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Engineering Saccharomyces cerevisiae for enhanced production of protopanaxadiol with cofermentation of glucose and xylose Xiao Gao, Qinggele Caiyin, Fanglong Zhao, Yufen Wu, and Wenyu Lu J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.8b04916 • Publication Date (Web): 23 Oct 2018 Downloaded from http://pubs.acs.org on October 24, 2018
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Journal of Agricultural and Food Chemistry
Engineering Saccharomyces cerevisiae for enhanced production of protopanaxadiol with cofermentation of glucose and xylose Xiao Gao a, Qinggele Caiyin a, Fanglong Zhao a, Yufen Wu a, Wenyu Lu a,b,c* (a) School of Chemical Engineering and Technology, Tianjin University, Tianjin, People’s Republic of China (b) Key Laboratory of System Bioengineering (Tianjin University), Ministry of Education, Tianjin, People’s Republic of China (c) SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, People’s Republic of China *Corresponding
author: Wenyu Lu
Tel: +86-022-27892132; Fax: +86-022-27892132. E-mails:
[email protected] 1
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Abstract
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Protopanaxadiol (PPD), an active triterpene compound, is the precursor of high-value
3
ginsenosides. In this study, we report a strategy for the enhancement of PPD production in
4
Saccharomyces cerevisiae by cofermentation of glucose and xylose. In mixed sugar
5
fermentation, strain GW6 showed higher PPD titer and yield than that obtained from
6
glucose cultivation. Then, engineering strategies were implemented on GW6 to enhance
7
the PPD yields, such as adjustment of the central carbon metabolism, optimization of the
8
mevalonate pathway, reinforcement of the xylose assimilation pathway and regulation of
9
cofactor balance, namely overexpression of xPK/PTA, ERG10/ERG12/ERG13,
10
XYL1/XYL2/TAL1 and POS5, respectively. In particular, the final obtained strain GW10,
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harboring overexpressed POS5, exhibited the highest PPD yield, which was 2.06 mg PPD/g
12
mixed sugar. In a 5-L fermenter, PPD titer reached to 152.37mg/L. These promising results
13
demonstrate the great advantages of mixed sugar over glucose for high yield production of
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PPD.
15 16
Keywords:
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Protopanaxadiol; Cofermentation; Xylose; Saccharomyces cerevisiae; POS5
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1. Introduction
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With the increasing demand for energy and environmental protection, efficient
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utilization of lignocellulose is essential for replacing conventional fossil fuels with
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renewable biomass to some extent. The amount of lignocellulosic biomass produced
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annually by photosynthesis is more than 100 billion tons, making this biomass the most
23
abundant renewable resource on Earth1. Monosaccharides such as glucose and xylose can
24
be obtained from the hydrolysates of lignocellulosic feedstock. The xylose content in the
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hydrolysates is inferior to only that of glucose2; therefore, there has been extensive research
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on the microbial conversion of xylose into biofuels and chemicals3, 4, such as in the
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production of xylitol5, ethanol6, butanol7, acetoin8, 2,3-butanediol9, pullulan10, PHA11.
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To date, many microbes that are capable of metabolizing xylose have been discovered
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by researchers, including bacteria, yeast and filamentous fungi. With the emergence of the
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ethanol industry, Saccharomyces cerevisiae has become the preferred microbe used for
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ethanol production due to the superior abilities of this organism, such as tolerance to
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ethanol and its byproducts, high ethanol productivity and robustness in industrial
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environments12, 13. However, wild-type S. cerevisiae is generally regarded as being unable
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to utilize xylose. Thus, intensive efforts have been made to develop xylose-fermenting S.
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cerevisiae strains14, 15. Via the introduction of the xylose assimilation pathway genes XYL1
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and XYL2, encoding NADPH-dependent xylose reductase (XR) and NAD+-dependent
37
xylitol dehydrogenase (XDH), respectively, in Scheffersomyces stipitis, xylose can be 3
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converted into xylulose by budding yeast16, 17. However, the different cofactor preferences
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of XR and XDH lead to an intracellular redox imbalance, which is likely to result in
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challenges such as inefficient xylose utilization, low production yields and byproduct
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accumulation14, 18. To avoid these problems, xylose isomerase (XI) has been introduced in
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S. cerevisiae to convert xylose into xylulose directly without the involvement of cofactors19,
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20.
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(XK) and then metabolized via the pentose phosphate pathway (PPP) and glycolytic
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pathway. Improvement of the activity of XK can moderately accelerate cell growth21, 22.
