41
Redox engineering by ectopic overexpression of NADH kinase 1 in recombinant Pichia pastoris (Komagataella phaffii): Impact 2 on cell physiology and recombinant production of secreted 3 proteins 4 5 Màrius Tomàs-Gamisans a , Cristiane Conte Paim Andrade b , Francisco Maresca a , Sergi Monforte a , 6 Pau Ferrer a , Joan Albiol a# 7 a Departament d’Enginyeria Química, Biològica i Ambiental, Universitat Autònoma de Barcelona, 8 Bellaterra (Cerdanyola del Vallès), Catalonia, Spain. 9 b Current affiliation: Centre of Biological Engineering, University of Minho, Campus de Gualtar, 10 4710-057, Braga, Portugal 11 Running Title: NADH kinase Redox engineering in Pichia pastoris. 12 #Corresponding author: Joan Albiol. [email protected] 13 14 AEM Accepted Manuscript Posted Online 22 November 2019 Appl. Environ. Microbiol. doi:10.1128/AEM.02038-19 Copyright © 2019 American Society for Microbiology. All Rights Reserved. on November 4, 2020 by guest http://aem.asm.org/ Downloaded from

Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

  • Upload
    others

  • View
    1

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Redox engineering by ectopic overexpression of NADH kinase 1

in recombinant Pichia pastoris (Komagataella phaffii): Impact 2

on cell physiology and recombinant production of secreted 3

proteins 4

5

Màrius Tomàs-Gamisansa, Cristiane Conte Paim Andradeb, Francisco Marescaa, Sergi Monfortea, 6

Pau Ferrera, Joan Albiola# 7

a Departament d’Enginyeria Química, Biològica i Ambiental, Universitat Autònoma de Barcelona, 8

Bellaterra (Cerdanyola del Vallès), Catalonia, Spain. 9

b Current affiliation: Centre of Biological Engineering, University of Minho, Campus de Gualtar, 10

4710-057, Braga, Portugal 11

Running Title: NADH kinase Redox engineering in Pichia pastoris. 12

#Corresponding author: Joan Albiol. [email protected] 13

14

AEM Accepted Manuscript Posted Online 22 November 2019Appl. Environ. Microbiol. doi:10.1128/AEM.02038-19Copyright © 2019 American Society for Microbiology. All Rights Reserved.

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 2: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Abstract 15

High-level expression and secretion of heterologous proteins in yeast causes an increased 16

energy demand, which may result in altered metabolic flux distributions. Moreover, 17

recombinant protein overproduction often results in ER-stress and oxidative stress, causing 18

deviations from the optimal NAD(P)H regeneration balance. In this context, overexpression of 19

genes encoding enzymes catalyzing endogenous NADPH producing reactions, such as the 20

oxidative branch of the pentose phosphate pathway, has been previously shown to improve 21

protein production in Pichia pastoris (syn. Komagataella spp). 22

In this study, we evaluate the overexpression of the S. cerevisiae POS5-encoded NADH 23

kinase in a recombinant P. pastoris strain as an alternative approach to overcome such redox 24

constraints. Specifically, POS5 was co-overexpressed in a strain secreting an antibody fragment, 25

either by directing Pos5 to the cytosol or to the mitochondria. The physiology of the resulting 26

strains was evaluated in continuous cultivations with glycerol or glucose as sole carbon source, 27

as well as under hypoxia (on glucose). Cytosolic targeting of Pos5 NADH kinase resulted in lower 28

biomass-substrate yields but allowed for a 2-fold increase in product specific productivity. In 29

contrast, Pos5 NADH kinase targeting to the mitochondria did not affect the growth physiology 30

and recombinant protein production significantly. Growth physiological parameters were in 31

silico evaluated using the recent upgraded version (v3.0) of the P. pastoris consensus genome-32

scale metabolic model iMT1026, providing insights on the impact of POS5 overexpression on 33

metabolic flux distributions. 34

35

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 3: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Importance 36

Recombinant protein overproduction often results in oxidative stress, causing deviations 37

from the optimal redox cofactor regeneration balance. This becomes one of the limiting factors 38

in obtaining high levels of heterologous protein production. Overexpression of redox affecting 39

enzymes has been explored in other organisms such as Saccharomyces cerevisiae as a mean to 40

fine tune the cofactor regeneration balance in order to obtain higher protein titers. In the 41

present work this strategy is explored in P. pastoris. In particular one NADH kinase enzyme from 42

S. cerevisiae (Pos5) is used, either in the cytosol or in mitochondria of P. pastoris, and its impact 43

in the production of a model protein (antibody fragment) is evaluated. A significant 44

improvement in the production of the model protein is observed, when the kinase is directed to 45

the cytosol. These results are significant in the field of heterologous protein production in 46

general and in particular in the development of improved metabolic engineering strategies for 47

P. pastoris. 48

49

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 4: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Introduction 50

High-level expression and secretion of heterologous proteins in yeast has been reported 51

to cause a metabolic burden that can significantly impact on energy metabolism and alter the 52

central carbon metabolism flux distribution (1, 2). Producing strains may not cope with the 53

additional demand of ATP, NADPH and precursors for de novo biosynthesis of amino acids, 54

thereby leading to a suboptimal cell fitness and reduced production yields (3). In addition, the 55

folding, posttranslational modifications and secretion processes of complex proteins is avid of 56

resources, particularly of NADPH, which is required for disulphide bound formation and 57

alleviating ER oxidative stress (4). Thus, overproduction of recombinant proteins would result in 58

altered redox cofactor state and, specifically, a reduction in NADPH availability. Such alterations 59

in redox cofactor balance have a strong impact on cell metabolism (5). Therefore, strain 60

engineering strategies targeting redox metabolism have been successfully applied to improve E. 61

coli (6, 7), S. cerevisiae (8, 9) and P. pastoris (10–12) strains for a range of different applications. 62

NADPH availability is tightly related to biomass yields and recombinant protein 63

production yields (13). Driouch et al. (2012) reported that Aspergillus niger strains 64

overproducing recombinant proteins show higher fluxes through the oxidative branch of 65

pentose phosphate pathway (PPP), which is the main cytosolic NADPH generation pathway. 66

Also, Nocon et al.(2016) overexpressed genes coding for enzymes of the oxidative branch of 67

PPP, obtaining higher productivities of recombinant cytosolic human superoxide dismutase 68

(hSOD). Indeed, a preceding study identified several metabolic engineering targets for 69

improving recombinant protein production using a genome-scale metabolic model (11). 70

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 5: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Interestingly, about the 50% of the identified targets pointed towards NADPH supply reactions 71

(15). 72

Based on the key metabolic role of NADPH on protein synthesis and secretion and the 73

supporting evidence from previous studies pointing at the positive effect that its increased 74

supply seems to have on recombinant protein production, we have investigated the impact of 75

the overexpression of a heterologous gene encoding a NADH kinase on a recombinant P. 76

pastoris strain secreting an antibody fragment (Fab). Previous studies in our research group 77

reported an increase of Fab specific productivity under reduced oxygen availability conditions 78

(16). This was concomitant with a shift to a respiro-fermentative metabolism, as reflected in the 79

generation of ethanol and arabitol for cofactor reoxidation (17). Furthermore, parallel 80

metabolomics analyses revealed that the reduced oxygen availability for electron transport 81

chain leads to higher NADH/NAD+ ratios under such hypoxic conditions (18). In this context, we 82

postulate that the NADH excess found under hypoxic conditions could be a potential source of 83

electrons for NADPH regeneration and, therefore, the physiological effects of the ectopic NADH 84

kinase might be boosted under hypoxia in comparison to the reference normoxic condition. In 85

order to test our hypothesis, redox-engineered strains were grown on glycerol and glucose 86

under normoxic conditions as well as on glucose under hypoxic conditions. Overall, we aimed to 87

investigate the combined effect of a process strategy (hypoxic conditions) and metabolic 88

engineering strategy to improve production of a secreted recombinant protein. 89

Moreover, we have used the genome-scale metabolic model to evaluate the experimental 90

physiological datasets obtained in chemostat cultivations and assist the metabolic 91

interpretation of the observed macroscopic changes. 92

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 6: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Results 93

