Abstract
In industry, the yeast Rhodotorula mucilaginosa is commonly used for the production of carotenoids. The production of carotenoids is important because they are used as natural colorants in food and some carotenoids are precursors of retinol (vitamin A). However, the identification and molecular characterization of the carotenoid pathway/s in species belonging to the genus Rhodotorula is scarce due to the lack of genomic information thus potentially impeding effective metabolic engineering of these yeast strains for improved carotenoid production. In this study, we report the isolation, identification, characterization and the whole nuclear genome and mitogenome sequence of the endophyte R. mucilaginosa RIT389 isolated from Distemonanthus benthamianus, a plant known for its anti-fungal and antibacterial properties and commonly used as chewing sticks. The assembled genome of R. mucilaginosa RIT389 is 19 Mbp in length with an estimated genomic heterozygosity of 9.29%. Whole genome phylogeny supports the species designation of strain RIT389 within the genus in addition to supporting the monophyly of the currently sequenced Rhodotorula species. Further, we report for the first time, the recovery of the complete mitochondrial genome of R. mucilaginosa using the genome skimming approach. The assembled mitogenome is at least 7,000 bases larger than that of Rhodotorula taiwanensis which is largely attributed to the presence of large intronic regions containing open reading frames coding for homing endonuclease from the LAGLIDADG and GIY-YIG families. Furthermore, genomic regions containing the key genes for carotenoid production were identified in R. mucilaginosa RIT389, revealing differences in gene synteny that may play a role in the regulation of the biotechnologically important carotenoid synthesis pathways in yeasts.
Keywords: Rhodotorula mucilaginosa, Carotenoid, Phylogenomics, Endophyte, Next-generation sequencing, Chew sticks mitogenome, Distemonanthus benthamianus
Introduction
Rhodotorula mucilaginosa is a common saprophytic fungus that is a part of the Basidiomycota phylum. The organism is typically found in soils, lakes, ocean water, milk and fruit juice (Wirth & Goldani, 2012). Of the numerous species in the genus Rhodotorula, only Rhodotorula mucilaginosa, Rhodotorula glutinis, and Rhodotorula minuta have been known to be pathogenic to humans (Wirth & Goldani, 2012; Zaas et al., 2003). Despite being categorized as an opportunistic and emerging pathogen, R. mucilaginosa from natural environments appear to possess interesting biological traits ranging from indole acetic acid production (plant growth-promoting), bacterial quorum sensing signal degradation (quorum quenching) to carotenoid production (Ghani et al., 2014; Ignatova et al., 2015; Libkind, Brizzio & Broock, 2004). Despite its genomic potential, resources for R. mucilaginosa are surprisingly scarce in public database. To date, the only genomic resource publicly available for this species is from R. mucilaginosa strain C2.5t1 that was isolated from the seeds of the cacao plant in Cameroon (Deligios et al., 2015). Beyond the NCBI database, another genome of R. mulaginosa (strain ATCC58901) can be found in the JGI portal (https://genome.jgi.doe.gov/Rhomuc1/Rhomuc1.home.html) but a user account is required to access the genome.
Carotenoid production in fungi has been suggested as a natural mechanism to protect against photo-oxidative damage in light-intensive environments, given the known antioxidant property of these lipid-soluble pigments as attributed to their chemical structure (Avalos & Carmen Limon, 2015; Cerdá-Olmedo, 1989; Echavarri-Erasun & Johnson, 2002). The biosynthetic pathway of beta-carotene from phytoene has been elucidated in fungal species based on cDNA cloning and enzymatic characterization and was shown to require two major proteins namely, a dehydrogenase and a bifunctional enzyme, encoding both cyclase and phytoene synthase activities (Sanz et al., 2011; Verdoes et al., 2003). Leveraging on the ease of mutant screening based on visual inspection, the carotenoid pathway in the genus Rhodotorula has been conveniently selected for the development of genetic manipulation tool in Rhodotorula (Abbott et al., 2013; Koh et al., 2014; Sun et al., 2017) despite the biotechnological significance of this pathway in Rhodotorula (Cutzu et al., 2013; Davoli, Mierau & Weber, 2004; Libkind, Brizzio & Broock, 2004; Marova et al., 2012; Taccari et al., 2012). The heterologous expression of a 3-hydroxy-3-methylglutaryl coenzyme A reductase from Saccharomyces cerevisiae substantially increased carotenoid production in R. mucilaginosa strain KC8 (Wang et al., 2017), indicating the potential of metabolic engineering as alternative and/or complementary approach to growth condition optimization (Cutzu et al., 2013; Davoli, Mierau & Weber, 2004; Marova et al., 2012) for improving carotenoid production in Rhodotorula species.
The plant Distemonanthus benthamianus is a semi-deciduous perennial tree commonly found in second-growth forests in Nigeria, Cameroon and Ghana (Adeniyi, Obasi & Lawal, 2011). D. benthamianus is of interest given that the plant is used as chewing sticks for dental and oral hygiene by members of Yoruba community in Nigeria. A relatively recent study showed that extracts from the bark of the stems exhibit bactericidal activity against Staphylococcus aureus and Streptococcus mutans, two bacteria that are often associated with skin and dental infections, respectively (Adeniyi & Odumosu, 2012).
In this study, an initial screen for endophytic bacteria that are resistant to the extracts of D. benthamianus led to the isolation of a pink-pigmented strain subsequently identified as a fungal strain belonging to the species Rhodotorula mucilaginosa. Given the intriguing property of this fungal species and its lack of genomic resources, we sequenced its whole genome on the Illumina platform and performed comparative genomic analysis to gain insight into the carotenoid biosynthetic pathway of this species and more generally the genus Rhodotorula. Notably, we also recovered the complete mitochondrial genome of R. mucilaginosa, the first for its species and the second for its genus, using genome skimming approach.
