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Enhanced #-Amyrin Synthesis in Saccharomyces cerevisiae by Coupling An Optimal Acetyl-CoA Supply Pathway Hu Liu, Jingjing Fan, Chen Wang, Chun Li, and Xiaohong Zhou J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.9b00653 • Publication Date (Web): 27 Feb 2019 Downloaded from http://pubs.acs.org on March 1, 2019
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Journal of Agricultural and Food Chemistry
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Enhanced β-Amyrin Synthesis in Saccharomyces cerevisiae by
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Coupling An Optimal Acetyl-CoA Supply Pathway
3 4 5
Hu Liu1a, Jingjing Fan1a, Chen Wanga, Chun Lia b, Xiaohong Zhoua*
6 7
aInstitute
8
Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 100081,
9
China
for Synthetic Biosystem, Department of Biochemical Engineering, School of
10
bKey
11
Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
Laboratory of Systems Bioengineering (Ministry of Education), School of
12 13 14
1These
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*Corresponding author.
16
E-mail address:
[email protected] (Xiaohong Zhou).
authors contributed equally to this article.
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ABSTRACT: β-Amyrin is a plant-derived triterpenoid skeleton with wide applications
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in food and medical industry. β-Amyrin biosynthesis in Saccharomyces cerevisiae is
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derived from mevalonate pathway with cytosolic acetyl-CoA as a precursor. In this
21
work, endogenous and several heterologous acetyl-CoA synthesis pathways were
22
coupled to β-amyrin production and a combinational acetyl-CoA supply route was
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demonstrated to be optimal due to more balanced redox cofactors, much lower energy
24
consumption and glucose utilization as well as significantly enhanced β-amyrin
25
production (200% increase than the original β-amyrin-producing strain). Further
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disruption of an acetyl-CoA competing pathway led to a 330% increase in β-amyrin
27
production as compared with the original strain. Finally, the engineered strain harboring
28
the optimal pathway configuration achieved a final β-amyrin production of 279.0±13.0
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mg/L in glucose fed-batch fermentation, which is the highest as ever reported. This
30
work provides an efficient platform for triterpenoid biosynthesis in Saccharomyces
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cerevisiae.
32 33
KEYWORDS:
Acetyl-CoA;
34
Saccharomyces cerevisiae
β-Amyrin;
Stoichiometric
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analysis;
Triterpenoid;
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Journal of Agricultural and Food Chemistry
INTRODUCTION
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Triterpenoids are highly diverse natural products widely distributed in plants with
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various biological activities.1, 2 For instance, glycyrrhizin, a triterpenoid extracted from
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licorice, is applied as medicine and natural sweetener due to its various pharmacological
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effects and strong sweetness.3 β-Amyrin is also a kind of triterpenoid with similar
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pharmacological activities as glycyrrhizin and serves as a key precursor to a wide range
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of triterpenoid products.4 As a low-abundant secondary metabolite, β-amyrin extraction
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from natural plants is usually low-yielding, and thus requires considerable consumption
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of natural sources.5 To circumvent the limitations of traditional extraction processes,
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metabolic engineering efforts have been made to achieve the production of many plant-
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derived valuable compounds using microorganisms.6-10 Although β-amyrin production
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in Escherichia coli (E. coli) has been reported, the productivity is extremely low11.
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Recently, several β-amyrin synthases from various plants have been identified and
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introduced in Saccharomyces cerevisiae (S. cerevisiae) for the construction of β-amyrin
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biosynthesis pathways.12-15
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β-Amyrin biosynthesis in engineered S. cerevisiae is derived from mevalonate (MVA)
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pathway with cytosolic acetyl-CoA as a precursor. Previous efforts to enhance β-amyrin
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production have generally focused on genetic modifications of the MVA pathway or its
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downstream section to increase the metabolic flux towards β-amyrin.6, 16 However, there
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remains a bottleneck in the supply of acetyl-CoA to MVA pathway. When it is relieved,
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β-amyrin production should be further enhanced.17 The commonly employed strategies
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for enhancing the supply of acetyl-CoA to MVA pathway have involved engineering a 3
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PDH bypass,18 introduction of the ATP-citrate lyase (ACL) pathway19 and functional
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expression of the pyruvate dehydrogenase complex in the cytosol.20-24 The
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overexpression of either acetyl-CoA synthetase or the ACL gene resulted in more than
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50% increase in cytosolic acetyl-CoA level and a significant improvement in squalene
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production.25 To reduce the energy cost of endogenous PDH bypass, Meadows et al.
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rewired the pathway to substitute the PDH-bypass and increased the cytosolic acetyl-
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CoA pool by combining several acetyl-CoA supply pathways, resulting in yeast
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fermentations that generate 15% v/v farnesene.26 Although these strategies have been
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demonstrated to enhance the acetyl-CoA level, they promoted the productions of acetyl-
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CoA-derived chemicals with varying degrees of success. Thus, choosing the best
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approach for acetyl-CoA supply from various alternatives to maximize β-amyrin
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production would be quite challenging as it requires a global analysis of the matching
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between precursor supply and product formation rather than just concentrating at one
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single point, like strengthened precursor supply.27
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Therefore, in this work, endogenous and various heterologous acetyl-CoA supply
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pathways were coupled to β-amyrin biosynthesis respectively in an engineered β-
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amyrin-producing S. cerevisiae strain (Figure 1) and a global analysis of their matching
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in terms such as energy, redox cofactor and product yield was performed. The obtained
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optimal acetyl-CoA synthesis pathway, combined with deletion of an acetyl-CoA
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competing pathway and glucose fed-batch fermentation, led to the highest β-amyrin
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production ever reported. Furthermore, the strategy of optimizing the precursor-supply
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pathway for specific product formation based on their matching relations in terms of
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energy, redox cofactor and yield is conducive for the design of efficient cell factories.
