). Cell recycling improved the overall xylitol
Yeast biomass generation and xylitol fermentation with cell recycling
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397
productivity (combining F1 and F2) since there was no lag phase (for the cells) in F2
398
compared to F1. However, the volumetric productivity in SCB hydrolysate was slightly lower
399
compared to pure sugar (0.42 ± 0.01 g/L/h), which might be attributed to differential levels of
400
expression (in biomass hydrolysate and pure sugar) of the moderate affinity
401
transport gene HXT1 elucidated from the genome sequence data. Control of oxygen
402
availability was the major factor governing xylitol fermentation and very low dissolved
403
oxygen (DO2) levels (< 2%) reduced XR activity owing to limited intracellular cofactor
404
concentrations.53 DO2 was maintained at 7% saturation through cascading, provided the
405
suitable micro-aerobic condition for cofactor regeneration (NADPH) in vivo via the pentose
406
phosphate pathway.54 Xylitol could be accumulated without the need for any additional co-
407
substrate such as glycerol or glucose as a slight amount of D-xylose was utilized for the
408
purpose. This explained the little reduction in xylitol yield (from initial 0.61 ± 0.05 g/g to
409
0.51 ± 0.02 g/g final) over the entire cycle. The xylitol titer and productivities were either
410
higher or at par in comparison to reported heterologous XR gene expression from N. crassa
411
and P. stipitis in K. marxianus YZJ009 (xylitol titer; 16.86 ± 0.07 g/L and productivity; 0.16
412
± 0.01 g/L/h) and K. marxianus YZB014 (xylitol titer; 11.32 g/L and productivityc; 0.35
413
g/L/h) respectively.48,49 Similar improvements in xylitol yield have been reported in mutant
414
K. marxianus 36907-FMEL1 by Kim et al. using random XR mutagenesis.50 YP/SX and QPX
415
for xylitol production in hemicellulosic hydrolysate were in fact, higher than the ones
416
reported for few Candida sps., which are known xylitol producers. Mateo et al. reported
417
xylitol yields varying from 0.12 g.g-1 to 0.23 g.g-1 from acid hydrolysate using C. tropicalis
418
NBRC 0618.55 Cheng et al. fermented corncob hydrolysate to produce xylitol with a
419
maximum titer of 17.1 g/L and YP/SX ranging between 0.32-0.44 g.g-1 respectively.56
420
KSIIPE453t did not require any co-substrate for biomass growth or cofactor generation and
D-xylose
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Xylitol fermentation with engineered yeast
421
was advantageous for overall bioprocess development. The fermentation data (Table 7)
422
clearly illustrated that homologous XRKS gene overexpression in KSIIPE453t enhanced D-
423
xylose conversion rates and xylitol production compared to the native KSIIPE453 without
424
any requirement of the additional cofactor.
425
3.5.2
426
Ethanol fermentation by KSIIPE453t showed no variation in terms of yield, YP/SE (0.444 ±
427
0.001) compared to wild variety. The growth pattern on acid hydrolysate in the second cycle
428
of biomass generation was similar with xylitol accumulation (3.1 ± 0.12 g/L) (Fig. 10 c, d).