Materials and Methods
Strain isolation
Two grams of internal tissue obtained from surfaced sterilized stem of Distemonanthus benthamianus plant was used to inoculate 25 mL of half strength tryptic soy broth (TSB) medium and grown overnight at 30 °C. Microorganisms were isolated by plating 100 µL of 10 fold serial dilutions from 10−5–10−10 of the overnight culture on half strength tryptic soy agar.
Scanning electron microscopy (SEM)
To fix the organism, 100 µL of cells from 10−7 dilution from an overnight grown culture was suspended in 3% glutaraldehyde in 0.1 M phosphate buffer pH 7.2 for 30 min. Following fixing, the cells were washed three times and pelleted in sterile water followed by a secondary fixation in 2% osmium tetroxide (in H20) for 30 min. The cells were washed three more times in sterile water followed by dehydration of the cells in 25%, 50%, 75%, 95% and 100% ethanol for 5 min in each ethanol concentration. The cells were filtered through a 0.22 µm polyethersulfone membrane and incubated at room temperature for 1 h followed by SEM stub mounting and sputter-coating using 10 nm gold/palladium.
Whole genome sequencing
Total DNA was extracted from a 3-day-old half strength tryptic soy agar culture of R. mucilaginosa RIT389 using the MolBio DNA extraction kit according to the manufacturer’s instructions. The gDNA was sheared to 500 bp fragment using the Covaris ultrasonicator and subsequently prepared for whole genome sequencing using NEBNext Ultra™ DNA Library Prep kit for Illumina (New England BioLabs, Ipswich, MA, USA). The generated library was subsequently quantified using Qubit and sequenced on the MiSeq (Illumina, San Diego, CA, USA) located at the Monash University Malaysia Genomics Facility using the run configuration of 2 × 250 bp.
Genome assembly and annotation
Genome size, heterozygosity rate and repeat content were initially estimated using GenomeScope (Vurture et al., 2017). Based on the observed high genome heterozygosity of strain RIT389, dipSPAdes version 3.10.1 was used to assemble the whole genome with the additional option of “-expect-rearrangements” activated (Bankevich et al., 2012). Genome completeness was calculated using BUSCO3 based on the Basidiomycota odb9 ortholog dataset (Simao et al., 2015). Then, gene prediction was performed using GeneMark-ES fungal version (Borodovsky & Lomsadze, 2011) with the enhanced intron submodel that can better accommodate sequences with and without branch point sites in the fungal genomes.
Complete mitogenome was recovered by randomly sub-sampling 1/10 of the pair-end reads and assembling them using SPAdes version 3.10.1 (Bankevich et al., 2012). The contig corresponding to the whole mitogenome was re-circularized manually, as previously described (Gan, Schultz & Austin, 2014) and annotated automatically using MFannot (http://megasun.bch.umontreal.ca/cgi-bin/mfannot/mfannotInterface.pl). Additional genes coding for homing endonucleases commonly found in fungal mitogenomes were identified based on the presence of protein domains corresponding to the GIY-YIG catalytic domain (PF01541.23) and LAGLIDADG endonuclease (PF00961.18, PF03161.12 and PF14528.5) using hmmsearch3 with an E-value cutoff of 1e−5 (Eddy, 2011).
Phylogenomics and comparative genomics
Pair-wise average nucleotide identity (ANIm) was calculated using JSpecies (Richter et al., 2016) and subsequently visualized with the library package pheatmap in Rstudio. Single-copy genes present in all selected fungal genomes were identified using BUSCO3 (Simao et al., 2015). The protein sequences for each ortholog were aligned and trimmed using Muscle and trimAl (-automated1), respectively (Capella-Gutierrez, Silla-Martinez & Gabaldon, 2009; Edgar, 2004). The final trimmed alignments were concatenated and used to construct a maximum likelihood tree using FastTreeMP (Price, Dehal & Arkin, 2010). The reconstructed tree was visualized and annotated using TreeGraph2 (Stöver & Müller, 2010).
Identification of proteins involved in the carotenoid biosynthesis pathway was done by scanning the whole predicted proteome for protein domain hits (NC cutoff for TIGRfam and 1e−5 cutoff for Pfam) to lycopene cyclase (TIGR03462, CrtY), phytoene desaturase/dehydrogenase (TIGR02734, CrtI), squalene/phytoene synthase (PF0494, CrtB) and isopentenyl-diphosphate delta-isomerase (TIGR02150). Visualization and comparison of gene neighborhoods were performed using EasyFig with the default BlastN setting (Sullivan, Petty & Beatson, 2011). Proteins coded in each genomic sub-region were functionally annotated using Interproscan5 (Jones et al., 2014).
Results and Discussion
We noticed an organism that was pink/red in color from the screen on tryptic soy agar (Fig. 1A). Based on our previous studies of isolating endophytic organisms, we initially thought the organism belonged to genus Serratia or a related genus based on the color of the colonies. However, based on SEM analysis, it was initially determined that the organism was eukaryotic and not a bacterium based on the size and the morphology depicting cell division (Fig. 1B). The identification of the organism was subsequently confirmed using whole genome nucleotide sequencing.
GenomeScope estimated a genome size of 18.6 mega base pairs (Mbp) with an estimated heterozygosity of 9.29% for strain RIT389 (Fig. 2). The predicted genome size is fairly close to the de novo assembled genome length of 19.6 Mbp contained in 250 contigs. The assembled genome has a GC content of 60.28% with an estimated completeness of 89.70%. De novo assembly using sub-sampled reads enabled the recovery of the complete mitogenome of strain RIT389 which is the first mitogenome reported for this genus. Approximately 4.55% of the total pair-end reads mapped to the complete mitogenome with an estimated coverage of 400× (Table 1). The complete mitogenome length is 47,023 bp with a GC content of 40.43% which is substantially lower than that of the nuclear genome.
