- Open Access
A toolset of constitutive promoters for metabolic engineering of Rhodosporidium toruloides
- Luísa Czamanski Nora1, 2, 3View ORCID ID profile,
- Maren Wehrs2, 3, 4,
- Joonhoon Kim2, 5,
- Jan-Fang Cheng6, 8,
- Angela Tarver6, 8,
- Blake A. Simmons2, 3,
- Jon Magnuson2, 5,
- Miranda Harmon-Smith6,
- Rafael Silva-Rocha1,
- John M. Gladden2, 3, 7,
- Aindrila Mukhopadhyay2, 3, 8View ORCID ID profile,
- Jeffrey M. Skerker8, 9Email author and
- James Kirby2, 3, 7Email author
© The Author(s) 2019
- Received: 1 April 2019
- Accepted: 24 June 2019
- Published: 29 June 2019
Rhodosporidium toruloides is a promising host for the production of bioproducts from lignocellulosic biomass. A key prerequisite for efficient pathway engineering is the availability of robust genetic tools and resources. However, there is a lack of characterized promoters to drive expression of heterologous genes for strain engineering in R. toruloides.
This data describes a set of native R. toruloides promoters, characterized over time in four different media commonly used for cultivation of this yeast. The promoter sequences were selected using transcriptional analysis and several of them were found to drive expression bidirectionally. Promoter expression strength was determined by measurement of EGFP and mRuby2 reporters by flow cytometry. A total of 20 constitutive promoters (12 monodirectional and 8 bidirectional) were found, and are expected to be of potential value for genetic engineering of R. toruloides.
A set of robust and constitutive promoters to facilitate genetic engineering of R. toruloides is presented here, ranging from a promoter previously used for this purpose (P7, glyceraldehyde 3-phosphate dehydrogenase, GAPDH) to stronger monodirectional (e.g., P15, mitochondrial adenine nucleotide translocator, ANT) and bidirectional (e.g., P9 and P9R, histones H3 and H4, respectively) promoters. We also identified promoters that may be useful for specific applications such as late-stage expression (e.g., P3, voltage-dependent anion channel protein 2, VDAC2). This set of characterized promoters significantly expands the range of engineering tools available for this yeast and can be applied in future metabolic engineering studies.
- Bidirectional promoters
- Metabolic engineering
- Synthetic biology
- Fluorescent reporters
- Promoter characterization
With the aim of replacing many petrochemical-derived fuels and chemicals with renewable alternatives, the field of metabolic engineering is moving towards the development of microbial hosts that use lignocellulosic biomass as feedstocks for bioproduction. The oleaginous, carotenogenic yeast Rhodosporidium toruloides (also known as Rhodotorula toruloides) is a promising host for sustainable bioproduction due to its innate capacity to efficiently utilize both hexoses and pentoses present in lignocellulosic biomass, as well as its capacity to grow on lignin derived intermediates and aromatics, such as p-coumaric acid and ferulic acid . So far, much of the work on metabolic engineering or bioproduct formation in R. toruloides has focused on lipid accumulation [2, 3]. However, the high lipid content indicates a suitability for applications to any acetyl-CoA-derived product, from fatty alcohols, terpenes and methyl ketones to TCA-cycle derived products, with many applications such as fuels, chemicals, and pharmaceuticals [1, 4–7].
To improve prospects for more advanced metabolic engineering in this fungal host, the development of robust genetic tools and resources is an immediate priority . A major need on the tools front is for efficient and stable promoters to express genes of interest and selection markers. A growing branch of synthetic biology involves the pursuit and improvement of standard parts that are reliable, orthogonal and robust for non-conventional hosts [9, 10]. A small selection of promoters has already been characterized to modulate expression of heterologous genes in R. toruloides, the majority of them being metabolite-responsive promoters rather than constitutive [8, 11–14]. While promoters that are responsive to certain metabolites are valuable tools, a toolset of well characterized constitutive promoters remains necessary to explore the full potential of strain engineering. In this context, functional bidirectional promoters would be a valuable addition to the toolset, since they can be convenient for optimization of multi-gene pathways.