429
During fermentation cycle F1, entire hexose was consumed in ~24 h of fermentation cycle
430
from the saccharified broth with consumption rates of 1.85 ± 0.05 g/L.h-1, slightly lower
431
(~2.01 ± 0.05 g/L) in comparison to pure sugar. The second fermentation cycle with cell
432
recycling was even faster and accumulated ethanol with an overall titer of 21.1 ± 0.2 g/L. The
433
ethanol volumetric productivity (QPE) in the KSIIPE453t was 0.81 ± 0.05 g/L/h in biomass
434
hydrolysate over the entire course of the cycle which was near identical to wild-type
435
KSIIPE453 (0.83 ± 0.08g/L/h) (Table 7). YP/SE and QPE were significantly higher in
436
comparison to ethanol fermentation by industrial S. cerevisiae strain UFPEDA 1238 from
437
non-delignified SCB.57
438
3.6
439
A complete material balance for alcohols production from biomass-derived sugars (obtained
440
from 2 kg SCB hydrolysis) for KSIIPE453t in comparison with KSIIPE453 is illustrated in
441
Table 8. Alcohol production with KSIIPE453t resulted in an overall 184.43 ± 0.3 g of xylitol,
442
combining growth and fermentation cycles. Altogether, an excess yield of 58.62 ± 0.15 g
443
xylitol was achieved by KSIIPE453t over KSIIPE453, without significant alteration in
444
ethanol titer (~ 287.64 ± 0.25 g) from total fermentable sugars. Pentose value addition is one
Ethanol fermentation from saccharified broth with cell recycling
Sugar management by KSIIPE453t for SCB based bio refinery
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445
of the major process constraints for SCB based biorefinery which accounts for ∼ 25-30% of
446
total fermentable sugars. Xylitol yield enhancement by 1.62 fold would significantly benefit
447
the process in terms of overall economics owing to higher xylitol costs. Existing pentose
448
fermenting strains such as Pichia stipitis or genetically modified S. cerevisae had been
449
considered for D-xylose fermentation into ethanol, but were not economically viable, owing
450
to low ethanol titer and productivity.58-60 In this regard, KSIIPE453t is advantageous as a
451
single biocatalyst that can completely valorize biomass-derived pentose and hexose into
452
specialty chemical xylitol and fuel ethanol in a multiproduct biorefinery scheme.
453 454 455
Authors’ contributions
456
on experiments with data collection along with the drafting of the manuscript; VJ carried out
457
the bioinformatics analysis of the entire research work. DG and SH had the primary
458
responsibility for data representation and final shaping of the manuscript; AKN carried out
459
cell culture maintenance, inoculum preparation and analytical data interpretation with DDG.
460
DG supervised overall work and participated in result interpretation with DDG and SH; DDG
461
and DG are the corresponding authors. All authors read and approved the final manuscript.
462
Acknowledgement: Authors thankfully acknowledge Dr. Anjan Ray, Director CSIR-IIP, for
463
his constant motivation and support to this study, and for facilitating necessary
464
infrastructure. The authors are also grateful to Mr. Sunil Kumar Suman and Mr. Deepchand
465
(CSIR-IIP) for the scientific and technical support extended during the experimental studies
466
Funding sources: CSIR Mission Mode project No. HCP0009
467
Conflict of interest: The authors declare that they have no competing interests
DDG, AKN and AJ designed the overall research plan, study oversight and conducted hands-
19
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469 470 471
4.
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xylitol fermentation at elevated temperature through substitution of xylose reductase
616
in Kluyveromyces marxianus. J. Ind. Microb. Biotechnol. 2013, 40, 305-316.
617
50.
Kim, J. S.; Park, J. B.; Jang, S. W.; Ha, S. K. Enhanced xylitol production by mutant
618
Kluyveromyces marxianus 36907-FMEL1 due to improved xylose reductase activity.
619
Appl. Biochem. Biotechnol. 2015, 176, 1975-1984.
620
51.
Kavanagh, K. L.; Klimaceck, M.; Nidetzky, B.; Wilson, D. K. Structure of xylose
621
reductase bound to NAD+ and the basis for single and dual co-substrate specificity in
622
family 2 aldo-keto reductases. Biochem. J. 2003, 373, 319-326.
623
52.
Dasgupta, D.; Ghosh, P.; Ghosh, D.; Suman, S.K.; Khan, R.; Agrawal, D.; Adhikari,
624
D.K. Ethanol fermentation from molasses at high temperature by thermotolerant yeast
625
Kluyveromyces sp. IIPE453 and energy assessment for recovery. Bioprocess. Biosyst.
626
Eng. 2014, 37, 2019-2029.
627
53.
Signori, L.; Passolunghi, S.; Ruohonen, L.; Porro, D.; Branduardi, P. Effect of
628
oxygenation and temperature on glucose-xylose fermentation in Kluyveromyces
629
marxianus CBS712 strain. Microb. Cell. Fact. 2014, 13, 51-63.
630
54.
