High-level production of 4-hydroxyvalerate from levulinic acid

5 hours ago - Gamma-hydroxyvalerate (4HV) is an important monomer used to produce various valuable polymers and products. In this study, an engineered...
2 downloads 0 Views 634KB Size
Subscriber access provided by Nottingham Trent University

Biofuels and Biobased Materials

High-level production of 4-hydroxyvalerate from levulinic acid via whole-cell biotransformation decoupled from cell metabolism Doyun Kim, Chandran Sathesh-Prabu, Young JooYeon, and Sung Kuk Lee J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.9b04304 • Publication Date (Web): 02 Sep 2019 Downloaded from pubs.acs.org on September 2, 2019

Just Accepted “Just Accepted” manuscripts have been peer-reviewed and accepted for publication. They are posted online prior to technical editing, formatting for publication and author proofing. The American Chemical Society provides “Just Accepted” as a service to the research community to expedite the dissemination of scientific material as soon as possible after acceptance. “Just Accepted” manuscripts appear in full in PDF format accompanied by an HTML abstract. “Just Accepted” manuscripts have been fully peer reviewed, but should not be considered the official version of record. They are citable by the Digital Object Identifier (DOI®). “Just Accepted” is an optional service offered to authors. Therefore, the “Just Accepted” Web site may not include all articles that will be published in the journal. After a manuscript is technically edited and formatted, it will be removed from the “Just Accepted” Web site and published as an ASAP article. Note that technical editing may introduce minor changes to the manuscript text and/or graphics which could affect content, and all legal disclaimers and ethical guidelines that apply to the journal pertain. ACS cannot be held responsible for errors or consequences arising from the use of information contained in these “Just Accepted” manuscripts.

is published by the American Chemical Society. 1155 Sixteenth Street N.W., Washington, DC 20036 Published by American Chemical Society. Copyright © American Chemical Society. However, no copyright claim is made to original U.S. Government works, or works produced by employees of any Commonwealth realm Crown government in the course of their duties.

Page 1 of 30

Journal of Agricultural and Food Chemistry

1

High-level production of 4-hydroxyvalerate from levulinic acid via whole-cell

2

biotransformation decoupled from cell metabolism

3

4

Doyun Kim a, Chandran Sathesh-Prabu b, Young JooYeon c, and Sung Kuk Lee a, b,*

5

6

a

7

Technology (UNIST), Ulsan 44919, Republic of Korea

8

b

9

Technology (UNIST), Ulsan 44919, Republic of Korea

Department of Biomedical Engineering, Ulsan National Institute of Science and

Department of Chemical Engineering, Ulsan National Institute of Science and

10

c

11

Gangneung 25457, Republic of Korea

Department of Biochemical Engineering, Gangneung-Wonju National University,

12

13

14

15

16

*Corresponding author. Address: Department of Chemical Engineering, Ulsan National

17

Institute of Science and Technology (UNIST), Ulsan 44919, Republic of Korea.

18

Tel.: +82 52 217 2514; Fax: +82 52 217 3009

19

E-mail address: [email protected] (S.K.Lee)

20 1

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

21

22

ABSTRACT Gamma-hydroxyvalerate (4HV) is an important monomer used to produce

23

various valuable polymers and products. In this study, an engineered 3-hydroxybutyrate

24

dehydrogenase (3HBDH*) that can convert levulinic acid (LA) into 4HV was co-

25

expressed with a cofactor (NADH) regeneration system mediated by an NAD+-

26

dependent formate dehydrogenase (CbFDH) in an Escherichia coli strain MG1655. The

27

resulting strain produced 23-fold more 4HV in a shake flask. The 4HV production was

28

not dependent on ATP and required low aeration; all of these are considered beneficial

29

characteristics for the production of target compounds, especially at an industrial scale.

30

Under optimized conditions in a 5 L fermenter, the titer, productivity, and molar

31

conversion efficiency for 4HV reached 100 g/L, 4.2 g/L/h, and 92%, respectively. Our

32

system could prove to be a promising method for the large-scale production of 4HV

33

from LA at low-cost and using a renewable biomass source.

34

Keywords: 4-hydroxyvalerate; levulinic acid; 3-hydroxybutyrate dehydrogenase

35

(3HBDH); formate dehydrogenase (FDH).

36

37

38

39

40

41

42 2

ACS Paragon Plus Environment

Page 2 of 30

Page 3 of 30

43

44

Journal of Agricultural and Food Chemistry

1. INTRODUCTION Levulinic acid (LA) can be produced by a relatively simple acid hydrolysis of

45

various cellulosic biomass1, 2. Several studies have focused on LA biorefineries as a

46

novel option for efficient utilization of biomass because LA is a sustainable platform

47

compound, which can be used for the synthesis of commercially valuable chemicals

48

such as fuel additives, fragrances, solvents, oil additives, pharmaceuticals, and

49

plasticizers3. The production of 4-hydroxyvalerate (4HV) from LA has attracted

50

attention because 4HV can be used as a monomer for polyhydroxyalkanoates (PHAs)4, 5

51

and as a precursor for gamma-valerolactone (GVL)6. These chemicals are widely used

52

as a precursor of block copolymers7, 8, advanced fuel9, and acrylic compound for drug

53

delivery10.

54

Biological synthesis of 4HV from LA can avoid the problems incurred in chemical

55

synthesis such as need of harsh conditions, expensive catalysts, organic solvents, and low

56

yield11-13. Moreover, whole-cell biotransformation provide an excellent basis for efficient

57

and sustainable catalysis because the metabolism of living cells can be used to

58

regenerate cofactors and enzymes14. Biological synthesis of 4HV has been reported in

59

Pseudomonas putida KT244011-13. A maximal yield of approximately 27 g/L of 4HV has

60

been achieved with LA using the strain P. putida KT2440 overexpressing the E. coli

61

tesB (acyl-CoA thioesterase II) with a conversion efficiency of 26%11, 12. Recently the

62

pathway of LA catabolism, mediated by lva operon, was reported in P. putida

63

KT244015. The first step is the conversion of LA to LA-CoA by LvaE, an ATP

64

dependent CoA ligase, using two ATP molecules (ATP to AMP). LA-CoA is reduced to

65

4HV-CoA by LvaD, which requires NAD(P)H as a reducing agent. Thereafter 4HV-CoA

66

is phosphorylated to 4PV-CoA by LvaAB and consequently acetyl-CoA and propionyl3

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

67

CoA are produced, which are incorporated into the tricarboxylic acid cycle (TCA). To

68

harness the elucidated pathway, lvaAB was deleted from the lva operon, which resulted

69

in the overproduction of 4HV up to 50 g/L; this increased the precursor 4HV-CoA pool

70

in P. putida KT2440 overexpressing tesB13.