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Furthermore, overexpression of the nonoxidative PPP genes TAL1/TKL1/RPE1/RKI1 from
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S. cerevisiae, encoding transaldolase, transketolase, ribulose-phosphate 3-epimerase and
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ribose-5-phosphate isomerase, respectively, can also significantly improve the growth rate
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and xylose consumption23,
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capability to produce fuels and chemicals derived from acetyl-CoA, such as isoprenoids,
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due to a rigid flux toward ethanol25. Accordingly, xylose and glucose were used as sole
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carbon sources to produce squalene and amorphadiene, respectively. The results showed
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that the squalene titer of the squalene-producing strain grown on xylose was 8-fold higher
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than that on glucose (18.7 vs. 150 mg/L) and that the amorphadiene yield of the
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amorphadiene-producing strain grown on xylose was 2-fold higher than that on glucose
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despite the similar titers. The above is a promising strategy for the enhancement of
Xylulose can be phosphorylated into xylulose-5-phosphate (X-5-P) by xylulokinase
24.
During glucose fermentation, S. cerevisiae has limited
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isoprenoid production by using xylose instead of glucose as the sole carbon source, which
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occurs due to reduction of the flux partition toward ethanol production in yeast.
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Protopanaxadiol (PPD), a 30-carbon isoprenoid (tetracyclic triterpene), exhibits
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promising anticancer activity with little toxicity toward normal cells26, 27, 28. Although PPD
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can be derived from plant extracts, this method is time-consuming and cannot meet
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consumer’s demands. To overcome the limitations of traditional extraction processes, a
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strategy involving the engineering of the PPD biosynthesis pathway into S. cerevisiae to
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produce PPD has emerged29, 30. In previous studies, to enhance isoprenoid production in
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budding yeast, metabolic engineering approaches mainly focused on the following aspects:
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increasing the cytosolic acetyl-CoA supply31,
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pathway33, 34, balancing redox cofactors35, 36, engineering subcellular compartments and
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modifying the central carbon metabolism of yeast37, 38, 39.
32,
optimizing the mevalonate (MVA)
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To circumvent the limitations of glucose fermentation and enhance PPD production,
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in this study, the xylose assimilation pathway genes XYL1/XYL2 from S. stipites and
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XKS1/TAL1/TKL1 from S. cerevisiae were overexpressed along with genes involved in the
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PPD synthesis pathway in budding yeast. Additionally, certain approaches were adopted
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to improve PPD production, including adjustment of the central carbon metabolism,
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optimization of the mevalonate pathway, reinforcement of the xylose assimilation pathway,
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and regulation of cofactor balance. Subsequently, fermentation was conducted with mixed
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sugar or glucose to evaluate the performance of different carbon sources. 5
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2. Materials and Methods
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2.1 Strains and plasmids
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S. cerevisiae W303-1a was used as a parent strain for all the engineered strains, which
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were used to produce PPD from mixed sugar. Engineered yeasts were grown in SD medium
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(Synthetic Dropout Medium, containing 0.17% Yeast Nitrogen Base, 0.5% ammonia
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sulfate and 0.2% amino acid mixture, supplemented with glucose or mixed sugar) lacking
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adenine, uracil, histidine, leucine and tryptophan where appropriate. The strains used in
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this study are listed in Table 1. The plasmids pXP218, pXP320, pRS405, and pSH47 were
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obtained from ATCC (American Type Culture Collection, America).
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2.2 Genetic manipulation
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Genes encoding dammarenediol-II synthase (DS), protopanaxadiol synthase (PPDS)
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and NADPH-cytochrome P450 reductase (ATR1) were synthesized by GENEWIZ
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(Suzhou, China) with codon optimization for S. cerevisiae. Genes encoding xylulose-5-
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phosphate specific phosphoketolase (xPK), phosphotransacetylase (PTA) and NADH-
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specific HMG-CoA reductase (NADH-HMGr) were synthesized by Genecreate (Wuhan,
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China) with codon optimization for S. cerevisiae. The S. stipites genes XYL1 and XYL2
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were generously donated by Prof. Yingjin Yuan at Tianjin University. The synthesized
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genes were cloned into the pUC57 vector to generate the plasmids p-DS, p-PPDS, p-ATR1,
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p-xPK, p-PTA and p-NADH-HMGr.