Cytosolic and mitochondrial overexpression of POS5 and its effect on 94

recombinant Fab secretion 95

The codon optimised POS5 gene and its truncated version devoid of its native 96

mitochondrial signal peptide encoding sequence was overexpressed under the control of the 97

constitutive GAP promoter into a P. pastoris X-33 strain expressing the genes encoding for the 98

2F5 antibody fragment under the control of the same promoter, aiming for the targeted co-99

overexpression of NADH kinase in the mitochondria or in the cytosol (mPOS5 and cPOS5, 100

respectively). A set of twelve independent clones of each co-overexpressing strain were verified 101

for integration of mPOS5 or cPOS5 prior to the screening in baffled shake flasks. 102

The two series of Fab-producing clones overexpressing each of the POS5 forms were first 103

tested in a small scale screening at shake flask scale. Product titters and biomass were 104

measured after 24 h of cultivation to check the effect of co-expression of mPOS5 or cPOS5 on 105

recombinant Fab secretion. The average Fab yields of each series of 12 clones were normalised 106

to those obtained from the reference strain X-33/2F5, as shown in Figure 2A. Co-expression of 107

the two POS5 gene forms demonstrated a largely unchanged recombinant protein secretion 108

capacity. Interestingly, the average Fab yields of cPOS5 clones showed a high standard 109

deviation as a result of two distinct clone populations: one with the same behaviour of the 110

control strain (FC = 1.07 ± 0.21) and another showing significantly higher product yields (FC = 111

2.34 ± 0.52). A plausible explanation for the observed clonal variation would be that isolated 112

transformants differ in the dosage of the co-expressed cPOS5 gene. In order to test this 113

hypothesis, the recombinant cPOS5 gene dosage was determined by droplet digital PCR 114

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 7: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

(ddPCR) for a representative sample of each clone subpopulations, i.e. those giving significantly 115

increased Fab yields and the other showing no significant effect on product yield compared to 116

the reference strain. Notably, the cPOS5 clone population showing significantly increased 117

product yields corresponded to those clones harbouring 2 copies of the cPOS5 expression 118

cassette (Figure 2B). 119

Physiological characterization of the POS5 co-overexpressing strains growing in 120

chemostat cultures 121

In order to study the effects of altering NADPH generation on cell physiology and Fab 122

extracellular production under different environmental conditions, the reference strain X-123

33/2F5, as well as representative clones of the mPOS5 (mitochondrial expression of POS5), 124

cPOS5 and 2cPOS5 (cytosolic expression with one and two copies of POS5, respectively) were 125

cultivated in carbon-limited chemostat bioreactors using glycerol or glucose as carbon source 126

under normoxic conditions, as well as under hypoxia when using glucose (see Table S2 for a 127

summary of physiological growth parameters). Since Pos5p catalyses a NADPH-generating 128

reaction, an alteration of the redox cofactor balance can be expected. In order to check 129

whether POS5 overexpression has a significant impact on the redox cofactor balance, the 130

NADPH/NADP+ ratios were measured and calculated for all strains under the tested growth 131

conditions (Figure 3). The reference strain X-33/2F5 showed the lowest ratios in all the three 132

growth conditions. Strains co-overexpressing mPOS5 and cPOS5 had comparable 133

NADPH/NADP+ values to the reference strain when growing on glycerol, whereas this value was 134

2-fold higher in the 2cPOS5 strain. Co-overexpression of POS5 had a higher impact in cells 135

growing on glucose compared to glycerol, as shown in Figure 3A and Figure 3B. In this case, 136

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 8: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

both cPOS5 and mPOS5 strains showed a trend of increasing NADPH/NADP+ ratios of about a 137

20% and 30% compared to the reference strain, respectively, even though this effect was not 138

statistically significant. The 2cPOS5 strain also had a higher impact in the NADPH/NADP+ ratio in 139

glucose-grown than in glycerol-grown cells. Notably, when the oxygen supply was reduced, this 140

adaptation pattern was further accentuated, i.e. NADPH/NADP+ ratios were comparatively 141

higher for all four strains (Figure 3C). Such increase in the NADPH/NADP+ ratio observed in 142

hypoxic conditions may be a consequence of the NADH excess or accumulation observed under 143

these conditions (18), which is generally converted to ethanol or other by-products such as 144

arabitol (16, 19). Thus, an increased availability of NADH under hypoxic conditions would allow 145

higher conversions to NADPH by Pos5p and, consequently, increased NADPH/NADP+ ratios. 146

Such cofactor balance alteration due to POS5 overexpression had a further impact on the 147

physiological growth profile of the POS5-engineered strains (Figure 4). Although such impact 148

was not significant in all strains and growth conditions, some tendencies can be appreciated 149

(Figure 4). In particular, the specific oxygen uptake rate (qO2) showed a tendency to increase in 150

all growth conditions in both cytosolic- and mitochondrial-directed POS5 overexpressing 151

strains. Notably, 2cPOS5 showed higher qO2 than the other strains in most of the tested 152

conditions, probably reflecting an increased activity of the respiratory chain due to the 153

additional ATP demand for consumption in the NADH kinase reaction (see sections 3.4. and 4.3 154

for further discussion). Similarly, the specific CO2 production rate (qCO2) showed an increasing 155

trend as a result of higher cytosolic NADH kinase activity levels, both in normoxic and hypoxic 156

conditions, whereas mPOS5 seemed to show an opposite trend, i.e. reduced qCO2 compared to 157

the reference strain (Figure 4). Notably, the variation in CO2 specific production rates, although 158

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 9: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

not statistically significant, appear to be at expenses of biomass yields (YXS), which show the 159

opposite pattern: a statistically significant reduction for 2cPOS5 and an increase in mPOS5 in 160

hypoxic conditions (Table S2). 161

As expected, by-product formation was detected only under respiro-fermentative 162

conditions attained under hypoxia. In particular, while both cPOS5 and 2cPOS5 showed similar 163

or higher arabitol and ethanol specific production rates, ethanol formation decreased in mPOS5 164

compared to the reference strain (Figure 4C). 165

POS5 overexpression also had a clear impact on Fab production (Figure 4D). When 166

growing on glycerol, only 2cPOS5 improved significantly Fab productivity (qP,Fab) with respect to 167

the reference strain. However, all three redox-engineered strains showed significantly 168

enhanced qP,Fab when growing on glucose under normoxic conditions, being 2cPOS5 the strain 169

with the best performance (1.55-fold increase compared to the reference strain). In oxygen 170

limiting conditions, although mPOS5 showed a decrease in productivity, the cytosolic POS5 171

overexpressing strains improved up to 1.8-fold Fab production compared to the reference 172

strain grown under the same condition, i.e. showing an additive effect of hypoxia and cPOS5 173

overexpression. 174

Cytosolic POS5 overexpression further enhances glycolysis upregulation caused 175

by hypoxia 176

To gain further insight on the additive effect of hypoxia and cytosolic POS5 177

overexpression observed in chemostat cultures, the relative transcriptional levels of TDH3 (as 178

marker gene for glycolysis) and POS5 were determined by ddPCR for all strains and growth 179

conditions tested (Figure 5). Previous studies demonstrate that, in contrast to S. cerevisiae, 180