71

Enzymatic conversion of LA to 4HV was performed using an engineered 3-

72

hydroxybutyrate dehydrogenase (H144L/W187F) (hereafter referred as 3HBDH*) from

73

Alcaligenes faecalis. The 3HBDH* was obtained by a rational design approach with

74

molecular docking simulation such that its substrate specificity was altered from 3-

75

hydroxybutyrate to LA16. The 3HBDH* showed high catalytic activity towards LA by

76

utilizing NADH, whereas the wild-type enzyme did not exhibit any catalytic activity

77

towards LA. Because of the reaction equilibrium of the enzymatic reaction (LA to

78

4HV), the limited conversion efficiency of 57% was achieved by the 3HBDH* within

79

24 h16. Another limitation of this in vitro system is the need for regeneration of NADH.

80

However, compared to 4HV production by harnessing the LA catabolic pathway13, this

81

enzymatic reaction has certain advantages such as fewer enzymatic reactions and no

82

ATP requirement (Figure 1).

83

The whole-cell biotransformation has been shown to be cost effective and does

84

not require enzyme purification17. In this study, we focused on the production of 4HV

85

from the renewable substrate LA in an E. coli strain by utilizing 3HBDH* by whole-cell

86

biotransformation. In addition, a cofactor regeneration system catalyzed by an NAD+-

87

dependent formate dehydrogenase (CbFDH) obtained from Candida boidinii was

88

employed. CbFDH converts formate to CO2 and reduces NAD+ to NADH. This

89

conversion is almost irreversible catalytic reaction that can drive unfavorable redox

90

reactions, and formate and CO2 themselves have no influence on the activities of partner 4

ACS Paragon Plus Environment

Page 4 of 30

Page 5 of 30

Journal of Agricultural and Food Chemistry

91

enzymes. We successfully decoupled 4HV production from ATP production and NADH

92

regeneration through cellular metabolism by coexpressing 3HBDH* and CbFDH in E.

93

coli. By optimizing the culture conditions, we achieved high titer, productivity, and

94

molar conversion efficiency at high cell density culture.

95

96

2. MATERIALS AND METHODS

97

2.1. Bacterial strains and plasmids

98

The strains and plasmids used in this study are listed in Table 1. E. coli DH10B

99

was used for all the molecular cloning work. Escherichia coli MG1655 (MG) was used

100

as the parental strain for 4HV production. The 3HBDH* gene was amplified from pET-

101

22b (+)−3HBDH* (kindly gifted by Prof. Young Je Yoo)16, cloned into the NdeI and

102

XhoI sites of pBbE6k_rfp18 to construct the plasmid pBbE6k_3HBDH*. Subsequently,

103

pBbE6k_3HBDH* was transformed into MG by electroporation using a MicroPulser

104

electroporator (Bio-Rad) to yield the strain MG-H. The codon optimized CbFDH gene

105

was amplified from pET-23b (+)−CbFDH (kindly gifted by Prof. Yong Hwan Kim)19,

106

cloned into the NdeI and XhoI sites of pBbB6a_gfp to construct the plasmid

107

pBbB6a_CbFDH. Subsequently, pBbB6a_CbFDH was co-transformed with

108

pBbE6k_3HBDH* into MG to yield the strain MG-HF.

109

2.2. Culture conditions

110

Whole-cell biotransformation was performed to produce 4HV from LA. A

111

single colony of the recombinant E. coli strains- MG-H or MG-HF, was inoculated into

112

5 mL of Luria−Bertani (LB) medium (10 g/L tryptone, 5 g/L yeast extract, and 10 g/L 5

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

113

NaCl) supplemented with ampicillin (100 mg/L) and kanamycin (50 mg/L) and cultured

114

overnight at 37 °C with shaking at 200 rpm. The overnight grown culture was

115

transferred (1:100) into 400 mL of modified terrific broth medium (12 g/L tryptone, 24

116

g/L yeast extract, 4 g/L glycerol, 2.3 g/L KH2PO4, and 12.5 g/L K2HPO4)20 and cultured

117

at 37 °C with shaking at 200 rpm. The expression of the target genes was induced by the

118

addition of 0.1 mM isopropyl β-D-1-thiogalactopyranoside (IPTG) when the optical

119

density at 600 nm (OD600) reached 0.5. After culturing cells at 37 °C for 20 h with

120

shaking at 200 rpm, the cells were harvested by centrifugation (12000 ×g for 15 min at

121

4 °C), washed twice with potassium phosphate buffer (0.1 M, pH 6), and used as

122

biocatalysts in the biotransformation studies. LA was neutralized with 10 N NaOH,

123

sterilized, and used as a substrate for biotransformation. Sodium formate was used as a

124

co-substrate.

125

2.3. Optimization of whole-cell biotransformation conditions

126

The biotransformation conditions for MG-HF (expressing 3HBDH* and

127

CbFDH), including pH, temperature, aeration, molar ratio of formate, and LA, were

128

optimized in 250 mL shaker flasks with 20 mL potassium phosphate buffer (0.1 M, pH

129

6) medium amended with 23.2 g/L (0.2 M) of LA and inoculated with 50 gcww/L of cells.

130

The medium was supplemented with 0.1 mM of IPTG, 1X trace element solution (2.4

131

g/L FeCl3·6H2O, 0.3 g/L CoCl2·H2O, 0.15 g/L CuCl2·2H2O, 0.3 g/L ZnCl2, 0.3 g/L

132

Na2MO4·2H2O, 0.075 g/L H3BO3, and 0.495 g/L MnCl2·4H2O)21, and appropriate

133

antibiotics. To optimize the conditions, a different range of each parameter was

134

analyzed: temperature (25 to 65 °C), pH (3.5 to 8.5), aeration (25 to 200 rpm), and

135

molar ratio of formate to LA (0.2 to 1.4). In pH, temperature, and aeration optimization

136

studies, 0.2 M formate was added. The pH optimization studies were performed at 6

ACS Paragon Plus Environment

Page 6 of 30

Page 7 of 30

Journal of Agricultural and Food Chemistry

137

37 °C. For the temperature optimization studies, the initial pH was kept at 6. Except the

138

aeration dependence studies, all other biotransformations were carried out under

139

microaerobic conditions (50 rpm). The samples were collected after 6 h of

140

biotransformation to quantify the concentrations of 4HV, LA, and formate by high

141

performance liquid chromatography (HPLC).