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MATERIALS AND METHODS
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Strain, media and yeast cultivation. S. cerevisiae strain SGib is a β-amyrin-
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producing strain constructed by our group and was used as the parent strain.6 The yeast
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strains were cultured and fermented at 30 ℃and 200 rpm in YPD medium consisting of
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10 g/L yeast extract (Merck Millipore), 20 g/L peptone (Difco) and 20 g/L glucose
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(Merck Millipore). For strain culture and activation, all the S. cerevisiae strains were
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first pre-cultured in 5 mL YPD medium for 20 hours and then inoculated into 50 mL
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fresh YPD medium at the ratio of 1:100 for 120 hours incubation. Fed-batch
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fermentations were carried out in a well-controlled 5-L bioreactor (Minifors,
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Switzerland) with a working volume of 3 L. The temperature was kept constant at 30 ℃
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and the air flow was 3 L/min (1 vvm) with agitation speed of 250 rpm. The pH was
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maintained at pH 6.0 by automatic addition of 5 M NH4OH. After 24 hours
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fermentation, 5 g/L glucose or ethanol was supplemented every 12 hours.
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Plasmids and strains construction. Genes of alcohol dehydrogenase (ADH),
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acetaldehyde dehydrogenase (ALD) and acetyl-CoA synthase (ACS) were cloned from
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S. cerevisiae strain SGib. E. coli pyruvate dehydrogenase complex (PDH) genes (aceE,
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aceF, lpd) and acetylating acetaldehyde dehydrogenase (A-ALD) gene (eutE) were
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obtained by polymerase chain reaction (PCR). The modified NADP-dependent PDH
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(PDHm) genes were acquired by replacing lpd gene with a variant lpdm which
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corresponds to five amino acid substitution identified for NADP binding.28 The lpdm 5
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gene was obtained by overlap extension PCR. Genes of ACL from Aspergillus nidulans,
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NADH-dependent HMG-CoA reductase variant (NADH-HMGr) from Silicibacter
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pomeroyi,
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phosphotransacetylase (PTA) from Clostridium kluyveri and the yeast promoter Pmini
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were chemically synthesized. Other yeast promoters and terminators used in this study
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were PCR-amplified from the genome of strain SGib. PCRs were conducted with a 30-
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cycle program: 98℃ for 1 min, 98 for 10s, 55℃ for 10 s, 72 ℃ for 1 min/kb, and a final
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extension at 72℃ for 5 min. PrimerSTAR DNA polymerase (Takara) was used
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according to the manufacturer's protocol. The gene expression cassettes as promoter–
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gene–terminator were assembled by Gibson assembler strategy and integrated into a
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plasmid or genome by homologous recombination.
phosphoketolase
(PK)
from
Leuconostoc
mesenteroides,
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The plasmid-based strain BA11 was constructed by cotransforming gene expression
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cassettes PMini-aceE-TSLM5, PGPD1-aceF-TTEF2 and PTPI1-lpdm-TADH1 together with
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linearized multicopy pRS42K plasmid into S. cerevisiae. For genomic integration of
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acetyl-CoA synthesis pathways, the HO locus was used. While for engineered strains
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with zwf1 deletion, acetyl-CoA synthesis pathways were integrated directly into the
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zwf1 locus. The selection marker cassette PTEF1-kanMX-TTEF1 was cotransformed and
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integrated into the corresponding genome locus. The plasmids and strains used in this
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study are summarized in Table S1. All the primers used for the construction of
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expression cassettes can be found in Table S2.
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Metabolite extraction and analysis. After cultivation for 120 h, 10 mL of yeast cell
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culture was centrifuged and the pellet obtained was resuspended in 10 mL of a fresh 6
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solution of 20% (w/v) KOH in 50% ethanol and boiled for 10 min to cell lysis. After
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cooling, the sample was extracted two times with equal volume of hexane. The hexane
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phase was evaporated and trimethylsilylated for gas chromatography-mass spectrometry
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(GC-MS) analysis of β-amyrin and ergosterol. GC-MS was performed on a GCMS-
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QP2010 Ultra (Shimadzu Scientific Instruments) equipped with a SH-Rxi-5Sil MS (30
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m×0.25 mm×0.25 μm, SHIMADZU, Japan) GC column. Compound separation was
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achieved with an injection temperature of 250 ℃ and a 30-min temperature gradient
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program starting at 80 ℃ for 1 min followed by heating the column to 280 ℃ at 20 ℃
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min-1 increase, holding at 280 ℃ for 15 min, reaching 300 ℃ at 20 ℃ min-1 increase
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and finally keeping at 300 ℃ for 5 min. The MS scan range acquired 45-450 m/z,
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helium flow rate was 1.0 mL/min, 1 μL sample was injected with 10:1 split stream
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mode. Peaks were identified by comparing the retention time and mass spectra with
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those of the authentic standards. β-Amyrin and ergosterol standards (Sigma-Aldrich)
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were also used for quantitative analysis. The GC-MS profiles of β-amyrin and
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ergosterol from engineered strain BA01 were exhibited in Figure S1. Furthermore, high-
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performance liquid chromatography (HPLC) was performed for the detection of glucose,
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ethanol, glycerol and acetic acid using a SHIMADZU HPLC system with an Aminex
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HPX-87H column (300 mm × 7.8 mm, Bio-Rad, Hercules, CA, USA) and a Waters
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2414 refractive index detector. The mobile phase was 5 mM H2SO4 and the flow rate
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was 0.5 mL/min. The column temperature was set at 55 ℃. In order to quantify the dry
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cell weight (DCW, g/L), the optical density (OD) of cultivation samples was determined
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at 600 nm in duplicates using a UV-1800 SHIMADZU UV spectrometer. DCW was
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calculated using an OD-DCW correlation: DCW/OD600=0.444.