The most common method used for transformation of R. toruloides is Agrobacterium tumefaciens-mediated transformation (ATMT), a useful strategy for genomic integration of heterologous genes but is a laborious and time-consuming process [15, 16]. For this work, a high-efficiency chemical transformation method was adopted from a protocol developed for Saccharomyces cerevisiae  to streamline the engineering workflow for R. toruloides. RNA sequencing analysis was performed to select promoters from R. toruloides that are likely to result in high- and medium-level constitutive expression. Several of these promoters were predicted to be bidirectional. The aim of this study was to characterize native R. toruloides promoters by monitoring expression of two fluorescent reporters in four different media over a cultivation period of 7 days. Of the set of promoters tested, several appear to be good candidates for driving heterologous expression in this host, thus expanding the toolset available for genome editing.
Construction and characterization of promoter library
The workflow from construction of expression constructs to promoter analysis by flow cytometry is shown in Fig. 1. Each construct was flanked by 1 kb sequences homologous to the R. toruloides CAR2 gene, which encodes a bifunctional phytoene/lycopene synthase [11, 12]. Disruption of the CAR2 gene through homologous recombination results in white colonies due to lack of carotenoid production (Fig. 1b). Three confirmed transformants for each construct were inoculated into 24-deep-well plates containing LB medium, grown overnight, and then sub-cultured into the various test media at a starting OD600 of 0.05. One rich medium (YPD) and three defined media (SD supplemented with 1% glucose, 1% xylose, or 1% of each sugar) were selected to represent typical media compositions  to culture R. toruloides (Fig. 1c).
To select appropriate time points for reporter fluorescence measurements, we monitored optical density at 600 nm (OD600) and measured extracellular sugars by high performance liquid chromatography (HPLC) in all four media. Representative data, for the parental strain, R. toruloides IFO0880 ∆ku70 and a strain harboring reporter construct P14, can be found in Additional file 2: Figure S2 and Additional file 3: Figure S3, respectively. Samples were collected at 8, 24, 48, 96 and 168 h for measurement of reporter fluorescence by flow cytometry. For constructs containing bidirectional promoters, fluorescence of both reporters was measured simultaneously.
Correlation of mRuby2 and EGFP expression
Promoter P1, P12, and P29 expressed EGFP at significantly higher levels than mRuby2. This could suggest a composability effect, in which contextual effects such as the mRNA secondary structure surrounding the ATG is less favorable for EGFP than for mRuby2 [18–20]. The benchmark promoter P7 (GAPDH) expressed mRuby2 at higher levels than EGFP in strains grown in YPD medium or SD with 1% xylose, indicating that expression levels from this promoter may be less predictable in certain media. Most of the strongest promoters, including P4, P9, P10, P14, P15, P17, P18 and P27, produce similar levels of EGFP and mRuby2 fluorescence, and are recommended for metabolic engineering needs.
The lack of standard parts that can be reliably used for genetic manipulation is often a bottleneck in metabolic engineering studies involving non-model microbial hosts. The aim of this study was to find and characterize a collection of promoters to support reliable gene expression in the fungal host R. toruloides. We selected 29 R. toruloides promoters, based on transcriptomics studies, and examined them in four different media over 7 days using a dual-reporter system.
PGAPDH is one of the most widely used promoters for engineering a variety of yeasts, including R. toruloides, where it was employed for expression of heterologous terpene synthases . However, 13 of the promoters investigated in this study were found to be stronger than PGAPDH, under the majority of conditions (Figs. 2 and 4). Several of these promoters are currently in use for engineering production of various bioproducts in R. toruloides, and reports on their utility are anticipated in the near future. The first of these reports on the use of promoters P14 and P15 to produce the non-ribosomal peptide, indigoidine, at titers approaching 3 g/L from a sorghum lignocellulosic hydrolysate .