Table 1. Strain RIT389 genome statistic and strain information.
Organism | Rhodotorula mucilaginosa |
Strain name | RIT389 |
SRA | SRR5860569 |
Bioproject | PRJNA390458 |
Biosample | SAMN07235707 |
Whole genome: | |
Accession number | NIUW01000000 |
Assembled genome length | 19,664,434 bp |
N50 length | 194,287 bp |
Number of contigs | 250 |
GC% | 60.28% |
Predicted protein-coding gene | 7,065 |
BUSCO Completeness (Basidiomycota odb9) | |
Complete BUSCOs | 89.70% |
Complete and single-copy BUSCOs | 86.70% |
Complete and duplicated BUSCO | 3.00% |
Fragmented BUSCO | 1.60% |
Missing BUSCO | 8.70% |
Total BUSCO groups searched | 1,335 |
Mitochondrial Genome | |
Accession number | MF694646 |
Genome size | 47,023 bp |
GC% | 40.43% |
Coverage | 400× |
Alignment rate | 4.55% |
Genomic and genetic approaches support the species identification of strain RIT389 as Rhodotorula mucilaginosa
The ITS region of strain RIT389 exhibits a 100% identity with the sequences of various Rhodotorula mucilaginosa strains including the type strain R. mucilaginosa ATCC 201848 (Table S1). At the whole genome level, it exhibits the highest average nucleotide identity of 94.10% to strain C2.5t1, the only other genome-sequenced strain of this species at the time of this study (Deligios et al., 2015) (Fig. 3). Similar to strain RIT389, strain C2.5t1 is also a plant-associated and was isolated from a cacao seeds (Theobroma cacao L) in Cameroon and shown to produce high carotenoid levels when grown in medium supplemented with glycerol (Cutzu et al., 2013). Although the plant growth-promoting activity of both strains RIT389 and C2.5t1 has not been studied, a third strain of R. mucilaginosa, YR07 isolated from legume plant rhizophere, has been shown to synthesize up to 45.3 µg of indole acetic acid (IAA) per mL of culture medium (Ignatova et al., 2015). In addition, strain YR07 also exhibits antifungal activity as evidenced by the formation of large inhibition zone against Fusarium graminearum, a phytopathogenic fungi.
Whole genome phylogeny supports the monophyly of the genus Rhodotorula
A total of 789 single-copy genes universally present in all 19 fungal strains (Fig. 4) were used to generate a concatenated amino acid alignment consisting of 539,792 sites (234,641 informative sites). By rooting Microbotyrum violaceum and Microbotyrum saponariae belonging to a different order i.e., Microbotryales, as the outgroup, members of the genus Rhodotorula formed a monophyletic group cluster with maximal SH-like support with R. graminis WP1 being basal to the rest of the Rhodotorula strains (Fig. 4). The lack of strong SH-like support at the shallow relationship especially for members of the species R. toluroides is most likely due to the lack of genomic differences, which is expected given that some of the strain names are the alternative strain name of the identical type strain. For example, the type strain designations ATCC10788, IFO0559 and JCM10020 for R. toluroides were all derived from the original strain CBS 14. Interestingly, phylogenomic analysis indicates that the currently sequenced strains of Rhodotorula toluroides consist of two major clades with a Jspecies-calculated intraclade and interclade average pair-wise ANI difference of 0.4% and 13%, respectively (Fig. 3). Rhodotorula sp. JG1b together with R. mucilaginosa strains RIT389 and C2.5t1 formed a monophyletic group that is sister taxa to the major R. toluroides group. The close affinity of Rhodotorula sp. JG-1b to R. mucilaginosa is interesting as it is an eurypsychrophilic yeast isolated from ∼150,000-year-old ice-cemented permafrost soils (Goordial et al., 2016a). Given the close genomic affinity of R. sp. JG-1b to the currently sequenced R. mucilaginosa strains and their diverse isolation source, comparative genomics of these strains may assist in the future identification of novel cold adaptive traits at the molecular level in the genus Rhodotorula (Goordial et al., 2016b).
Homing endonuclease-mediated mitogenome expansion in Rhodotorula mucilaginosa RIT389
Given the high abundance of mitochondrial organelle in an actively dividing cell, the depth of mitochondrial-derived sequencing reads will be substantially higher than that of the nuclear genome. Thus, by performing a shallow sequencing (genome skimming) on the organism of interest, it is possible to obtain sufficient read representation of the mitochondrial genome which subsequently allows complete assembly. Since the first reported success of genome skimming approach in the construction of the bighorn sheep mitochondrial genome (Miller et al., 2012), similar success in recovering mitogenomes across different organisms has been reported (Froufe et al., 2016; Gan et al., 2016; Krzeminska et al., 2016; Pavlova et al., 2017). In addition, plastomes and other high copy number genes have also been routinely recovered and assembled with genome skimming (Bakker, 2017; Gan, Schultz & Austin, 2014; Grandjean et al., 2017; Richter et al., 2015; Straub et al., 2012).
Contrary to genome skimming, a high coverage whole genome sequencing will generate an extremely high read representation of the mitogenome that can negatively affect mitogenome assembly due to the accumulation of sequencing errors, leading to the generation of fragmented mitogenome (Mirebrahim, Close & Lonardi, 2015). In this work, we show that a simple subsampling approach i.e., “in-silico genome skimming” followed by de novo assembly substantially improves mitogenome assembly and leads to its recovery as a circularized contig in R. mucilaginosa.
The reconstructed mitogenome of R. mucilaginosa RIT389 is 93% similar to that of R. taiwanensis (accession number: HF558455), the only other publicly available complete Rhodotorula mitogenome assembled from a low output paired-end run (470 megabases output) of Roche 454 Genome Sequencer (Zhao et al., 2013) despite the availability of various Rhodotorula whole genome sequences in the public database.
