Abstract
Ergosterol is essential for fungal cell membrane integrity and growth, and numerous antifungal drugs target ergosterol. Inactivation or modification of ergosterol biosynthetic genes can lead to changes in antifungal drug susceptibility, filamentation and stress response. Here, we found that the ergosterol biosynthesis gene ERG251 is a hotspot for point mutations during adaptation to antifungal drug stress within two distinct genetic backgrounds of Candida albicans. Heterozygous point mutations led to single allele dysfunction of ERG251 and resulted in azole tolerance in both genetic backgrounds. This is the first known example of point mutations causing azole tolerance in C. albicans. Importantly, single allele dysfunction of ERG251 in combination with recurrent chromosome aneuploidies resulted in bona fide azole resistance. Homozygous deletions of ERG251 caused increased fitness in low concentrations of fluconazole and decreased fitness in rich medium, especially at low initial cell density. Homozygous deletions of ERG251 resulted in accumulation of ergosterol intermediates consistent with the fitness defect in rich medium. Dysfunction of ERG251, together with FLC exposure, resulted in decreased accumulation of the toxic sterol (14-ɑ-methylergosta-8,24(28)-dien-3β,6α-diol) and increased accumulation of non-toxic alternative sterols. The altered sterol composition of the ERG251 mutants had pleiotropic effects on transcription, filamentation, and stress responses including cell membrane, osmotic and oxidative stress. Interestingly, while dysfunction of ERG251 resulted in azole tolerance, it also led to transcriptional upregulation of ZRT2, a membrane-bound Zinc transporter, in the presence of FLC, and overexpression of ZRT2 is sufficient to increase azole tolerance in wild-type C. albicans. Finally, in a murine model of systemic infection, homozygous deletion of ERG251 resulted in decreased virulence while the heterozygous deletion mutants maintain their pathogenicity. Overall, this study demonstrates that single allele dysfunction of ERG251 is a recurrent and effective mechanism of acquired azole tolerance. We propose that altered sterol composition resulting from ERG251 dysfunction mediates azole tolerance as well as pleiotropic effects on stress response, filamentation and virulence.
Author summary
Invasive infections caused by the fungal pathogen Candida albicans have high mortality rates (20–60%), even with antifungal drug treatment. Numerous mechanisms contributing to drug resistance have been characterized, but treatment failure remains a problem indicating that there are many facets that are not yet understood. The azole class of antifungals target production of ergosterol, an essential component of fungal cell membranes. Here, we provide insights into how ERG251, a component of the ergosterol biosynthesis pathway, contributes to enhanced growth in azoles, along with broader impacts on stress responses, filamentation, and pathogenicity. One of the most striking results from our study is that even a single nucleotide change in one allele of ERG251 in the diploid C. albicans can lead to azole tolerance. Tolerance, a distinct phenotype from resistance, is the ability of fungal cells to grow above the minimum inhibitory concentration in a drug concentration-independent manner. Tolerance frequently goes undetected in the clinic because it is not observable in standard assays. Strikingly, azole tolerant strains lacking one allele of ERG251 remained virulent in a mouse model of infection highlighting the potential for mutations in ERG251 to arise and contribute to treatment failure in patients.
Introduction
Candida albicans is the most prevalent human fungal pathogen, affecting millions of people and leading to severe and potentially fatal infections, particularly in individuals with weakened or compromised immune systems [1–4]. Invasive infections caused by C. albicans can result in mortality rates nearing ~60% despite the existing antifungal treatments [1,2,5,6]. Treatment failures and infection recurrences are common [1,2,7,8]. One contribution to treatment failure is drug resistance, which is defined as the ability to grow above the minimum inhibitory concentration (MIC) of a drug-susceptible isolate at rates similar to growth in the absence of drug. However, treatment failure can also occur in strains that are classified as susceptible based on MIC. This highlights the importance of drug tolerance, which is the ability of a fungus to grow slowly above the MIC in a drug concentration-independent manner [7,9,10].
Azole antifungal drugs target the biosynthesis of ergosterol which is an essential component of fungal cell membranes and acts to maintain cell membrane integrity and fluidity. Azole exposure leads to the depletion of ergosterol and accumulation of a toxic sterol 14-ɑ-methylergosta-8,24(28)-dien-3β,6α-diol (herein referred to as ‘toxic dienol’) that permeabilizes the plasma membrane, arrests fungal growth, and increases sensitivity to environmental stresses [11–13]. During treatment with fungistatic azoles, many Candida species can rapidly evolve drug resistance through various mechanisms including modification or overexpression of the gene encoding the drug target ERG11 and upregulation of drug efflux pumps encoded by CDR1, CDR2, and MDR1 [14,15]. However, these are not the only possible mechanisms. For example, the transcription factor Adr1 has recently been identified as a key regulator of ergosterol biosynthesis, and hyperactivation of Adr1 confers azole resistance in C. albicans [16].
Ergosterol biosynthesis is broadly conserved among Saccharomycotina which includes Candida species as well as the baker’s yeast Saccharomyces cerevisiae. However, some differences in gene duplication and expression patterns in the more than 20 enzymes along the ergosterol biosynthetic pathway have been identified [17–20]. Ergosterol biosynthesis is divided into three parts: the mevalonate, late, and alternate pathways [19,21]. The mevalonate pathway is responsible for the production of farnesyl diphosphate (FPP), an important ergosterol intermediate. Dephosphorylation of FPP generates farnesol, a quorum-sensing molecule that can regulate the yeast-to-hyphae transition and biofilm formation in C. albicans [22–24]. The late pathway is responsible for using FPP to synthesize ergosterol. The rate-limiting enzyme, lanosterol 14-α-demethylase, Erg11 is the direct target of azoles. Inhibition of Erg11 by azoles decreases the production of ergosterol, which negatively affects the cell, and results in the accumulation of its substrate lanosterol that feeds into the alternate pathway and proceeds toward the production of the toxic dienol. Key enzymes in the alternate pathway, Erg6 and Erg3, are respectively responsible for the initial step and last step of toxic dienol generation [11,19,25]. Inactivation or modification of ERG3 or ERG6 impacts drug susceptibility of many Candida species [11,18,20,26–31]. For example, loss of Erg6 function reduces susceptibility to nystatin and polyenes in C. glabrata [26,32,33]. Loss of Erg3 function confers resistance to azoles in C. albicans, C. parapsilosis, C. dubliniensis and resistance to polyenes in C. albicans and C. lusitaniae [20,27–29,34,35]. ERG3 inactivation causes reduced toxic dienol and instead results in accumulation of 14α-methylfecosterol which supports growth in the presence of azoles despite altered membrane composition [11,20,25,36–38]. ERG3 inactivation also rescues the lethality of ERG11 deletion mutants in multiple species [11,20,25,36–38].
Both the late and alternate pathways of ergosterol biosynthesis utilize C-4 sterol methyl oxidase, the catalytic component of the C-4 demethylation complex that is responsible for removing the two methyl groups from the C-4 position of the sterol molecule [18,19,39]. In Saccharomyces cerevisiae, Erg25 is the solo C-4 sterol methyl oxidase and essential for standard growth [19,40]. However, both Aspergillus fumigatus and C. albicans encode two membrane C-4 sterol methyl oxidases with one of them serving as the primary enzyme during biosynthesis [17,18,39]. In C. albicans, ERG251 encodes the primary C-4 sterol methyl oxidase, but few studies have characterized it independently and the findings are contradictory. For example, erg251Δ/Δ exhibited increased fluconazole (FLC) susceptibility and accumulation of eburicol, the direct precursor for 14α-methylfecosterol, in the presence of FLC [18]. However, in a haploid C. albicans strain, transposon insertion into ERG251 resulted in decreased FLC susceptibility [34]. This contradiction highlights the need to understand the effect of growth conditions and genetic background on the relationship between ERG251 and drug susceptibility.