Temporal changes in promoter strength can be an important factor in guiding their selection for pathway engineering. Under control of several of the promoters, reporter fluorescence reaches its maximum early (at 8 or 24 h) and then diminishes over time or drops to a lower but stable level (Figs. 2 and 4). Interestingly, this occurs for two of the strongest promoters, P15 (ANT) and P9 (histone H3) when strains are cultured in YPD medium, but not in the SD media. This is likely due to the cells reaching stationary phase significantly faster in YPD compared to SD media (Additional file 2: Figure S2 and Additional file 3: Figure S3). In contrast, expression from promoters P3 (voltage-dependent anion channel protein 2, VDAC2) and P6 (unknown function) increases over time under some conditions. These two promoters may be useful for applications where late expression of a protein is desired (e.g., generation of metabolic products that are inhibitory to growth or consumed during log phase).
Correlation of fluorescence from EGFP and mRuby2 at the 48 h suggests that most of the promoters express both reporter genes at similar rates, suggesting a reasonable level of composability, with a few exceptions (Fig. 6). A similar analysis of fluorescence from the two reporters driven by promoter P9, which includes every time point and growth medium, indicates that the expression level of the two reporters is similar under all conditions for this promoter (Additional file 4: Figure S4).
Promoters from R. toruloides that were posited to have medium or strong transcriptional activity in both directions were also investigated. Bidirectional promoters can reduce design and assembly complexity and also help keep DNA construct sizes within reasonable limits, a useful feature when engineering multigene pathways [21–23]. Of the 14 promoters that were predicted to be bidirectional according to RNA-sequencing data (P1, P2, P8, P9, P11, P12, P13, P19, P21, P22, P24, P25, P28 and P29) fluorescence of both reporters was detected for 8 of them, indicating bidirectional transcription (Fig. 4). Expression in the forward and reverse directions from the strongest bidirectional promoter pairs (P9/P9R, P12/P12R and P19/P19R) is balanced (Figs. 4 and 5), a feature that should prove valuable for metabolic engineering applications where equal expression of two genes is sought. Each of these three promoters drives expression of two genes that are closely related in function. Promoters P9 and P9R, the bidirectional pair natively responsible for expression of histones 3 and 4, respectively (Additional file 5: Table S1), was shown to be the strongest promoter of the entire collection, under most conditions.
Promoters P6, P9, P10, P12, P14 and P15 contain introns in their predicted 5ʹ UTRs, a feature often associated with increased promoter strength. Introns can increase transcript levels by affecting the rate of transcription, nuclear export, transcript stability and even mRNA translation . In S. cerevisiae it was shown that intronic sequences had a positive impact on expression of ribosomal proteins, both transcriptionally and post-transcriptionally .
So far, there have been three reports of relatively constitutive promoters for use in R. toruloides, totaling a set of eight promoters: GAPDH (also called GPD1), FBA1, PGK1, PGL1, TPI1, LDP1, ACC1 and FAS1 [11, 12, 14, 15]. Since normalization of the reporter genes used to characterize these promoters differs between these studies, it is challenging to compare strength of these promoters with the collection presented here.
Synthetic biology studies often rely heavily on the fine-tuning of gene expression levels, to achieve a metabolic balance and a high product titer, rate and yield [5, 10, 26, 27]. Despite the on-going expansion of characterized promoters for use in synthetic biology, the construction of non-native production pathways with predictable outcome remains challenging and requires further characterization. Yet, the majority of engineering work to date performed to date in R. toruloides has relied on random-integration strategies such as ATMT [1, 2, 15, 16], that offer little control over integration locus or copy number. The strong promoters characterized in this work will complement the recent development of CRISPR technology for R. toruloides, allowing for site-specific integration while maintaining high expression rates .