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Based on previous reports25, 40, a set of strong constitutive promoters that exhibited
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similar expression levels for both glucose and xylose were selected for overexpression of
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genes involved in the xylose assimilation pathway and PPD biosynthetic pathway. These
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promoters and the genes TAL1, TKL1, ERG1, ERG9, ERG20, ERG10, ERG12, ERG13, and
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POS5 as well as the corresponding terminators were amplified from the genomic DNA of
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S. cerevisiae W303-1a. PPDS-ATR1 was amplified from the genomic DNA of W3a41. DS,
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xPK, PTA, NADH-HMGr were amplified from the plasmids p-DS, p-PPDS, p-ATR1, p-
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xPK, p-PTA and p-NADH-HMGr, respectively. XYL1 and XYL2 were amplified from
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SyBE_Sc1700442. PCCW12-XYL1-THSP26, PHXT7-XYL2-THXT7, XKS1(R)-HIS3-PFBA1-XKS1(L),
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PCCW12-TKL1-THSP26, PHXT7-TAL1-THXT7, PPGK1-DS-TCYC1, PTEF1-ERG1-TADH1, PTPI1-ERG9-
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TADH2, PTPI1-ERG20 (including the native terminator), PPGK1-NADH-HMGr-TCYC1, PTDH3-
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PPDS-ATR1-TADH1, PHXT7-ERG10 (including the native terminator), PPGK1-ERG12
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(including the native terminator), PTEF1-ERG13 (including the native terminator), PFBA1-
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TAL1 (including the native terminator), PTDH3-xPK-TCYC1, PFBA1-PTA-TTDH1, and PTDH3-
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POS5-TTDH1 expression cassettes were constructed by fusion PCR. All primers used in this
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study are listed in Supplementary Table SI.
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2.3 Yeast transformation
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Transformation of yeast was conducted by the LiAc/ssDNA/PEG method43. The
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cassettes were integrated into chromosomes of S. cerevisiae using DNA assembler44. Yeast
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nitrogen base (YNB) lacking amino acids and supplemented with 20 g/L glucose and 7
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necessary nutrients was used to screen transformants. 5-Fluoroorotic acid (5-FOA) was
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added when required.
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2.4 Fermentation for PPD production at the flask level
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All the engineered strains were stored at -80 °C in 25% glycerol. For the seed culture,
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the engineered yeasts were inoculated into tubes containing 5 mL of SD medium lacking
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adenine, uracil, histidine, leucine and tryptophan where appropriate and cultivated at 30 ○C
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and 220 rpm for 24 h. Then, the seed cultures were inoculated into flasks containing 30 mL
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of the corresponding SD medium (supplemented with glucose or mixed sugar) at an initial
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cell OD600 of 0.1 and cultivated at 30 ○C and 220 rpm under aerobic conditions for 96 h.
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2.5 Batch fermentation for PPD production in a 5-L fermenter
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For the seed culture, the engineered strain GW10 was cultured in 5 mL of SD medium
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and cultivated at 30 ○C and 220 rpm for 24 h. Preculture was performed by inoculating the
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seed culture in 100 mL of SD medium in flasks and cultivating at 30 ○C and 220 rpm for
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24 h. For PPD production, the cells were then transferred to a 5-L bioreactor (BLBIO-5GL,
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ShangHai Bailun Biotechnology CO., LTD, China) at an initial OD600 of 0.5, with a
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working volume of 2.5-L of medium containing 20 g/L peptone, 10 g/L yeast extract and
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supplemented with 80 g/L glucose or 80 g/L mixed sugar (20 g/L glucose and 60 g/L
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xylose). Fermentation was carried out at 30 °C with an agitation speed of 400 rpm and an
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air flow rate of 3 L/min. The pH was automatically maintained at 5.8 with HCl (2 M) and
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NaOH (2 M), and the dissolved oxygen (DO) level was maintained above 30%. 8
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2.6 Extraction and analysis of PPD in fermentation broth
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PPD exists in the intracellular and extracellular space during fermentation. Four
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hundred microliters of n-butanol and 0.2 g of glass beads (0.5 mm diameter) were then
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added into 1 mL of culture broth, and the mixture was agitated by vortexing for 20 min,
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followed by ultrasonic extraction for 20 min. Then, the mixture was centrifuged at
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12,000×g for 5 min, and the n-butanol phase was collected for HPLC analysis.
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HPLC analysis was carried out on an Elite (Dalian, China) HPLC system equipped
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with an Elite P230II pump and an UV230II detector at 203 nm. PPD was separated by a
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Hypersil C18 column (4.6 mm × 250 mm, 5 μm; Elite Analytical Instruments Co., Ltd.,
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Dalian, China) with a methanol-acetonitrile (4:6, v/v) mobile phase at a flow rate of 1
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mL/min.