Proper levels of ergosterol are crucial for multiple cellular functions including stress response, nutrient transport, and host-pathogen interactions [19,39]. Deletion or overexpression of the key genes in the ergosterol biosynthetic pathway disrupts ergosterol biosynthesis and results in increased susceptibility to osmotic and cell wall stress [19,41]. Disruption of ERG6 and ERG24 also leads to the reduced transport of potassium, calcium and metal in S. cerevisiae and A. fumigatus [42–44]. Furthermore, C. albicans erg2Δ/Δ and erg24Δ/Δ mutants exhibit abnormal vacuolar physiology and filamentation defects, and are avirulent in a disseminated model of candidiasis [45].
In this report, we determined the effects of heterozygous and homozygous inactivation of ERG251 on drug susceptibility, sterol composition, filamentation, virulence, and response to stress. Strikingly, we identified recurrent heterozygous point mutations in ERG251 in two distinct genetic backgrounds (SC5314 and P75063) in three independent FLC evolution experiments. Azole tolerance occurred with single allele dysfunction of ERG251 in both of the euploid genetic backgrounds. Azole resistance occurred with single allele dysfunction of ERG251 in combination with concurrent aneuploidy of chromosome 3 and chromosome 6. Homozygous deletion of ERG251 resulted in increased fitness in the presence of low concentrations of FLC, but decreased fitness in rich medium, especially at low cell density. In the presence of FLC, all ERG251 deletion mutants (heterozygous and homozygous) had decreased accumulation of the toxic dienol and increased accumulation of non-toxic alternative sterols. We conclude that ERG251 is the solo active C-4 sterol methyl oxidase of the alternative sterol pathway in C. albicans and dysfunction of this enzyme promotes survival in the presence of azole drugs due to the accumulation of non-toxic alternative sterols. Changes in sterol composition also support the pleiotropic effects of ERG251 on transcription, filamentation, and stress responses. Lastly, the erg251Δ/Δ mutant had decreased virulence while both heterozygous deletion mutants maintained their pathogenicity. In summary, we demonstrate a novel mechanism of Erg251-mediated azole drug tolerance via an accumulation of non-toxic sterol intermediates and highlight the complex and pleiotropic effects of these changes on fitness, stress responses, filamentation, and pathogenicity.
Results
Recurrent point mutations in ERG251 evolve during adaptation to fluconazole
During in vitro evolution of C. albicans in the presence of FLC, ERG251 point mutations were recurrently detected in three independent experiments and within two distinct genetic backgrounds: P75063 and SC5314 (Table 1) [10]. Using whole genome sequencing (WGS), we detected ERG251 point mutations in 16 FLC-evolved strains (Table 1). In P75063 ERG251 is homozygous, while in the type strain SC5314, there are two non-synonymous variants between ERG251-A and ERG251-B, and de novo point mutations were identified in both alleles. The point mutations were all heterozygous and were characterized as missense (A60D, A268D, G62W, W265G, and H274Q), nonsense stop gained (L113* and E273*), frameshift (S27fs), or stop lost (*322Y) (Table 1). Many of these ERG251 point mutations arose in evolved strains with large genomic copy number changes, predominantly whole chromosome trisomies (Table 1 and S1A Fig). The high frequency of mutations in ERG251 during exposure to antifungal drug suggests an important role of ERG251 in response to antifungal drug stress.
Table 1. List of FLC-evolved strains with different ERG251 point mutations.
Strains | Genetic background | ERG251 genotypes | Mutation types | Copy number changes | FLC MIC (24hr) | FLC SMG (48hr) |
---|---|---|---|---|---|---|
Strains from evolution experiment 1 [Zhou et al., 2024, accepted] | ||||||
SN152 | N.A | ERG251/ERG251 | N.A | None | 0.5 μg/ml | 0.07 |
Evolved 1.1/1.2 | Sn152 | ERG251/ERG251 L113* | Stop gained | Chr3x3, Chr6x3, Chr5 LOH | >256 μg/ml | N. A |
Evolved 2.1/2.2 | Sn152 | ERG251 E273* /ERG251 | Stop gained | Chr3x3, Chr6x3 | >256 μg/ml | N. A |
Evolved 3.1/3.3 | Sn152 | ERG251 A60D /ERG251 | Missense | Chr3x3, Chr6x3 | >256 μg/ml | N. A |
Evolved 3.2 | Sn152 | ERG251/ERG251 *322Y | Stop lost | Chr6x3 | 1 μg/ml | 0.58 |
Strains from evolution experiment 2 | ||||||
BWP17 | N.A | ERG251/ERG251 | N.A | None | 0.5 μg/ml | 0.08 |
AMS5615 | BWP17 | ERG251/ERG251 A268D | Missense | Chr4 (partial)x4, Chr7x3, Chr7 LOH | 1 μg/ml | 0.79 |
AMS5617/5618 | BWP17 | ERG251 S27fs /ERG251 | Frame shift | Chr4x3,Chr5 LOH | 1 μg/ml | 0.73 |
AMS5622/5623/5624 | BWP17 | ERG251 G62W /ERG251 | Missense | Chr7x3 | 1 μg/ml | 0.54 |
AMS5625/5626 | BWP17 | ERG251 W265G /ERG251 | Missense | None | 1 μg/ml | 0.50 |
Strains from evolution experiment 3 [10] | ||||||
P75063 | N.A | ERG251/ERG251 | N.A | None | 0.5 μg/ml | 0.11 |
AMS4130 | P75063 | ERG251/ERG251 H274Q | Missense | None | 1 μg/ml | 0.26 |
Single allele dysfunction of ERG251 leads to azole drug tolerance
To determine the impact of ERG251 point mutations on drug susceptibility, we quantified azole resistance and tolerance in the evolved isolates. All FLC-evolved strains carrying ERG251 point mutations in the SC5314-derived background were either resistant (minimal inhibitory concentration, MIC≥ 256μg/ml) or tolerant (Supra-MIC growth, SMG >0.50) to FLC and other azoles (voriconazole, VOC, and itraconazole, ITC) (Tables 1 and S1). Similarly, the FLC-evolved strain carrying an ERG251 point mutation in the P75063 background had increased tolerance relative to the progenitor (increase in SMG from 0.13 to 0.26) (Tables 1 and S1).
Next, we engineered representative point mutations from the FLC-evolved strains into the wild-type, drug-sensitive SC5314 background and determined azole susceptibility. Four different heterozygous ERG251 point mutations (L113*, W265G, E273*, and *322Y) were selected to represent the range of drug tolerant and resistant phenotypes. The engineered point mutants resulted in a 2-fold increase in MIC and more than an 8-fold increase in tolerance to three different azole drugs (FLC, VOC, ITC) (Fig 1A and S1 Table).
Based on these phenotypes we hypothesized that the heterozygous point mutations were due to a loss of gene function. We generated two different heterozygous deletion mutants of ERG251 by deleting either the A or the B allele in the SC5314 background (aΔ/B: erg251Δ/ERG251 and A/bΔ: ERG251/erg251Δ). Additionally, we constructed a strain with heterozygous over-expression of ERG251 (ERG251/TetO-ERG251) in the SC5314 background. We validated the deletion mutants using WGS and confirmed that transformation did not introduce off-target effects (S1B Fig). Heterozygous deletion of ERG251 resulted in azole tolerance levels that were the same as all four engineered strains with heterozygous ERG251 point mutations (Fig 1A and S1 Table). Meanwhile, over-expression of ERG251 only resulted in a small increase in FLC tolerance (SMG = 0.3, Fig 1B), but did not phenocopy the evolved mutants. Complementation of the heterozygous mutants erg251Δ/ERG251 and ERG251/erg251Δ with the missing ERG251 allele (erg251Δ/ERG251+ERG251-A and ERG251/erg251Δ+ERG251-B) eliminated the FLC tolerance (Figs 1B and S1B). In the P75063 genetic background, heterozygous deletion of ERG251 was sufficient to cause the increase in azole tolerance observed for the FLC-evolved strain that carried the ERG251 point mutation (Fig 1B and Table 1). Therefore, we conclude that these ERG251 point mutations lead to the single allele dysfunction of ERG251 which causes azole tolerance in C. albicans.