RNA sequencing data was found to be a useful starting point for identification of R. toruloides promoters that can be used for heterologous expression. The collection of 12 monodirectional and 8 bidirectional native promoters presented in this work is the largest promoter set published for R. toruloides, including the first bidirectional promoters reported for this organism. Among these were 13 promoters that are stronger than the benchmark GAPDH promoter, the most commonly used promoter for yeasts. This characterized promoter set expands the R. toruloides genetic toolbox and is likely to be valuable for future metabolic engineering efforts in this promising host.
Media and growth conditions
Synthetic defined (SD) medium was made using Difco yeast nitrogen base (YNB) with ammonium sulfate and without amino acids (Becton, Dickinson & Co., Sparks, MD) and complete supplemental mixture (CSM; Sunrise Science Products, San Diego, CA), following manufacturer’s directions. Lysogeny broth (LB) was made using Difco LB (Miller) mixture (Becton, Dickinson & Co.) and yeast peptone dextrose (YPD) medium was made as normal, including 2% peptone, 1% yeast extract (Becton, Dickinson & Co.) and 2% glucose. Xylose and glucose were from Sigma-Aldrich (St. Louis, MO).
For the promoter studies, all 60 R. toruloides IFO0880 ∆ku70 strains (the parent strain, 58 strains containing promoter constructs, a ∆car2 control strain) were inoculated into 24-deep-well plates containing 2 mL of LB (Miller) and grown overnight at 30 °C with shaking at 200 rpm. These cultures were then used to inoculate (at a 1:100 dilution) four different media in 24-deep-well plates: SD 1% xylose, SD 1% glucose, SD 1% xylose plus 1% glucose, and YPD. These cultures were grown to exponential phase overnight at 30 °C with shaking at 200 rpm and were then used to inoculate 3 mL of identical media in 24-deep-well plates at a starting OD600 of 0.05. These cultures were grown for 7 days at 30 °C in a shaker at 200 rpm with samples taken every 8, 24, 48, 96 and 168 h.
Strains and plasmid construction
The parent strain for all work described here is R. toruloides IFO0880 harboring a deletion for the non-homologous end joining (NHEJ) gene, KU70, to facilitate a higher proportion of site-specific integration events in each transformation (Fig. 1a) . R. toruloides strain IFO0880 ∆ku70, a haploid strain, was used for transformations to favor homologous recombination. Strains and plasmids used in this study are available upon request through the Joint BioEnergy Institute Strain Registry (https://public-registry.jbei.org/). Gene synthesis and plasmid construction were performed by Joint Genome Institute (JGI) and two constructs were designed for each promoter so that it was positioned between EGFP and mRuby2 coding sequences in both directions. Constructs also contain a Nourseothricin acetyltransferase (nat1) cassette, conferring resistance to Nourseothricin, and homology regions corresponding to the CAR2 locus. A schematic representation of the expression cassette built for integration into R. toruloides genome can be seen in Fig. 1 and selected promoters and their combined annotations can be seen in Additional file 5: Table S1.
RNA-sequencing was performed at the Joint Genome Institute and used to identify a set of promoters that drive high or medium expression in different media including SD medium with 2% glucose (NCBI Accession SRP183741, SRP183740, SRP183739), and M9 minimal medium with added trace elements and 2% glucose (NCBI Accession SRP164139, SRP164140, SRP164141) or 10 mM p-coumaric acid (NCBI Accession SRP164142, SRP164143, SRP164144). Another dataset was generated at the University of California, Berkeley and included in the analysis (NCBI Accession GSE128360), which consists of samples grown in YNB minimal medium with 3% glucose and different carbon to nitrogen ratios (7 mM ammonium chloride or 168 mM ammonium chloride), and a library made of pooled samples grown in several media including YNB medium with different carbon sources (glucose, xylose, glycerol, or glutamate) and YPD medium with different conditions (growth phase, osmolarity, temperature, and oxygen availability). Sequenced reads were trimmed and filtered using BBTools (https://jgi.doe.gov/data-and-tools/bbtools/), mapped to IFO0880 genome sequence using HISAT2 , mapped reads were assigned to genes using featureCounts , and read counts were used to calculate Fragments Per Kilobase of transcript per Million mapped reads (FPKM). High expression was defined as log2 of the mean FPKM values above 10, and medium expression was defined as log2 of the mean FPKM values between 8 and 10. In order to select promoters among these that resulted in relatively constitutive expression, 20 genes with the lowest variance across different growth conditions were selected. Subsequently, promoter regions of high and medium expression genes were selected for testing, spanning 1 kb of upstream sequence or a shorter distance in cases where an upstream CDS was identified. In some cases, the predicted promoter region of a selected gene was cut short by an upstream CDS on the opposite strand and was annotated as a putative bidirectional promoter.