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 10: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

glycolysis is transcriptionally upregulated by hypoxia in P. pastoris (17, 20). Glucose-grown cells 181

showed an increase in TDH3 transcripts when POS5 was overexpressed, compared to reference 182

strain. Specifically, TDH3 was upregulated 1.44- and 1.24-fold in the 1- copy and 2-copies cPOS5 183

strains, respectively, under normoxic conditions, whereas the mPOS5 strain showed only a 184

slight increase (1.12-fold) in TDH3 mRNA levels. Such upregulation of TDH3 was further 185

enhanced by hypoxic conditions, with a 1.93-, 3.16- and 2.46-fold increase observed in the 186

1cPOS5, 2cPOS5 and mPOS5, respectively, compared to the reference strain. Notably, such 187

results correlate with the increased Fab secretion observed in this condition. In contrast, no 188

significant changes were observed in TDH3 transcriptional levels when glycerol was used as 189

carbon source in 1cPOS5 and 2cPOS5 strains compared to the reference strain, except for 190

mPOS5 strain, with a 1.3-fold increase. 191

Concerning POS5 transcription, the 2cPOS5 strain showed the highest POS5 192

transcriptional levels in all the tested conditions. As expected, POS5 mRNA levels in glucose-193

grown 2cPOS5 cells were at least 2-fold higher than in the 1cPOS5 strain. Moreover, as POS5 194

was expressed under the control of the GAP promoter, i.e. the TDH3 promoter, POS5 195

expression was 1.8 fold higher in 2cPOS5 cells grown under glucose/hypoxia compared to 196

glucose/normoxic-grown cells. Such hypoxic boost effect was not observed in glucose-grown 197

1cPOS5 cells, suggesting that ectopic POS5 mRNA levels are too low to cause a significant 198

metabolic effect in these cells. Similarly, POS5 expression levels in glucose-grown mPOS5 cells 199

did not show significant differences between cultivation conditions. 200

Notably, POS5 transcriptional levels in glycerol-grown cells appeared to be on the same 201

range as in glucose/normoxic-grown cells. This is in contradiction to previous studies reporting 202

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 11: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

that TDH3 promoter expression level is around two-thirds of that in glucose (21, 22). Such 203

differences could be related to the different growth conditions used in previous studies (shake 204

flask cultures) and the different analytical method employed in our study (ddPCR). 205

In silico interpretation of POS5 overexpression physiological impact 206

One of the applications of genome-scale metabolic models (GSMM) is to assist the 207

interpretation of biological data to reinforce or discard hypothesis (23). We used the iMT1026 208

v3.0 genome-scale metabolic model for P. pastoris (23), which enables improved prediction 209

capabilities for growth on glycerol compared to the original version (24). 210

The effect of Fab overproduction on flux distribution was tested by performing a series of 211

simulations successively increasing Fab production constrains (employing FSEOF). NADPH 212

turnover ratios were calculated for the resulting predicted fluxes. A clear correlation between 213

Fab production and this cofactor turnover was obtained due to the increased demand of amino 214

acid biosynthesis for Fab production (Figure S1). 215

The metabolic impact of POS5 overexpression was also modelled by constraining 216

successively increasing fluxes through the specific NADH kinase reaction (cytosolic or 217

mitochondrial) and using MOMA for assessing the new distribution. As a result, metabolic 218

fluxes through some pathways are predicted to be up or downshifted concomitantly with an 219

increased flux through NADH kinase reaction. Mitochondrial- or cytosolic-directed POS5 220

overexpression impacts differently on metabolic flux distribution, as it is affecting different 221

compartmentalised NAD(P)H pools. For example, cytosolic Pos5p synthesis supplies an 222

important fraction of NADPH under glucose growing conditions, (Figure 6B, C) and, 223

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 12: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

consequently, the flux through the oxidative branch of the pentose phosphate pathway 224

decreased. In contrast, mitochondrial NADPH kinase synthesis would not be able to supply 225

enough cytosolic NADPH and therefore the flux of the NADPH generating reactions of the 226

pentose phosphate pathway is enhanced (Figure 6D, E). Another predicted and important 227

difference between cytosolic and mitochondrial Pos5p overexpression is the increased activity 228

of glycolysis pathway (coherent with experimental ddPCR data) and TCA cycle when the 229

cytosolic NADPH kinase is overexpressed, while mitochondrial overexpression is predicted to 230

cause a decreased flux through this pathway. However, some predicted changes are common 231

between both cPOS5 and mPOS5 strains: in both cases, there is an increase of the activity of the 232

oxidative phosphorylation that supplies the additional ATP demanded in the NADPH kinase 233

reaction. The increased electron transfer to the respiratory chain is predicted to be through 234

NADH oxidation in mPOS5 but, for cPOS5, succinate oxidation to fumarate would be the 235

additional electron supply. Overall, an increase of oxygen consumption, CO2 production, by-236

product formation as well as Fab production is predicted for all the conditions tested in 237

simulations for the cPOS5 strain. Similarly, an increase of qO2and qCO2 during growth on glycerol 238

and glucose-normoxia is predicted for mPOS5, whereas no significant changes are predicted in 239

terms of by-product formation or Fab production for this strain. Conversely, mitochondrial 240

overexpression of NADH kinase leads to a reduction in CO2, ethanol and Fab production in 241

hypoxic conditions, coherent with the experimentally observed behaviour. 242

Discussion 243

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 13: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

POS5 overexpression increases NADPH availability and recombinant protein 244

production 245

Several studies have addressed the impact of heterologous protein expression on 246

metabolism and cell physiology of P. pastoris (25) and how environmental conditions can 247

modulate the product yields (17, 26). Heyland et al.(2010) postulated and Nocon et al.(2016, 248

2014) provided strong evidence that increasing flux through the PPP allows supplying additional 249

NADPH, thereby compensating the extra demand caused by biosynthetic processes involved in 250

heterologous protein production. In fact, our in silico simulations indicate that an increase of 251

Fab extracellular production correlates with higher NADPH turnover rates. Redox-engineered 252

strains are able to generate additional NADPH compared to the reference X-33/2F5 strain, 253

resulting in increased NADPH/NADP+ ratios. Moreover, higher POS5 gene dosage further 254

increased POS5 transcriptional levels, correlating with higher NADPH/NADP+ ratios and Fab 255

protein production. Higher NADPH/NADP+ ratios may reflect more NADPH available for cellular 256

processes, not only biosynthesis of recombinant protein, but also for its potential use in protein 257

folding and ER oxidative stress response processes involved in protein secretion (14). Therefore, 258

although POS5 overexpression leads to a drain in cell energy resources (ATP consumption), it 259

ensures non-limiting supply NADPH, which has been demonstrated to allow for increased 260

recombinant protein production yields (12). Our in silico calculations show increased Fab 261

secretion when the ectopic Pos5p NADH kinase is targeted to the cytosol. This may indicate 262

that Fab biosynthesis and secretion could compensate the cofactor perturbation (boosted 263

NADPH levels) by draining such NADPH excess, thereby restoring the redox cofactor original 264

state. 265

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 14: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Metabolic impact of POS5 overexpression 266

Our results strongly suggest that Pos5p NADH kinase overexpression perturbs cofactor 267

balance. This is further reflected in the differences observed in growth profiles of POS5 268

overexpressing strains compared to the reference strain, pointing to an impact in the 269

distribution of fluxes through the cell’s metabolic network. Previous studies in other yeast and 270

fungi have reported that the overexpression of NADH kinases has a strong effect on metabolic 271

flux distribution (27–29), as also predicted by the simulations performed with iMT1026 v3.0. 272

Noteworthy, the impermeability of organelle membranes to NAD(P)H leads to cofactor 273

reoxidation in the same compartment where they are reduced (30). Thus, different effects of 274

the cofactor perturbation are expected in cPOS5 and mPOS5 strains. POS5 overexpression 275

provides a source of NADPH in addition to the oxidative branch of the PPP, which is the main 276

cytosolic NADPH-generating pathway in yeast (31). As extra NADPH is supplied by the NADH 277

kinase, flux through the oxidative branch of the PPP is predicted to decrease, as observed when 278