Next, we tested if ERG251-mediated azole tolerance was caused by upregulated drug efflux pumps or dependent on Hsp90. Measurement of Rhodamine 6G (R6G) is a useful method for quantifying efflux pump activity [46]. We found that ERG251-mediated azole tolerance was independent of drug efflux pumps as indicated by a small decrease in the rate of efflux of R6G for ERG251 heterozygous deletion mutants compared to ERG251/ERG251 (SC5314) during the exposure to FLC (Fig 1C). Hsp90 is a molecular chaperone and an important mediator for drug tolerance and stress response [47,48]. We found that ERG251-mediated tolerance depends on Hsp90 function. Addition of an Hsp90 inhibitor (radicicol, 2.5μM) to assays measuring azole resistance (MIC50) and tolerance (SMG) blocked the acquired azole tolerance of ERG251 heterozygous deletion mutants. Radicicol did not reduce the MIC or the cell viability of a well-characterized FLC resistant clinical isolate with increased expression of ERG11, MDR1, CDR1 and CDR2 (C17/12-99, Fig 1D and S1 Table) [49,50]. Additionally, for susceptible and tolerant strains, inhibition of Hsp90 caused FLC to become fungicidal as no viable cells were recovered from higher FLC concentrations combined with radicicol (S2 Fig). Hsp90 regulates cell morphogenesis and cell wall stress through the calcineurin pathway, suggesting that ERG251-mediated tolerance may also alter cell membrane and/or cell wall stress responses [48].
Single allele dysfunction of ERG251 and concurrent aneuploidy leads to azole resistance
The single allele dysfunction of ERG251 was sufficient to reproduce the azole tolerance phenotype observed in 10/16 of the FLC-evolved strains with ERG251 point mutations. However, 6 of the FLC-evolved strains with ERG251 point mutations acquired bona fide azole resistance (MIC >256 μg/ml FLC, Table 1). All 6 resistant ERG251 mutants also had chromosome (Chr)3 and Chr6 concurrent aneuploidies (Fig 2A and Table 1, Evolved 1.1/1.2, 2.1/2.2 and 3.1/3.3 representing two single colonies from three independent FLC-evolved lineages). Recently, we showed that Chr3 and Chr6 concurrent aneuploidy causes azole tolerance and correlates with elevated expression of drug responsive genes located on these chromosomes, including CDR1, CDR2, MDR1, and MRR1 [Zhou et al. 2024, accepted]. We hypothesized that heterozygous deletion of ERG251 in the Chr3 and Chr6 aneuploid background would make these tolerant cells resistant. To test this hypothesis, we isolated an azole tolerant strain with Chr3 and Chr6 concurrent aneuploidies and wild-type alleles of ERG251 in the SC5314-derived genetic background (Evolved 4.1: ERG251/ERG251) (Fig 2B). We deleted one copy of ERG251 (on Chr4) from this concurrent aneuploid strain, and confirmed that the mutants maintained the aneuploid chromosomes by whole genome sequencing. Heterozygous deletion of ERG251 in the concurrent aneuploidy background with elevated drug efflux resulted in a 256-fold increase in MIC, reproducing the azole resistance phenotype observed for the FLC-evolved resistant strains (>256μg/ml, Fig 2B, 2C, and 2D and S1 Table). We therefore conclude that the combination of the single allele dysfunction of ERG251 and concurrent aneuploidy leads to bona fide drug resistance.
Erg251 exhibits contrasting effects on fitness in the presence or absence of drug
Our results show that disruption of one copy of ERG251 results in tolerance or resistance to azoles in distinct genetic backgrounds. Although we have shown that Hsp90 is required for tolerance, the full range of mechanisms and impact of changing ERG251 are not known. In order to fully understand the function of ERG251 in different cellular processes, two independent homozygous ERG251 deletion mutants were generated in SC5314 background. We confirmed that these deletions did not introduce any large-scale genomic changes (loss of heterozygosity or aneuploidy) (S1B Fig), and two independent erg251Δ/Δ mutants (d51 and d70) exhibited identical phenotypes. Both erg251Δ/Δ mutants had decreased growth in rich medium with low initial cell density (OD600 = 0.001) compared to the wild-type control in a 96-well plate format with constant shaking (Fig 3A and 3B). Importantly, we found that the growth defect of erg251Δ/Δ in YPAD could be partially rescued by simply increasing initial cell density (from an OD600 = 0.001 to 0.005 or 0.01) (Fig 3A and 3B). In C. albicans, cell density is communicated and linked with gene expression via the quorum sensing process, and farnesol is a major quorum sensing molecule secreted by C. albicans [22,51,52]. The production of farnesol requires the dephosphorylation of FPP, the precursor for the ergosterol biosynthesis pathway [23,53]. Therefore, we tested the impact of different concentrations of farnesol (0–1000μM) on the growth of erg251Δ/Δ mutants with low initial cell density (Fig 3C, Y-axis). Moderate concentrations of farnesol (62.5–250 μM) improved the growth of erg251Δ/Δ in YPAD, while farnesol had no impact on growth of the wild-type control (Fig 3D, Y-axis). Therefore, homozygous deletion of ERG251 may result in disrupted ergosterol biosynthesis which subsequently provides negative feedback on farnesol production contributing to the growth defect of erg251Δ/Δ.
We next measured the impact of FLC on erg251Δ/Δ strains. The growth defect of the erg251Δ/Δ strain prevented us from conducting MIC and SMG assays for resistance and tolerance because these assays are normalized to growth in rich media (no drug) and erg251Δ/Δ strains grow poorly in these conditions. Therefore, we tested the impact of different concentrations of FLC (0–256μg/ml) on erg251Δ/Δ using a growth curve assay. Low concentrations of FLC (≤1μg/ml) increased growth of erg251Δ/Δ compared to no drug, whereas higher concentrations of FLC had no impact and growth remained poor (Fig 3C, X-axis). In contrast, the wild-type control (ERG251/ERG251) exhibited decreased growth at concentrations at and above its MIC50 (0.5μg/ml FLC, Fig 3D, X-axis). This suggests that total dysfunction of ERG251 can promote C. albicans growth in FLC but only at low concentrations.
Adding either farnesol or FLC only partially restored the growth defect of erg251Δ/Δ (Fig 3C). Therefore, we determined if adding farnesol in combination with FLC could further restore growth of erg251Δ/Δ. Growth of erg251Δ/Δ from all different concentration combinations showed that low concentrations of FLC (≤1μg/ml) are sufficient to confer increased growth regardless of the concentration of farnesol (Fig 3C). In contrast, high concentrations of both farnesol (>125μM) and FLC (>1μg/ml) greatly inhibited growth of erg251Δ/Δ (Fig 3C). Growth inhibition for the wild-type control (ERG251/ERG215) was solely controlled by the FLC concentration (Fig 3D). Furthermore, high-concentration farnesol (>125μM) combined with high concentrations of FLC (>64μg/ml) exhibited a killing effect on the erg251Δ/Δ cells but not on the wild-type control (ERG251/ERG251) (Fig 3E and 3F). These results suggest that in the absence of Erg251, farnesol can make FLC fungicidal at high concentrations, likely due to more severe inhibition of cell growth and ergosterol production.