R. toruloides transformation
Plasmids were purified from E. coli DH10B strains using a QIAprep plasmid miniprep kit (Qiagen, Redwood City, CA, USA) and digested with PvuII (FastDigest, Thermo Scientific, Waltham, MD, USA) to release each construct from the vector backbone (with exception of constructs 5, 14, 18, 34, 43 and 47 that were amplified by PCR using Phusion High Fidelity DNA Polymerase (Thermo Scientific, Waltham, MD, USA) since they had PvuII sites inside their promoter sequences). The transformation method was adapted from Gietz . R. toruloides IFO0880 ∆ku70 strain was inoculated into 10 mL of YPD and incubated overnight at 30 °C with shaking at 200 rpm. Then, the culture was diluted to an OD600 of 0.2 in fresh YPD and incubated at 30 °C on a shaker at 200 rpm until it reached an OD600 of 0.8. The cultures were harvested, centrifuged at 3000×g for 10 min, washed once with 5 mL of water and then resuspended in 1 mL 100 mM lithium acetate (pH 7.5) (LiAc) in 1.7 mL tubes. The cells were centrifuged again and the LiAc was removed. Next, the transformation mixture was added, consisting of 240 µL PEG 4000 (50% w/v), 36 µL 1.0 M LiAc (pH 7.5), 10 µL single-stranded salmon sperm DNA (10 mg/mL) and 5 µg of the transforming DNA in 74 µL of water. After mixing by vortexing, cells were incubated at 30 °C for 30 min. Subsequently, 34 µL DMSO was added and cells were heat shocked at 42 °C for 15 min. Cells were then centrifuged at 7200 rpm in a microfuge and the supernatant was removed by pipetting. Cells were resuspended in 1.5 mL YPD, transferred to culture tubes, and allowed to recover overnight at 30 °C at 200 rpm. The cells were plated in YPD agar plates containing 100 µg/mL of Nourseothricin Sulfate (G-Biosciences, St. Louis, MO) and incubated at 30 °C for 2 days. The plates were then stored at 4 °C for 2 days to differentiate the white from orange colonies. For each construct, at least three independent transformants were grown overnight in YPD and tested for fluorescence by flow cytometry (Fig. 1b).
High-throughput flow cytometry experiments were performed using the Accuri C6 flow cytometer equipped with an autosampler (BD Accuri™ RUO Special Order System, Becton, Dickinson and Company, New Jersey, USA). All fluorescence measurements were performed on biological triplicates. A total of 30,000 events were recorded at a flow rate of 35 μL/min and a core size of 16 μm for each sample. Both fluorescent proteins were excited at 488 nm, EGFP emission was detected at 530 nm and mRuby2 emission was detected at 675 nm. Data acquisition was performed as described in the Accuri C6 Sampler User’s Guide. The acquired data was analyzed in the FlowJo® software (Becton, Dickinson & Company), where populations were gated and the median of all fluorescence curves were obtained.