POS5 overexpression is targeted to the cytosol of S. cerevisiae (28). Indeed, in S. cerevisiae 279

NADPH inhibits ZWF1, the first step in oxidative PPP (32). Therefore, the increased levels of 280

NADPH in cPOS5 (and 2cPOS5), would be coherent with the predicted reduction of flux through 281

the oxidative branch of the PPP. Conversely, mitochondrial overexpression of POS5 would 282

result in an increased flux through the PPP. Part of the carbon flux would be redirected to the 283

mitochondria for generating the required NADH surplus at expenses of cytosolic NADH yields. 284

This reduction in cytosolic NADH generation would be compensated by the additional NADPH 285

synthesised. Thus, enzymes able to use both NADH and NADPH would turn its specificity to 286

NADPH. Therefore, despite the production of additional mitochondrial NADPH, the 287

impermeability of mitochondrial membrane to redox cofactors would force cytosolic NADPH 288

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 15: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

generation pathways to supply the required NADPH for compartment-specific biosynthetic 289

processes. The correlation between the flux through the oxidative branch of the pentose 290

phosphate pathway and biomass yields has been widely reported (31, 33). Accordingly, the 291

predicted flux increase and decrease through the PPP as a consequence of mPOS5 and cPOS5 292

overexpression, respectively, are in agreement with the biomass yields observed in chemostat 293

cultivations: an increase of YXS yield in mPOS5 and a reduction in cPOS5 strains (Table S2) 294

Similarly, in other species, while mitochondrial POS5 overexpressing strains show an increase in 295

YXS (5, 27, 29), the cytosolic overexpression of the NADH kinase results in reduced biomass 296

yields. It is noteworthy to mention that the scaled reduced costs of Fab production over 297

biomass generation are narrow (1.01 10-4) and, therefore, differences in biomass yields are 298

mainly consequence of POS5 overexpression and the concomitant redistribution of metabolic 299

fluxes and energy consumption, rather than increased Fab yields. 300

Redox cofactor balance and energy metabolism are very closely linked in the respiratory 301

chain. It is therefore plausible that a perturbation in redox cofactor levels would cause a 302

metabolic flux redistribution to restore the energy supply capacity of the cells. Moreover, in 303

addition to the redox cofactor imbalance created by a surplus of NADPH at the expenses of 304

NADH, the Pos5p-catalyzed NADH kinase reaction is ATP consuming. According to the 305

performed simulations, higher fluxes in oxidative phosphorylation would compensate this ATP 306

drain. These predictions are also in agreement with the increased oxygen consumption rates of 307

the mutant strains during the chemostat cultivations. Nevertheless, in the cPOS5 strain, part of 308

the cytosolic NADH generated is consumed in the NADH kinase reaction and cannot be neither 309

used for biosynthetic purposes nor transported by mitochondrial redox shuttles to further 310

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 16: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

deliver its electrons into the respiratory chain. Despite the higher TCA cycle activity and 311

consequent increase in mitochondrial NADH generation, it would not provide enough reducing 312

power for the electron transport chain and a reduction in the NADH electron transfer as well as 313

an increase in alternative electron delivery mechanisms (i.e. succinate oxidation to fumarate) 314

are predicted for cPOS5. Since the NADH demand is located in mitochondria in mPOS5, the 315

compensation of the drain would rely on flux readjustments in mitochondrially-located 316

reactions. In this case, an activation of the malic enzyme as well as an increase in the 317

anaplerotic feed of TCA cycle intermediates would supply the additional NADH enabling 318

increased electron transfer to the respiratory chain. As in S. cerevisiae and A. nidulans, we do 319

not observe a reduction in biomass yields (27, 28). 320

When growing in hypoxic conditions, the additional supply of ATP required by Pos5p is 321

limited due to the restricted oxygen availability constraining the respiratory chain activity. 322

Simulations predict that when cPOS5 cells grow under hypoxia, the ATP drain caused by Pos5p 323

activity cannot be completely compensated, leading to a decrease of cell fitness and increased 324

hypoxic effects. Accordingly, experimental data shows an increase of by-product formation 325

when cPOS5 is overexpressed. These results are also supported by the ddPCR analyses 326

performed, showing a transcriptional adaptation of the glycolytic pathway under hypoxic 327

conditions positively correlated with gene copy number (and transcriptional levels) of POS5. 328

TDH3 has been reported to increase its transcription levels in hypoxia (Baumann et al., 2010). 329

Our results strongly support that increasing NADPH availability by overexpressing POS5 330

enhances this hypoxic effect. Consequently, since the ectopic expression of POS5 is also under 331

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 17: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

the transcriptional control of the TDH3 promoter, POS5 positively feeds-back its own 332

overexpression at low oxygen availability conditions. 333

Conversely, despite the oxygen limitations, the mPOS5 strain would be able to 334

compensate the drained ATP by supplying additional mitochondrial NADH to the respiratory 335

chain, thereby increasing ATP production. This strain, similarly to A. nidulans, is able to 336

overcome the ATP drain and increase biomass yields respect to the control strain, even under 337

hypoxic conditions (27). Although P. pastoris is commonly classified as Crabtree negative yeast, 338

it can produce certain amount of ethanol and other by-products (33), particularly under hypoxic 339

conditions (17). By-product formation is a consequence of limitations in TCA cycle and oxidative 340

phosphorylation capacities, leading to an excess of reduced NAD(P)H that the cell is not able to 341

reoxidise by the respirative pathway (33, 34). The mPOS5 strain showed a decrease in ethanol 342

secretion due to the reduction in available mitochondrial NADH, while arabitol production 343

remained comparable to the reference X-33/2F5 strain. The cPOS5 strains showed increased 344

arabitol and ethanol production both in experimental data and simulations. In hypoxic 345

conditions, increased NADH kinase levels would convert the excess of NADH to NADPH (as 346

reflected in the experimentally determined increased NADPH/NADP+ ratio); this NADPH surplus 347

would be subsequently reoxidised through the generation of arabitol. In addition, simulations 348

indicate an increase in TCA cycle flux leading to enhanced NADH generation. Due to the 349

reduced capacity of oxidative phosphorylation caused by the oxygen limitation, the additional 350

NADH generated has to be reoxidised forming ethanol, in agreement with the experimental 351

observation. 352

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 18: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

To conclude, in this study, the S. cerevisiae POS5 gene, encoding for a NADH kinase, was 353

overexpressed in P. pastoris, either directed to the cytosol or to the mitochondria. The 354

physiological characterisation of these strains in chemostat cultivations showed a clear effect of 355

POS5 overexpression on redox cofactor balance. Indeed, POS5 overexpression increased 356

NADPH/NADP+ ratio in all the strains and conditions tested. Furthermore, the strain containing 357

two copies of POS5 integrated in the cell’s genome (2cPOS5) showed the highest increase in 358

NADPH/NADP+ ratios compared to the reference strain. This strongly supports a positive 359

correlation between POS5 gene dosage and NADPH availability. Moreover, this correlation can 360

also be observed when comparing the strain performance: 2cPOS5 cells showed the greatest 361

fold change increase in Fab productivity. These results are also in agreement with the 362

performed simulations, which show a positive correlation between NADPH turnover and Fab 363

production as well as increased Fab productivities when flux through the cytosolic NADH kinase 364

reaction is increased. 365

The different behaviour of mPOS5 and cPOS5 strains indicates the complexity of cell 366

metabolism with organelle membranes impermeable to redox cofactors and highlights the 367

importance of directing enzymes to the appropriate compartment when designing metabolic 368

engineering strategies. 369

As a result of POS5 overexpression, metabolic fluxes through the central carbon 370

metabolism redistribute. Notably, redox engineered strains showed higher oxygen 371

requirements concomitant with increased oxidative phosphorylation in order to replenish the 372