Lastly, a head-to-head competition assay validated the fitness trade-off for erg251Δ/Δ, with a fitness cost in YPAD and a fitness benefit in the presence of a low concentration of FLC (1μg/ml) (Fig 3G). This fitness trade-off was not seen for the two heterozygous deletion mutants (erg251Δ/ERG251 or ERG251/erg251Δ) and was completely rescued by complementation of the homozygous deletion mutant with either the ERG251-A or ERG251-B allele (erg251Δ/Δ+ERG251-A or erg251Δ/Δ+ERG251-B) (Fig 3G). Taken together, we propose that in response to low concentrations of FLC, erg251Δ/Δ upregulates the alternate sterol production pathway to compensate for a reduction in ergosterol production and support increased growth (see below).
Pleiotropic effects of Erg251 on cell membrane organization, stress response, and biofilm formation
We next explored the mechanisms by which ERG251 affects fitness, drug susceptibility, and other stress responses. Transcriptional analysis was performed for the SC5314 wild-type (ERG251/ERG251), two ERG251 heterozygous deletion mutants, and one homozygous deletion mutant using RNAseq in two different log phase conditions: YPAD and YPAD+1μg/ml FLC. We first focused our analysis on the comparison between erg251Δ/Δ and wild-type in YPAD to understand the role of ERG251 in a broad range of cellular processes (Fig 4A and S2 Table). Differential expression analysis was used to identify genes with a significant change in abundance in erg251Δ/Δ cells compared to wild-type (913 genes, log2 fold change ≥ 1 or ≤-1 and adjusted p-value < 0.05). Gene Ontology (GO) analyses of differentially expressed genes revealed an overrepresentation of genes associated with cell wall organization, biofilm formation, filamentation growth, metabolic processes, and stress response (Fig 4B and S3 Table).
We identified many down-regulated genes in erg251Δ/Δ cells involved in cell membrane, filamentation, and stress response. Genes that regulate cell membrane structure including lipid metabolism, ergosterol and sphingolipid biosynthesis were down-regulated, including ERG11, ERG1, LIP1, PLB1, UPC2, ARE2, and SCS7 (Fig 4A and 4B) [34,54]. Genes that regulate filamentation and biofilm formation were also down-regulated, including FGR23, HYR1, ALS2, and ALS4 (Fig 4A and 4B) [55–57]. Additionally, the osmotic stress related gene AQY1 and heat stress related genes HSP70 and HSP12 were also down-regulated (Fig 4A) [57–59]. In contrast, genes that are involved in oxidative stress response like SOD5 and AOX2 were up-regulated (Fig 4A and 4B) [60,61]. These changes in lipid metabolism and stress response may affect metabolism and nutrient availability more broadly including carbon and amino acid metabolism [18,62].
GO analysis of biological process identified enrichment of 26 genes in erg251Δ/Δ cells that encode proteins with GlycosylPhosphatidylInositol (GPI)-anchored motifs. GPI anchors attach proteins to the cell surface contributing to cell-wall integrity, cell-cell interaction, and hyphal formation [63,64]. These genes include HYR1, FGR23, and SOD5 as well as cell wall specific genes in the PGA and ALS families. Overall, genes encoding GPI-anchored motifs were down-regulated in erg251Δ/Δ cells (20 out of 26) (Fig 4A and S4 Table) consistent with prior work demonstrating cross-talk between the ergosterol and GPI biosynthesis pathways [65,66].
Phenotypic analysis was consistent with transcriptional analysis for the pleiotropic effects of ERG251 on cell membrane organization and stress responses. Compared to wild-type (ERG251/ERG251), erg251Δ/Δ exhibited no change in response to increased temperature (37°C) or cell wall stressors (Calcofluor White and Congo Red) (S2B Fig). In contrast, erg251Δ/Δ exhibited detectable phenotypes in response to cell membrane, osmotic and oxidative stress (S2B Fig). To quantify these effects, we performed growth curve analysis in the absence and presence of increasing concentrations of H2O2, NaCl, and SDS, and calculated the minimum concentration that inhibited growth by 20% relative to no stress. The erg251Δ/Δ mutant was more susceptible to osmotic (NaCl, 1.4-fold decrease) and cell membrane (SDS, 10-fold decrease) stress, but exhibited increased resistance to H2O2 (1.5-fold increase) relative to wild-type (Figs 4C and S2B). These changes in stress response were not observed for the two ERG251 heterozygous deletion mutants at either the transcriptional or phenotypic levels (Figs 4C and S3A–S3D). Taken together, this indicates that the total loss of ERG251 results in a dramatic physiological response that impacts cell membrane composition and osmotic/oxidative stress responses.
ERG251-A exhibits dominant regulation of filamentation
Given that genes related to filamentation and biofilm formation were downregulated in erg251Δ/Δ, we next quantified filamentation in all three deletion mutants (homozygous and two heterozygous). Using an in vitro filamentation assay, we found that deletion of ERG251-A (erg251Δ/ERG251) had a ~25% decrease in the proportion of hyphae, while deletion of ERG251-B (ERG251/erg251Δ) exhibited no change compared to wild-type ERG251/ERG251 (Fig 5A and 5B). Complementation of erg251Δ/ERG251 with the ERG251-A allele restored wild-type filamentation (Fig 5A and 5B). Similar filamentation defects were also observed for the FLC-evolved strains with ERG251 loss-of-function point mutations in the A allele (ERG251W265G/ERG251), but not for evolved strains with point mutations in the B allele (ERG251/ERG251*322Y) (S3E Fig). This indicates that ERG251-A plays a dominant role in regulating filamentation, while ERG251-B is not required for filamentation in C. albicans. Additionally, a more severe filamentation defect (~50%) was observed in erg251Δ/Δ compared to the wild-type (Fig 5A and 5B). Complementation of erg251Δ/Δ with the ERG251-A allele, not the ERG251-B allele, was able to partially restore filamentation (Fig 5A and 5B). Taken together, this data supports a dominant role of ERG251-A in regulating filamentation.
ERG251-A regulation of filamentation might be caused by the control of genes that are involved in the yeast-to-hyphae transition. Transcriptional analysis revealed that deletion of ERG251-A (erg251Δ/ERG251) resulted in a greater impact on overall gene expression than deletion of ERG251-B (ERG251/erg251Δ) (Figs 5C and S3A–S3D). In the YPAD condition, deletion of ERG251-A resulted in 357 differentially expressed genes (log2 fold change ≥ 0.5 or ≤-0.5 and adjusted p-value < 0.1, S5 Table) compared to deletion of ERG251-B which altered expression of 26 genes (log2 fold change ≥ 0.5 or ≤-0.5 and adjusted p-value < 0.1, S6 Table) (Fig 5D). Only 11 genes were significantly differentially expressed in both heterozygous mutants including ERG6, ERG251 and CRZ2 (Fig 5D). Notably, ERG6 had increased expression in both heterozygous mutants which may contribute to the activation of the alternate pathway for ergosterol biosynthesis (Figs 5D, S3A, and S3B). This suggests there is redundancy of the ERG251-A and ERG251-B alleles in ergosterol biosynthesis, and supports why loss of function of either allele results in the same azole tolerance phenotype (Fig 1). Furthermore, in the SC5314 background ERG251-A and ERG251-B had similar RNA abundance (S3F Fig), and both of the tagged proteins, Erg251-A-GFP and Erg251-B-GFP, localized to the endoplasmic reticulum (ER) in both yeast and hyphal phases (S3G Fig). This indicates that the divergent function of the two ERG251 alleles is not caused by allelic expression or subcellular translocation. Among the 346 genes that were differentially expressed only in erg251Δ/ERG251, GO analysis revealed an enrichment of genes that regulate filamentation (S3C Fig and S7 Table). Genes that positively regulate filamentation, including HYR1 and HWP1, and their up-stream transcription factor SFL2 were all down-regulated in erg251Δ/ERG251 (Figs S3A and 5E) [56,57]. Transcription factor EFH1 was up-regulated in erg251Δ/ERG251 and its overexpression may lead to pseudohyphal formation (Figs S3A and 5E) [67,68]. Finally, we found that in YPAD, both erg251Δ/ERG251 and erg251Δ/Δ have largely conserved regulation of this subset of genes involved in filamentation: SFL2, HWP1, HWP2, HYR1, HYR3, and EFH1 (Fig 5E).