For the fluorescence values, the median value of each fluorescence curve of each replicate was extracted using FlowJo®. The mean of the triplicates was calculated from the median values, as well as the standard deviation (STD) and the coefficient of variation (CV). The CVs of all promoters were normalized to a scale of 0 to 1. The resulting means were then divided by the mean fluorescence of the negative control ∆car2 to normalize all samples in relation to background fluorescence on the EGFP and mRuby2 channels. The resulting normalized values were then transformed to log2 values represented in the figures as Relative Fluorescence Units (RFU). Heatmaps were assembled using Multiple Experiment Viewer (MeV), where promoters were clustered by hierarchical clustering using Euclidean distance as the distance metric selection through average linkage clustering. The remaining graphs were created using GraphPad Prism® (GraphPad Software, San Diego, CA), also used to calculate linear regression as needed.
Growth rate experiments
For growth rate experiments, strains were grown in the same conditions as the fluorescence measurement experiments. Samples were taken at 0, 8, 24, 48, 96 and 168 h after inoculation. OD600 was monitored using a SpectraMax Plus 384 spectrophotometer (Molecular Devices, San Jose, CA, USA).
High performance liquid chromatography (HPLC) analysis
Sugars were quantified on an Agilent Technologies 1200 series HPLC (Agilent Technologies, Santa Clara, CA, USA) equipped with an Aminex HPX-87H column (BioRad, Hercules, CA) as described previously . Samples were filtered through 0.45 µm filters (VWR, Visalia, CA, USA) before injection of 5 µL of each sample onto the column. Sugars were monitored by a refractive index detector, and concentrations were calculated by integration of peak areas and comparison to standard curves for the compounds of interest.
The authors would like to thank Samuel Coradetti for sharing RNA sequencing data, Di Liu and Gina Geiselman for the helpful comments and Sophie Comyn for assistance with confocal microscopy of R. toruloides. Strains and plasmids are available in The Joint BioEnergy Institute Inventory of Composable Elements (JBEI-ICE) at https://public-registry.jbei.org/folders/437.
LCN was funded by São Paulo Research Foundation (FAPESP) Research Internship Abroad (BEPE) Scholarship number 2018/02227-6 and RSR was funded by São Paulo Research Foundation (FAPESP) Young Investigator Award 2012/22921-8. This work conducted by the Joint BioEnergy Institute was supported by the Office of Science, Office of Biological and Environmental Research, of the U.S. Department of Energy under contract DE-AC02-05CH11231 with Lawrence Berkeley National Laboratory. The United States Government retains and the publisher, by accepting the article for publication, acknowledges that the United States Government retains a non-exclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to do so, for United States Government purposes. The Department of Energy will provide public access to these results of federally sponsored research in accordance with the DOE Public Access Plan (http://energy.gov/downloads/doe-public-access-plan). The work conducted by the U.S. Department of Energy Joint Genome Institute, a DOE Office of Science User Facility, is supported by the Office of Science of the U.S. Department of Energy under contract DE-AC02-05CH11231 with Lawrence Berkeley National Laboratory.
JMG and JMS and conceived the project. MW, JaK, LCN, and AM designed the experiments. LCN performed the experiments, data analysis and wrote the manuscript. JoK performed the RNA sequencing analysis. JFC, AT, and MHS constructed all plasmids. JaK, JMS, JoK, MW, AM, RSR, JMG, and BAS critically revised the manuscript. All authors read and approved the final manuscript.
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The authors declare that they have no competing interests.