Berg, J. M.; Tymoczko, J. L.; Stryer, L. Biochemistry. 2002, 5th edition. New York:
631
W H Freeman; 20.3 the Pentose Phosphate Pathway Generates NADPH and
632
Synthesizes Five-Carbon Sugars.
26
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55.
Mateo, S.; Puentes, J. G.; Moya, A. J.; Sánchez, S. Ethanol and xylitol production by
634
fermentation of acid hydrolysate from olive pruning with Candida tropicalis NBRC
635
0618. Bioresour. Technol. 2015, 190, 1-6.
636
56.
Cheng, K.K.; Wu, J.; Lin, Z.N.; Zhang, J. Aerobic and sequential anaerobic
637
fermentation to produce xylitol and ethanol using non-detoxified acid pretreated
638
corncob. Biotechnol. Biofuel. 2014, 7, 166-184.
639
57.
de Albuquerque, W. M. C.; Martin, C.; de Moraes, R. G. J.; Gouveia, E. R. Increase
640
in ethanol production from sugarcane bagasse based on combined pretreatments and
641
fed-batch enzymatic hydrolysis. Bioresour. Technol. 2013, 128, 448-453.
642
58.
Silva, J. P. A.; Mussatto, S. I.; Roberto, I. C.; Texeira, J. A. Ethanol production from
643
xylose by Pichia stipitis NRRL Y-7124 in a stirred tank bioreactor. Braz. J. Chem.
644
Eng. 2011, 28,151−156.
645
59.
Ha, S. J.; Galazka, J. M.; Kim, S. R.; Choi, J. H.; Yang, X.; Seo, J. H.; Glass, N. L.;
646
Caté, J. H.; Jin, Y. S. Engineered Saccharomyces cerevisiae capable of simultaneous
647
cellobiose and xylose fermentation. Proc. Natl. Acad. Sci. U.S.A. 2011, 108, 504−509.
648
60.
Bettiga, M.; Bengtsson, O.; Hahn-Hägerdal, B.; Gorwa-Grauslund, M. F. Arabinose
649
and xylose fermentation by recombinant Saccharomyces cerevisiae expressing a
650
fungal pentose utilization pathway. Microb. Cell. Fact. 2009, 8, 40−51.
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652 653
Figure legends
654
Fig. 1
Strain engineering scheme
655
Fig. 2
PCR amplification and restriction digestion during over expression process;
656
(L) Ladder (GeneRuler 1kb); a, loxP-KanMX-loxP cassette (1.62 kb); b,
657
KSIIPE453_Ura3- with integrated disruption cassette (2.3 kb); c, Ura3KS in
658
KSIIPE453 (0.86 kb); d, XRKS in KSIIPE453 (0.99 kb); e, restriction digestion
659
of pYES2_XRKS with NdeI and SalI (3.6 Kb and 3.2 kb); f, S11 amplification
660
from pSPGK1 (0.9 kb); g1 - g7 & g9 - g16, validation of pYES2_XRKS_S11
661
in KSIIPE453t (0.8 kb); g8, false positive colony without amplification; h,
662
restriction digestion of the isolated pYES2_XRKS_S11 with PagI (7.1 kb);
663
i1-i5, XRKS (0.99 kb) amplified from PYES2_XRKS_S11 isolated from 5
664
successive generations of KSIIPE453t
665
Fig. 3
pYES2_XRKS_S11
666 667
Constructed vectors; (a) pDrive_Ura3KS_KanMX; (b) pYES2_XRKS; (c)
Fig. 4
Zymogram of purified XRKS from KSIIPE453 and KSIIPE453t; (Lane L:
668
Native PAGE ladder; W24, W48 and T24, T48; purified XRKS from KSIIPE453
669
and KSIIPE453t during 24 and 48 h of fermentation from SCB acid
670
hydrolysate.
671
Fig. 5
potential surface of the enzyme
672 673
Fig. 6
676
Electrostatic potential of NADH and NADPH binding groove in XRKS (A, C); Molecular interaction of NADH and NADPH with the enzyme (B, D).