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Determination of acetyl-CoA concentrations and NAD(P)H/NAD(P)+ ratios.
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Acetyl-CoA and redox cofactor measurements were conducted with the Acetyl-
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Coenzyme A Assay Kit (Solarbio, Beijing, China) and NAD(P)H/NAD(P)+
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Quantification Kit (Solarbio, Beijing, China) respectively. Briefly, yeast cells were
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collected at mid-log growth phase by centrifugation (12000 g, 2 min) and sonicated in
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extraction buffers for the release of intracellular metabolites. After centrifugation, the
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supernatants were analyzed according to the protocols provided by the manufacturer.
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The concentration of acetyl-CoA was the average of biological duplicates and
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normalized by the DCW.
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Quantitative PCR. The relative expression ratios of genes in engineered strains were
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determined via quantitative PCR (qPCR) according to the method described earlier with
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the housekeeping gene ACT1 as a reference.5 The qPCR analysis was performed at the
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LightCycler 96 system (Roche) using LightCycler SYBR Green I Master Kit (Roche).
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Primers used for qPCR are shown in Table S2.
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RESULTS AND DISCUSSION
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Overexpression of endogenous acetyl-CoA supply pathway to enhance β-amyrin
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production. β-Amyrin biosynthesis in yeast is derived from mevalonate pathway with
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cytosolic acetyl-CoA as a precursor. S. cerevisiae SGib is a β-amyrin-producing strain
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constructed by our group through introduction of a plant-derived β-amyrin synthase
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gene (GgbAS) and overexpression of several genes downstream of mevalonate (genes 8
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encoding isopentenyl diphosphate isomerase (IDI), farnesyl pyrophosphate synthase
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(ERG20), squalene synthase (ERG9) and squalene monooxygenase (ERG1)) for the
168
enhancement of β-amyrin production.6 In this study, we focus on an appropriate acetyl-
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CoA supply pathway coupling with β-amyrin synthesis for further improvement of β-
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amyrin production. Cytosolic acetyl-CoA in native S. cerevisiae is synthesized from
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PDH bypass or during ethanol re-oxidization via ADH, ALD and ACS. Overexpression
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of these enzymes in the pathway has been demonstrated to be capable of improving the
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acetyl-CoA level.29,
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overexpression in SGib to generate engineered strains BA01(ALD6+ACS1),
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BA02(ALD6+ACS2) BA03(ADH2) and BA04 (ADH2+ALD6+ACS1). In S. cerevisiae,
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ACS is encoded by two genes, ACS1 and ACS2. At high concentrations of glucose,
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ACS1 is transcriptionally repressed and ACS2 is constitutively expressed irrespectively
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of the kind of carbon source. However, ACS1 was shown to have a 30-fold higher
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affinity to acetate than ACS2.18 Therefore, ACS1 was chosen for overexpression in
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strain BA04. It is shown in Figure 2A that the production of β-amyrin in SGib was
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determined to be 3.1 ± 0.2 mg/g DCW. And the engineered strains BA01 to BA04
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showed improved β-amyrin productions but with limited extents, with BA04 showing
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the highest β-amyrin production of 4.4±0.2 mg/g DCW, 42% higher than that of SGib.
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Furthermore, ADH2 overexpression in strain BA03 led to a decreased biomass, which is
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probably caused by the accumulation of acetic acid (Figure 2B). A temporary acetic
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acid accumulation was also observed at 24 h in other engineered strains, which is
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probably due to the imbalance in the enzyme activities of ALD6 and ACS1/ ACS2.
30
Therefore, ALD6, ACS1/ACS2 and ADH2 were chosen for
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β-Amyrin synthesis from acetyl-CoA involves more than 10 distinct metabolic
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steps as shown in Table S3. The overall stoichiometry for β-amyrin production from
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acetyl-CoA is summarized in equation 1 of Table 1, which indicates that, besides large
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amounts of acetyl-CoA, high levels of ATP and NADPH are required in this energy-
192
intensive pathway to produce β-amyrin. The endogenous PDH bypass for acetyl-CoA
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synthesis is low efficient owing to the ATP-requiring reactions catalyzed by ACS (2
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ATP for one acetyl-CoA formation). Therefore, PDH bypass coupling with β-amyrin
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synthesis leads to equation 2 in Table 1, indicating a high energy input requirement (36
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ATP) for endogenous PDH bypass-coupled β-amyrin synthesis, which might explain the
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limited enhancing effect on β-amyrin production (almost 42% increase) despite the
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efforts on genetic perturbations for increasing metabolic flux from glucose to acetyl-
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CoA. Owing to the low efficiency of endogenous PDH bypass, several heterologous
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acetyl-CoA biosynthesis pathways with lower energy input requirement were
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introduced in SGib subsequently to couple with β-amyrin production for a better match.