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2.7 Analytical methods
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Cell growth was monitored by measuring the OD600 with a UV-Vis spectrophotometer
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(Oppler, 752N, China). The concentrations of glucose, xylose, ethanol, xylitol, glycerol
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and acetate were detected by an Elite HPLC system equipped with an Elite P230II pump,
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a refractive-index detector (Shodex RI-201H) and an Aminex HPX-87H column (Bio-Rad,
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USA). H2SO4 (5 mM) was used as the mobile phase at a flow rate of 0.6 mL/min, and the
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column and detection temperatures were 40 ○C and 65 ○C, respectively.
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3. Results and Discussion
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3.1 Construction of a xylose-fermenting strain with enhanced metabolic flux in the
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PPP
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Since the introduction of the xylose assimilation pathway genes XYL1/XYL2, encoding
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XR and XDH from S. stipitis enables S. cerevisiae to metabolize xylose, the XYL1/XYL2
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genes from S. stipitis were overexpressed in the S. cerevisiae W303-1a strain for xylose
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utilization, which was essential for PPD production from xylose (Figure 1). The yeast
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transformant that exhibited the best performance in terms of xylose consumption was
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screened out, and strain GW1 was obtained. Subsequently, the endogenous xylulokinase
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gene XKS1 was overexpressed in GW1 by replacement of the native promoter PXKS1 with
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the strong promoter PFBA1 to generate strain GW2. Then, the engineered strain GW2 was
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cultured in 30 mL of SD medium supplemented with 50 g/L xylose as the sole carbon
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source at 30 ○C and 220 rpm for 96 h. During this period, the OD600 and xylose
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concentration were monitored. The results (Supplementary Figure S1) showed that GW2
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could metabolize xylose and grow at a low rate. Only approximately 10 g of xylose was
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consumed during fermentation, which was likely due to the limited metabolic flux of the
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PPP. To overcome this problem, multiple copies of the endogenous transaldolase gene
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TAL1 and transketolase gene TKL1 were integrated at the rDNA locus to generate the
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efficient xylose-fermenting strain GW3. Then, the engineered strain GW3 was cultured in
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a 250-mL flask under the same conditions as those used for GW2 fermentation. The GW3 10
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strain exhibited significantly enhanced performance and could utilize approximately 44 g/L
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xylose in 96 h (Figure 2). In addition, the production levels of byproducts such as xylitol,
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glycerol, acetate and ethanol remained very low, and among these byproducts, the
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maximum concentrations of ethanol and xylitol reached 6.5 g/L and 0.7 g/L, respectively,
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with little impact on cell growth and xylose consumption. Considering the results of flask
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fermentation, overexpression of the TAL1/TKL1 genes greatly improved xylose
181
assimilation and made strain GW3 eligible for xylose assimilation and as a chassis for
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construction of a PPD-producing strain.
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3.2 Construction of a PPD-producing S. cerevisiae strain
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In strain GW3, URA3 and HIS3 were employed as selection markers flanked by two
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loxP sites. To recycle these genes, the Cre-expressing plasmid pSH47 was used, resulting
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in strain GW445. Biosynthesis of PPD begins with the cyclization of 2, 3-oxidosqualene
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into dammarenediol-II (DMD) by DS, then DMD is hydroxylated at the C-12 position to
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yield PPD by the cytochrome P450-type protopanaxadiol synthase (PPDS) 46. To construct
189
a strain for PPD production from mixed sugar, DS/ERG1/ERG9 expression cassettes were
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integrated into the rDNA locus of strain GW4, resulting in strain GW5, which could
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produce DMD from mixed sugar. Subsequently, ERG20/NADH-HMGr/PPDS-ATR1
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expression cassettes were integrated into the δ locus of strain GW5, generating strain GW6,
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which could produce PPD from mixed sugar. The engineered strains GW5 and GW6 were
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cultured in 30 mL of SD medium supplemented with 40 g/L glucose or 40 g/L mixed sugar 11
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(10 g/L glucose and 30 g/L xylose) as a carbon source at 30 ○C and 220 rpm for 96 h.
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During this period, the OD600 and xylose concentration were monitored. During glucose
197
fermentation, the glucose was depleted in 24 h, and then ethanol was reutilized as a carbon
198
source. For the mixed sugar fermentation, xylose could not be utilized completely in 96 h,
199
which was likely due to inefficient xylose assimilation and lack of NADPH (Figure 3A and
200
4B). However, xylitol and ethanol remained at low levels.