Future study focusing on the reconstruction of complete mitogenome using in-silico genome skimming approach from fungal whole genome sequencing data that are publicly available in the the NCBI sequence read archive (SRA) will be instructive.
Despite exhibiting a similar mitochondrial gene arrangement and a relatively high nucleotide sequence similarity to R. taiwanensis RS1, the assembled complete mitogenome of strain RIT389 is at least 7,000 bp larger than that of R. taiwanensis. Gene neighborhood analysis indicates that a majority of the length difference was largely due to the presence of intronic regions containing homing endonuclease genes (Fig. 5) which is consistent with other studies reporting the prevalence of fungal mitogenome size polymorphism among species from the same genus due to intron acquisition (Joardar et al., 2012; Kanzi et al., 2016). Homing endonucleases recognize and cleave target sites ranging from 14 to 40 base pairs which match the intron insertion site in donor DNA (Belfort et al., 2005). The homing endonucleases identified in both Rhodotorula mitogenomes belong to the LADLIDADG and GIY-YIG families. Both LADLIDADG and GIY-YIG endonucleases were named according to the signature motifs presence in their protein sequence. For example, the GIY-YIG endonucleases are characterized by the presence of a structural domain with two short motifs “GIY” and “YIG” in the N-terminal (Dunin-Horkawicz, Feder & Bujnicki, 2006).
In strain RIT389, approximately 3 kilobases of the large mitochondrial ribosomal RNA gene consist of intronic regions coding for LAGLIDADG-type endonuclease and in contrast, these regions are completely absent in the mitogenome of R. taiwanensis RS1. A GIY-YIG endonuclease ORF could also be identified within the 1.5 kilobases intronic region of RIT389 nad5 gene which is absent in that of R. taiwanensis RS1. Presence of intronic region in the mitochondrial nad5 has been previously reported in Basidiomycota and Ascomycota species such as Trametes cingulata, Moniliophthora perniciosa, Ustilago maydis and Rhynchosporium commune (Abbott et al., 2013; Formighieri et al., 2008; Haridas & Gantt, 2010). However, in the reported fungal mitogenomes, the intronic ORF(s) in nad5 encodes for LAGLIDADG-type endonuclease instead of GIY-YIG endonuclease. The first piece of evidence for a mobile intronic GIY-YIG endonuclease ORF in fungi was demonstrated by the efficient transfer of the GIY-YIG ORF from the second intron of mitochondrial cytochrome b gene in Podospora curvicolla to a GIY-YIG-less allele (Saguez, Lecellier & Koll, 2000).
Identification of a genomic region associated with carotenoid biosynthesis
Essential genes required for the biosynthesis of carotenoid could be identified in strain RIT389 which is consistent with its red coloration (Fig. 1A, Table S2), a visual evidence for carotenoid production. Such notable phenotype associated with carotenoid production presents a huge advantage for molecular cloning and characterization of this pathway. As expected, genes involved in the carotenoid synthesis pathway were frequently cloned and characterized from a wide variety of bacteria, archaea, fungi and plants (Li et al., 2011; Li et al., 1996; Misawa et al., 1995; Nupur et al., 2016; Reddy et al., 2017; Van Dien et al., 2003; Yang et al., 2015).
The genes coding for phytoene synthase (crtB), lycopene cyclase (crtY), and phytoene desaturase (crtI) are located in relatively close proximity with one another while the gene coding for the enzyme geranyl pyrophosphate synthase which is crucial for the production of an early precursor for carotenoid is located on separate contig (Table S2). As observed in several fungal species, the crtB and crtY genes are fused and thus code for a bifunctional protein containing both lycopene cyclase and phytoene synthase activities (Arrach et al., 2001; Sanz et al., 2011). Within the genus Rhodotorula, the gene coding for carotenoid oxygenase (crtX) responsible for the cleavage of carotenoid to retinal (Vitamin A) and crtBY are located in close proximity and are convergently transcribed except in the species R. mucilaginosa, whereby crtX and crtBY are divergently transcribed and are separated by a large gene coding for OPT family small oligopeptide transporter (Fig. 6). In Fusarium fujikuroi, mutation in the crtX gene led to the overproduction of carotenoid (Prado-Cabrero et al., 2007), suggesting that carotenoid oxygenase is involved in the regulation of the carotenoid synthesis through a negative feedback mechanism. The notable difference in gene arrangement and transcription orientation involving crtX can therefore affect the regulation of carotenoid synthesis and accumulation in R. mucilaginosa (Noble & Andrianopoulos, 2013). It is also worth noting that the crtI gene in strain RIT389 was predicted as two separate genes which is unexpected given that the gene region exhibits high nucleotide homology and coverage to its respective orthologs in strains WP1 and Ct2.5. Whole transcriptome analysis of strain RIT389 will be necessary to validate the predicted spliced crtI gene in the future.
Conclusion
We demonstrate the feasibility of reconstructing the whole genome and complete mitogenome of Rhodotorula mucilaginosa using only Illumina short reads. The whole genome of R. mucilaginosa is the second to be reported to date for its species. Despite the availability of various whole genome sequences of Rhodotorula in public databases, the complete and annotated mitogenome of Rhodotorula mucilaginosa strain RIT389 is the first to be successfully reconstructed via in-silico genome skimming and annotated for its species. We also highlight the considerable dissimilarity in the syntheny of carotenoid synthesis gene cluster among Rhodotorula strains with potential implications in the regulation of carotenoid production.
Supplemental Information
Acknowledgments
The authors thank Dr. Richard Hailstone from the Chester F. Carlson Center for Imaging Science (RIT) for assistance with SEM analysis.
Funding Statement
Funding for this work was provided by the following: the College of Science (COS) and the Gosnell School of Life Sciences (GSoLS) at Rochester Institute of Technology (RIT), a Research Laboratory and Faculty Development Award from the College of Health Sciences and Technology (RIT) and the Monash University Malaysia Tropical Medicine and Biology Multidisciplinary Platform. The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.