142

2.4. Whole-cell biotransformation in mini-bioreactor

143

Whole-cell biotransformation using the strain MG-HF was carried out in a

144

homemade mini-bioreactor (300 mL) equipped with the precise monitoring and control

145

systems for pH, temperature, and stirring speed. The biotransformation medium and

146

conditions were as follows: 100 mL of potassium phosphate buffer (0.1 M, pH 5.5)

147

medium supplemented with 80 g/L (0.68 M) of LA and 46.2 g/L (0.68 M) of sodium

148

formate, 50 gcww/L of cells, 400 rpm, and 37 °C. The pH was maintained at 5.5

149

throughout biotransformation by automatic addition of 5 N HCl. Samples were

150

collected at every 6 h of biotransformation to quantify the product by HPLC.

151

2.5. Production of 4HV by two stage pH-stat fed batch in a 5 L fermenter

152

A 5 L fermenter (MARADO-PDA; CNS, Daejeon, Korea) equipped with a

153

precise monitoring and controlling systems for pH, temperature, dissolved oxygen, anti-

154

foaming, and stirring speed was used for the two-stage pH-stat fed batch cultivation and

155

biotransformation. The overnight culture of the recombinant strain MG-HF, grown in

156

the LB broth, was transferred (1:10) to 5 L fermenter containing 1.8 L of modified

157

terrific broth. After reaching the OD600 of approximately 15, the cells were induced by

158

the addition of 0.1 mM IPTG. During the cell growth phase, the agitation, aeration, pH,

159

and temperature were maintained at 700 rpm, 0.5 vvm air, 7.0, and 37 °C, respectively. 7

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

160

The pH was controlled by automatic addition of 23% NH4OH and 4 M H3PO4 in batch

161

culture. In this study, a modified pH-stat fed batch cultivation was applied with two

162

different feeding solutions (FS1 and FS2). When the pH increased to a higher value

163

than the set value or fluctuated frequently (approximately after 4 h of cultivation),

164

indicating the depletion of the principal carbon source, the pH-stat feeding was started

165

with FS1 containing 700 g/L of glycerol and 19.6 g/L of MgSO 4. In pH-stat batch,

166

oxygen was supplied in an appropriate amount to maintain the dissolved oxygen level at

167

50. When the OD600 of the culture reached approximately 50 to 60, biotransformation

168

was initiated by adding the substrate solution (200 mL) containing LA and formate (at a

169

final concentration of 0.2 M each), and the agitation, aeration, pH, and temperature were

170

maintained at 400 rpm, 0 vvm air, 6.0, and 37 °C, respectively. In the biotransformation

171

phase, the FS2, containing 4 M of levulinic acid (not neutralized), 4 M of formate and

172

0.4 M of glycerol, was fed in response to pH stat (pH 6). When the pH increased above

173

6 because of the enzymatic reactions on sodium formate, FS2 was automatically fed to

174

reduce the pH, which served as a substrate and co-substrate source as well. Samples

175

were collected at different time points for 12 h from the biotransformation initiation

176

phase for product quantification by HPLC.

177

2.6. Analytical methods

178

For OD measurements, the culture samples were diluted appropriately to an

179

OD600 value less than 0.8 and the OD was measured using a spectrophotometer (Libra

180

S22; Biochrom, Cambridge, UK). Residual LA, 4HV, formate, and glycerol

181

concentrations were measured using HPLC (Shimadzu HPLC station equipped with a

182

Shimadzu refractive index detector and a Shimadzu SIL-20A autosampler). Briefly, 1

183

mL culture medium was collected and centrifuged (16000 ×g) at room temperature for 8

ACS Paragon Plus Environment

Page 8 of 30

Page 9 of 30

Journal of Agricultural and Food Chemistry

184

15 min. The supernatant was heated at 80 °C for 1 h to denature the remaining soluble

185

proteins and centrifuged (16000 ×g) for 30 min to remove the denatured proteins. The

186

final supernatant was then diluted 10-fold and analyzed by HPLC. LA and 4HV were

187

quantified using Zorbax SB-Aq column (Agilent) as described previously13. For formate

188

and glycerol quantification, the samples were eluted through an Aminex HPX-87H

189

column (Bio-Rad) using 25 mM sulfuric acid as the mobile phase (flow rate of 0.6

190

mL/min). LA and sodium formate were purchased from Sigma-Aldrich (St. Louis, MO)

191

and 4HV was prepared by saponification of GVL with 10 N NaOH4.

192

3. RESULTS AND DISCUSSION

193

3.1. Effects of NADH availability on 4HV production in E. coli expressing 3HBDH*

194

MG-H expressing 3HBDH* was used for whole-cell biotransformation of 4HV.

195

A maximum of approximately 0.42 g/L 4HV was produced after 9 h of

196

biotransformation (data not shown). A possible reason for this low 4HV production by

197

MG-H could be the limited reaction equilibrium of 3HBDH* oxidoreductase reactions

198

coupled with the NADH/NAD+ conversion, resulting in the reversible reactions between

199

LA and 4HV. NADH production under normal cell metabolism is thought to be

200

insufficient for providing a strong driving force for NADH regeneration. Intracellular

201

cofactor concentrations might affect the efficiency of whole-cell biocatalysts17, 22.

202

NADH/NADPH-dependent oxidoreductase reactions can be improved with a suitable

203

cofactor regeneration system23. Glucose dehydrogenase (GDH) and formate

204

dehydrogenase (FDH) are widely used for cofactor regeneration24. NADH is formed

205

when formate is converted to CO2 by FDH. Advantages of using FDH include the low-

206

cost and safety substrate, easy removal of CO2, and absence of byproduct formation25. 9

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

207

NADH synthesis is thermodynamically favorable. Moreover, synthesis of LA from

208

cellulosic biomass concomitantly produces formate as a coproduct26, which is an

209

additional advantage of using LA hydrolysate for 4HV production. Therefore, to

210

increase the intracellular NADH pool, we combined FDH based NADH regeneration

211

system with the energy-conserving pathway to produce 4HV by 3HBDH*.