201
The DMD and PPD titers and yields were measured at the end of fermentation at 96
202
h. Strain GW5 produced 9.66 mg/L and 10.69 mg/L DMD under glucose and mixed sugar
203
culture conditions, respectively (Figure 4A). Although the titers of DMD were similar, the
204
yield under mixed sugar fermentation conditions reached 0.57 mg DMD/g mixed sugar,
205
which was 2.38-fold higher than that observed with glucose fermentation (0.24 mg DMD/g
206
glucose) (Figure 4B). Strain GW6 produced 8.75 mg/L and 11.16 mg/L PPD under glucose
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and mixed sugar culture conditions, respectively (Figure 4A). In addition, the yield under
208
mixed sugar fermentation conditions reached 0.56 mg PPD/g mixed sugar, which was 2.55-
209
fold higher than that observed with glucose fermentation (0.22 mg PPD/g glucose) (Figure
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4B). As demonstrated by the results, mixed sugar fermentation had a distinct advantage
211
over glucose fermentation, but there remained many aspects that required improvement,
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such as the xylose consumption rate and PPD yield.
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3.3 Introduction of the xPK/PTA genes for enhancement of the acetyl-CoA supply
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Acetyl-CoA, the initial compound of the mevalonate pathway, is a key precursor in
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the biosynthesis of PPD. In S. cerevisiae, cytosolic acetyl-CoA is mainly derived from the
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PDH bypass pathway, which is composed of pyruvate decarboxylase (PDC), acetaldehyde
217
dehydrogenase (ACDH) and acetyl-CoA synthetase (ACS). Pyruvate, the starting material
218
of the PDH bypass, is derived from glucose or xylose via EMP and then converted into
219
acetyl-CoA via the PDH bypass. However, there are many steps from glucose to acetyl-
220
CoA and many more from xylose to acetyl-CoA (Figure 1). In this study, strain GW7 was
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generated to increase the acetyl-CoA supply of strain GW6 by introducing a new pathway,
222
composed of a xylulose-5-phosphate specific phosphoketolase (xPK) from Leuconostoc
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mesenteroides and a phosphotransacetylase (PTA) from Clostridium kluyveri. This
224
pathway can convert xylose-5-phosphate into acetyl-CoA in two steps, greatly truncating
225
the route from xylose to acetyl-CoA (Figure 1). Meanwhile, to some extent, the xylose
226
consumption rate was also improved in GW7 compared to GW6 (Figure 3C). The titers of
227
PPD reached 19.66 mg/L and 15.36 mg/L under glucose and mixed sugar culture
228
conditions, respectively (Figure 4A). In contrast, the yield of PPD in mixed sugar
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fermentation was 0.70 mg PPD/g mixed sugar, which was 1.43-fold higher than that in
230
glucose fermentation (0.49 mg PPD/g glucose) (Figure 4B). Compared to the values for
231
strain GW6, the titer and yield in mixed sugar medium increased by 38% and 25%,
232
respectively. These results indicated that introduction of the xPK/PTA pathway led to
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enhancement of the acetyl-CoA supply, which contributed to xylose assimilation and PPD 13
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production. Furthermore, the xPK/PTA pathway bypassed the PPP and EMP and
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uncoupled xylose metabolism from central carbon metabolism (CCM) to a large extent,
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making this a promising strategy for the coutilization of glucose and xylose. Meanwhile,
237
the dependence of the PPD biosynthetic pathway on CCM decreased, facilitating the
238
coordination of cell growth and product synthesis.
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3.4 Overexpression of ERG10/ERG12/ERG13 for enhanced PPD production
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To improve the production of PPD, the mevalonate pathway (MVA) in strain GW6
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was upregulated by overexpression of the acetyl-CoA C-acetyltransferase (ERG10),
242
mevalonate kinase (ERG12) and hydroxymethylglutaryl-CoA synthase (ERG13) genes;
243
therefore, strain GW8 was obtained. In both glucose and mixed sugar fermentation, strain
244
GW8 exhibited a higher growth rate than GW6, but the xylose consumption rate decreased
245
slightly (Figure 3D). The titers of PPD under glucose and mixed sugar culture conditions
246
reached 17.91 mg/L and 14.48 mg/L, respectively (Figure 4A). In contrast, the yield of
247
PPD in mixed sugar fermentation reached 0.89 mg PPD/g mixed sugar, which was 1.97-
248
fold higher than that in glucose fermentation (0.45 mg PPD/g glucose) (Figure 4B). The
249
PPD titers and yields of strain GW8 were higher than those of strain GW6, especially in
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the glucose medium. These improvements were caused by the upregulation of the MVA
251
pathway, which led to enhancement of the acetyl-CoA metabolic flux toward the PPD
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biosynthesis pathway.