674 675
(a) Cartoon representation for the modelled structure of XRKS; b) Electrostatic
Fig. 7
a) Multiple sequence alignment of XR from different hemiascomycetes yeast. The numbering has been done using template sequence as Candida tenuis. The 28
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677
sequence in red highlights XRKS. protein sequence. The blue box represents
678
Ser280 position. b) Interaction of Ser280 in XRKS with NADH and c) NADPH
679 680
Fig. 8
The RMSD trajectory of both two structures: The RMSD of apo enzyme is
681
represented in red lines and the RMSD trajectory of
682
represented in black lines. RMSF fluctuations for each active site residues: Trp
683
24, Asp 51, Tyr 52, His 114 and Asn 315. For RMSD, the x-axis represent
684
time (in ns) and y-axis represent RMSD value (in nm). For RMSF, x-axis
685
represent the frame number of simulation and y-axis represent RMSF value (in
686
nm)
687
Fig. 9
D-xylose
complex is
The fluctuation graph of distance between D-xylose substrate and the active
688
site residues. It is the distance variation between residue’s atom and nearest
689
substrate atom. The distance range of fluctuation has been provided (in Å)
690
with minimum-maximum values. a) Xyl325 O2 – His109 NE2 : The graph for
691
oxygen (O2) of xylose with the nitrogen (NE2) of His 109. b) Xyl325 O2 –
692
Asp46 OD2 : The graph for oxygen (O2) of xylose with the oxygen (OD2) of
693
Asp46 c) Xyl325 O3 – His109 NE2 : The graph for oxygen (O3) of xylose
694
with the nitrogen (NE2) of His 109 d) Xyl325 O3 – Tyr47 OH : The graph for
695
oxygen (O2) of xylose with the oxygen (OH) of Tyr47 e) Xyl325 O4 – Trp19
696
NE1: The graph for oxygen (O4) of xylose with the nitrogen (NE1) of Trp19 f)
697
Xyl 325 O5 – Asn310 OD1 : The graph for oxygen (O5) of xylose with the
698
oxygen (OD1) of Asn310. The x-axis represents the frame number of
699
simulation and y-axis represent the distance (in Å) between nearest pair of D-
700
xylose atom and active site residue atom. 29
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701
Fig. 10
Comparative fermentation characteristics between KSIIPE453 (a, c) and
702
KSIIPE453t (b, d) with cell recycling; G, growth phase; S1, cell settling; F1,
703
first fermentation cycle; S2, cell settling; F2, second fermentation cycle with
704
cell recycling; S3, cell settling; F3, third fermentation cycle with cell recycling;
705
BT, batch termination; (a, b) growth and fermentation in SCB derived
706
xylose; (c, d) growth in SCB derived
707
saccharified glucose.
708 709 710 711
D-xylose
D-
and fermentation in SCB
Table legends Table 1
Justification of strain engineering
712
Table 2
Yeasts and bacterium involved in overexpression studies
713
Table 3
Parent and constructed plasmids
714
Table 4
Oligonucleotides with introduced restriction sites as underlined and complete sequence of XRKS gene
715 716
Table 5
Real time expression analysis of XRKS for KSIIPE453 and KSIIPE453t
717
Table 6
Non-bond interactions predicted in the active site for NADH and NADPH
718
with modelled XRKS. The specific interactions of XRKS with NADPH are
719
highlighted in blue and predicted interactions for NADH are represented in
720
green.
721
Table 7
KSIIPE453t from biomass derived sugars
722 723
Comparative xylitol and ethanol production in fermenter by KSIIPE453 and
Table 8
Material balance for sugar management by KSIIPE453t and KSIIPE453 from
724
biomass derived sugars; Hydrolysate, SCB acid hydrolysate rich in D-xylose;
725
Saccharified broth, SCB saccharified broth rich in D-glucose; G, growth
726
phase; F1, first fermentation cycle; F2, second fermentation cycle with cell 30
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recycling; F3, third fermentation cycle with cell recycling; |Δ(KSIIPE453t –
728
KSIIPE453)|, difference in alcohol yields between the transformed and wild
729
type variety.