212

3. 2. Optimization of biotransformation conditions to increase 4HV production

213

3. 2. 1. Effects of temperature on 4HV production

214

To examine the effects of temperature on 4HV production, the

215

biotransformation was conducted at 25 to 65 °C. The maximum production (10 g/L) of

216

4HV was attained at 37 °C (Figure 2a). Though the optimal growth temperature of C.

217

boidinii strain for FDH was 30 °C and A. faecalis strain for 3HBDH* was 20-37 °C27, 28,

218

the maximum concentration of 4HV was obtained at 37 °C. Resting cultures of a wide

219

range of microorganism frequently perform well at temperatures considerably higher

220

than those for optimal growth29. The temperature that supported the best performance of

221

the cell free-CbFDH was 37 °C30.

222

3. 2. 2. Effects of pH on 4HV production

223

To examine the effects of pH on 4HV production, biotransformation was

224

performed with different initial pH (3.5 to 8.5 at 0.5 interval). pH 5.5 was found to be

225

optimum for 4HV production by MG-HF. 4HV production increased sharply at pH 4.5,

226

reaching the maximum production (11.3 g/L) at pH 5.5, and gradually decreased when

227

pH increased over 5.5 (Figure 2b). The optimum pH (5.5) we obtained was very close to

228

the previously reported optimum pH values for 3HBDH* and CbFDH16, 30, 31. A possible

229

reason for the high production at a lower pH (5.5) than the physiological pH (around 10

ACS Paragon Plus Environment

Page 10 of 30

Page 11 of 30

Journal of Agricultural and Food Chemistry

230

7.2) could be the enhanced diffusion of substrate into cells in its acidic form32. The pKa

231

of LA (calculated by Chemicalize, an online platform. Source:

232

https://chemicalize.com/#/calculation) shows that only 0.21% of LA is present in acid

233

form at pH 7, and levels of LA in acid form gradually increased to 6.22% when pH was

234

reduced to 5.5. 4HV was not produced when pH reduced to 4.5 or lower as it was

235

beyond the working pH range of enzyme.

236

3. 2. 3. Effects of ratio of formate to LA on the 4HV production

237

In the present study, formate was used as a co-substrate to regenerate NADH. A

238

range of molar ratios of formate to LA (0 to 1.4 at an interval of 0.2) was examined to

239

determine the optimum ratio for high 4HV production. 4HV production increased with

240

increasing formate concentration till the molar ratio exceeded 1.0 (Figure 2c). The 1: 1

241

molar ratio was chosen as the optimum ratio for biotransformation. Addition of formate

242

increased 4HV production by approximately 23-folds over that obtained in the control

243

without formate. Cofactor supply could be a limitation if the biosynthesis rate is high33.

244

In whole-cell biotransformations, the redox cofactors and other biomass precursors are

245

not utilized for biomass synthesis by the resting cells34. Therefore, the regenerated

246

NADH was efficiently used for 4HV production by 3HBDH*. CbFDH mediated

247

conversion of formate to CO2 is an almost irreversible catalytic reaction, and formate

248

and CO2 have not been shown to influence the catalytic activities 3HBDH*, the primary

249

enzyme involved in the biotransformation.

250

3. 2. 4. Effects of aeration on 4HV production

251 252

The effects of aeration (dissolved oxygen) on 4HV production were determined by performing whole-cell biotransformation under different aeration conditions. 11

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

253

Different aeration conditions were maintained to control concentration of dissolved

254

oxygen by adjusting the rotation speed (25, 50, 75, 100, 150, and 200 rpm). 4HV

255

production was high (10.7 g/L) at 50 rpm (Figure 2d), therefore 50 rpm was chosen as

256

optimum shaking speed for resting cell biotransformation. In the case of at 25 rpm, 4HV

257

production was slightly lowered than that of at 50 rpm, which might be due to the

258

reduction of the cell surface area for the substrate because the cells clumped tightly at

259

the bottom of the flask35. Moreover, 4HV production decreased when the shaking speed

260

exceeded 50 rpm. The high production of 4HV at low rpm could be due to the

261

accumulation of NADH in microaerophilic conditions (reducing environment)17.

262

Samuel et al. (2017) obtained the maximum titer of 2,3-butanediol using an engineered

263

Bacillus subtilis strain co-expressing CbFDH for NADH regeneration under

264

microaerobic environment (50 rpm). In aerobic environment, NADH is oxidized by the

265

electron transport system with oxygen as a final electron acceptor resulting in lower

266

intracellular NADH levels36. Therefore, under anaerobic condition, the amount of

267

NADH in the whole-cell biotransformation process is remarkably increased37. Figure 2d

268

shows that microaerophilic condition is necessary to attain the maximum 4HV

269

production from LA by the system we used. This is probably because the LA to 4HV

270

biotransformation step does not require ATP, which is mainly produced in the presence

271

of oxygen.

272

3. 3. Whole-cell biotransformation in mini-bioreactor

273

Whole-cell biotransformation has gained more attention than free enzymes for

274

the production of biochemicals because it protects enzymes in harsh environments from

275

external forces and does not require the addition of cofactors. In addition, inhibition of

276

cell growth by the substrate is eliminated38. Whole-cell biotransformation was 12

ACS Paragon Plus Environment

Page 12 of 30

Page 13 of 30

Journal of Agricultural and Food Chemistry

277

performed under optimized conditions in a 300 mL bioreactor with 100 mL of

278

potassium phosphate buffer (0.1 M, pH 5.5) medium containing 50 gcww/L, LA (80 g/L),

279

and sodium formate (46.2 g/L). After 24 h of cultivation, the system produced 40 g/L of

280

4HV with a conversion efficiency of 86 % using the strain MG-HF (Figure 3).

281

Approximately 51% higher conversion efficiency was achieved using whole-cell

282

biotransformation (3HBDH*) with a cofactor regeneration system (CbFDH) than that

283

using the in vitro bioconversion of LA by free enzyme 3HBDH* alone16. This result

284

reiterates that whole-cell biotransformation using the NADH regeneration system is a

285

more economical and efficient method than the free-enzyme system for the sustainable

286

production of 4HV from LA.