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However, when the expression of ERG10/ERG12/ERG13 improved, the growth rates
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of strain GW8 increased, whereas the xylose consumption rate decreased in mixed sugar
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fermentation. These results showed that overexpression of ERG10/ERG12/ERG13 did not
256
exert growth stress on the cells. The slight decrease in the xylose assimilation rate under
257
high cell density was likely due to the competition for NADPH between XR (in the xylose
258
assimilation pathway) and HMG-CoA reductase, as well as PPD synthase (in the PPD
259
biosynthetic pathway). Overall, this genetic perturbation was beneficial for PPD
260
production, resulting in a highly increased PPD yield under mixed sugar culture conditions.
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3.5 Reintroduction of xylose assimilation pathway for improvement of xylose
262
consumption rate and PPD production
263
Strain GW6 was constructed to produce PPD from mixed sugar, but the low rate of
264
xylose assimilation was a limitation for efficient PPD production. To facilitate xylose
265
metabolism, the xylose assimilation pathway genes XYL1/XYL2/TAL1 were reintroduced
266
into strain GW6 to obtain GW9. The engineered strain GW9 exhibited an improved cell
267
growth rate and xylose consumption rate. Approximately 15 g/L xylose was utilized in 96
268
h, which was greatly improved compared with the value observed for the GW6 strain
269
(Figure 3E). The titers of PPD under glucose and mixed sugar culture conditions reached
270
26.42 mg/L and 18.69 mg/L, respectively (Figure 4A). The PPD yield under mixed sugar
271
culture conditions was 0.77 mg PPD/g mixed sugar, which was 1.16-fold higher than that
272
under glucose fermentation (0.66 mg PPD/g glucose) (Figure 4B). Compared to the values 15
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obtained for strain GW6, the PPD titer and yield of GW9 were enhanced under both culture
274
conditions, which was likely due to the increased NADPH supply caused by the increase
275
in PPP flux. However, the improvement under glucose culture conditions was more
276
obvious than observed in mixed sugar fermentation, indicating competition for NADPH
277
between XR and PPD synthase. Therefore, increasing the NADPH supply was essential for
278
high-level production of PPD under mixed sugar culture conditions, which could benefit
279
xylose assimilation and PPD biosynthesis.
280
3.6 Enhancement of the NADPH supply via overexpression of the NADH kinase
281
POS5
282
In this study, it was found that NADPH is vital for xylose metabolism and PPD
283
production. In the xylose assimilation pathway, XR is NADPH dependent. Meanwhile, in
284
the PPD biosynthetic pathway, reactions catalyzed by HMG-CoA reductase
285
(HMG1/HMG2), squalene synthase (ERG9), and protopanaxadiol synthase (PPDS) all
286
require NADPH, especially HMG1/HMG2. To produce 1 molecule of PPD, at least 14
287
molecules of NADPH are required. To reduce the need for NADPH, NADH-dependent
288
HMGr (NADH-HMGr) from Silicibacter pomeroyi was induced as an alternative to HMG-
289
CoA reductase in strain GW6. However, the demand for NADPH was still not met in the
290
engineered strains. Consequently, the NADH kinase encoded by POS5, which
291
phosphorylates NADH into NADPH, was overexpressed in strain GW6, and strain GW10
292
was generated. Strain GW10 exhibited PPD titers of 26.52 mg/L and 50.78 mg/L in glucose 16
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and mixed sugar fermentation, respectively, which were 3.03-fold and 4.55-fold higher,
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respectively, than those in strain GW6 (Figure 4A). Furthermore, the yield of PPD under
295
mixed sugar culture conditions reached 2.06 mg PPD/g mixed sugar, which was 3.12-fold
296
higher than that under glucose fermentation (0.66 mg PPD/g glucose) (Figure 4B). In
297
contrast to other engineered strains, the improvement of the PPD titer of strain GW10 in
298
mixed sugar fermentation exceeded that in glucose fermentation, indicating that the
299
NADPH supply was a key factor for PPD production from xylose. Meanwhile, the increase
300
in the PPD titer and yield under glucose culture conditions suggested that the NADPH
301
supply was also insufficient in the glucose medium. These results showed that the redox
302
balance is essential for xylose metabolism and PPD production and that increasing the
303
NADPH supply great benefited isoprenoid production because of the NADPH-consuming
304
MVA pathway.