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Criteria Choice of yeast
Yeast A thermophilic ethanologen with natural assimilator of pentose and hexose for growth and fermentation
Genetic Homologous engineering overexpression of D-xylose reductase (XR) gene to enhance xylitol yield
Remarks Kluyveromyces marxianus IIPE453 (KSIIPE453) can grow on pentose and hexose sugar and ferment pentose to xylitol and hexose to ethanol A multiproduct biorefinery based on lignocellulosic material can be envisaged with this strain. Cost of ethanol could be supplemented by the cost of other non-energy product A single strain can be deployed for developing two products, ethanol, and xylitol. Sugar management or optimum utilization of total fermentable sugars from lignocellulosic biomass to achieve maximum product titer was considered as key to the biorefinery concept. Development of a selective marker is necessary to overexpress XR gene and thus a Ura3-mutant is developed Modification of lower pathway like XDH deletion would hamper the strain’s inherent feature of pentose sugar assimilation. In such case, strain should be allowed to grow in hexose sugars by compromising ethanol titer. Genetic modification should not affect the ethanol fermentation capacity in terms of yield and titer and upset the single strain multi-product biorefinery approach Entire material balance for sugars and products have been compared for native (KSIIPE453) and modified (KSIIPE453t) in proposed biorefinery approach with enhanced xylitol titer (for KSIIPE453t)
References
20
21
22
this study this study
Table 1
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Strains KSIIPE453 KSIIPE453_Ura3KSIIPE453t Escherichia coli TOP 10
Genotype Wild-type Kluyveromyces marxianus IIPE453 (MTCC 5314) KSIIP453, ura3KS:: KanMX pYES2_ XRKS_S11 (Ura3Sac, XRKS overexpressed) F- mcrA Δ( mrr-hsdRMS-mcrBC) Φ80lacZΔM15 Δ lacX74 recA1 araD139 Δ(araleu)7697 galUgalKrpsL (StrR) endA1 nupG
References 23
This study This study InvitrogenTM
Table 2
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Plasmids/cassette pDrive pUG6 Parent plasmid pYES2/CT/lacz pSPGK1 pDrive_ Ura3KS pDrive_ Ura3KS_KanMX Constructed vectors pYES2_ XRKS pYES2_ XRKS_S11
Description UA cloning vector Plasmid containing Kanamycin marker Yeast expression vector Plasmid containing ori_S11 pDrive carrying Ura3KS gene pDrive carrying partial Ura3KS gene and KanMX disruption cassette pYES2/CT/lacz carrying XRKS gene pYES2_ XRKS with ori_S11
Reference QiagenTM EuroscarfTM InvitrogenTM 24
This study This study This study This study
Table 3
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primer Ura3KSF Ura3KSR LoxPKanMX_F LoxPKanMX_R XRKSF XRKSR Gal1F CYC1R Ura3_pYES2_XR_F Ura3_pYES2_XR_R pSPGK1_S11_F pSPGK1_S11_R GAPDHKSF GAPDHKSR gene
XRKS
restriction sites
sequence
target gene
source
annealing temperature (°c)