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Introduction of heterologous acetyl-CoA supply routes to couple with β-amyrin
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synthesis. The first heterologous acetyl-CoA synthesis pathway introduced in SGib was
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ACL route, which converts the TCA cycle intermediate citrate to acetyl-CoA at the cost
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of one ATP molecule,31 implying a more energy-efficient pathway than native PDH
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bypass. However, the resulting strain BA05 (ACL) did not show an improved β-amyrin
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production. While the supplementation of citrate to the medium increased β-amyrin
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level with the highest production of 4.2 ± 0.4 mg/g DCW at 1 g/L citrate addition,
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almost 36% higher than that of SGib (Figure 3). By contrast, citrate supplementation did 10
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not show any enhancing effect on β-amyrin production in SGib. These results indicate
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that the limited improvement in flux to β-amyrin synthesis is probably due to the
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insufficient citrate supply to ACL in cytosol of yeast as citrate generated in TCA cycle
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needs to be exported out of mitochondria. Although mitochondrial engineering has been
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attempted for enhancing the export of mitochondrial citrate to the cytosol,20 it is still a
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complicated task. And considering the high cost of citrate supplementation, it is not an
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ideal option to employ ACL pathway for β-amyrin production from an industrial point
217
of view.
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In contrast to ATP-dependent PDH bypass and ACL pathways, the E. coli PDH
219
possesses the function of converting pyruvate to acetyl-CoA without ATP involvement.
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The PDH pathway coupling to β-amyrin synthesis generates equation 3 in Table 1.
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Although ATP is not needed, equation 3 demonstrates the requirement of large amounts
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of NADPH for the synthesis of β-amyrin with concomitant release of NADH. Due to
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the lack of transhydrogenase activity for interconverting NADH to NADPH directly in
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yeast,32 this imbalance between NADPH consumption and NADH generation might
225
lead to inefficient β-amyrin production. To address this redox imbalance, a strategy of
226
changing the cofactor specificity of enzyme was employed.33 The native E. coli PDH is
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NAD-dependent and a modified PDH (PDHm) that accepts NADP for acetyl-CoA
228
production was reported recently to alter the intracellular NADPH/NADP+ ratio.34
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Accordingly, PDH was replaced by PDHm to rebalance the redox cofactors (equation 4,
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Table 1). Furthermore, the PDH-coupled β-amyrin synthesis (equation 3) is an NADPH-
231
consuming reaction while the PDHm-coupled β-amyrin synthesis (equation 4) implies an 11
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NADPH-producing process and needs NADP+ to get into the reaction. Therefore,
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further deletion of zwf1 gene encoding an NADP+-dependent enzyme would lead to
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NADP+ accumulation and ensure sufficient NADP+ supply to PDHm. Based on the
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stoichiometric analysis above, engineered strains BA06 (PDH), BA07 (PDHm) and
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BA08 (PDHm+△zwf1) were constructed. It is shown in Figure 4A that the introduction
237
of PDH or PDHm alone did not show any enhancing effects on β-amyrin production,
238
while the combination of PDHm and zwf1 deletion in BA08 increased the level of β-
239
amyrin, 61% higher than that of SGib strain. To explore what was driving those
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differences, the transcriptional expression of PDH or PDHm in the engineered strains
241
were investigated and displayed in Figure 4B. It is interesting to note that BA08 with
242
the combination of PDHm introduction and zwf1 deletion showed a much higher PDHm
243
expression level than BA06 and BA07. Since PDH and PDHm were expressed in BA06
244
and BA07 respectively under the control of the same promoter, zwf1 deletion was
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further conducted in strain BA06 (PDH) and the PDH expression level was tested to
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examine whether zwf1 deletion had an impact on the promoter of PDH(m). The obtained
247
strain BA09, however, did not exert a higher PDH expression level (Figure 4B),
248
indicating that zwf1 deletion made no difference to the promoter. The zwf1gene encodes
249
glucose-6-phosphate dehydrogenase involved in pentose phosphate pathway and is a
250
main source for NADPH generation in S. cerevisiae. In a recent study by Gold et al., the
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deletion of zwf1 gene was performed to create an NADPH deficiency and force the cell
252
to couple its growth to tyrosine production via overexpression of an NADP-dependent
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prephenate dehydrogenase.35 Moreover, it was reported that NADPH deficiency in S. 12
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cerevisiae with zwf1 gene disruption can result in methionine auxotrophy and increased
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sensitivity to oxidizing agents. While overexpression of NADP-dependent ALD6 gene
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can restore the Met+ phenotype of the △ zwf1 strain.36 Enlightened by these, we
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speculated that the enhanced PDHm expression in BA08 was due to the NADPH
258
deficiency associated with zwf1 deletion. To confirm this, the intracellular
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NADPH/NADP+ ratios in engineered strains were tested. It is observed in Figure 4C
260
that, compared with SGib, the overexpression of NADH-generating PDH in BA06
261
exerted minimal impact on NADPH/NADP+ ratio, while the overexpression of
262
NADPH-generating PDHm in BA07 increased the NADPH/NADP+ ratio from 0.63 ±
263
0.03 to 0.72 ± 0.05. zwf1 deletion in BA06 (PDH) resulted in BA09 and produced a
264
much reduced NADPH level. Similarly, zwf1 deletion in SGib resulted in BA10, which
265
also displayed a significant decrease in NADPH level, demonstrating that zwf1 deletion
266
led to NADPH deficiency. However, the combination of zwf1 deletion with NADPH-
267
generating PDHm introduction in BA08 restored much of the NADPH level (Figure 4C),
268
indicating that the high PDHm expression level in BA08 was probably due to the
269
metabolic regulation in cells for redox balance in response to NADPH deficiency
270
associated with zwf1 deletion. Although zwf1 deletion led to a higher PDHm expression
271
level and a promoted β-amyrin production, the overexpression of PDHm in multicopy
272
plasmid pRS42K (BA11) did not show a significant enhancing effect on β-amyrin
273
production probably due to NADP+ deficiency in S. cerevisiae. Additionally, BA10 with
274
zwf1 deletion alone did not produce an enhanced β-amyrin production. Based on these
275
results, it is suggested that the PDHm overexpression should be coupled to sufficient 13
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NADP+ supply caused by zwf1 deletion or other engineering strategies. This
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combination could enable the PDH pathway operating at its maximum efficiency and
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boost the PDH-dependent flux for β-amyrin production .