Deletion of ERG251 disrupts the ergosterol production and reduces accumulation of the toxic dienol in the presence of FLC
Homozygous deletion of ERG251 results in a diverse set of phenotypic effects that may be directly related to disrupted ergosterol biosynthesis and lipid metabolism. To more comprehensively analyze the impact of deleting ERG251 on ergosterol biosynthesis, we first analyzed transcription of genes involved in ergosterol biosynthesis from all three pathways: mevalonate, late and alternate (Fig 6A). In YPAD, erg251Δ/Δ had decreased expression relative to the wild-type of 11 ERG genes and increased expression of ERG12, ERG25, and ERG6 (Figs 6A and S4A). Among the 11 down-regulated ERG genes, ERG1 and ERG11 had the most significant decreases (log2 fold change = -1.5 and -1.3 respectively). These two genes represent two rate-limiting steps in the ergosterol biosynthesis pathway [69]. Two additional key genes were down regulated in erg251Δ/Δ compared to wild-type in YPAD: UPC2, encoding a transcription factor that activates ERG genes, and ARE2, encoding a sterol acyltransferase that regulates the storage and decomposition of ergosterol [70–72]. When comparing the transcriptional abundance of ERG genes between the two growth conditions (FLC vs YPAD), we found that almost all ERG genes had increased expression in response to FLC exposure across all four strains, with or without ERG251 deletion (S4A Fig and S12–S15 Tables). Strikingly, ERG6 had 8-fold increased expression in erg251Δ/Δ in the presence of FLC relative to wild-type (S4B Fig and S11 Table), and over-expression of ERG6 can result in accumulation of the alternative sterols leading to cell survival in the presence of FLC [19,25,73]. Therefore, we hypothesize that deletion of ERG251 can disrupt the ergosterol production and lead to accumulation of alternative sterols in the presence of FLC.
To test this hypothesis, we performed gas chromatography-mass spectrometry (GC-MS) analysis of sterol accumulation for the SC5314 wild-type (ERG251/ERG251), two ERG251 heterozygous deletion mutants, and one homozygous deletion mutant in the absence or presence of 1ug/ml FLC. In the absence of FLC, all ERG251 deletion mutants exhibited significantly decreased ergosterol accumulation compared to wild-type (Fig 6B and 6C). Notably, in the absence of FLC, the erg251Δ/Δ mutant exhibited a unique peak at 24.60 min retention time (Fig 6B), and the mass spectrum of this peak had 63% similarity to 4-methyl episterol (also known as 24-methylenelophenol or gramisterol) (S5 Fig). This indicates that in the absence of FLC, ERG251 deletion (heterozygous or homozygous) leads to the disruption of ergosterol biosynthesis, but only homozygous deletion of ERG251 results in accumulation of an ergosterol intermediate that likely contributes to the severe growth defect and membrane sensitivity of erg251Δ/Δ (Figs 3A and 4C). We named this 4-methyl episterol-related ergosterol intermediate “sterol A” here because the elution profile matches the unidentified sterol A detected when an erg251Δ/Δ mutant was cultured under biofilm growth conditions [74]
In presence of 1ug/ml FLC, all ERG251 deletion mutants exhibited significantly decreased accumulation of the toxic dienol (peaks at 24.3 min) and its intermediates (peaks at 23.2 and 23.6 min) compared to wild-type (Fig 6B and 6C). Importantly, FLC exposure combined with ERG251 deletion resulted in increased accumulation of an alternative sterol (retention time at 25.1 min, Fig 6B and 6C) with a similar spectral profile as the lanosterol standard (not the eburicol or 4,4-dimethyl zymosterol standards), possibly the lanosterol derivative 24-methylenedihydrolanosterol (S5 Fig) [75]. This indicates that in the presence of FLC, ERG251 deletion (heterozygous and homozygous) reduces the accumulation of toxic dienol production and increases the accumulation of non-toxic alternative sterols causing azole drug tolerance.
ERG251 is the major active C-4 sterol methyl oxidase in the alternate sterol pathway controlling drug susceptibility
ERG25, the paralog of ERG251, is expressed at low levels relative to ERG251 in wild-type cells [18]. We found that ERG25 expression was increased upon deletion of ERG251 (both heterozygous and homozygous deletion) in the absence of FLC (log2 fold change ~0.5, S4A Fig). Recently, Xiong et al. reported that increased expression of ERG25 alone can improve the growth and filamentation defects of an erg251Δ/Δ null mutant [74]. Therefore, we hypothesized that Erg25 and Erg251 can compensate for each other during ergosterol biosynthesis despite having significant sequence divergence (S6A Fig). Consistent with this, a double homozygous deletion of ERG251 and ERG25 was not possible after multiple attempts. This indicates that there is some essential compensation between the two enzymes, most likely in the late ergosterol biosynthesis pathway. A heterozygous deletion of ERG25 in either the wild-type or erg251Δ/Δ strain backgrounds had no effect on drug susceptibility (S6B and S6C Fig). Surprisingly, in the absence of FLC, wild-type and heterozygous deletion mutants of ERG251 generate low amounts of the toxic dienol, but this toxic dienol was completely eliminated in the erg251Δ/Δ null mutant (Fig 6C). We conclude that Erg251 is the solo C-4 sterol methyl oxidase in the alternate sterol pathway under typical growth conditions (Fig 6A). However, in the presence of FLC, ERG25 expression was increased along with ERG6 in the erg251Δ/Δ null mutant (S4A and S6D Figs) and this combination may be sufficient to provide flux through the alternate sterol pathway, resulting in accumulation (albeit significantly reduced) of the toxic dienol and dienol intermediates (Fig 6C).
Zinc transporter contributes to Erg251-mediated azole tolerance
To determine the mechanism driving decreased drug susceptibility, we further compared the transcriptional analysis of all three ERG251 deletion mutants during growth in FLC. No significant change in expression was observed for genes encoding the drug efflux pumps CDR1, CDR2, and MDR1 across the three ERG251 deletion mutants, compared to wild-type (log2 fold change ≥ 0.5 or ≤-0.5 and adjusted p-value < 0.1), with an exception for MDR1 in erg251Δ/Δ that had a 2-fold increase (adjusted p-value = 9.6x10-7) (Fig 7A and S9–S11 Tables). We next determined whether there was a conserved transcriptional response across the three ERG251 mutants after FLC exposure. In YPAD+1ug/ml FLC, only 8 genes were significantly differentially expressed in all three ERG251 deletion mutants relative to wild-type (heterozygous deletion mutants: log2 fold change ≥ 0.5 or ≤ -0.5 and adjusted p-value < 0.1, homozygous deletion mutant: log2 fold change ≥ 1 or ≤ -1 and adjusted p-value < 0.05) (Fig 7B). Based on the predicted and characterized functions of these 8 genes, we focused on ZRT2 that encodes a zinc transporter that localizes to the plasma membrane and is essential in C. albicans for Zinc uptake and growth at acidic pH [76]. ZRT2 was upregulated ~1.5 fold in both the heterozygous and homozygous ERG251 deletion mutants during FLC exposure (Fig 7A–7C).