287

3.4. Two-stage fed-batch 4HV production in a 5 L fermenter

288

High cell density can be used to increase the productivity39. However, cell

289

enrichment for biotransformation on a large scale is a difficult process. To overcome

290

this limitation, we attempted to produce 4HV with two-stage fed batch culture system

291

without enrichment or washing process in a 5 L fermenter. High cell density cultivation

292

(101 g/L E. coli with a specific growth rate of 0.1 h-1) was achieved by the pH-stat fed-

293

batch culture, a cultivation strategy that couples nutrient feeding with pH

294

measurement40. In the present study, the pH-stat fed-batch culture was used to attain the

295

high cell density (OD600 of approximately 60) after 12 h of inoculation. The two-stage

296

fed batch production was grouped into two phases—the growth phase and the

297

production phase. In the growth phase, the strain MG-HF was grown for at least 12 h

298

under pH stat, where OD600 reached approximately 60. Growth under pH-stat conditions

299

has been reported as an efficient strategy to attain high cell density and produce high

300

concentrations of various value-added chemicals in E. coli40-43. After 12 h of cultivation, 13

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

301

the production phase was initiated by the addition of LA and formate. After 24 h of

302

substrate addition, the strain MG-HF converted 330.8 g (2.85 mol) of LA to 303.3 g

303

(2.57 mol) of 4HV, with 92% molar conversion efficiency. The titer, productivity, and

304

molar conversion efficiency of 4HV from LA were 100.1 g/L, 4.2 g/L/h, and 92%,

305

respectively. The titer, productivity, and molar yield increased by 2.5-fold, 2.6-fold, and

306

1.1-fold, respectively, in a 5 L bioreactor compared with the biotransformation of LA in

307

a 300 mL mini bioreactor (Figure 4). This indicates that energized cells are more

308

advantageous for the whole-cell biotransformation than buffer-washed resting cells for

309

the production of 4HV. E. coli has the advantage of rapid growth and potential for high-

310

density cultivation44. Additionally, the theoretical density limit of E. coli liquid culture

311

is approximately 1 × 1013 viable cells/mL (200 gcdw/L)42. Therefore, high-density cell

312

cultivation was easily achieved. However, compared to E. coli, P. putida—that is widely

313

used to produce 4HV from LA11-13—tends to have a lower growth rate in media such as

314

Luria Bertani (LB) broth and minimal salt media45, 46. Therefore, E. coli is a more

315

suitable host for the industrial production of 4HV than P. putida.

316

Furthermore, the 4HV productivity obtained in the present study was

317

considerably better (5- to 8-fold higher) than that obtained in the previous studies using

318

P. putida KT2440 and harnessing the lva operon11, 13. One of the reasons for the

319

increased 4HV production in the present study could be the requirement of less energy

320

than that required for the lva operon based 4HV production in P. putida. The later

321

process requires two ATPs and one NAD(P)H to produce one mole of 4HV from LA.

322

Moreover, ATP is most efficiently supplied via oxidative phosphorylation. However,

323

large fermenters potentially produce a local anaerobic or microaerobic environment

324

during fermentation, which is not suitable for ATP-demanding bioconversions. In 14

ACS Paragon Plus Environment

Page 14 of 30

Page 15 of 30

Journal of Agricultural and Food Chemistry

325

addition, vigorous aeration is required to efficiently utilize the ATP-demanding

326

metabolic pathways and the aeration cost accounts for 26% of the utility cost47. When

327

aeration is limited (30 vs 200 rpm), significantly higher levels of isopropanol were

328

produced by the two-ATP-demanding pathway than the three-ATP-demanding

329

pathway48. Thus, to improve the efficiency of the process and to reduce the aeration

330

cost, large-scale 4HV production is viable through the energy-conserving pathways,

331

such as 3HBDH* mediated conversion of LA to 4HV without ATP. The 4HV production

332

system presented here has the potential to produce 4HV from renewable feedstocks at a

333

commercial scale.

334

To conclude, high yield and productivity of 4HV were successfully achieved by

335

decoupling 4HV production from ATP production and NADH regeneration through

336

cellular metabolism by co-expressing 3HBDH* and CbFDH in E. coli. The system has

337

several advantages such as use of low cost substrate and co-substrate, no ATP

338

requirement, less aeration, cost effectiveness, high cell density cultivation, one pot

339

production with high titer, no production of byproducts, irreversible reactions catalyzed

340

by CbFDH, easy removal of the coproduct (CO2) as a gas from the medium, and no

341

interference with the purification of the final product. Therefore, the system has a

342

potential to produce 4HV, an important chemical, at industrial scale from the

343

renewable biomass.

344

345

FUNDING SOURCES

346

This work was supported by the Industrial Strategic Technology Development Program

347

(#10077308) funded by the Ministry of Trade, Industry & Energy (MOTIE, Korea), the 15

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

348

research program (NRF-2017R1A2B4003492) of National Research foundation of

349

Korea (NRF), and the Next-Generation BioGreen 21 Program funded by the Ministry of

350

Agriculture, Food, and Rural Affairs (SSAC, Grant No. PJ013457).

351

352

ACKNOWLEDGEMENTS

353

We thank Prof. Young Je Yoo of Seoul National University, Korea and Prof. Yong Hwan

354

Kim of UNIST, Korea for kindly providing the plasmids, pET-22b (+)−3HBDH* and

355

pET-23b (+)−CbFDH.

356

357

REFERENCES

358

(1). Chang, C.; Cen, P. L.; Ma, X. J., Levulinic acid production from wheat straw.

359

Bioresour. Technol. 2007, 98, 1448-1453.

360

(2). Mascal, M.; Nikitin, E. B., Comment on processes for the direct conversion of

361

cellulose or cellulosic biomass into levulinate esters. ChemSusChem 2010, 3, 1349-

362

1351.

363 364

(3). Pileidis, F. D.; Titirici, M. M., Levulinic acid biorefineries: New challenges for efficient utilization of biomass. ChemSusChem 2016, 9, 562-582.

365

(4). Gorenflo, V.; Schmack, G.; Vogel, R.; Steinbuchel, A., Development of a process for

366

the biotechnological large-scale production of 4-hydroxyvalerate-containing

367

polyesters and characterization of their physical and mechanical properties.

368

Biomacromolecules 2001, 2, 45-57.

369

(5). Hazer, B.; Steinbuchel, A., Increased diversification of polyhydroxyalkanoates by 16

ACS Paragon Plus Environment

Page 16 of 30

Page 17 of 30

Journal of Agricultural and Food Chemistry

370

modification reactions for industrial and medical applications. Appl. Microbiol.

371

Biotechnol. 2007, 74, 1-12.