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Besides the discussed pathways above, an alternative route through expression of PK
280
and PTA was shown to shunt carbon flux through the pentose phosphate pathway and
281
contribute to acetyl-CoA production in S. cerevisiae.37,
282
pathways, the PK and PTA (PK/PTA) pathway is attractive as it represents a higher
283
attainable yield due to the absence of NADH generation.39 However, the PK/PTA
284
pathway requires ATP, which inspires researchers to propose the integration of PK/PTA
285
pathway with other ATP-independent acetyl-CoA supply routes.39 Recently, the
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PK/PTA pathway was combined with an ATP-independent A-ALD pathway for
287
enhancing β-farnesene production.26 Therefore, in this study we investigated the effect
288
on β-amyrin production of this combinational strategy, which includes expression of a
289
xylulose-5-phosphate (X5P)-specific PK (xPK) and a PTA to provide a route from X5P
290
to acetyl-CoA along with A-ALD expression to catalyze the conversion of acetaldehyde
291
to acetyl-CoA. Moreover, the native NADPH-dependent HMGr was replaced with an
292
NADH-specific version to rebalance the redox cofactors between A-ALD pathway and
293
β-amyrin synthesis. Five engineered strains BA12 (PK/PTA), BA13 (A-ALD), BA14
294
(A-ALD+NADH-HMGr),
295
ALD+NADH-HMGr) were constructed to examine the effects of single pathway
296
introduction and the combination of them on β-amyrin production (Figure 5A). It is
297
shown that introduction of either PK/PTA or A-ALD pathway in strain BA12 and BA13
BA15
(NADH-HMGr)
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Compared with other
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led to remarkably reduced biomass when compared with SGib. The replacement of
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native NADPH-dependent HMGr with an NADH-specific variant in BA14 led to
300
rebalanced redox cofactors (equation 5, Table 1) and a dramatically improved biomass
301
(Figure 5A), implying redox imbalance to be the major cause of cell growth repression.
302
To confirm this, the intracellular NADH/NAD+ ratios in engineered strains were tested.
303
Compared with SGib, the introduction of A-ALD pathway in BA13 caused a
304
remarkable increase in NADH level. Nevertheless, the combination of A-ALD with
305
NADH-dependent HMGr in BA14 restored the NADH level and rebalanced redox
306
cofactors. Another engineered strain BA15 with only NADH-HMGr overexpression in
307
genome of SGib at HO site showed a sharp decrease in NADH level and a disrupted cell
308
growth, further verifying that the growth repression effect of BA13 was due to affected
309
energy metabolism associated with the redox imbalance. For BA12 harboring the
310
PK/PTA pathway, the split of carbon from the glycolytic pathway to the pentose
311
phosphate pathway might contribute to its growth attenuation. A biomass reduction of S.
312
cerevisiae expressing the PK pathway was also observed in previous studies.37, 40
313
Although the introduction of PK/PTA or A-ALD pathway alone did not effectively
314
improve β-amyrin synthesis, the combination of them along with NADH-HMGr
315
introduction in BA16 exhibited a remarkable enhancing effect on β-amyrin production
316
(9.3 ± 0.5 mg/g DCW), almost 200% higher than that of SGib (Figure 5A). As the
317
PK/PTA pathway doesn't produce NADH, it is a high-carbon-yield pathway but with
318
ATP consumption (equation 6, Table 1). While the A-ALD pathway is ATP-
319
independent and could produce NADH (equation 3, Table 1), which can be reoxidized 15
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by respiration to provide ATP for PK/PTA pathway.39 Therefore, the combination of
321
these two pathways makes them complement each other to achieve an integral acetyl-
322
CoA synthesis route where a portion of NADH generated in A-ALD pathway is
323
supplied to NADH-HMGr and the surplus NADH is reoxidized to provide ATP for
324
PK/PTA pathway and downstream β-amyrin synthesis. When the ATP supply from
325
excess NADH reoxidation just matches the ATP consumption, a highest yield is
326
attained (equation 7, Table 1). In this optimal scenario, the distributions of acetyl-CoA
327
synthesis between PK/PTA and A-ALD pathways are required to be 40% and 60%
328
respectively (P/O ratio assumed to be 141). Although it is difficult to achieve the precise
329
distributions between these two pathways, the engineered strain BA16 which harbors
330
the combinational pathway still displayed the best performance in β-amyrin
331
biosynthesis among all the engineered strains, indicating a perfect match between this
332
integrative acetyl-CoA supply pathway and β-amyrin production.
333
After optimization of acetyl-CoA supply pathway for β-amyrin production, the
334
glyoxylate shunt was disrupted in BA16 to further remove an acetyl-CoA competing
335
pathway. The corresponding genes, MLS1 and CIT2, encode malate synthase and
336
peroxisomal citrate synthase, which are key enzymes in the glyoxylate shunt. However,
337
MLS1 deletion in BA16 resulted in a repressed cell growth (data not shown). While
338
CIT2 deletion in BA16 generated BA17 strain, which showed a further 42% increase in
339
β-amyrin production than BA16 and a nearly 330% increase than SGib (Figure 6A).