Contributor Information
Han Ming Gan, Email: han.gan@deakin.edu.au.
André O. Hudson, Email: aohsbi@rit.edu.
Additional Information and Declarations
Competing Interests
The authors declare there are no competing interests.
Author Contributions
Han Ming Gan conceived and designed the experiments, performed the experiments, analyzed the data, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper.
Bolaji N. Thomas and Michael A. Savka conceived and designed the experiments, contributed reagents/materials/analysis tools, wrote the paper, reviewed drafts of the paper.
Nicole T. Cavanaugh, Grace H. Morales and Ashley N. Mayers performed the experiments, reviewed drafts of the paper.
André O. Hudson conceived and designed the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper.
DNA Deposition
The following information was supplied regarding the deposition of DNA sequences:
This Whole Genome Shotgun project has been deposited at DDBJ/ENA/GenBank under the accession NIUW00000000. The version described in this paper is version NIUW01000000.
Data Availability
The following information was supplied regarding data availability:
GenBank: NIUW01000000.
References
- Abbott et al. (2013).Abbott EP, Ianiri G, Castoria R, Idnurm A. Overcoming recalcitrant transformation and gene manipulation in Pucciniomycotina yeasts. Applied Microbiology and Biotechnology. 2013;97(1):283–295. doi: 10.1007/s00253-012-4561-7. [DOI] [PubMed] [Google Scholar]
- Adeniyi, Obasi & Lawal (2011).Adeniyi BA, Obasi OJ, Lawai TO. In-vitro antifungal activity of Distemonanthus benthamianus stem. International Journal of Pharmacy and Pharmaceutical Sciences. 2011;3(4):52–56. [Google Scholar]
- Adeniyi & Odumosu (2012).Adeniyi CBA, Odumosu BT. Antibacterial and antifungal properties of Distemonanthus benthamianus (Fabaceae) crude extract. The Global Journal of Pharmaceutical Research. 2012;1:567–574. [Google Scholar]
- Arrach et al. (2001).Arrach N, Fernández-Martín R, Cerdá-Olmedo E, Avalos J. A single gene for lycopene cyclase, phytoene synthase, and regulation of carotene biosynthesis in Phycomyces. Proceedings of the National Academy of Sciences of the United States of America. 2001;98:1687–1692. doi: 10.1073/pnas.98.4.1687. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Avalos & Carmen Limon (2015).Avalos J, Carmen Limon M. Biological roles of fungal carotenoids. Current Genetics. 2015;61:309–324. doi: 10.1007/s00294-014-0454-x. [DOI] [PubMed] [Google Scholar]
- Bakker (2017).Bakker FT. Herbarium genomics: skimming and plastomics from archival specimens. Webbia. 2017;72:35–45. doi: 10.1080/00837792.2017.1313383. [DOI] [Google Scholar]
- Bankevich et al. (2012).Bankevich A, Nurk S, Antipov D, Gurevich AA, Dvorkin M, Kulikov AS, Lesin VM, Nikolenko SI, Pham S, Prjibelski AD, Pyshkin AV, Sirotkin AV, Vyahhi N, Tesler G, Alekseyev MA, Pevzner PA. SPAdes: a new genome assembly algorithm and its applications to single-cell sequencing. Journal of Computational Biology. 2012;19:455–477. doi: 10.1089/cmb.2012.0021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Belfort et al. (2005).Belfort M, Stoddard BL, Wood DW, Derbyshire V, editors. Homing endonucleases and inteins. Berlin, Heidelberg: Springer-Verlag; 2005. [Google Scholar]
- Borodovsky & Lomsadze (2011).Borodovsky M, Lomsadze A. Eukaryotic gene prediction using GeneMark.hmm-E and GeneMark-ES. Current Protocols in Bioinformatics. 2011;4:1–10. doi: 10.1002/0471250953.bi0406s35. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Capella-Gutierrez, Silla-Martinez & Gabaldon (2009).Capella-Gutierrez S, Silla-Martinez JM, Gabaldon T. trimAl: a tool for automated alignment trimming in large-scale phylogenetic analyses. Bioinformatics. 2009;25:1972–1973. doi: 10.1093/bioinformatics/btp348. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cerdá-Olmedo (1989).Cerdá-Olmedo E. Production of Carotenoids with Fungi. In: Vandamme EJ, editor. Biotechnology of vitamins, pigments and growth factors. Vol. 2. Springer Netherlands; Dordrecht: 1989. pp. 27–42. [Google Scholar]
- Cutzu et al. (2013).Cutzu R, Coi A, Rosso F, Bardi L, Ciani M, Budroni M, Zara G, Zara S, Mannazzu I. From crude glycerol to carotenoids by using a Rhodotorula glutinis mutant. World Journal of Microbiology and Biotechnology. 2013;29:1009–1017. doi: 10.1007/s11274-013-1264-x. [DOI] [PubMed] [Google Scholar]
- Davoli, Mierau & Weber (2004).Davoli P, Mierau V, Weber RWS. Carotenoids and fatty acids in red yeasts Sporobolomyces roseus and Rhodotorula glutinis. Applied Biochemistry and Microbiology. 2004;40:392–397. doi: 10.1023/B:ABIM.0000033917.57177.f2. [DOI] [PubMed] [Google Scholar]
- Deligios et al. (2015).Deligios M, Fraumene C, Abbondio M, Mannazzu I, Tanca A, Addis MF, Uzzau S. Draft genome sequence of Rhodotorula mucilaginosa, an emergent opportunistic pathogen. Genome Announcements. 2015;3:e00201–e00215. doi: 10.1128/genomeA.00201-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dunin-Horkawicz, Feder & Bujnicki (2006).Dunin-Horkawicz S, Feder M, Bujnicki JM. Phylogenomic analysis of the GIY-YIG nuclease superfamily. BMC Genomics. 2006;7:98. doi: 10.1186/1471-2164-7-98. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Echavarri-Erasun & Johnson (2002).Echavarri-Erasun C, Johnson EA. Fungal carotenoids. Applied Mycology and Biotechnology. 2002;2:45–85. doi: 10.1016/S1874-5334(02)80006-5. [DOI] [Google Scholar]