ATP pools drained in the reaction catalysed by the NADH kinase. Consequently, these strains, 373

particularly cPOS5, are more sensitive to O2 (i.e. show a lower threshold for the onset of 374

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 19: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

respiro-fermentative metabolism) and showed more extreme/drastic hypoxic effects (increased 375

by-product formation). In fact, the effects of POS5 overexpression are boosted under hypoxic 376

conditions, and redox-engineered strains show higher NADPH/NADP+ ratios and Fab 377

productivities. Moreover, this effect is particularly notorious when gene copy number of cPOS5 378

is increased, remarking how important gene dosage is while performing strain modifications at 379

a metabolic level. The gene dosage effect is supported by the ddPCR results, with 2cPOS5 380

showing the highest fold-change in TDH3 transcription (the glycolytic marker) and the highest 381

POS5 transcription level. Notably, both in silico flux distributions and macroscopic growth 382

parameters of the POS5-engineered strains were coherent in terms of increased demand of 383

oxygen, CO2 and by-product generation profiles, as well as Fab productivities, revealing 384

iMT1026 v3.0 as a useful tool for consistently assessing the interpretation of the cultivation 385

results, as well as taking into account the effect of growth conditions on the metabolic 386

phenotype of the engineered strains. 387

Overall, we demonstrated the impact of redox cofactor perturbation in cell metabolism 388

and provided further evidence of NADPH metabolism as key cell engineering target for 389

improved recombinant protein production. Nonetheless, further studies are needed in order to 390

dissect the actual contribution of protein folding and secretion (vs protein synthesis) to the 391

increased NADPH demand. In this respect, future comparative studies of the impact of NADPH 392

metabolism perturbation on the production of the same model protein produced in the cytosol 393

or secreted should bring further insights. In addition, future development of production 394

processes (i.e. high cell density fed-batch cultivations) using POS5-engineered strains would 395

also benefit from regulated POS5 expression (e.g. co-induced with the recombinant product 396

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 20: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

gene, expressed under the control of an easily tuneable promoter), to minimize the potential 397

metabolic burden associated to the GAP-driven constitutive expression of this gene. 398

Materials and methods 399

Strain generation 400

A Pichia pastoris X-33 (ThermoFisher Scientific) derived strain expressing multiple copies 401

of the genes encoding the human antigen-binding fragment (Fab) 2F5 under the transcriptional 402

control of the constitutive GAP promoter and with the α-mating factor secretion signal 403

sequence from Saccharomyces cerevisiae (35) was used in this study. 404

The S. cerevisiae POS5 gene, encoding for the mitochondrial NADH kinase Pos5p (36, 37) 405

was codon-optimised for heterologous expression in P. pastoris and synthetized by Geneart 406

(ThermoFisher Scientific), cloned into a pPUZZLE vector (38) under the control of GAP 407

promoter, thereby generating vector pPUZZLE_mPOS5 (Figure 1). Similarly, an analogous 408

construction, pPUZZLE_cPOS5, was constructed expressing a 5’-truncated POS5 excluding the 409

first 48 bp coding for the N-terminal 16 amino acids, allowing for cytosolic Pos5p localisation. 410

Escherichia coli DH5α was used for plasmid propagation. 411

P. pastoris X-33/2F5 strain transformation and recombinant clone isolation were 412

performed as described in (38). The presence of integrated expression cassette into the host 413

genome was confirmed by colony PCR (39) using the primer pairs described in Table S1. 414

Clone screening at small scale 415

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 21: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

A set of 12 recombinant clones for each strain construct were screened for growth and 416

Fab 2F5 production in triplicate baffled shake flasks cultures using glucose minimal medium, as 417

described by Baumann et al.(2011). 418

Chemostat cultivations 419

Two independent carbon-limited chemostat cultivations were performed for each strain 420

in three different growing conditions, using as carbon source either glycerol, glucose under 421

normoxic conditions (100% air in the inlet gas composition) or glucose under hypoxic conditions 422

(25:75 of air:N2 in the inlet gas composition), as previously described (40). Cultivations were 423

performed at a working volume of 1-L in a 2-L bench-top Biostat B (B. Braun Biotech 424

International) bioreactor. Operational conditions were set to 25°C, 700 rpm, 1 vvm inlet gas 425

flow, 0.2 bar overpressure, 0.1 h-1 dilution rate (D) and pH 5.0 controlled by addition of 15% 426

(v/v) NH4. Samples were taken at 3rd, 4th and 5th residence times for cell density monitoring, Fab 427

titers, extracellular metabolites and dry cell weight (DCW) analyses. The off-gases were cooled 428

dawn in a condenser at 4C and further desiccated in two silica gel columns. The off-gas O2 and 429

CO2 concentrations were measured by BCP-O2 (zirconium dioxide) and BCP-CO2 (infrared) 430

BlueSens Gas Analyser, respectively. 431

For reactor inoculation, strains were cultivated in 1-L baffled Erlenmeyer flask containing 432

150 mL YPG broth (1% w/v yeast extract, 2% w/v peptone, 1% w/v glycerol) and antibiotic (100 433

µg·L-1zeocin for control strain or 500 µg·L-1geneticin G418 for NADH kinase recombinant clones 434

selection) at an optical density (OD600) between 0.15 and 0.30. Pre-cultures were incubated at 435

25°C under 130 rpm for 16-24 h. 436

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 22: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Batch medium composition was as previously described (16). Briefly, it contained: 40 g·L-1 437

glycerol, 1.8 g·L-1 citric acid, 12.6 g·L-1 (NH4)2HPO4, 0.5 g·L-1 MgSO4.7H2O, 0.9 g·L-1 KCl, 0.02 g·L-1 438

CaCl2.2H2O, 4.6 mL·L-1 trace salts stock solution, 2 mL·L-1 of biotin solution (0.2 g·L-1) and 250 439

µL·L-1 of Glanapon 2000 antifoam (Bussetti). Chemostat medium was also adapted from (16). 440

Briefly, it contained: 50 g·L-1 carbon source – glycerol or glucose –, 0.92 g·L-1 monohydrate citric 441

acid; 4.35 g·L-1(NH4)2HPO4; 0.65 g·L-1 MgSO4.7H20; 1.7 g·L-1KCl; 0.01 g·L-1 CaCl2.2H20; 1.6 mL 442

trace salt solution, 1 mL biotin solution (0.2 g·L-1) and 200 µL·L-1Glanapon antifoam. Trace salt 443

solution was composed of: 6.0 g·L-1 CuSO4.5H2O; 0.08 g·L-1NaI; 3.36 g·L-1 MnSO4.H2O; 0.2 g·L-1 444

Na2MoO4.2H2O; 0.02 g·L-1 H3BO3; 0.82 g·L-1 CoCl2.6H2O; 20 g·L-1 ZnCl2; 65 g·L-1 FeSO4.7H2O and 445

5.0 mL H2SO4 (95-98% w/w). Media pH was adjusted to 5.0 with 6 N HCl. 446

Analytical methods 447

Biomass concentration 448

Cell density was monitored by optical density in a DR3900 spectrophotometer (Hach 449

Lange GMBH) at 600 nm. Dry cell weight (DCW) was measured by gravimetric methods as 450

follows: A volume of 2 to 10 mL of sample was filtered in Glass Fibre Prefilters (Merck 451

Millipore), pre-weighted after drying at 105°C for 24 h. Each filter was washed twice with 10 mL 452

of distilled water; dried at 105°C for 24 h, cooled in a desiccator and weighted. 453

Fermentation products analysis 454

Citric acid, glucose, glycerol, arabitol, succinic acid, acetic acid and ethanol were analyzed 455

by HPLC in an UltiMate 3000 Liquid Chromatography Systems (Dionex) using an ICSep ICE-456

COREGEL 87H3 (Transgenomic) ion exchange column and a Waters 2410 (Waters) refraction 457