5’-GCAAGAGGAAGTATCATCAGCTAGCC-3’ Ura3KS gDNA 56 5’-GGAGAACTCTTAAGCGGATCTG-3’ 5’-GCGATATCCAGCTGAAGCTTCGTACGC-3’ KanMX with EcoRV pUG6 58 loxP sites 5’-GCGATATCGCATAGGCCACTAGTGGATCTG-3’ 5’-CCAGGTACCCCATGACATACCTCGCACCAACAG-3’ KpnI XRKS gDNA/ RNA 62 5’-CCAGCGGCCGCCTTAGATAAAGGTTGGGAATTCGTTGC-3’ NotI 5’-ACGGATTAGAAGCCGCCGAG-3’ XRKS pYES2_XRKS 55 5’-ACTAGTGGATCATCCCCACG-3’ 5’-ATGTCGAAAGCTACATATAAGGAACG-3’ Ura3Sac pYES2_XRKS 55 5’-GTTTTGCTGGCCGCATCTTCTC-3’ 5’-GTTAACGATCACAGCGGACGGTGG-3’ KspAI pSPGK1 55 S11 5’-TACGTATACACGAAGAGGGAAAATTGACTCG-3’ Eco105I 5’-ATGGTTTCTATTGCTATTAACGGTT-3’ 52 GAPDHKS RNA 5’-CTAAGCAACGTGTTCGACCAAG-3’ sequence 5’ATGACATACCTCGCACCAACAGTTACCTTGAACAATGGTTCCGAGATGCCGCTAGTCGGCTTGGGATGCTGGAAAATCCCAAACGA AGTGTGTGCCGAACAGGTGTACGAAGCCATCAAGTTGGGCTACCGCTTGTTCGACGGCGCGCAGGACTACGCCAACGAAAAAGAGG TGGGTCAAGGTATTAACAGAGCCATCAAGGAAGGAATCGTCAAGAGAGAAGACTTGGTCGTCGTTTCTAAGTTGTGGAACAGTTTCC ACCACCCAGACAACGTGCGTACCGCAGTCGAAAGAACTTTGAACGACTTGCAATTGGACTACTTGGACTTGTTCTACATCCATTTCCC ATTGGCTTTCAAGTTCGTGCCACTAGACGAGAAGTACCCTCCAGGTTTCTACACAGGTAAGGACAATTTCGCCAAGGAAATCATCGA AGAGGAGCCTGTCCCAATCTTGGACACCTACAGAGCCCTTGAGAAGTTGGTCGACGAAGGTTTGATCAAATCTTTGGGTATCTCAAA CTTTTCGGGTGCATTGATCCAGGACTTGTTGCGTGGCGCCCGTATCAAGCCAGTCGCCTTGCAGATCGAACACCACCCATACTTGGTC CAGGACCGCTTGATCACGTACGCCCAAAAGGTGGGCTTGCAAGTCGTCGCCTACTCCAGTTTCGGCCCACTATCCTTTGTCGAGTTGA ACAACGAAAAGGCCTTGCACACAAAGACTTTGTTCGAAAACGACACCATCAAGGCCATCGCTCAAAAACACAACGTCACCCCATCCC ACGTCTTGTTGAAGTGGTCCACCCAACGTGGTATCGCCGTCATTCCAAAGTCCTCCAAGAAGGAACGTCTCCTCGAGAACTTGAAGA TCGAAGAGACCTTTACCTTGTCCGACGAAGAGATCAAGGAGATCAACGGCTTGGACCAGGGATTGAGATTTAACGACCCATGGGACT GGTTGGGCAACGAATTCCCAACCTTTATCTAA3’
reference this study this study this study this study this study this study this study reference
NCBI GenBank Acc. No. KJ563917
GAATTC : EcoRI
Table 4
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time CT XRKS CT GAPDHKS ∆CT ∆∆CT 2-∆∆CT xylose conc. xylitol conc. h mean ± SD mean ± SD g/L g/L 24 19 ± 0.17 13 ± 0.13 5.97 10.2 1.8 KSIIPE453 48 15.9 ± 0.3 10.26 ± 0.1 5.64 0.80 3.76 24 16.97 ± 0.07 12.1 ± 0.02 4.90 -1.07 2.1 7.59 3.45 KSIIPE453t 48 14.55 ± 0.01 9.54 ± 0.025 4.885 -0.84 1.79 0.44 6.89 Initial D-xylose concentration S0 = 22 g/L, D-galactose induction: 1% strain
Table 5
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Sl. No 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
XRKS with NADH Cys23:N - NADH:O2D Trp24:N - NADH:O3D Asp47:O - NADH:O2D Asp47:OD2 - NADH:O2D Ser173:O - NADH: N7N Asn174:ND2 - NADH: O7N Gln195:OE1 - NADH:N7N Ser222:N - NADH:O5D Ser222:OG - NADH:O2N Phe224:N - NADH:O1A Ser228:OG - NADH:O2N Glu231:OE2 - NADH:O2B Ser261:OG - NADH:N1A Lys278:N - NADH:O2A Lys278:NZ - NADH:O3B Arg284:NH1 - NADH:N3A Arg284:NH1 – NADH:O2B Asn288:ND2 – NADH:N7A -
Distance 3.2 3.3 3.1 2.7 3.0 3.0 2.7 3.4 3.3 3.6 2.4 2.4 2.4 2.8 3.1
3.4 3.3 3.1
XRKS with NADPH Cys23:N - NADPH : O2D Trp24:N - NADPH :O3D Asp47:O - NADPH :O2D Asp47:OD2 - NADPH :O2D Ser173:O - NADPH : N7N Asn174:ND2 - NADPH : O7N Gln195:OE1 - NADPH :N7N Tyr221:OH - NADPH :O7N Ser228:OG - NADPH :O2N Glu231:OE1 - NADPH :O3B Glu231:OE2 - NADPH :O3B Ser261:OG - NADPH :N1A Lys278:N - NADPH :O2A Ser280:OG - NADPH :O2X Ser280:N - NADPH :O2X Glu287:OE1 - NADPH :N6A Asn288:OD1 - NADPH :N6A Asn288:ND2 - NADPH :N7A