To delineate the role of Zrt2 in Erg251-mediate azole tolerance, we engineered additional strains and quantified drug susceptibility. Overexpression of ZRT2 in the wild-type SC5314 background resulted in an ~1.6-fold increase in mRNA expression relative to wild-type in the presence of FLC (Fig 7C). Overexpression of ZRT2 caused increased FLC tolerance (SMG = 0.24–0.25) relative to wild-type, however less tolerance than the ERG251 heterozygous deletion mutants (SMG = 0.6) (Fig 7D). To test if Zrt2 directly contributes to the high tolerance observed in ERG251 heterozygous deletion mutants, we deleted a single copy of ZRT2 from the erg251Δ/ERG251 background (Fig 7D). Both independent transformants exhibited reduced FLC tolerance (SMG = 0.45–0.49) compared to the ERG251 heterozygous deletion mutant (SMG = 0.6) (Fig 7D). Taken together, we conclude that Zrt2 directly contributes to ERG251-mediated azole tolerance together with sterol composition changes.
Mutants with single allele dysfunction of ERG251 maintain pathogenicity in a murine model
We next explored the effects of ERG251 mutations during infection. The pleiotropic effects of ERG251 on varied cellular responses, especially decreased resistance to superoxide and reduced filamentation raise the question of whether dysfunction of ERG251 would also lead to a defect in pathogenicity. We tested the two heterozygous and one homozygous ERG251 deletion mutants in the standard mouse tail-vein injection model of disseminated candidiasis [77]. There was no difference in survival between the wild-type control SC5314 and the heterozygous mutants (erg251Δ/ERG251 and ERG251/erg251Δ) (Fig 8). However, mice infected with erg251Δ/Δ had significantly longer survival compared to the wild-type control (P = 0.0015, Long-rank (Mantel-Cox) test) (Fig 8). We also tested the survival of mice infected with the two complementation strains of erg251Δ/Δ, and both complementation strains restored virulence (Fig 8). Taken together, this indicates that mutants with homozygous deletion of ERG251 have attenuated virulence, which supports the importance of ERG251 in varied cellular responses essential for pathogenicity. However, the azole tolerant mutants with a single allele dysfunction of ERG251 remained infectious.
Discussion
Changes in ERG251 impact the susceptibility of C. albicans to azoles
Antifungal tolerance varies among C. albicans clinical isolates and correlates with the inability to clear an infection. The tolerance phenotype is stable even in the absence of antifungal drug stress [9]. Despite this, the molecular mechanisms causing antifungal tolerance are not known. We found that ERG251 is a hotspot for point mutations during adaptation to antifungal drug stress, and that heterozygous deletion of ERG251 can drive azole tolerance in diverse clinical isolates of C. albicans. This is the first example of loss-of-function point mutations that cause azole tolerance in C. albicans. The mechanism of ERG251-mediated azole tolerance is caused by decreased accumulation of the toxic dienol and increased non-toxic alternative sterols as well as increased expression of the zinc transporter ZRT2.
Aneuploidy is frequently associated with the rapid acquisition of azole tolerance [78,79]. We recently found that the Chr3 and Chr6 concurrent aneuploidies conferred multi-azole tolerance via elevated drug efflux [Zhou et al. 2024, accepted]. Here, we identified recurrent, heterozygous loss-of-function mutations in ERG251 (Chr4) that occurred together with aneuploidies of smaller chromosomes (Chr3-Chr7) during adaptation to FLC (Table 1). The combination of aneuploidy and ERG251 dysfunction, two mechanisms that independently cause azole tolerance, resulted in bona fide azole resistance. Multiple simultaneous mutations are common in cancer cells and often lead to treatment failure [80–83]. Our results highlight the diverse trajectories that C. albicans can take during adaptation to antifungal drugs and support that two independent mechanisms of tolerance (point mutation and aneuploidy) can evolve within the same cell resulting in drug resistance.
Drug susceptibility in heterozygous versus homozygous ERG251 deletion mutants
One of the particularly striking observations from our study was the range of different heterozygous point mutations that phenocopied the heterozygous deletion of ERG251. The numerous possible mutation sites at either allele of the ERG251 combined with a strong fitness advantage in FLC for all characterized ERG251 mutations explains why ERG251 mutations were recurrent in three independent in vitro evolution experiments. Point mutations in ergosterol-related genes like ERG11 and UPC2 that cause drug resistance in Candida species are frequently homozygous in diploid organisms and result in higher MIC than heterozygous mutations [84–89]. Comparatively, all of the de novo ERG251 point mutations identified here were heterozygous. Although the homozygous deletion of ERG251 led to a similar fitness advantage as the heterozygous deletion mutants in the presence of low concentrations of FLC (<1μg/ml), the homozygous deletion strain exhibited a fitness cost in rich medium and at higher concentrations of FLC, supporting why only heterozygous mutants were identified during the in vitro evolution experiments.
Prior studies of the relationship of ERG251 to azole susceptibility in C. albicans have found conflicting results. In some experiments, loss of ERG251 through genetic manipulation or pharmacological inhibition resulted in increased susceptibility to azoles whereas in other experiments, disruption of ERG251 decreased susceptibility to azoles [18,34]. Our findings help to explain these disparate results. During exposure to low concentrations of FLC, both heterozygous and homozygous ERG251 deletion mutants had sterol composition changes that support their acquired azole tolerance: decreased accumulation of the toxic dienol and increased accumulation of alternative non-toxic sterol intermediates. However, we found erg251Δ/Δ had decreased cell growth in high concentrations of FLC. This is in contrast to the slow growth of two heterozygous deletion mutants despite the FLC concentration (drug tolerance). Therefore, depending on the concentration of FLC, loss of ERG251 can increase or decrease growth of C. albicans. Lu et al. detected much more disrupted ergosterol production in the erg251Δ/Δ mutant in the presence of high concentration of FLC [18]. This indicates that the high concentration of FLC might pose much more severe inhibition on the ergosterol accumulation in erg251Δ/Δ reducing the cell growth and resulting increased drug susceptibility.
The impact of ERG251 homozygous deletion on metabolic process of farnesol
In the absence of FLC, ERG251 heterozygous and homozygous deletion mutants all had decreased accumulation of ergosterol, however only the ERG251 homozygous deletion mutant exhibited accumulation of 4-methyl episterol (“sterol A”) which may directly contribute to the growth defect of and severe membrane sensitivity of erg251Δ/Δ. However, the growth defect is not likely to be due only to sterol A as we also observed a connection between farnesol and ergosterol biosynthesis. We found moderate concentrations of farnesol (62.5–250 μM) improved the growth of erg251Δ/Δ in rich media, while farnesol had no impact on wild-type growth. Therefore, homozygous deletion of ERG251 may result in disrupted ergosterol biosynthesis which subsequently provides negative feedback on farnesol production contributing to the growth defect of erg251Δ/Δ. One ERG gene, ERG12, had decreased expression in response to FLC—the opposite trend from all other ERG genes (Fig 6). ERG12 encodes mevalonate kinase and converts mevalonate into 5-phosphomevalonate, the precursor for farnesyl pyrophosphate (FPP). We hypothesize that the FLC-induced repression of ERG12 is caused by negative feedback resulting from an increase in farnesol or FPP that occurs upon exposure to FLC. Homozygous deletion of ERG251 correlated with increased expression of ERG12. The increased expression of ERG12 combined with improved growth of erg251Δ/Δ mutant when supplied with moderate farnesol, suggests that ERG12 expression is negatively regulated by farnesol or its precursor, FPP, and that both deletion of ERG251 and FLC exposure impact ERG12 expression possibly via farnesol production (S6E Fig) [90]. Importantly, we found farnesol can make FLC fungicidal at high concentrations. The inhibition of high concentration farnesol on ERG12 might further pose a block on the mevalonate pathway which together with disrupted ergosterol production from FLC results in a killing effect on fungal cells. This also provides evidence that dysfunction of Erg251 can also pose impacts on other metabolic processes affecting different phenotypes.