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 23: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

index detector. 6 mM sulphuric acid was used as continuous phase at 0.5 mL/min flow and 20 458

μL sample injection volume. Data were analysed in CROMELEON software (Dionex). 459

Quantification of Fab 460

Fab 2F5 was quantified by ELISA in 96-well Immuno Plates (Nunc, Thermo Scientific) as 461

described by Gasser and co-workers (35). Briefly, plates were subjected to an overnight pre-462

coating of Fab specific Anti-Human IgG (I5260, Sigma) primary antibody in PBS buffer (1:1000). 463

Then, plates were washed three times with PBS 1% Tween 20 and samples and Fab standard 464

(Bethyl Inc.) were diluted in PBS buffer containing 10% (w/v) BSA (Sigma) and 0.1% (v/v) Tween 465

80. Plates were incubated for 2 h, washed again with PBS 1% Tween 20 three times and 466

incubated for 1 h after addition of Anti-Human Kappa Light Chains (bound)-Alkaline 467

Phosphatase (Sigma) secondary antibody. Plates were washed with PBS 1% Tween 20 three 468

times, treated with pNPP phosphatase substrate (Sigma) and the absorbance was measured at 469

405 nm using a Multiskan™ FC Microplate reader (Thermo Scientific). 470

ddPCR (droplet digital PCR) analysis 471

ddPCR was used to quantify recombinant POS5 gene copy number and transcriptional levels of 472

TDH3 and POS5. 473

For gene dosage determination, genomic DNA was purified by Wizard Genomic DNA 474

Purification Kit (Promega), according to manufacturer instructions, and quantified in NanoDrop 475

2000 Spectrophotometer (Thermo Scientific). 0.5 µg DNA were digested by EcoRI and BamHI 476

FastDigest Enzymes (Thermo Scientific) to produce DNA fragments of size lower than 5 kb and 477

purified with Wizard® SV Gel and PCR Clean-Up System (Promega). Reaction conditions (1× 478

Supermix ddPCR TaqMan, 300 nM of each primer, 200 nM of each probe and 0.02 ng·μL-1 479

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 24: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

digested genomic DNA) and operational conditions were performed as suggested by BioRad 480

and optimised for P. pastoris as described in (41). The annealing temperature was set to 57°C, 481

after temperature gradient determination. Primers used for ddPCR are listed in (Table S1). 482

Expression levels of TDH3 and POS5 were quantified by ddPCR as described in (42) with 483

minor modifications. Briefly, 1 ng of cDNA was used for the reaction mixture instead of 0.4 ng 484

and annealing temperature was set to 56.5°C in the PCR reaction. The house-keeping gene β-485

actin (ACT1) was selected to normalize data. Primers used are described in Table S1. 486

NADPH/NADP+ ratio determination 487

Samples for NADPH and NADP+ quantification were taken and rapidly quenched with cold 488

60% v/v methanol (43, 44). Cell suspensions were centrifuged and washed twice with 489

quenching solution as described in Ortmayr et al., ( 2014) (4000 g, 10C, 10 min in a Centrifuge 490

5804 R, Eppendorf). Finally, pellets were stored at 80C. NADPH and NADP+ concentrations 491

were determined using EnzyChromTM NADP+/NADPH Assay Kit (BioAssay Systems) and the 492

optical densities were measured by means of a Multiskan™ FC Microplate reader (Thermo 493

Scientific) at a wavelength of 595 nm. Analyses were performed in duplicate. The relative 494

standard deviation (RSD) of the analytical method was 20%. 495

Statistical analysis 496

Chemostat cultivation data was checked for consistency and standard reconciliation 497

procedures were applied (45). A statistical consistency test, based on h-index as described in 498

(45) was passed with a confidence level of 95%. Consequently, there was no evidence of gross 499

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 25: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

measurement errors. A statistical comparison of the macroscopic growth profiles of the 500

different strains was performed using the Microsoft Excel 2-tailed Student’s t-Test. 501

Metabolic modelling 502

The iMT1026 v3.0 metabolic model (biomodels database MODEL1612130000) of P. 503

pastoris (24) was used in the COBRA Toolbox v2.0.6 (46) under Matlab 2014 (Mathworks, USA) 504

with SBML toolbox v4.1.0 (47) and libSBML library v5.12.0 (48) with IBM® ILOG® CPLEX® 505

Optimization Studio 12.7 as solver. The prediction of flux redistribution due to Fab 506

overexpression was performed employing Flux Scanning based on Enforced Objective Function 507

(FSEOF) (49) by maximizing the biomass production at a constrained range of Fab secretion (0 – 508

0.12 mg·gDCW-1·h-1). Particularly, redox cofactor turnover rates were calculated using the flux-509

sum analysis (50) on each resulting flux distribution. A cytosolic NADH kinase reaction was 510

incorporated into the model (the corresponding mitochondrial reaction was not added, as the 511

iMT1026 v3.0 already contained the endogenous mitochondrial NADH kinase reaction). The 512

perturbation of the NADH kinase activity on flux distribution was calculated by Minimization of 513

Metabolic Adjustment (MOMA) (51) performing a series of simulations enforcing a minimal flux 514

through the NADH kinase reaction (cytosolic or mitochondrial) constraining the uptake of 515

carbon source to the control strain experimental values in the case of normoxia (glycerol and 516

glucose), and additionally constraining the oxygen uptake rate for the simulations in hypoxic 517

conditions. The resulting flux distributions at different NADH kinase reaction fluxes (0 – 2 518

mmol·gDCW-1·h-1) were compared against the control strain (X-33/2F5) in which the NADH kinase 519

reaction flux is 0. 520

521

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 26: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

Acknowledgements 522

This work was supported by the project CTQ2013-42391-R and CTQ2016-74959-R 523

(AEI/FEDER, UE) of the Spanish Ministry of Economy, Industry and Competitiveness, 2014-SGR-524

452 and Reference Network in Biotechnology (XRB) (Generalitat de Catalunya), the grant FPU 525

FPU12/06185 (M.T.) and the grant FPI BES-2014-067935 (S.M.) of the Spanish Ministry of 526

Education, Culture and Sport, as well as the postdoctoral grant from the Ciencia sem Fronteiras 527

Program (CNPq, Brazil, Process 249872/2013-7) of Cristiane C P Andrade. We thank MSc 528

student Ane Quesada for supporting small scale clone screening experiments. 529

References 530

531

1. Ferrer P, Albiol J. 2014. 13C-Based Metabolic Flux Analysis in Yeast: The Pichia pastoris 532

Case, p. 209–232. In Mapelli, V (ed.), Methods in molecular biology. Springer New York, 533

New York, NY. 534

2. Klein T, Niklas J, Heinzle E. 2015. Engineering the supply chain for protein 535

production/secretion in yeasts and mammalian cells. J Ind Microbiol Biotechnol 42:453–536

464. 537

3. Wu G, Yan Q, Jones JA, Tang YJ, Fong SS, Koffas MAG. 2016. Metabolic Burden: 538

Cornerstones in Synthetic Biology and Metabolic Engineering Applications. Trends 539

Biotechnol 34:652–664. 540

4. Delic M, Rebnegger C, Wanka F, Puxbaum V, Haberhauer-Troyer C, Hann S, Köllensperger 541

G, Mattanovich D, Gasser B. 2012. Oxidative protein folding and unfolded protein 542

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 27: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

response elicit differing redox regulation in endoplasmic reticulum and cytosol of yeast. 543

Free Radic Biol Med 52:2000–2012. 544

5. Hou J, Lages NF, Oldiges M, Vemuri GN. 2009. Metabolic impact of redox cofactor 545

perturbations in Saccharomyces cerevisiae. Metab Eng 11:253–61. 546

6. Lee HC, Kim JS, Jang W, Kim SY. 2010. High NADPH/NADP+ ratio improves thymidine 547

production by a metabolically engineered Escherichia coli strain. J Biotechnol 149:24–32. 548