372

(6). Horvath, I. T.; Mehdi, H.; Fabos, V.; Boda, L.; Mika, L. T., γ-Valerolactone—a

373

sustainable liquid for energy and carbon-based chemicals. Green Chem. 2008, 10,

374

238-242.

375

(7). Attwood, D.; Booth, C.; Yeates, S. G.; Chaibundit, C.; Ricardo, N. M., Block

376

copolymers for drug solubilisation: Relative hydrophobicities of polyether and

377

polyester micelle-core-forming blocks. Int. J. Pharm. 2007, 345, 35-41.

378

(8). Chang, Y. C.; Chu, I. M., Methoxy poly(ethylene glycol)-b-poly(valerolactone)

379

diblock polymeric micelles for enhanced encapsulation and protection of

380

camptothecin. Eur. Polym. J. 2008, 44, 3922-3930.

381

(9). Alonso, D. M.; Wettstein, S. G.; Dumesic, J. A., Gamma-valerolactone, a sustainable

382

platform molecule derived from lignocellulosic biomass. Green Chem. 2013, 15,

383

584-595.

384 385

(10). Manzer, L. E., Catalytic synthesis of alpha-methylene-gamma-valerolactone: A biomass-derived acrylic monomer. Appl. Catal. A. 2004, 272, 249-256.

386

(11). Martin, C. H.; Wu, D.; Prather, K. L. J., Integrated bioprocessing for the pH-

387

dependent production of 4-valerolactone from levulinate in Pseudomonas putida

388

KT2440. Appl. Environ. Microbiol. 2010, 76, 417-424.

389

(12). Martin, C. H.; Prather, K. L. J., High-titer production of monomeric

390

hydroxyvalerates from levulinic acid in Pseudomonas putida. J. Biotechnol. 2009,

391

139, 61-67.

392

(13). Sathesh-Prabu, C.; Lee, S. K., Engineering the lva operon and optimization of

393

culture conditions for enhanced production of 4-hydroxyvalerate from levulinic acid 17

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

394 395

in Pseudomonas putida KT2440. J. Agric. Food Chem. 2019, 67, 2540-2546. (14). Schrewe, M.; Julsing, M. K.; Buehler, B.; Schmid, A., Whole-cell biocatalysis for

396

selective and productive C–O functional group introduction and modification. Chem.

397

Soc. Rev. 2013, 42, 6346-6377.

398

(15). Rand, J. M.; Pisithkul, T.; Clark, R. L.; Thiede, J. M.; Mehrer, C. R.; Agnew, D. E.;

399

Campbell, C. E.; Markley, A. L.; Price, M. N.; Ray, J.; Wetmore, K. M.; Suh, Y.;

400

Arkin, A. P.; Deutschbauer, A. M.; Amador-Noguez, D.; Pfleger, B. F., A metabolic

401

pathway for catabolizing levulinic acid in bacteria. Nat. Microbiol. 2017, 2, 1624-

402

1634.

403

(16). Yeon, Y. J.; Park, H. Y.; Yoo, Y. J., Enzymatic reduction of levulinic acid by

404

engineering the substrate specificity of 3-hydroxybutyrate dehydrogenase. Bioresour.

405

Technol. 2013, 134, 377-380.

406

(17). Samuel, N.; Bao, T.; Zhang, X.; Yang, T.; Xu, M.; Li, X.; Komera, I.; Philibert, T.;

407

Rao, Z., Optimized whole cell biocatalyst from acetoin to 2, 3‐butanediol through

408

coexpression of acetoin reductase with NADH regeneration systems in engineered

409

Bacillus subtilis. J. Chem. Technol. Biotechnol. 2017, 92, 2477-2487.

410

(18). Lee, T. S.; Krupa, R. A.; Zhang, F.; Hajimorad, M.; Holtz, W. J.; Prasad, N.; Lee, S.

411

K.; Keasling, J. D., BglBrick vectors and datasheets: A synthetic biology platform

412

for gene expression. J. Biol. Eng. 2011, 5, 12.

413

(19). Choe, H.; Joo, J. C.; Cho, D. H.; Kim, M. H.; Lee, S. H.; Jung, K. D.; Kim, Y. H.,

414

Efficient CO2-reducing activity of NAD-dependent formate dehydrogenase from

415

Thiobacillus sp. KNK65MA for formate production from CO2 gas. Plos One 2014,

416

9, e103111.

417

(20). Gillam, E. M.; Baba, T.; Kim, B. R.; Ohmori, S.; Guengerich, F. P., Expression of 18

ACS Paragon Plus Environment

Page 18 of 30

Page 19 of 30

Journal of Agricultural and Food Chemistry

418

modified human cytochrome P450 3A4 in Escherichia coli and purification and

419

reconstitution of the enzyme. Arch. Biochem. Biophys. 1993, 305, 123-131.

420

(21). Zhou, L.; Zuo, Z. R.; Chen, X. Z.; Niu, D. D.; Tian, K. M.; Prior, B. A.; Shen, W.;

421

Shi, G. Y.; Singh, S.; Wang, Z. X., Evaluation of genetic manipulation strategies on

422

D-lactate production by Escherichia coli. Curr. Microbiol. 2011, 62, 981-989.

423

(22). Zhou, Y. J.; Yang, W.; Wang, L.; Zhu, Z.; Zhang, S.; Zhao, Z. K., Engineering NAD+

424

availability for Escherichia coli whole-cell biocatalysis: A case study for

425

dihydroxyacetone production. Microb. Cell. Fact. 2013, 12, 103.

426

(23). Sathesh-Prabu, C.; Lee, S. K., Enhancement of α, ω-dicarboxylic acid production

427

by the expression of xylose reductase for refactoring redox cofactor regeneration. J.

428

Agric. Food Chem. 2018, 66, 3489-3497.

429

(24). Wang, Y.; Li, L.; Ma, C.; Gao, C.; Tao, F.; Xu, P., Engineering of cofactor

430

regeneration enhances (2S, 3S)-2, 3-butanediol production from diacetyl. Sci. Rep.

431

2013, 3, 2643.

432

(25). Goldberg, K.; Schroer, K.; Lütz, S.; Liese, A., Biocatalytic ketone reduction—a

433

powerful tool for the production of chiral alcohols—part I: Processes with isolated

434

enzymes. Appl. Microbiol. Biotechnol. 2007, 76, 237.