Changes in sterol composition resulting from ERG251 inactivation have pleiotropic effects
Homozygous deletion of ERG251 had a global impact on the expression of sterol biosynthetic genes resulting in down-regulation of ergosterol biosynthetic genes and pleiotropic effects of genes encoding cell surface proteins. The different regulation of these genes had direct correlation with different phenotypes observed for erg251Δ/Δ. Furthermore, our analysis of sterol composition for ERG251 mutants supports that ERG251 deletion can cause altered membrane composition, even in the absence of FLC. Previous studies found that the GPI biosynthesis of cell surface proteins can affect ergosterol level via regulating ERG11 [66]. Abnormal ergosterol production and accumulation of ergosterol intermediates can lead to transcriptional activation of stress responses [12,91]. Therefore, we propose that the altered membrane composition of ERG251 homozygous mutant causes pleiotropic effects on global gene expression and localization of cell surface proteins that result in the observed phenotypic changes
Furthermore, our sterol data also provide evidence for the divergent roles and substrate preferences of ERG251 and ERG25 in ergosterol and alternate sterol pathways. The shared enzymatic function and regulatory networks of paralogs supports a model where compensation between ERG251 and ERG25 occurs at the level of gene expression [39,92]. We and Xiong et al. identified the sustained production of ergosterol in erg251Δ/Δ mutants without accumulation of 4,4-methyl zymosterol, the common substrate for C-4 methyl sterol oxidases [74]. These data indicate that there is compensation between the paralogs ERG251 and ERG25 during ergosterol biosynthesis under normal growth conditions and that substrate preference is similar during ergosterol biosynthesis. The same ergosterol intermediate (“sterol A”) was detected only in erg251Δ/Δ in both studies, and we characterized it as 4-methyl-episterol. This suggests that ERG251 has a substrate preference for 4-methyl-episterol during ergosterol production. We propose that this is similar to Chlorella sorokiniana, where enzymes in the ergosterol biosynthesis pathway can have multiple possible substrates to support flux through ergosterol production upon azole inhibition [93].
No toxic dienol was produced in the erg251Δ/Δ mutant in the absence of FLC. This supports our model that ERG251 is the solo C-4 sterol methyl oxidase in the alternate sterol pathway under typical growth conditions. With FLC exposure, partial dysfunction of ERG251 is sufficient to alter sterol composition with accumulation of an alternative sterol that is predicted to be 24-methylenedihydrolanosterol. This alternative sterol is different from eburicol, another common substrate for C-4 sterol methyl oxidase, that Lu et al. predicted to accumulate in the ERG251 null mutant in the presence of high levels of fluconazole [18]. Importantly, we included an eburicol standard in our GC-MS analysis and do not detect eburicol in our strains. This suggests that there might be different possible substrates for ERG251 in the alternative pathway and that the degree in which the ergosterol biosynthesis pathway is inhibited by different azole concentrations might impact the substrate preference. The sterol changes of ERG251 deletion mutants also caused decreased drug susceptibility, while deletion of ERG25 in wild-type or erg251Δ/Δ strains had no impact on drug susceptibility. In conclusion, in C. albicans Erg251 functions as the major active C-4 sterol methyl oxidase controlling drug susceptibility, filamentation, biofilm formation and other stress responses [18,74].
In summary, this study identified recurrent heterozygous point mutations in the methyl sterol oxidase ERG251 during adaptation to antifungal drug stress and characterized the first example of point mutation-driven azole tolerance. We utilized genetic, transcriptional and phenotypic analyses to understand the effects of inactivating ERG251 both partially and completely. Increased azole tolerance was observed in two distinct genetic backgrounds, and heterozygous loss-of-function mutations of ERG251 promote multi-azole tolerance while maintaining virulence in a mouse model of systemic infection. This suggests that as the main C-4 sterol methyl oxidase, Erg251 is not an ideal drug target as proposed previously [18,40], as it is a hotspot for mutation-driven azole tolerance and mutants can sustain pathogenicity.
Materials and methods
Ethics statement
The mouse experiments were approved by the Institutional Animal Care and Use Committee of the Lundquist Institute for Biomedical Innovation at Harbor-University of California, Los Angeles Medical Center.
Yeast isolates and culture conditions
All strains used in this study are listed in S1 Table including FLC evolved isolates and engineered yeast and bacteria strains. Strains were stored at -80°C in 20% glycerol. Isolates were grown in YPAD media (20 g/L peptone, 10 g/L yeast extract, 2% dextrose, and 15 g/L agar for plates) supplemented with 40 μg/ml adenine and 80 μg/ml uridine. Cells used for lipid assay were grown in CSM media (6.7g/L Difco yeast nitrogen base without amino acids and with ammonium sulfate, 2g complete amino acid mix, 2% dextrose).
Strain construction
All engineered strains in this study were generated in the SC5314 background, except one ERG251 heterozygous deletion in the P75063 background. Strains were constructed by lithium acetate transformation using PCR products with at least 140 bp of homology to the target locus. Primers used in this study are listed in S16 Table.
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ERG251 heterozygous deletion
The FLIP-NAT construct was PCR amplified from the plasmid pJK863 [94] using primer sets 1630+1631 and transformed into background strains SC5314 and P75063. NAT-resistant transformants were PCR screened for correct integration of the FLIP-NAT construct at the ERG251 locus using primer pairs 1652+1045 (left of integration) and 1636+1653 (right of integration). Transformants were validated by whole genome sequencing for correct integration.
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ERG251 homozygous deletion
To promote FLIP-mediated excision of FLIP-NAT, correct heterozygous deletion strains erg251Δ/ERG251 and ERG251/erg251Δ were inoculated in YNB+BSA from frozen stocks and incubated at 30°C, 220rpm, for 48 hrs. Cultures were diluted and 100 cells were plated on YPAD agar, then incubated at 30°C for 24 hrs. Recovered colonies were patched to both YPAD and YPAD+150 μg/ml NAT. Colonies growing on only YPAD were screened for correct FLIP-mediated excision of FLIP-NAT using primer pairs 1574+1575 (inside NAT) and 1652+1653 (across ERG251). Colonies that correctly excised FLIP-NAT were re-transformed with the FLIP-NAT construct (PCR amplified from the plasmid pJK863 [94] using primer sets 1630+1631). NAT-resistant transformants were PCR screened for correct integration of the FLIP-NAT construct at the remaining ERG251 locus using primer pairs 1652+1045 (left of integration), 1636+1653 (right of integration), and 1632+1633 (inside ERG251). Transformants were validated by whole genome sequencing for correct integration.
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Construct ERG251-NAT plasmid
To generate ERG251 mutant complementation and point mutation, we built up an ERG251-NAT plasmid by fusing ERG251 upstream plus gene (1644+1645), NAT (1574+1575), and ERG251 downstream (1646+1647) into the pUC19 backbone (1578+1579). PCR amplified fragments were aligned using NEBuilder HiFi DNA Assembly Cloning Kit following the manufacturer’s instructions and transferred into E. coli. Ampicillin-resistant transformants were screened using primer pairs 1352+1353 and saved in frozen stocks as pAS3118.
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ERG251 mutant complementation
The wild-type ERG251 upstream region and genes (A or B) were PCR amplified from heterozygous deletion strains using primer pair 1652+1645. The NAT gene and downstream ERG251 region were PCR amplified from pAS3118 using 1574+1653 primers. SOEing PCR was performed using primer pair 1652+1653. The subsequent ERG251-NAT construct was transformed into the erg251Δ/ERG251, ERG251/erg251Δ, and erg251Δ/Δ mutants that had previously excised FLIP-NAT as described above. NAT-resistant transformants were PCR screened for correct integration of the ERG251-NAT construct using primer pairs 1634+1154 (left integration), 1636+1635 (right integration), and 1634+1635 (across integration). Transformants were validated by whole genome sequencing for correct integration.