7. Siedler S, Bringer S, Bott M. 2011. Increased NADPH availability in Escherichia coli: 549

Improvement of the product per glucose ratio in reductive whole-cell biotransformation. 550

Appl Microbiol Biotechnol 92:929–937. 551

8. Kim S, Hahn JS. 2015. Efficient production of 2,3-butanediol in Saccharomyces cerevisiae 552

by eliminating ethanol and glycerol production and redox rebalancing. Metab Eng 31:94–553

101. 554

9. Geertman J-MA, van Maris AJA, van Dijken JP, Pronk JT. 2006. Physiological and genetic 555

engineering of cytosolic redox metabolism in Saccharomyces cerevisiae for improved 556

glycerol production. Metab Eng 8:532–542. 557

10. Krainer FW, Dietzsch C, Hajek T, Herwig C, Spadiut O, Glieder A. 2012. Recombinant 558

protein expression in Pichia pastoris strains with an engineered methanol utilization 559

pathway. Microb Cell Fact 11:22. 560

11. Nocon J, Steiger MG, Pfeffer M, Sohn SB, Kim TY, Maurer M, Rußmayer H, Pflügl S, Ask M, 561

Haberhauer-Troyer C, Ortmayr K, Hann S, Koellensperger G, Gasser B, Lee SY, 562

Mattanovich D. 2014. Model based engineering of Pichia pastoris central metabolism 563

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 28: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

enhances recombinant protein production. Metab Eng 24:129–138. 564

12. Nocon J, Steiger M, Mairinger T, Hohlweg J, Rußmayer H, Hann S, Gasser B, Mattanovich 565

D. 2016. Increasing pentose phosphate pathway flux enhances recombinant protein 566

production in Pichia pastoris. Appl Microbiol Biotechnol 100:5955–5963. 567

13. Heyland J, Fu J, Blank LM, Schmid A. 2010. Quantitative physiology of Pichia pastoris 568

during glucose-limited high-cell density fed-batch cultivation for recombinant protein 569

production. Biotechnol Bioeng 107:357–368. 570

14. Driouch H, Melzer G, Wittmann C. 2012. Integration of in vivo and in silico metabolic 571

fluxes for improvement of recombinant protein production. Metab Eng 14:47–58. 572

15. Mattanovich D, Sauer M, Gasser B. 2016. Industrial Microorganisms: Pichia pastoris, p. 573

687–714. In Industrial Biotechnology. Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim, 574

Germany. 575

16. Baumann K, Maurer M, Dragosits M, Cos O, Ferrer P, Mattanovich D. 2008. Hypoxic fed-576

batch cultivation of Pichia pastoris increases specific and volumetric productivity of 577

recombinant proteins. Biotechnol Bioeng 100:177–183. 578

17. Baumann K, Carnicer M, Dragosits M, Graf AB, Stadlmann J, Jouhten P, Maaheimo H, 579

Gasser B, Albiol J, Mattanovich D, Ferrer P. 2010. A multi-level study of recombinant 580

Pichia pastoris in different oxygen conditions. BMC Syst Biol 4:141. 581

18. Carnicer Heras M. 2012. Systematic metabolic analysis of recombinant Pichia pastoris 582

under different oxygen conditions A Metabolome and Fluxome Based Study. Universitat 583

Autònoma de Barcelona. 584

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 29: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

19. Carnicer M, Baumann K, Töplitz I, Sánchez-Ferrando F, Mattanovich D, Ferrer P, Albiol J. 585

2009. Macromolecular and elemental composition analysis and extracellular metabolite 586

balances of Pichia pastoris growing at different oxygen levels. Microb Cell Fact 8:65. 587

20. Baumann K, Dato L, Graf AB, Frascotti G, Dragosits M, Porro D, Mattanovich D, Ferrer P, 588

Branduardi P. 2011. The impact of oxygen on the transcriptome of recombinant S . 589

cerevisiae and P . pastoris - a comparative analysis. BMC Genomics 12:218. 590

21. Waterham HR, Digan ME, Koutz PJ, Lair S V, Cregg JM. 1997. Isolation of the Pichia 591

pastoris glyceraldehyde-3-phosphate dehydrogenase gene and regulation and use of its 592

promoter. Gene 186:37–44. 593

22. Prielhofer R, Cartwright SP, Graf AB, Valli M, Bill RM, Mattanovich D, Gasser B. 2015. 594

Pichia pastoris regulates its gene-specific response to different carbon sources at the 595

transcriptional, rather than the translational, level. BMC Genomics 16:167. 596

23. Tomàs-Gamisans M, Ferrer P, Albiol J. 2018. Fine-tuning the P. pastoris iMT1026 597

genome-scale metabolic model for improved prediction of growth on methanol or 598

glycerol as sole carbon sources. Microb Biotechnol 11:224–237. 599

24. Tomàs-Gamisans M, Ferrer P, Albiol J. 2016. Integration and validation of the genome-600

scale metabolic models of Pichia pastoris: A comprehensive update of protein 601

glycosylation pathways, lipid and energy metabolism. PLoS One 11:e0148031. 602

25. Jordà J, Jouhten P, Cámara E, Maaheimo H, Albiol J, Ferrer P. 2012. Metabolic flux 603

profiling of recombinant protein secreting Pichia pastoris growing on glucose:methanol 604

mixtures. Microb Cell Fact 11:57. 605

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 30: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

26. Dragosits M, Stadlmann J, Albiol J, Baumann K, Maurer M, Gasser B, Sauer M, Altmann F, 606

Ferrer P, Mattanovich D. 2009. The effect of temperature on the proteome of 607

recombinant Pichia pastoris. J Proteome Res 8:1380–1392. 608

27. Panagiotou G, Grotkjær T, Hofmann G, Bapat PM, Olsson L. 2009. Overexpression of a 609

novel endogenous NADH kinase in Aspergillus nidulans enhances growth. Metab Eng 610

11:31–39. 611

28. Hou J, Vemuri GN, Bao X, Olsson L. 2009. Impact of overexpressing NADH kinase on 612

glucose and xylose metabolism in recombinant xylose-utilizing Saccharomyces cerevisiae. 613

Appl Microbiol Biotechnol 82:909–919. 614

29. Qiao K, Wasylenko TM, Zhou K, Xu P, Stephanopoulos G. 2017. Lipid production in 615

Yarrowia lipolytica is maximized by engineering cytosolic redox metabolism. Nat 616

Biotechnol 35:173–177. 617

30. Bakker BM, Overkamp KM, van Maris AJ, Kötter P, Luttik M a H, van Dijken JP, Pronk JT. 618

2001. Stoichiometry and compartmentation of NADH metabolism in Saccharomyces 619

cerevisiae. FEMS Microbiol Rev 25:15–37. 620

31. Blank LM, Lehmbeck F, Sauer U. 2005. Metabolic-flux and network analysis in fourteen 621

hemiascomycetous yeasts. FEMS Yeast Res 5:545–558. 622

32. Llobell A, Lopez-Ruiz A, Peinado J, Lopez-Barea J. 1988. Glutathione reductase directly 623

mediates the stimulation of yeast glucose-6-phosphate dehydrogenase by GSSG. 624

Biochem J 249:293–296. 625

33. Heyland J, Fu J, Blank LM, Schmid A. 2011. Carbon metabolism limits recombinant 626

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 31: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

protein production in Pichia pastoris. Biotechnol Bioeng 108:1942–1953. 627

34. Vemuri GN, Eiteman M, McEwen JE, Olsson L, Nielsen J. 2007. Increasing NADH oxidation 628

reduces overflow metabolism in Saccharomyces cerevisiae. Proc Natl Acad Sci U S A 629