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- Yaegashi J, Kirby J, Ito M, Sun J, Dutta T, Mirsiaghi M, et al. Rhodosporidium toruloides: a new platform organism for conversion of lignocellulose into terpene biofuels and bioproducts. Biotechnol Biofuels. 2017;10:1–13.View ArticleGoogle Scholar
- Zhang S, Ito M, Skerker JM, Arkin AP, Rao CV. Metabolic engineering of the oleaginous yeast Rhodosporidium toruloides IFO0880 for lipid overproduction during high-density fermentation. Appl Microbiol Biotechnol. 2016;100:9393–405.View ArticleGoogle Scholar
- Wang Y, Zhang S, Zhu Z, Shen H, Lin X, Jin X, et al. Systems analysis of phosphate-limitation-induced lipid accumulation by the oleaginous yeast Rhodosporidium toruloides. Biotechnol Biofuels. 2018. https://doi.org/10.1186/s13068-018-1134-8.View ArticlePubMedPubMed CentralGoogle Scholar
- Yuan J, Ching CB. Mitochondrial acetyl-CoA utilization pathway for terpenoid productions. Metab Eng. 2016;38:303–9. https://doi.org/10.1016/j.ymben.2016.07.008.View ArticlePubMedGoogle Scholar
- Campbell K, Xia J, Nielsen J. The impact of systems biology on bioprocessing. Trends Biotechnol. 2017;35:1156–68. https://doi.org/10.1016/j.tibtech.2017.08.011.View ArticlePubMedGoogle Scholar
- Park YK, Nicaud JM, Ledesma-Amaro R. The engineering potential of Rhodosporidium toruloides as a workhorse for biotechnological applications. Trends Biotechnol. 2017;36:304–17. https://doi.org/10.1016/j.tibtech.2017.10.013.View ArticlePubMedGoogle Scholar
- Wehrs M, Gladden JM, Liu Y, Platz L, Prahl J-P, Moon J, et al. Sustainable bioproduction of the blue pigment indigoidine: expanding the range of heterologous products in R. toruloides to include non-ribosomal peptides. Green Chem. 2019;21:3394–406.View ArticleGoogle Scholar
- Johns AMB, Love J, Aves SJ. Four inducible promoters for controlled gene expression in the oleaginous yeast Rhodotorula toruloides. Front Microbiol. 2016;7:1–12.View ArticleGoogle Scholar
- Nora LC, Westmann CA, Martins-Santana L, de Alves LF, Monteiro LMO, Guazzaroni ME, et al. The art of vector engineering: towards the construction of next-generation genetic tools. Microb Biotechnol. 2018;12(1):125–47.View ArticleGoogle Scholar
- Martins-Santana L, Nora LC, Sanches-Medeiros A, Lovate GL, Cassiano MHA, Silva-Rocha R. Systems and synthetic biology approaches to engineer fungi for fine chemical production. Front Bioeng Biotechnol. 2018;6:1–18. https://doi.org/10.3389/fbioe.2018.00117/full.View ArticleGoogle Scholar
- Liu Y, Mei C, Koh J, Ngoh ST, Ji L. Engineering an efficient and tight d-amino acid-inducible gene expression system in Rhodosporidium/Rhodotorula species. Microb Cell Fact. 2015;14:1–16.View ArticleGoogle Scholar
- Liu Y, Koh CMJ, Ngoh S Te, Ji L. Erratum: Engineering an efficient and tight d-amino acid-inducible gene expression system in Rhodosporidium/Rhodotorula species. [Microb Cell Fact. 2015; 14:170] https://doi.org/10.1186/s12934-015-0357-7. Microb Cell Fact. 2017;16:1–16.