Distance 3.3 3.0 3.1 2.6 2.9 3.0 3.0 3.4
2.9 2.4 2.4 2.4 2.4 2.4 3.1
3.5 3.0 3.0
Table 6 37
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Kinetic parameters
units
Product Yield coefficient Volumetric productivity Rate of substrate utilization
g/L g/g -1 g/L.h -1 g/L.h
KSIIPE453 11.1 ± 0.07 0.315 ± 0.01 0.19 ± 0.002 0.59 ± 0.04
KSIIPE453t 17.4 ± 0.28 0.51 ± 0.02 0.335 ± 0.01 0.66 ± 0.05
Xylitol | Δ (KSIIPE453t – KSIIPE453)| 6.3 ± 0.15 0.19 ± 0.01 0.145 ± 0.008 0.07 ± 0.01
KSIIPE453 21.6 ± 0.1 0.445 ± 0.004 0.83± 0.08 1.9 ± 0.25
Ethanol KSIIPE453t |Δ(KSIIPE453t – KSIIPE453)| 21.1 ± 0.2 0.5 ± 0.015 0.444 ± 0.003 0.001 ± 0.0001 0.81± 0.05 0.02 ± 0.001 1.85 ± 0.05 0.09 ± 0.001
Table 7
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Growth (G) Strain
KSIIPE453
KSIIPE453t
Sugar
Cell
Xylitol
Hydrolysate
g 97.0 ± 0.5
g 22.0 ± 0.1
g 15.40 ± 0.05
Hydrolysate
96.4 ± 0.6
21.7 ± 0.3
15.2 ± 0.05
Hydrolysate
96.8 ± 0.2
21.8 ± 0.3
15.60 ± 0.05
Hydrolysate
97.6 ± 0.1
21.4 ± 0.5
15.95 ± 0.05
Fermentation Xylitol Sugar F1 + F2 g g Hydrolysate 298.3 ± 0.3 95.21 ± 0.05 Saccharified 642.6 ± 0.5 broth Hydrolysate Saccharified broth
298.6 ± 0.3 643.5 ± 0.1
152.88 ± 0.2 -
Overall titers Ethanol
Xylitol
Ethanol
g -
g 110.61 ± 0.1
g -
289.2 ± 0.75
15.2 ± 0.05
289.2 ± 0.75
Total -
125.81 ± 0.15 168.48 ± 0.25
289.2 ± 0.75 -
287.64 ± 0.25
15.95 ± 0.05
287.64 ± 0.25
184.43 ± 0.3
287.64 ± 0.25
58.62 ± 0.15
1.56 ± 0.5
F1 + F2 +F3
Total Δ|KSIIPE453t – KSIIPE453|
Table 8
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Figure 1 Strain engineering scheme 387x223mm (96 x 96 DPI)
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PCR amplification and restriction digestion during over expression process; (L) Ladder (GeneRuler 1kb); a, loxP-KanMX-loxP cassette (1.62 kb); b, KSIIPE453_Ura3- with integrated disruption cassette (2.3 kb); c, Ura3KS in KSIIPE453 (0.86 kb); d, XRKS in KSIIPE453 (0.99 kb); e, restriction digestion of pYES2_XRKS with NdeI and SalI (3.6 Kb and 3.2 kb); f, S11 amplification from pSPGK1 (0.9 kb); g1 - g7 & g9 - g16, validation of pYES2_XRKS_S11 in KSIIPE453t (0.8 kb); g8, false positive colony without amplification; h, restriction digestion of the isolated pYES2_XRKS_S11 with PagI (7.1 kb); i1-i5, XRKS (0.99 kb) amplified from PYES2_XRKS_S11 isolated from 5 successive generations of KSIIPE453t 206x57mm (96 x 96 DPI)
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Constructed vectors; (a) pDrive¬_Ura3KS_KanMX; (b) pYES2_XRKS; (c) pYES2_XRKS_S11 254x190mm (300 x 300 DPI)
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Zymogram of purified XRKS from KSIIPE453 and KSIIPE453t; (Lane L: Native PAGE ladder; W24, W48 and T24, T48; purified XRKS from KSIIPE453 and KSIIPE453t during 24 and 48 h of fermentation from SCB acid hydrolysate. 138x118mm (96 x 96 DPI)
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(a) Cartoon representation for the modelled structure of XRKS; (b) Electrostatic potential surface of the enzyme 236x110mm (96 x 96 DPI)