- Eddy (2011).Eddy SR. Accelerated profile HMM searches. PLOS Computational Biology. 2011;7:20. doi: 10.1371/journal.pcbi.1002195. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Edgar (2004).Edgar RC. MUSCLE: a multiple sequence alignment method with reduced time and space complexity. BMC Bioinformatics. 2004;5:113. doi: 10.1186/1471-2105-5-113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Formighieri et al. (2008).Formighieri EF, Tiburcio RA, Armas ED, Medrano FJ, Shimo H, Carels N, Goes-Neto A, Cotomacci C, Carazzolle MF, Sardinha-Pinto N, Thomazella DP, Rincones J, Digiampietri L, Carraro DM, Azeredo-Espin AM, Reis SF, Deckmann AC, Gramacho K, Goncalves MS, Moura Neto JP, Barbosa LV, Meinhardt LW, Cascardo JC, Pereira GA. The mitochondrial genome of the phytopathogenic basidiomycete Moniliophthora perniciosa is 109 kb in size and contains a stable integrated plasmid. Mycological Research. 2008;112:1136–1152. doi: 10.1016/j.mycres.2008.04.014. [DOI] [PubMed] [Google Scholar]
- Froufe et al. (2016).Froufe E, Gan HM, Lee YP, Carneiro J, Varandas S, Teixeira A, Zieritz A, Sousa R, Lopes-Lima M. The male and female complete mitochondrial genome sequences of the Endangered freshwater mussel Potomida littoralis (Cuvier, 1798) (Bivalvia: Unionidae) Mitochondrial DNA Part A. 2016;27:3571–3572. doi: 10.3109/19401736.2015.1074223. [DOI] [PubMed] [Google Scholar]
- Gan, Schultz & Austin (2014).Gan HM, Schultz MB, Austin CM. Integrated shotgun sequencing and bioinformatics pipeline allows ultra-fast mitogenome recovery and confirms substantial gene rearrangements in Australian freshwater crayfishes. BMC Evolutionary Biology. 2014;14:1471–2148. doi: 10.1186/1471-2148-14-19. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gan et al. (2016).Gan HM, Tan MH, Eprilurahman R, Austin CM. The complete mitogenome of Cherax monticola (Crustacea: Decapoda: Parastacidae), a large highland crayfish from New Guinea. Mitochondrial DNA Part A. 2016;27:337–338. doi: 10.3109/19401736.2014.892105. [DOI] [PubMed] [Google Scholar]
- Ghani et al. (2014).Ghani NA, Sulaiman J, Ismail Z, Chan X-Y, Yin W-F, Chan K-G. Rhodotorula mucilaginosa, a quorum quenching yeast exhibiting lactonase activity isolated from a tropical shoreline. Sensors. 2014;14:6463–6473. doi: 10.3390/s140406463. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Goordial et al. (2016a).Goordial J, Davila A, Lacelle D, Pollard W, Marinova MM, Greer CW, DiRuggiero J, McKay CP, Whyte LG. Nearing the cold-arid limits of microbial life in permafrost of an upper dry valley, Antarctica. The ISME Journal. 2016a;10:1613–1624. doi: 10.1038/ismej.2015.239. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Goordial et al. (2016b).Goordial J, Raymond-Bouchard I, Riley R, Ronholm J, Shapiro N, Woyke T, LaButti KM, Tice H, Amirebrahimi M, Grigoriev IV, Greer C, Bakermans C, Whyte L. Improved high-quality draft genome sequence of the eurypsychrophile Rhodotorula sp. JG1b, isolated from permafrost in the hyperarid upper-elevation McMurdo Dry Valleys, Antartica. Genome Announcements. 2016b;4(2):e00069-16. doi: 10.1128/genomeA.00069-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grandjean et al. (2017).Grandjean F, Tan MH, Gan HM, Lee YP, Kawai T, Distefano RJ, Blaha M, Roles AJ, Austin CM. Rapid recovery of nuclear and mitochondrial genes by genome skimming from Northern Hemisphere freshwater crayfish. Zoologica Scripta. 2017;46(6):718–728. doi: 10.1111/zsc.12247. [DOI] [Google Scholar]
- Haridas & Gantt (2010).Haridas S, Gantt JS. The mitochondrial genome of the wood-degrading basidiomycete Trametes cingulata. FEMS Microbiology Letters. 2010;308:29–34. doi: 10.1111/j.1574-6968.2010.01979.x. [DOI] [PubMed] [Google Scholar]
- Ignatova et al. (2015).Ignatova LV, Brazhnikova YV, Berzhanova RZ, Mukasheva TD. Plant growth-promoting and antifungal activity of yeasts from dark chestnut soil. Microbiological Research. 2015;175:78–83. doi: 10.1016/j.micres.2015.03.008. [DOI] [PubMed] [Google Scholar]
- Joardar et al. (2012).Joardar V, Abrams NF, Hostetler J, Paukstelis PJ, Pakala S, Pakala SB, Zafar N, Abolude OO, Payne G, Andrianopoulos A, Denning DW, Nierman WC. Sequencing of mitochondrial genomes of nine Aspergillus and Penicillium species identifies mobile introns and accessory genes as main sources of genome size variability. BMC Genomics. 2012;13:698. doi: 10.1186/1471-2164-13-698. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jones et al. (2014).Jones P, Binns D, Chang H-Y, Fraser M, Li W, McAnulla C, McWilliam H, Maslen J, Mitchell A, Nuka G, Pesseat S, Quinn AF, Sangrador-Vegas A, Scheremetjew M, Yong S-Y, Lopez R, Hunter S. InterProScan 5: genome-scale protein function classification. Bioinformatics. 2014;30:1236–1240. doi: 10.1093/bioinformatics/btu031. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kanzi et al. (2016).Kanzi AM, Wingfield BD, Steenkamp ET, Naidoo S, Van der Merwe NA. Intron derived size polymorphism in the mitochondrial genomes of closely related chrysoporthe species. PLOS ONE. 2016;11:e0156104. doi: 10.1371/journal.pone.0156104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Koh et al. (2014).Koh CMJ, Liu Y, Moehninsi, Du M, Ji L. Molecular characterization of KU70 and KU80 homologues and exploitation of a KU70-deficient mutant for improving gene deletion frequency in Rhodosporidium toruloides. BMC Microbiology. 2014;14:50. doi: 10.1186/1471-2180-14-50. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Krzeminska et al. (2016).Krzeminska U, Wilson R, Rahman S, Song BK, Gan HM, Tan MH, Austin CM. The complete mitochondrial genome of the invasive house crow Corvus splendens (Passeriformes: Corvidae) Mitochondrial DNA Part A. 2016;27:974–975. doi: 10.3109/19401736.2014.926512. [DOI] [PubMed] [Google Scholar]
- Li et al. (2011).Li M, Gan Z, Cui Y, Shi C, Shi X. Cloning and characterization of the ζ-carotene desaturase gene from Chlorella protothecoides CS-41. Journal of Biomedicine and Biotechnology. 2011;2011 doi: 10.1155/2011/731542. Article 731542. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li et al. (1996).Li Z-H, Matthews PD, Burr B, Wurtzel ET. Cloning and characterization of a maize cDNA encoding phytoene desaturase, an enzyme of the carotenoid biosynthetic pathway. Plant Molecular Biology. 1996;30:269–279. doi: 10.1007/bf00020113. [DOI] [PubMed] [Google Scholar]
- Libkind, Brizzio & Broock (2004).Libkind D, Brizzio S, Van Broock M. Rhodotorula mucilaginosa, a carotenoid producing yeast strain from a Patagonian high-altitude lake. Folia Microbiologica. 2004;49:19–25. doi: 10.1007/BF02931640. [DOI] [PubMed] [Google Scholar]
- Marova et al. (2012).Marova I, Carnecka M, Halienova A, Certik M, Dvorakova T, Haronikova A. Use of several waste substrates for carotenoid-rich yeast biomass production. Journal of Environmental Management. 2012;95:338–342. doi: 10.1016/j.jenvman.2011.06.018. [DOI] [PubMed] [Google Scholar]
- Miller et al. (2012).Miller JM, Malenfant RM, Moore SS, Coltman DW. Short reads, circular genome: skimming SOLiD sequence to construct the bighorn sheep mitochondrial genome. Journal of Heredity. 2012;103:140–146. doi: 10.1093/jhered/esr104. [DOI] [PubMed] [Google Scholar]
- Mirebrahim, Close & Lonardi (2015).Mirebrahim H, Close TJ, Lonardi S. De novo meta-assembly of ultra-deep sequencing data. Bioinformatics. 2015;31(12):9–16. doi: 10.1093/bioinformatics/btv226. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Misawa et al. (1995).Misawa N, Satomi Y, Kondo K, Yokoyama A, Kajiwara S, Saito T, Ohtani T, Miki W. Structure and functional analysis of a marine bacterial carotenoid biosynthesis gene cluster and astaxanthin biosynthetic pathway proposed at the gene level. Journal of Bacteriology. 1995;177:6575–6584. doi: 10.1128/jb.177.22.6575-6584.1995. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Noble & Andrianopoulos (2013).Noble LM, Andrianopoulos A. Fungal genes in context: genome architecture reflects regulatory complexity and function. Genome Biology and Evolution. 2013;5:1336–1352. doi: 10.1093/gbe/evt077. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nupur et al. (2016).Nupur LNU, Vats A, Dhanda SK, Raghava GPS, Pinnaka AK, Kumar A. ProCarDB: a database of bacterial carotenoids. BMC Microbiology. 2016;16:96. doi: 10.1186/s12866-016-0715-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pavlova et al. (2017).Pavlova A, Gan HM, Lee YP, Austin CM, Gilligan DM, Lintermans M, Sunnucks P. Purifying selection and genetic drift shaped Pleistocene evolution of the mitochondrial genome in an endangered Australian freshwater fish. Heredity. 2017;118:466–476. doi: 10.1038/hdy.2016.120. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prado-Cabrero et al. (2007).Prado-Cabrero A, Scherzinger D, Avalos J, Al-Babili S. Retinal biosynthesis in fungi: characterization of the carotenoid oxygenase CarX from Fusarium fujikuroi. Eukaryotic Cell. 2007;6:650–657. doi: 10.1128/EC.00392-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Price, Dehal & Arkin (2010).Price MN, Dehal PS, Arkin AP. FastTree 2—approximately maximum-likelihood trees for large alignments. PLOS ONE. 2010;5:0009490. doi: 10.1371/journal.pone.0009490. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reddy et al. (2017).Reddy CS, Lee SH, Yoon JS, Kim JK, Lee SW, Hur M, Koo SC, Meilan J, Lee WM, Jang JK, Hur Y, Park SU, Kim AYB. Molecular cloning and characterization of carotenoid pathway genes and carotenoid content in Ixeris dentata var. albiflora. Molecules. 2017;22(9):E1449. doi: 10.3390/molecules22091449. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Richter et al. (2016).Richter M, Rossello-Mora R, Oliver Glockner F, Peplies J. JSpeciesWS: a web server for prokaryotic species circumscription based on pairwise genome comparison. Bioinformatics. 2016;32:929–931. doi: 10.1093/bioinformatics/btv681. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Richter et al. (2015).Richter S, Schwarz F, Hering L, Böggemann M, Bleidorn C. The utility of genome skimming for phylogenomic analyses as demonstrated for glycerid relationships (Annelida, Glyceridae) Genome Biology and Evolution. 2015;7:3443–3462. doi: 10.1093/gbe/evv224. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Saguez, Lecellier & Koll (2000).Saguez C, Lecellier G, Koll F. Intronic GIY-YIG endonuclease gene in the mitochondrial genome of Podospora curvicolla: evidence for mobility. Nucleic Acids Research. 2000;28:1299–1306. doi: 10.1093/nar/28.6.1299. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sanz et al. (2011).Sanz C, Velayos A, Álvarez MI, Benito EP, Eslava AP. Functional analysis of the phycomyces carRA gene encoding the enzymes phytoene synthase and lycopene cyclase. PLOS ONE. 2011;6:e23102. doi: 10.1371/journal.pone.0023102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Simao et al. (2015).Simao FA, Waterhouse RM, Ioannidis P, Kriventseva EV, Zdobnov EM. BUSCO: assessing genome assembly and annotation completeness with single-copy orthologs. Bioinformatics. 2015;31:3210–3212. doi: 10.1093/bioinformatics/btv351. [DOI] [PubMed] [Google Scholar]
- Stöver & Müller (2010).Stöver BC, Müller KF. TreeGraph 2: combining and visualizing evidence from different phylogenetic analyses. BMC Bioinformatics. 2010;11:7. doi: 10.1186/1471-2105-11-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Straub et al. (2012).Straub SCK, Parks M, Weitemier K, Fishbein M, Cronn RC, Liston A. Navigating the tip of the genomic iceberg: next-generation sequencing for plant systematics. American Journal of Botany. 2012;99(2):349–364. doi: 10.l3732/ajb.1100335. [DOI] [PubMed] [Google Scholar]
- Sullivan, Petty & Beatson (2011).Sullivan MJ, Petty NK, Beatson SA. Easyfig: a genome comparison visualizer. Bioinformatics. 2011;27:1009–1010. doi: 10.1093/bioinformatics/btr039. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sun et al. (2017).Sun W, Yang X, Wang X, Lin X, Wang Y, Zhang S, Luan Y, Zhao ZK. Homologous gene targeting of a carotenoids biosynthetic gene in Rhodosporidium toruloides by Agrobacterium-mediated transformation. Biotechnology Letters. 2017;39:1001–1007. doi: 10.1007/s10529-017-2324-3. [DOI] [PubMed] [Google Scholar]
- Taccari et al. (2012).Taccari M, Canonico L, Comitini F, Mannazzu I, Ciani M. Screening of yeasts for growth on crude glycerol and optimization of biomass production. Bioresource Technology. 2012;110:488–495. doi: 10.1016/j.biortech.2012.01.109. [DOI] [PubMed] [Google Scholar]
- Van Dien et al. (2003).Van Dien SJ, Marx CJ, O’Brien BN, Lidstrom ME. Genetic characterization of the carotenoid biosynthetic pathway in Methylobacterium extorquens AM1 and isolation of a colorless mutant. Applied and Environmental Microbiology. 2003;69:7563–7566. doi: 10.1128/aem.69.12.7563-7566.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Verdoes et al. (2003).Verdoes JC, Sandmann G, Visser H, Diaz M, Van Mossel M, Van Ooyen AJJ. Metabolic engineering of the carotenoid biosynthetic pathway in the yeast Xanthophyllomyces dendrorhous (Phaffia rhodozyma) Applied and Environmental Microbiology. 2003;69:3728–3738. doi: 10.1128/aem.69.7.3728-3738.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vurture et al. (2017).Vurture GW, Sedlazeck FJ, Nattestad M, Underwood CJ, Fang H, Gurtowski J, Schatz MC. GenomeScope: fast reference-free genome profiling from short reads. Bioinformatics. 2017;33(14):2202–2222. doi: 10.1093/bioinformatics/btx153. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang et al. (2017).Wang Q, Liu D, Yang Q, Wang P. Enhancing carotenoid production in Rhodotorula mucilaginosa KC8 by combining mutation and metabolic engineering. Annals of Microbiology. 2017;67:425–431. doi: 10.1007/s13213-017-1274-2. [DOI] [Google Scholar]
- Wirth & Goldani (2012).Wirth F, Goldani LZ. Epidemiology of Rhodotorula: an emerging pathogen. Interdisciplinary Perspectives on Infectious Diseases. 2012;2012 doi: 10.1155/2012/465717. Article 465717. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yang et al. (2015).Yang Y, Yatsunami R, Ando A, Miyoko N, Fukui T, Takaichi S, Nakamura S. Complete biosynthetic pathway of the C50 carotenoid bacterioruberin from lycopene in the extremely halophilic archaeon Haloarcula japonica. Journal of Bacteriology. 2015;197:1614–1623. doi: 10.1128/jb.02523-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zaas et al. (2003).Zaas AK, Boyce M, Schell W, Lodge BA, Miller JL, Perfect JR. Risk of fungemia due to Rhodotorula and antifungal susceptibility testing of Rhodotorula isolates. Journal of Clinical Microbiology. 2003;41:5233–5235. doi: 10.1128/JCM.41.11.5233-5235.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhao et al. (2013).Zhao XQ, Aizawa T, Schneider J, Wang C, Shen RF, Sunairi M. Complete mitochondrial genome of the aluminum-tolerant fungus Rhodotorula taiwanensis RS1 and comparative analysis of Basidiomycota mitochondrial genomes. MicrobiologyOpen. 2013;2:308–317. doi: 10.1002/mbo3.74. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The following information was supplied regarding data availability:
GenBank: NIUW01000000.