435

(26). Mukherjee, A.; Dumont, M. J.; Raghauan, V., Sustainable production of

436

hydroxymethylfurfural and levulinic acid: Challenges and opportunities. Biomass

437

Bioenergy 2015, 72, 143-183.

438 439

(27). Yin, S.; Luo, M., Study on the growth coditions of Candida boidinii No. 2201. Sichuan Daxue Xuebao 1998, 35, 468-471.

440

(28). Spoorthy, H.; Archna, M.; Rekha, N.; Satish, S., Synthesis of nickel nanoparticles

441

via biological entity and their anti-inflammatory activity. J. Microbiol. Biotechnol. 19

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

442

Res. 2017, 7, 1-6.

443

(29). Roberts, S. M.; Turner, N. J.; Willetts, A. J.; Turner, M. K., In Introduction to

444

biocatalysis using enzymes and microorganisms, first ed.; Cambridge University

445

Press: United States, 1995.

446

(30). Netto, C. G.; Nakamura, M.; Andrade, L. H.; Toma, H. E., Improving the catalytic

447

activity of formate dehydrogenase from Candida boidinii by using magnetic

448

nanoparticles. J. Mol. Catal. B: Enzym. 2012, 84, 136-143.

449

(31). Andreadeli, A.; Platis, D.; Tishkov, V.; Popov, V.; Labrou, N. E., Structure-guided

450

alteration of coenzyme specificity of formate dehydrogenase by saturation

451

mutagenesis to enable efficient utilization of NADP+. The FEBS journal 2008, 275,

452

3859-3869.

453 454 455 456

(32). Hamilton, J. A., Transport of fatty acids across membranes by the diffusion mechanism. Prostaglandins Leukot. Essent. Fatty Acids 1999, 60, 291-297. (33). Lin, B.; Tao, Y., Whole-cell biocatalysts by design. Microb. Cell. Fact. 2017, 16, 106.

457

(34). Blank, L. M.; Ebert, B. E.; Bühler, B.; Schmid, A., Metabolic capacity estimation of

458

Escherichia coli as a platform for redox biocatalysis: Constraint‐based modeling and

459

experimental verification. Biotechnol. Bioeng. 2008, 100, 1050-1065.

460

(35). Ali, M.; Depamede, S. N.; Setyono, B. D. H.; Mukhlis, A.; Amin, M.; Ashari, M.,

461

Stirred bioreactor for the robustness production of recombinant GST. VP28 in fed-

462

batch cultivation of Escherichia coli. Sci. Study Res.: Chem. Chem. Eng. Biotechnol.

463

Food Ind. 2015, 16, 245-252.

464 465

(36). Godoy, M. S.; Nikel, P. I.; Gomez, J. G. C.; Pettinari, M. J., The CreC regulator of Escherichia coli, a new target for metabolic manipulations. Appl. Environ. Microbiol. 20

ACS Paragon Plus Environment

Page 20 of 30

Page 21 of 30

466

Journal of Agricultural and Food Chemistry

2016, 82, 244-254.

467

(37). Berrıó s-Rivera, S. J.; Bennett, G. N.; San, K. Y., Metabolic engineering of

468

Escherichia coli: Increase of NADH availability by overexpressing an NAD+-

469

dependent formate dehydrogenase. Metab. Eng. 2002, 4, 217-229.

470 471 472 473

(38). Sreenivasulu, V.; Jayaveera, K. N.; Adinarayana, K., In Pharmaceutical Biotechnology, first ed.; S. Chand & Company Ltd: New Delhi, 2014. (39). Smitha, M. S.; Singh, S.; Singh, R., Microbial biotransformation: A process for chemical alterations. J. Bacteriol. Mycol. Open Access 2017, 4, 47-51.

474

(40). Kim, B. S.; Lee, S. C.; Lee, S. Y.; Chang, Y. K.; Chang, H. N., High cell density fed-

475

batch cultivation of Escherichia coli using exponential feeding combined with pH-

476

stat. Bioprocess Biosystems Eng. 2004, 26, 147-150.

477

(41). Lee, W. H.; Chin, Y. W.; Han, N. S.; Kim, M. D.; Seo, J. H., Enhanced production

478

of GDP-L-fucose by overexpression of NADPH regenerator in recombinant

479

Escherichia coli. Appl. Microbiol. Biotechnol. 2011, 91, 967.

480 481

(42). Lee, S. Y., High cell-density culture of Escherichia coli. Trends Biotechnol. 1996, 14, 98-105.

482

(43). Chae, T. U.; Kim, W. J.; Choi, S.; Park, S. J.; Lee, S. Y., Metabolic engineering of

483

Escherichia coli for the production of 1, 3-diaminopropane, a three carbon diamine.

484

Sci. Rep. 2015, 5, 13040.

485 486

(44). Sezonov, G.; Joseleau-Petit, D.; D'Ari, R., Escherichia coli physiology in LuriaBertani broth. J. Bacteriol. 2007, 189, 8746-8749.

487

(45). Obeng, E. M.; Brossette, T.; Ongkudon, C. M.; Budiman, C.; Maas, R.; Jose, J., The

488

workability of Escherichia coli BL21 (DE3) and Pseudomonas putida KT2440

489

expression platforms with autodisplayed cellulases: A comparison. Appl. Microbiol. 21

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

490 491

Biotechnol. 2018, 102, 4829-4841. (46). Dvořák, P. Engineering of the synthetic metabolic pathway for biodegradation of an

492

environmental

493

Přírodovědecká fakulta, 2014.

494 495

Page 22 of 30

pollutant.

Doctoral

dissertation.

Masarykova

univerzita,

(47). Clark, D. S.; Blanch, H. W., In Biochemical engineering, Second ed.; CRC press: California, 1997.

496

(48). Kang, A.; George, K. W.; Wang, G.; Baidoo, E.; Keasling, J. D.; Lee, T. S.,

497

Isopentenyl diphosphate (IPP)-bypass mevalonate pathways for isopentenol

498

production. Metab. Eng. 2016, 34, 25-35.

499

(49). Blattner, F. R.; Plunkett, G.; Bloch, C. A.; Perna, N. T.; Burland, V.; Riley, M.;

500

ColladoVides, J.; Glasner, J. D.; Rode, C. K.; Mayhew, G. F.; Gregor, J.; Davis, N.

501

W.; Kirkpatrick, H. A.; Goeden, M. A.; Rose, D. J.; Mau, B.; Shao, Y., The complete

502

genome sequence of Escherichia coli K-12. Science 1997, 277, 1453-1462.