340
However, CIT2 deletion in SGib did not increase β-amyrin production (data not shown),
341
which is inconsistent with the result of BA17. Since the glyoxylate shunt shows 16
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minimal activity during growth on glucose and is predominantly active during growth
343
on C2 compounds such as ethanol and acetate, the physiological performances of BA16
344
and SGib were tested and it is observed that BA16 exhibited a higher accumulation of
345
glycerol, ethanol and acetic acid than SGib (Figure S2), indicating a higher glyoxylate
346
shunt activity in strain BA16. Therefore, CIT2 deletion in BA16 produced a more
347
obvious effect than that on SGib strain.
348
Comparison of various acetyl-CoA supply pathways for coupling with β-amyrin
349
synthesis. For further analysis of the coupling between various acetyl-CoA supply
350
pathways and β-amyrin synthesis, the engineered strains harboring different acetyl-CoA
351
supply routes for β-amyrin synthesis were compared for β-amyrin and ergosterol
352
production. Herein, the level of ergosterol was followed for monitoring the flux
353
branched from 2, 3-oxidosqualene towards sterol pathway (Figure 1), which is a
354
competing pathway against triterpenoid synthesis. As can be seen in Figure 6A,
355
different acetyl-CoA supply routes displayed different enhancing effects on β-amyrin
356
production and yield with the combinational PK/PTA and A-ALD pathway showing the
357
highest production of 9.3±0.2 mg/g DCW and yield of 2.2±0.2 mg/g glucose. On the
358
basis of this optimal acetyl-CoA supply route, further CIT2 deletion achieved a β-
359
amyrin production of 13.2 ± 0.1 mg/g DCW and yield of 3.5 ± 0.2 mg/g glucose.
360
Moreover, The optimal strain BA17 dramatically boosted β-amyrin production (330%
361
increase) but did not cause a significant increase in ergosterol level (27% increase). To
362
investigate whether the optimal β-amyrin production may result from the maximum
363
acetyl-CoA supply, the intracellular acetyl-CoA levels were measured in engineered 17
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strains (Figure 6B). It is observed that all the acetyl-CoA levels were improved in
365
engineered strains but with different degrees. Notably, the maximum acetyl-CoA level
366
does not correspond to the optimal β-amyrin production. Therefore, it is speculated that,
367
besides precursor supply, an optimal matching between precursor supply and product
368
formation should also play a crucial role for product accumulation in microbial cell
369
factories.
370
The stoichiometry for converting glucose to β-amyrin at chemical limit is 7C6H12O6
371
→ C30H50O+12CO2+17H2O, which indicates that the theoretical maximum yield of β-
372
amyrin on glucose is 0.338 g/g glucose, consistent with the value reported earlier.42
373
With the native PDH bypass for acetyl-CoA supply, the high ATP cost (36 ATP,
374
equation 2, Table 1) is a major factor limiting the attainable yield of β-amyrin. Even
375
when all 18 NADH generated are used for reoxidation to provide ATP (P/O ratio
376
assumed to be 141), additional glucose is needed for respiratory dissimilation to generate
377
the remaining 18 ATP, which limits the attainable yield of β-amyrin to only 0.234 g/g
378
glucose (Table 2). When ATP-independent PDH or A-ALD route for acetyl-CoA
379
supply is used, the NADH/NADPH imbalance becomes a risk. Due to the absence of
380
ATP consumption, all 36 NADH generated (equation 3, Table 1) are reoxidized to
381
provide ATP for biomass formation, whereas the required 14 NADPH (equation 3,
382
Table 1) are generated from a large additional flux through pentose phosphate pathway,
383
both of which lead to an even lower attainable yield (0.232 g/g glucose) than PDH
384
bypass. The replacement of PDH with PDHm or combination of A-ALD and NADH-
385
HMGr alleviates the redox imbalance and significantly reduces or even eliminates the 18
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NADPH demand from pentose phosphate pathway (equation 4 and 5), leading to much
387
higher attainable yields of β-amyrin (0.263 and 0.257 g/g glucose) than those of PDH
388
and A-ALD pathways. The absence of NADH generation makes PK/PTA pathway
389
achieve the highest attainable yield (0.275 g/g glucose) among all the single pathway-
390
coupled β-amyrin biosynthesis. Whereas the high ATP cost (24 ATP, equation 6, Table
391
1) restrains it from fitting perfectly with the same energy-intensive downstream
392
pathway for β-amyrin synthesis (equation 1, Table 1). Through combination of PK/PTA
393
and A-ALD pathways together with NADH-HMGr, the ATP consumption in PK/PTA
394
pathway is satisfied by the reoxidation of NADH generated in A-ALD pathway, leading
395
to an overall pathway of glucose conversion to β-amyrin with an even higher attainable
396
yield (0.296 g/g glucose), more balanced redox cofactors and a much lower ATP
397
consumption than any single pathway-coupled β-amyrin synthesis (Table 2, highlighted
398
in red). Therefore, this combinational acetyl-CoA supply pathway was demonstrated to
399
be optimal for β-amyrin synthesis and finally boosted β-amyrin production to its
400
maximum level. All the acetyl-CoA supply routes attempted in this study (except for
401
ACL pathway) were listed in Table 2 for comparisons of ATP, redox cofactors and
402
glucose consumption as well as attainable β-amyrin yield, which clearly indicate the
403
limitations and genetic manipulation targets for each acetyl-CoA supply pathway to
404
couple with β-amyrin production.
405
Fed-batch fermentation. To explore the highest performance of the optimal β-
406
amyrin-producing strain (BA17), fed-batch fermentations were performed in a 5 L
407
fermentator containing 3 L medium based on glucose or ethanol feeding. After 24 hours 19
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fermentation, 6 g/L ethanol or 5 g/L glucose was supplemented at the fixed speed every
409
12 hours. Figure 7 displays the time courses of β-amyrin production in BA17 and SGib.