104:2402–7. 630

35. Gasser B, Maurer M, Gach J, Kunert R, Mattanovich D. 2006. Engineering of Pichia 631

pastoris for improved production of antibody fragments. Biotechnol Bioeng 94:353–361. 632

36. Outten CE, Culotta VC. 2003. A novel NADH kinase is the mitochondrial source of NADPH 633

in Saccharomyces cerevisiae. EMBO J 22:2015–24. 634

37. Strand MK, Stuart GR, Longley MJ, Graziewicz MA, Dominick OC, Copeland WC. 2003. 635

POS5 Gene of Saccharomyces cerevisiae Encodes a Mitochondrial NADH Kinase Required 636

for Stability of Mitochondrial DNA. Eukaryot Cell 2:809–820. 637

38. Baumann K, Adelantado N, Lang C, Mattanovich D, Ferrer P. 2011. Protein trafficking , 638

ergosterol biosynthesis and membrane physics impact recombinant protein secretion in 639

Pichia pastoris. Microb Cell Fact 10:93. 640

39. Bergkessel M, Guthrie C. 2013. Chapter 25: Colony PCR., p. 299–309. In Laboratory 641

Methods in Enzymology. 642

40. Adelantado N, Tarazona P, Grillitsch K, García-Ortega X, Monforte S, Valero F, Feussner I, 643

Daum G, Ferrer P. 2017. The effect of hypoxia on the lipidome of recombinant Pichia 644

pastoris. Microb Cell Fact 16:86. 645

41. Cámara E, Albiol J, Ferrer P. 2016. Droplet digital PCR-aided screening and 646

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 32: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

characterization of Pichia pastoris multiple gene copy strains. Biotechnol Bioeng 647

113:1542–1551. 648

42. Cámara E, Landes N, Albiol J, Gasser B, Mattanovich D, Ferrer P. 2017. Increased dosage 649

of AOX1 promoter-regulated expression cassettes leads to transcription attenuation of 650

the methanol metabolism in Pichia pastoris. Sci Rep 7:44302. 651

43. Ortmayr K, Nocon J, Gasser B, Mattanovich D, Hann S, Koellensperger G. 2014. Sample 652

preparation workflow for the liquid chromatography tandem mass spectrometry based 653

analysis of nicotinamide adenine dinucleotide phosphate cofactors in yeast. J Sep Sci 654

37:2185–2191. 655

44. Carnicer M, Canelas AB, Ten Pierick A, Zeng Z, van Dam J, Albiol J, Ferrer P, Heijnen JJ, 656

van Gulik W. 2012. Development of quantitative metabolomics for Pichia pastoris. 657

Metabolomics 8:284–298. 658

45. Noorman HJ, Romein B, Luyben KC a M, Heijnen JJ. 2000. Classification, error detection, 659

and reconciliation of process information in complex biochemical systems. Biotechnol 660

Bioeng 49:364–376. 661

46. Schellenberger J, Que R, Fleming RMT, Thiele I, Orth JD, Feist AM, Zielinski DC, Bordbar A, 662

Lewis NE, Rahmanian S, Kang J, Hyduke DR, Palsson B. 2011. Quantitative prediction of 663

cellular metabolism with constraint-based models: The COBRA Toolbox v2.0. Nat Protoc 664

6:1290–1307. 665

47. Keating SM, Bornstein BJ, Finney A, Hucka M. 2006. SBMLToolbox: An SBML toolbox for 666

MATLAB users. Bioinformatics 22:1275–1277. 667

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 33: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

48. Bornstein BJ, Keating SM, Jouraku A, Hucka M. 2008. LibSBML: An API library for SBML. 668

Bioinformatics 24:880–881. 669

49. Choi HS, Lee SY, Kim TY, Woo HM. 2010. In Silico Identification of Gene Amplification 670

Targets for Improvement of Lycopene Production. Appl Environ Microbiol 76:3097–3105. 671

50. Chung B, Lee D-Y. 2009. Flux-sum analysis: a metabolite-centric approach for 672

understanding the metabolic network. BMC Syst Biol 3:117. 673

51. Segrè D, Vitkup D, Church GM. 2002. Analysis of optimality in natural and perturbed 674

metabolic networks. Proc Natl Acad Sci U S A 99:15112–15117. 675

676

677

Figures and tables 678

Figure 1. Plasmid maps for pPUZZLE_mPOS5 and pPUZZLE_cPOS5. In red, the restriction 679

enzymes used: SbfI and SfiI for cloning mPOS5 and cPOS5; AscI for plasmid linearization; BglII 680

for plasmid ligation verification. pPUZZLE contains the kanMX gene encoding for kanamycin 681

resistance (E. coli) and geneticin G418 resistance (P. pastoris). 682

683

Figure 2 Representation of the results of clone screening and selection. (A) Specific Fab 684

production was measured and normalised to the reference strain X-33/2F5; (B) A 685

representative clone of each population was analysed for determining POS5 gene copy number. 686

Error bars show the standard deviation of the average from at least three different clones. 687

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 34: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

688

Figure 3. Representation of NADPH/NADP+ molar ratios in all the strains for growth on glycerol 689

(A) or glucose (B) in normoxic conditions and hypoxic conditions (C). 690

691

Figure 4. Main macroscopic growth parameters for all strains and chemostat cultivation 692

conditions. A: specific O2 consumption rate; B: specific CO2 production rate; C: specific by-693

product generation rate in glucose–hypoxic conditions; D: fold change of Fab productivity of the 694

generated strains in comparison to the X-33/2F5 strain. Each measure +/- standard deviation of 695

two different experiments. 696

697

Figure 5. Transcriptional analysis of chemostat cultivations. A: Relative changes of TDH3 698

mRNA levels in POS5 strains are expressed as fold-change referred to TDH3 levels in the 699

reference strain. B: POS5 mRNA levels are expressed as relative expression levels to ACT1 700

(POS5/ACT1 signal) for each individual strain and condition (*p-val < 0.05, **p-val < 0.01) 701

compared to control strain. Error bars show the standard deviation between three technical 702

replicates. 703

704

Figure 6. Graphical representation of the predicted metabolic flux redistribution when 705

overexpressing the NADH kinase in the cytosol (A-C) or mitochondria (D-F). Cells were 706

growing in glycerol (A, D), glucose under normoxic conditions (B, E) and glucose under 707

hypoxia (C, F). Blue, red and black lines denote reactions with increased, decreased or non-708

changed metabolic fluxes, respectively. 709

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 35: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

710 Table 1. List of primers used in this study. 711

Primer name Sequence (5’-3’) Tm

(°C)

POS5-F a,b ATCCGCGCCTGCAGGAATGTTTGTTAGAGTTAAGTTGAACAAGCCAGTTAA 67

POS5_cyt-F a,b ATCCGCGCCTGCAGGAATAATGTCCACTTTGGACTCCCATTCCTTGAA 68

POS5-R a,b ATGACTAGGCCGAGGCGGCCTTAGTCGTTGTCAGTCTGTCTC 68

POS5_int-R a,b AGCAACACCGTCAGCAGTAG

POS5_amp-F c GGAGTGTCACTTGAAGAA 38.6

POS5_amp-R c CGTCAGCAGTAGTTCTAG 36.6

POS5 probe c ACTCCAACTCCTCCATCGTTACTCA (5’: 6-Fam / 3’: BHQ-1) 57.1

a Primer used for cloning POS5 into pPUZZLE. 712

b Primer used for clone verification. 713

c Primer used for gene copy number determination. 714

715

716

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 36: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 37: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 38: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 39: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 40: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from

Page 41: Redox engineering by ectopic overexpression of NADH kinase ... · 11/18/2019  · 2 in recombinant Pichia pastoris (Komagataella phaffii ): Impact 3 on cell physiology and recombinant

on Novem

ber 4, 2020 by guesthttp://aem

.asm.org/

Dow

nloaded from