305
3.7 Production of PPD in shake flask cultivation
306
In this study, to evaluate the PPD production ability of the engineered strains, these
307
strains were fermented in shake flasks. When comparing the PPD titer of engineered strains
308
in glucose and mixed sugar fermentation, we found that only GW6 and GW10 exhibited
309
high PPD titers under mixed sugar culture conditions, not the other strains. The titers of
310
PPD under mixed sugar cultivation for engineered strains (GW6, GW7, GW8, GW9 and
311
GW10) were 1.28, 0.78, 0.81, 0.71 and 1.91 times of those acquired from glucose
312
fermentation. When the PPD yields under both culture conditions were compared, all the 17
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engineered strains exhibited high PPD yields in mixed sugar cultivation (Figure 4). In
314
mixed sugar fermentation, the PPD yields of engineered strains with different strategies,
315
namely GW6, GW7, GW8, GW9 and GW10, were 2.55-, 1.43-, 1.97-, 1.16- and 3.12-fold
316
higher than those obtained from glucose fermentation, respectively. Among these strains,
317
the best performing strain, namely, GW10, produced the highest titer and yield of PPD
318
compared to the other strains, with values of 50.78 mg/L and 2.06 mg PPD/g mixed sugar,
319
respectively. Furthermore, the cell growth rate and xylose consumption rate of strain GW10
320
were also the highest among all the engineered strains (Figure 3).
321
3.8 Batch fermentation of GW10 for PPD production in a 5-L bioreactor
322
To assess the potential of strain GW10 as a PPD producer, scale-up experiments were
323
implemented in a 5-L fermenter with a working volume of 2.5-L of medium for cultivating
324
strain GW10. Because a low concentration of glucose could enhance the xylose uptake rate
325
and provide cofactors in mixed substrate fermentation47, glucose and mixed sugar batch
326
fermentation was carried out (Figure 5). After 144 h of cultivation, the strain GW10
327
produced 152.37 mg/L PPD under mixed sugar culture conditions, which was 2.58-fold
328
higher than the value of 59.04 mg/L PPD obtained with glucose fermentation. The low
329
PPD production in glucose medium was likely due to the Crabtree effect. High
330
concentrations of glucose accelerate glycolysis, which results in the production of
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appreciable amounts of ATP via substrate-level phosphorylation48. This effect reduces the
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need for oxidative phosphorylation by the TCA cycle via the electron transport chain; 18
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therefore, respiratory metabolism is strongly repressed by fermentative metabolism, even
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in the presence of oxygen. Subsequently, pyruvate cannot enter the TCA cycle to be
335
converted into considerable amounts of ethanol, which would be detrimental for cell
336
growth and PPD production. However, the repression of respiratory metabolism was
337
alleviated during xylose metabolism because hardly any ethanol accumulated during mixed
338
sugar fermentation, indicating that the carbon flux toward ethanol was greatly reduced.
339
During mixed sugar fermentation, the PPD concentration in the broth reached a peak at 36
340
h, with a value of 101.02 mg/L. Then, the PPD concentration decreased and remained
341
constant at approximately 65 mg/L. However, as the fermentation proceeded, red
342
substances were produced and accumulated on the tank walls. After 144 h of fermentation,
343
these substances were collected and analyzed for PPD content, which reached 86.32 mg/L.
344
These findings demonstrated that mixed sugar fermentation was more suitable for the
345
production of PPD than glucose fermentation and had the potential to circumvent the
346
limitations associated with glucose fermentation. Mixed sugar fermentation is a promising
347
strategy for the production of specific acetyl-CoA-derived chemicals at a high conversion
348
rate and to overcome the bottleneck associated with glucose fermentation.
349
Conflicts of interest
350 351
The authors declare no conflicts of interest. Acknowledgment
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This work was financially supported by the National Natural Science Foundation of
353
China (no.21878220) and the Major Research Plan of Tianjin (no.16YFXTSF00460).
354
Supporting information
355
Table SI. All the primers used in this study.
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Table SII. Titers and yields of PPD in the engineered strains under different culture
357
conditions.
358
Figure S1. Technical route for strain construction.
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Figure S2. Comparison of fermentation performance between strains GW2 and GW3 in
360
xylose fermentation.
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Figure S3. Growth status of the engineered strains under mixed sugar culture conditions
362
in flasks.
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Figure S4. Xylose consumption of engineered strains under mixed sugar culture
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conditions in flasks.
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Figure S5. Fermentation performance of strain GW10 under glucose culture conditions in
366
a 5-L fermenter.