- Wang Y, Lin X, Zhang S, Sun W, Ma S, Zhao ZK. Cloning and evaluation of different constitutive promoters in the oleaginous yeast Rhodosporidium toruloides. Yeast. 2016;33:99–106.View ArticleGoogle Scholar
- Liu Y, Yap SA, Koh CMJ, Ji L. Developing a set of strong intronic promoters for robust metabolic engineering in oleaginous Rhodotorula (Rhodosporidium) yeast species. Microb Cell Fact. 2016;15:1–9.View ArticleGoogle Scholar
- Liu Y, Koh CMJ, Sun L, Hlaing MM, Du M, Peng N, et al. Characterization of glyceraldehyde-3-phosphate dehydrogenase gene RtGPD1 and development of genetic transformation method by dominant selection in oleaginous yeast Rhodosporidium toruloides. Appl Microbiol Biotechnol. 2013;97:719–29.View ArticleGoogle Scholar
- Lin X, Wang Y, Zhang S, Zhu Z, Zhou YJ, Yang F, et al. Functional integration of multiple genes into the genome of the oleaginous yeast Rhodosporidium toruloides. FEMS Yeast Res. 2014;14:547–55.View ArticleGoogle Scholar
- Gietz RD. Yeast transformation by the LiAc/SS carrier DNA/PEG method. Methods Mol Biol. 2014;1163:33–44.View ArticleGoogle Scholar
- Mutalik VK, Guimaraes JC, Cambray G, Lam C, Christoffersen MJ, Mai Q, et al. Precise and reliable gene expression via standard transcription and translation initiation elements. Nature Methods. 2013;10(4):354–60.View ArticleGoogle Scholar
- Kosuri S, Goodman DB, Cambray G, Mutalik VK, Gao Y. Composability of regulatory sequences controlling transcription and translation in Escherichia coli. Proc Natl Acad Sci USA. 2013;110(34):14024–29.View ArticleGoogle Scholar
- Goodman DB, Church GM, Kosuri S. Causes and effects of N-terminal codon bias in bacterial genes. Science. 2013;342:475–9.View ArticleGoogle Scholar
- Vogl T, Kickenweiz T, Pitzer J, Sturmberger L, Weninger A, Biggs BW, et al. Engineered bidirectional promoters enable rapid multi-gene co-expression optimization. Nat Commun. 2018;9:3589. https://doi.org/10.1038/s41467-018-05915-w.View ArticlePubMedPubMed CentralGoogle Scholar
- Xu Z, Camblong J, Wei W, Gagneur J, Perocchi F, Clauder-Münster S, et al. Bidirectional promoters generate pervasive transcription in yeast. Nature. 2009;457:1033.View ArticleGoogle Scholar
- Neil H, Malabat C, Aubenton-carafa Y, Xu Z, Steinmetz LM, Jacquier A. Widespread bidirectional promoters are the major source of cryptic transcripts in yeast. Nature. 2009;457:1038–42. https://doi.org/10.1038/nature07747.View ArticlePubMedGoogle Scholar
- Shaul O. How introns enhance gene expression. Int J Biochem Cell Biol. 2017;91:145–55.View ArticleGoogle Scholar
- Hoshida H, Kondo M, Kobayashi T, Yarimizu T, Akada R. 5′-UTR introns enhance protein expression in the yeast Saccharomyces cerevisiae. Appl Microbiol Biotechnol. 2017;101(1):241–51.View ArticleGoogle Scholar
- Hwang HJ, Lee SY, Lee PC. Engineering and application of synthetic nar promoter for fine-tuning the expression of metabolic pathway genes in Escherichia coli. Biotechnol Biofuels. 2018;11:1–13. https://doi.org/10.1186/s13068-018-1104-1.View ArticleGoogle Scholar
- Venayak N, Anesiadis N, Cluett WR, Mahadevan R. Engineering metabolism through dynamic control. Curr Opin Biotechnol. 2015;34:142–52. https://doi.org/10.1016/j.copbio.2014.12.022.View ArticlePubMedGoogle Scholar
- Otoupal PB, Ito M, Arkin AP, Magnuson JK. Multiplexed CRISPR-Cas9 based genome editing of Rhodosporidium toruloides. mSphere. 2019;4(2):e00099-19.View ArticleGoogle Scholar
- Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nat Methods. 2015;12:357. https://doi.org/10.1038/nmeth.3317.View ArticlePubMedPubMed CentralGoogle Scholar
- Liao Y, Smyth GK, Shi W. FeatureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics. 2014;30:923–30.View ArticleGoogle Scholar
- Reider Apel A, Mukhopadhyay A, Keasling JD, Ouellet M, Szmidt-Middleton H. Evolved hexose transporter enhances xylose uptake and glucose/xylose co-utilization in Saccharomyces cerevisiae. Sci Rep. 2016;6:1–10. https://doi.org/10.1038/srep19512.View ArticleGoogle Scholar