503

(50). Durfee, T.; Nelson, R.; Baldwin, S.; Plunkett, G.; Burland, V.; Mau, B.; Petrosino,

504

J. F.; Qin, X.; Muzny, D. M.; Ayele, M.; Gibbs, R. A.; Csorgo, B.; Posfai, G.;

505

Weinstock, G. M.; Blattner, F. R., The complete genome sequence of Escherichia

506

coli DH10B: Insights into the biology of a laboratory workhorse. J. Bacteriol. 2008,

507

190, 2597-2606.

508

509

510

511

512 22

ACS Paragon Plus Environment

Page 23 of 30

Journal of Agricultural and Food Chemistry

513

Figure Captions

514

Figure 1.

515

indicates the acid hydrolysis of lignocellulosic biomass. Thick arrow indicates the

516

energy-conserving pathway to produce 4HV by the 3HBDH* using one NADH and the

517

CbFDH mediated-cofactor regeneration system. Thin arrows indicate the catalytic

518

conversions of LA into 4HV through engineering the lva operon and expressing tesB

519

using ATP and NAD(P)H.

520

Figure 2. Optimization of biotransformation conditions to increase 4HV

521

production. Effects of temperature (a), pH (b), ratio of formate to levulinate (c), and

522

aeration (d) on biotransformation of LA to 4HV by the strain MG-HF were determined.

523

Data show the production of 4HV after 6 h of biotransformation. Data represent the

524

means of three independent experiments and error bars represent standard deviation.

525

Figure 3. Production of 4HV in a mini-bioreactor by the strain MG-HF.

526

Equimolar concentrations of LA and formate were used and product concentration was

527

increased to approximately 40 g/L of 4HV with a conversion efficiency of 86%. Data

528

represent the means of three independent experiments and error bars represent standard

529

deviation.

530

Figure 4. Production of 4HV by the two-stage pH-stat fed batch in a 5 L fermenter.

531

Biotransformation was initiated at 12 h of cultivation with the addition of LA and

532

formate (at a final concentration of 0.2 M each). In the biotransformation phase, the

533

feeding solution (FS2), containing 4 M of LA, 4 M of formate and 0.4 M of glycerol,

534

was fed in response to pH stat. A maximum of 100 g/L of 4HV was achieved after 12 h

Metabolic pathways involved in the production of 4HV. Dotted arrow

23

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

535

of biotransformation. Data represent the means of three independent experiments and

536

error bars represent standard deviation.

537

538

539

540

541

542

543

544

545

546

547

548

549

550

551

552

553 24

ACS Paragon Plus Environment

Page 24 of 30

Page 25 of 30

Journal of Agricultural and Food Chemistry

Table 1. Strains and plasmids used in this study

Strains and plasmids

Genotype and description

References

MG1655

E. coli K-12 F–λ–ilvG–rfb-50rph-1

49

DH10B

F– mcrA Δ(mrr-hsdRMS-mcrBC) φ80lacZΔM15 ΔlacX74 recA1 endA1 araD139 Δ(ara-leu)7697 galU galK λ– rpsL(StrR) nupG

50

MG-H

MG1655 harboring pBbE6k-3HBDH*

This study

MG-HF

MG1655 harboring pBbE6k-3HBDH* and pBbB6a- CbFDH

This study

Strains

Plasmids pET-22b(+)−3HBDH*

pET-22b(+) with 3HBDH* (H144L/W187F)

16

pET-23b(+)−CbFDH

pET-23b(+) with CbFDH

19

pBbE6k_rfp

colE1 ori, carrying PLlacO-1 and rfp, KmR

18

pBbB6a_gfp

BBR1 ori, carrying PLlacO-1 and gfp, AmpR

18

pBbE6k_3HBDH*

pBbE6k_rfp with Δrfp::3HBDH*, KmR

This study

pBbB6a_CbFDH

pBbB6a_gfp with Δgfp::CbFDH, AmpR

This study

25

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

Figure 1.

Cellulosic biomass Acid hydrolysis De/re-hydration

LvaE

CO2

Levulinic acid (LA)

ATP, CoA

AMP

Levulinyl-CoA (LA-CoA) NAD(P)H

NADH

3HBDH*

CbFDH NAD

LvaD

+

+

NAD(P)

Formic acid TesB

4-hydroxyvaleric acid (4HV)

CoA

4-hydroxyvaleryl-CoA (4HV-CoA)

26

ACS Paragon Plus Environment

Page 26 of 30

Page 27 of 30

Journal of Agricultural and Food Chemistry

Figure 2. (b) 12

12

10

10 4HV (g/L)

4HV (g/L)

(a)

8 6

4 2

6 4 2

0

0 25

30

35

40 45 50 55 Temperature (°C)

60

65

(c)

3

4

5

6 pH

7

8

9

175

200

(d) 12

12

10

10 4HV (g/L)

4HV (g/L)

8

8 6 4 2

8 6 4 2

0

0 0

0.2 0.4 0.6 0.8 1 1.2 Molar ratio of formate:levulinate

1.4

25

27

ACS Paragon Plus Environment

50

75 100 125 150 Shaking speed (rpm)

Journal of Agricultural and Food Chemistry

Figure 3. 100

554

Concentration (g/L)

LA

Formate

4HV

80

555 60

556

40

20

557

0 0

4

8

12 16 Time (h)

20

558 24

28

ACS Paragon Plus Environment

Page 28 of 30

Page 29 of 30

Journal of Agricultural and Food Chemistry

Figure 4. Growth phase

4HV, LA, Formate and Gly (g/L), Growth (OD600), and conversion efficiency (%)

120

100

4HV LA Gly Formate Growth Conversion efficiency

pH-stat Fed-batch

Batch

559

Biotransformation phase

560 561

80

562 563

60

564 40

565 566

20

567 0 0

4

8

12

16

20

24

28

Time (h)

32

36 568

569

29

ACS Paragon Plus Environment

Journal of Agricultural and Food Chemistry

Page 30 of 30

Graphic for table of contents

Biomass

Chemical Precursor

Optimizing Bioconversion

Commercial Products

Solvents

Levulinic acid Formic acid Glucose Mannose Galactose Xylose Arabinose

One pot biotransformation

Drugs

100 g/L 4HV

Decoupled from cell metabolism

High cell density

30

ACS Paragon Plus Environment

Polymers

Fuel additives

Flavors

Personal care Agro-chemicals