410
For SGib strain, the ethanol feed mode was more efficient than glucose fermentation,
411
achieving a β-amyrin production of 102.9±8.9 mg/L with a productivity of 0.86±0.07
412
mg/(L·h). While for BA17 strain, glucose fermentation was far more efficient than
413
ethanol fermentation for producing β-amyrin. As is shown in Figure 1, for PK/PTA
414
pathway, the substrate is xylulose-5-phosphate which is derived only from glucose.
415
While for A-ALD pathway, the substrate is acetaldehyde which can be derived from
416
either glucose by glycolytic reaction or ethanol by ADH2-catalyzed reaction. Therefore,
417
when using ethanol as the sole carbon source, only the A-ALD pathway can be utilized
418
for acetyl-CoA formation. While glucose utilization can activate the PK/PTA and A-
419
ALD pathways simultaneously and make them complement each other, leading to an
420
appropriate flux distribution under the optimal pathway configuration. Furthermore, it is
421
noted in Figure 7 that glucose utilization did not cause the increase of ergosterol
422
accumulation, demonstrating a product-dependent effect of the optimal acetyl-CoA
423
supply pathway, which directed flux to β-amyrin production instead of sterol pathway.
424
As a result, the engineered strain BA17 produced β-amyrin of 279.0±13.0 mg/L with a
425
productivity of 3.32±0.15 mg/(L·h), almost 2.9- and 3.3-fold higher than those of SGib
426
strain, and nearly two folds of the highest β-amyrin production ever reported earlier.6
427
Additionally, in glucose fed-batch fermentation mode, strain BA17 achieved a β-amyrin
428
yield of 4.65±0.22 mg/g glucose, 34% higher than that obtained in batch fermentation
429
without glucose feeding. 20
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The aim of this research was to screen an appropriate acetyl-CoA supply pathway for
431
β-amyrin production. It has been demonstrated that a combinational acetyl-CoA supply
432
route was optimal when coupled with β-amyrin synthesis due to more balanced redox
433
cofactors, much lower energy consumption and glucose utilization as well as
434
significantly enhanced β-amyrin production (200% increase than the original β-amyrin-
435
producing strain). After disruption of an acetyl-CoA consuming pathway, the
436
engineered strain containing the combinational pathway achieved a final β-amyrin
437
production of 279.0 ± 13.0 mg/L in glucose fed-batch fermentation, which is the
438
maximum production ever reported. This research settled the problem that the mismatch
439
between precursor supply and β-amyrin biosynthesis limits β-amyrin production in
440
engineered S. cerevisiae, leading to a deeper understanding for design of efficient cell
441
factories.
442 443
ACKNOWLEDGMENT
444
This work was supported by the National Science Foundation of Distinguished
445
Young Scholars of China (21425624) and the National Natural Science Foundation of
446
China (Nos. 21476026 and 21706012).
447 448
449
Supporting Information
450 451
ASSOCIATED CONTENT
Plasmids and strains used in this study; primers applied for DNA assembly and qPCR; reactions involved in β-amyrin biosynthesis; and part of experimental results 21
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(fermentation data of engineered strains, GC-MS analysis of β-amyrin and ergosterol,
453
batch cultivation results of SGib and BA16). This material is available free of charge on
454
the ACS Publications website.
455 456
457
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Q., New Triterpenoid Saponins from Green Vegetable Soya Beans and Their Anti-Inflammatory
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[2] Pérez, A. J.; Pecio, Ł.; Kowalczyk, M.; Kontek, R.; Gajek, G.; Stopinsek, L.; Mirt, I.;
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Oleszek, W.; Stochmal, A., Triterpenoid Components from Oak Heartwood (Quercus robur)
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[4] Seki, H.; Ohyama, K.; Sawai, S.; Mizutani, M.; Ohnishi, T.; Sudo, H.; Akashi, T.; Aoki, T.;
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[5] Zhou, J.; Du, G.; Chen, J., Novel fermentation processes for manufacturing plant natural
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[6] Genlin, Z.; Qian, C.; Jingzhu, L.; Baiyang, L.; Jun, L.; Chun, L., Refactoring β‐amyrin
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Caption to Figures: Figure 1. Overview of various acetyl-CoA supply pathways coupling to β-amyrin production in engineered S. cerevisiae. Overexpressed genes in endogenous acetyl-CoA synthesis pathway are shown in red. The heterologous acetyl-CoA synthesis pathways introduced in this study are shown in pink, blue and green. Among them, PK, PTA and A-ALD constitute a combinational pathway for acetylCoA synthesis. The genes CIT2 and MLS1 involved in an acetyl-CoA consuming pathway are shown in yellow for deletion. The solid and dotted arrows indicate single and multiple steps, respectively. ADH2, alcohol dehydrogenase gene; ALD6, acetaldehyde dehydrogenase gene; ACS, acetyl-CoA synthase gene; ACL, ATPcitrate lyase gene from Aspergillus nidulans; PDH, genes of pyruvate dehydrogenase complex from E. coli; PDHm, modified NADP-dependent PDH gene; PK, phosphoketolase gene from Leuconostoc mesenteroides; PTA, phosphotransacetylase gene from Clostridium kluyveri; A-ALD, acetylating acetaldehyde dehydrogenase gene from E. coli; NADH-HMGr, NADH-dependent HMG-CoA reductase variant gene from Silicibacter pomeroyi;
CIT2, citrate
synthase gene; MLS1, malate synthase gene. Figure 2. β-Amyrin production (A) and acetic acid accumulation (B) in engineered strains overexpressing endogenous acetyl-CoA synthesis pathway. All the strains were cultured in YPD medium for 120 hours. t-tests were conducted to evaluate the statistical significance at a p < 0.05. The asterisk shows a statistical
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significance between SGib and engineered strains. Error bars represent standard deviations of three replicates. Figure 3. β-Amyrin production in engineered strain BA05 harboring the heterologous ACL pathway for acetyl-CoA synthesis with and without citrate supplementation. The strains were cultured in YPD medium for 120 hours. t-tests were conducted to evaluate the statistical significance at a p<0.05. The asterisk shows a statistical significance between SGib and the engineered strain. Error bars represent standard deviations of three replicates. Figure 4. β-Amyrin production (A), relative expression level of PDH(m) (B) and intracellular NADPH/NADP+ ratio (C) in engineered strains harboring the heterologous PDH(m) pathway for acetyl-CoA synthesis. All the strains were cultured in YPD medium for 120 hours. t-tests were conducted to evaluate the statistical significance at a p<0.05. The asterisk shows a statistical significance between SGib and engineered strains. Error bars represent standard deviations of three replicates. Figure 5. β-Amyrin production (A) and intracellular NADH/NAD+ ratio (B) in engineered strains harboring the heterologous PK/PTA and A-ALD pathways for acetyl-CoA synthesis. All the strains were cultured in YPD medium for 120 hours. t-tests were conducted to evaluate the statistical significance at a p < 0.05. The asterisk shows a statistical significance between SGib and engineered strains. Error bars represent standard deviations of three replicates.