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Electrostatic potential of NADH and NADPH binding groove in XRKS (A, C); Molecular interaction of NADH and NADPH with the enzyme (B, D). 234x155mm (96 x 96 DPI)
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a) Multiple sequence alignment of XR from different hemiascomycetes yeast. The numbering has been done using template sequence as Candida tenuis. The sequence in red highlights XRKS. protein sequence. The blue box represents Ser280 position. b) Interaction of Ser280 in XRKS with NADH and c) NADPH 212x174mm (96 x 96 DPI)
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The RMSD trajectory of both two structures: The RMSD of apo enzyme is represented in red lines and the RMSD trajectory of D-xylose complex is represented in black lines. RMSF fluctuations for each active site residues: Trp 24, Asp 51, Tyr 52, His 114 and Asn 315. For RMSD, the x-axis represent time (in ns) and yaxis represent RMSD value (in nm). For RMSF, x-axis represent the frame number of simulation and y-axis represent RMSF value (in nm) 342x170mm (96 x 96 DPI)
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The fluctuation graph of distance between D-xylose substrate and the active site residues. It is the distance variation between residue’s atom and nearest substrate atom. The distance range of fluctuation has been provided (in Å) with minimum-maximum values. a) Xyl325 O2 – His109 NE2 : The graph for oxygen (O2) of xylose with the nitrogen (NE2) of His 109. b) Xyl325 O2 – Asp46 OD2 : The graph for oxygen (O2) of xylose with the oxygen (OD2) of Asp46 c) Xyl325 O3 – His109 NE2 : The graph for oxygen (O3) of xylose with the nitrogen (NE2) of His 109 d) Xyl325 O3 – Tyr47 OH : The graph for oxygen (O2) of xylose with the oxygen (OH) of Tyr47 e) Xyl325 O4 – Trp19 NE1: The graph for oxygen (O4) of xylose with the nitrogen (NE1) of Trp19 f) Xyl 325 O5 – Asn310 OD1 : The graph for oxygen (O5) of xylose with the oxygen (OD1) of Asn310. The x-axis represents the frame number of simulation and y-axis represent the distance (in Å) between nearest pair of D-xylose atom and active site residue atom. 352x170mm (96 x 96 DPI)
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Comparative fermentation characteristics between KSIIPE453 (a, c) and KSIIPE453t (b, d) with cell recycling; G, growth phase; S1, cell settling; F1, first fermentation cycle; S2, cell settling; F2, second fermentation cycle with cell recycling; S3, cell settling; F3, third fermentation cycle with cell recycling; BT, batch termination; (a, b) growth and fermentation in SCB derived D-xylose; (c, d) growth in SCB derived Dxylose and fermentation in SCB saccharified glucose. 254x190mm (300 x 300 DPI)
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Graphical abstract
Yeast expression vector
Yeast expression vector with XR XR Cloning
Transformation
Overexpression
XR Fold expression
Ura3Sac
Ura3Sac Wild transformed
Xylitol
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