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Saccharomyces cerevisiae: role of the coenzyme specificity of xylose reductase, and effect of glucose on xylose utilization. Microbial Cell Factories 2010, 9, 16. 48. Thomson, J.; Gaucher, E.; Burgan, M. K., Dw; Li, T.; Aris, J.; Benner, S., Resurrecting ancestral alcohol dehydrogenases from yeast. Nature Genetics 2005, 37, 630-5.
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Figure 1 Overview of protopanaxadiol synthesis from xylose in engineered Saccharomyces cerevisiae strains. Purple words represent the xylose assimilation pathway; blue words represent the pentose phosphate pathway; black words represent the PDH bypass; green words represent the protopanaxadiol biosynthetic pathway; and red words represent genes upregulated in this study. XR, xylose reductase; XDH, xylitol dehydrogenase; XI, xylose isomerase; XK, xylulokinase; TKL, transketolase; TAL, transaldolase; PDC1/5/6, pyruvate decarboxylase; ALD6, aldehyde dehydrogenase; ACS2, acetyl-CoA synthetase; ERG10, acetyl-CoA Cacetyltransferase; ERG13, hydroxymethylglutaryl-CoA synthase; NADH-HMGr, NADHdependent hydroxymethylglutaryl-CoA reductase; ERG12, mevalonate kinase; ERG8, phosphomevalonate
kinase;
ERG19,
diphosphomevalonate
decarboxylase;
IDI1,
isopentenyl-diphosphate delta-isomerase; ERG20,farnesyl diphosphate synthase; ERG9, farnesyl-diphosphate
farnesyltransferase;
ERG1,
squalene
monooxygenase;
DS,
dammarenediol-II synthase; PPDS, protopanaxadiol synthase; ATR1, Arabidopsis thaliana NADPH-cytochrome P450 reductase. PPP, pentose phosphate pathway; F6P, fructose 6-phosphate; GAP, glyceraldehyde 3-phosphate; DHAP, dihydroxyacetone phosphate; HMG-CoA, hydroxymethylglutaryl-CoA; MVA, mevalonate; IPP, isopentenyl diphosphate; DMAPP, dimethylallyl diphosphate; FPP, farnesyl diphosphate; DMD,
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dammarenediol-II;
PPD,
protopanaxadiol.
xPK,
xylulose-5-phosphate
specific
phosphoketolase; PTA, phosphotransacetylase. Figure 2 Fermentation profiles of the engineered GW3 strain under mixed sugar culture conditions. Figure 3 Growth status and xylose consumption of the engineered strains during mixed sugar fermentation in flasks. (A) GW5, (B) GW6, (C) GW7, (D) GW8, (E) GW9, and (F) GW10 in SD medium with 10 g/L glucose and 30 g/L xylose. Symbols: upward-facing triangles, OD600; circles, xylose. Figure 4 Product titers and yields of the engineered strains in mixed sugar and glucose fermentation in flasks. The product of strain GW5 is DMD, and that of the other strains is PPD. Figure 5 Fermentation performance of strain GW10 under mixed sugar conditions in a 5L fermenter. Symbols: filled circles, OD600; filled downward-facing triangles, xylose; filled squares, PPD; open squares, DMD.
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Table 1 Strains used in this study Strains
Description
Source
W303-1a
{MATa ade2-1 ura3-1 his3-11,15 trp1-1 leu2-3,112 can1-100} XYL1 and XYL2 expression cassettes were integrated into the δ site of W303-1a Native promoter PXKS1 of XKS1 was replaced with strong the promoter PFBA1 in GW1 TAL1 and TAKL1 expression cassettes were integrated into the rDNA site of GW2 HIS3 and URA3 markers were deleted in GW3 by the Cre-expressing plasmid pSH47 DS, ERG1 and ERG9 expression cassettes were integrated into the rDNA site of GW4 ERG20, NADH-HMGr and PPDS-ATR1 expression cassettes were integrated into the rDNA site of GW5 xPK and PTA expression cassettes were integrated into the trp1 site of GW6 ERG10, ERG12 and ERG13 expression cassettes were integrated into the δ site of GW6 XYL1, XYL2 and TAL1 expression cassettes were integrated into the δ site of GW6 POS5 expression cassette was integrated into the trp1 site of GW6
Laboratory stock This study
GW1 GW2 GW3 GW4 GW5 GW6 GW7 GW8 GW9 GW10
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This study This study This study This study This study This study This study This study This study
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Figure 1
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Figure 3
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Figure 4
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Figure 5
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