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Figure 6. β-Amyrin production and yield on glucose, ergosterol accumulation (A), and intracellular acetyl-CoA level (B) in engineered strains harboring different acetylCoA supply pathways. All the strains were cultured in YPD medium for 120 hours. Error bars represent standard deviations of three replicates. Figure 7. β-Amyrin production of engineered strain BA17 in 5 L bioreactor by ethanol (A) and glucose (B) fed-batch fermentations. β-Amyrin production of SGib was taken as a control. Samples from three biological replicates were taken every 12 h for product quantification. The error bars indicate standard deviations.
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Table 1 Overall reaction stoichiometry for the formation of 1 mole of β-amyrin from acetyl-CoA or glucose by various acetyl-CoA supply pathways. No.
Pathway
Reaction stoichiometry
1
β-amyrin synthesis
18Acetyl-CoA+14(NADPH+H+)+18ATP+6H2O=C30H50O
from acetyl-CoA
(β-amyrin) +18CoA+14NADP++18(ADP+Pi)+6CO2
PDH bypass
9C6H12O6+18NAD++4NADP++36ATP+24H2O=C30H50O
2
(β-amyrin)+18(NADH+H+)+4(NADPH+H+)+ 36(ADP+Pi)+24CO2 3
PDH or A-ALD
9C6H12O6+14(NADPH+H+)+36NAD+=C30H50O (βamyrin)+ 14NADP++36(NADH+H+)+24CO2+12H2O
4
PDHm
9C6H12O6+18NAD++4NADP+=C30H50O (β-amyrin)+ 18(NADH+H+)+4(NADPH+H+)+24CO2 +12H2O
5
6
A-ALD+NADH-
9C6H12O6+2(NADPH+H+)+24NAD+=C30H50O (β-amyrin)
HMGr
+2NADP++ 24(NADH+H+)+24CO2+12H2O
PK/PTA
6C6H12O6+14(NADPH+H+)+24ATP=C30H50O (β-amyrin)+ 14NADP++24(ADP+Pi)+6CO2+6H2O
7
PK/PTA+ A-
7.8C6H12O6+2(NADPH+H+)+9.6NAD++9.6ATP=C30H50O
ALD+NADH-
(β-amyrin)+2NADP++9.6(NADH+H+) + 9.6(ADP+Pi)+
HMGr
16.8CO2+ 9.6H2O
(combinational pathway)
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Table 2 Comparison of various acetyl-CoA supply pathways for coupling with β-amyrin production in terms of ATP, redox cofactors (NADH/NADPH) and glucose consumption as well as attainable β-amyrin yield.a Minimum mols required per mol βamyrin Pathway ATP
NADH NADPH b
b
Maximum theoretical performance
Glucose c
Attainable yield (g/g glucose) d
Chemical limit
0
0
0
7
0.338
PDH bypass
18
0
-4
10.1
0.234
PDH or A-ALD
0
-36
14
10.2
0.232
PDHm
0
-18
-4
9.0
0.263
A-ALD+NADH-
0
-24
2
9.2
0.257
24
0
14
8.6
0.275
0
0
2
8.0
0.296
HMGr PK/PTA PK/PTA+AALD+NADHHMGr (combinational pathway) a
The demands for ATP, NADH/NADPH and glucose are theoretical values obtained
from reaction stoichiometries. The ATP requirement is preferentially met by oxidation of NADH generated. And additional ATP demand or surplus NADH not needed for ATP generation is provided. b The
negative values represent amount of NADH or NADPH generated.
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c
For calculation of glucose demand, additional glucose needed for respiratory
dissimilation to provide ATP and metabolism through pentose phosphate pathway to generate NADPH was also considered. The stoichiometries for glucose dissimilation to provide one NADPH and one ATP were assumed to be 0.061 and 0.086 respectively. d
Theoretical values calculated according to glucose demand.
Figure 1
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Figure 2
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Figure 3
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Figure 4
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Figure 5
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Figure 6
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Figure 7
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TOC Graphic
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