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ERG251 point mutation
Site-directed mutagenesis using double-primer PCR was used to generate ERG251 point mutation construct. Primers with the desired mutations were paired with ERG251-NAT upstream (1652) or downstream (1653) primer to amplify mutated ERG251-NAT construct from pAS3118. Four different point mutations were engineered in this study: L113*(1652+1649/1648+1653), W265G (1652+1655/1654+1653), E273*(1652+1651/1650+1653), and *322Y (1652+1657/1656+1653). The amplified two fragments were fused using SOEing PCR and transformed into the SC5314 background. Transformants were first PCR screened using primers 1652+1575 (left integration) and 1636+1653 (right integration) for correct integration and then validated by whole genome sequencing for base substitution and mutated allele.
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ERG251 overexpression
The TetO promoter replacement construct was PCR amplified using primer pair 1679+1680 from plasmid pLC605 [95] and transformed into the SC5314 background strain. NAT-resistant transformants were PCR screened for correct integration of the TetO promoter replacement using primer pairs 1652+1176 (left integration) and 1177+1633 (right integration).
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ERG251-GFP
The C-terminal GFP-NAT construct was PCR amplified from plasmid pMG2120 [96] using the 1925+1926 primer pairs and transformed into the SC5314 background strain. NAT-resistant colonies were PCR screened for correct integration of the GFP-NAT construct at the C-terminal end of the ERG251 locus using primer pairs 1632+1927 (left integration) and 1636+1653 (right integration). Transformants were validated by Sanger sequencing for tagged alleles.
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ERG25 heterozygous deletion
The FLIP-NAT construct was PCR amplified from plasmid pJK863 using primer pairs 1921+1922 and transformed into both the SC5314 background strain and erg251Δ/Δ mutant strain that had previously excised FLIP-NAT as described above. NAT-resistant transformants were PCR screened for correct integration of FLIP-NAT at the ERG25 locus using primer pairs 1923+1045 (left integration) and 1636+1924 (right integration).
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ZRT2 overexpression
The TetO promoter replacement construct was PCR amplified from plasmid pLC605 [95] using primer pair 1932+1933 and transformed into the SC5314 background strain. NAT-resistant transformants were PCR screened for correct integration of the TetO promoter replacement using primer pairs 1934+1176 (left integration) and 1177+1633 (right integration).
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ZRT2 heterozygous deletion
The FLIP-NAT construct was PCR amplified from plasmid pJK863 using primer pairs 1932+2002 and transformed into the heterozygous erg251Δ/ERG251 and ERG251/erg251Δ mutants that had previously excised FLIP-NAT as described above. NAT-resistant transformants were PCR screened for correct integration of FLIP-NAT at the ZRT2 locus using primer pairs 1934+1045 (left integration) and 2003+1636 (right integration).
Filamentation
Strains were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm for 16 hrs. Strains were diluted 1:100 into RPMI+10% FBS, then incubated at 37°C for 4 hrs. Cells were harvested, washed once with PBS, and resuspended in PBS before microscopy. Images were captured using an Olympus IX83 microscope and analyzed using ImageJ v1.54d.
Microscopy
Erg251-GFP tagged strains were struck on YPAD agar plates from frozen stocks and incubated at 30°C for 24 hrs. Cultures were inoculated in 2% YPAD and incubated at 30°C, 220 rpm for 16 hrs. Cultures were diluted 1:100 in fresh 2% YPAD or RPMI+10% FBS, then incubated at 30°C, 220 rpm for 4 hrs. Cells grown in RPMI+10%FBS were spun down, washed once with PBS, and resuspended in PBS before microscopy. Cells grown in YPAD were spun down, washed once with PBS, and resuspended in HBSS+1μg/ml BODIPY ER tracker (Fisher Scientific). Cells were incubated 30 minutes at 37°C, washed twice with HBSS, then resuspended in HBSS before microscopy. Images were captured using an Olympus IX83 microscope.
Spot plate assay
Strains were inoculated in 2% YPAD from glycerol stocks and incubated at 30°C, 220 rpm for 16 hrs. Cultures were normalized to 106 cells/ml, then 10-fold serially diluted. 10μl of each (106−103) dilutions were spotted onto YPAD agar with and without drugs. All spot plates were performed in triplicates. Plates were incubated for 48 hrs at 30°C and imaged using a BioRad GelDoc XR+ imaging system.
RNA sequencing
RNA extraction: For RNA extraction, all 4 strains (wild-type and three ERG251 deletion mutants) were struck on YPAD agar plates from frozen stocks and incubated at 30°C for 24 hrs. Cultures were then inoculated in 2% YPAD (50 ml) and incubated at 30°C, 220 rpm for 16 hrs. Overnight cultures were then diluted 1:100 into 50 ml YPAD or YPAD+1μg/ml FLC and grown at 30°C, 220 rpm for 5–6 hrs to an OD600 of 0.5. Cells were harvested by centrifugation and frozen in liquid nitrogen. RNA were prepared according to the manufacturer’s instructions for the Qiagen RNeasy Mini kit (Qiagen, US) using the mechanical disruption method. Removal of DNA was performed with a DNase (Qiagen RNase-free DNase set, US) 1 hr incubation at room temperature on column. Three independent cultures of each strain were grown to provide three biological replicates for RNA-seq experiments.
RNA-Seq: Library preparation was performed by SeqCenter (Pittsburgh, PA) using Illumina’s Stranded mRNA preparation and 10bp unique dual indices (UDI). Sequencing was done on a NovaSeq X Plus, producing 150bp paired end reads. Demultiplexing, quality control, and adapter trimming was performed with bcl-convert (v4.1.5) (BCL Convert).
RNA-Seq data analysis: C. albicans transcriptome (SC5314_version_A21-s02-m09-r10_orf_coding, downloaded from http://www.candidagenome.org/download/sequence/C_albicans_SC5314/Assembly21/current/?C=S;O=A on 2023/08/17) was indexed using salmon (v1.10.2) [97]. All samples were quasi-mapped to transcriptome index using salmon resulting in quantification of reads mapped to each transcript. The output quantification files were imported into R (v4.1.2) using tximport (v1.22.0) [98] and DESeq2 (1.34.0) [99] was used to model gene expression. PCA analysis was performed using DESeq2 and used to identify any outliers amongst the replicates. We identified one wild-type control grown in FLC as an outlier and excluded this sample from all further analyses (Fig 5C). The DESeq2 ‘contrast’ wrapper was then used to estimate log2 fold changes for each mutant relative to the wild-type control in YPAD and YPAD+1μg/ml FLC conditions and identify differentially expressed genes. We also estimated log2 fold changes for each strain grown in FLC relative to the same strain in YPAD and identified differentially expressed genes (S2, S5, and S6 Tables). The threshold for differentially expressed genes was an absolute value log2 fold change ≥ 0.5 and adjusted p-value < 0.1 for heterozygous deletion mutants. Because the homozygous deletion mutant is predicted to have stronger effects on global gene expression, we used stricter thresholds for the homozygous deletion mutant of an absolute value log2 fold change ≥ 1 and adjusted p-value < 0.05. Differentially expressed genes in ERG251 mutants or after FLC exposure are listed in S9–S11 Tables.
Gene Ontology Analysis
GO slim mapper from Candida Genome Database (http://www.candidagenome.org/) [100] was conducted on the set of genes that were differentially expressed in ERG251 mutants grown in YPAD relative to wild-type controls in YPAD. Process Ontology was performed for all three ERG251 deletion mutants and output files are included in S3 and S7–S8 Tables.
Reverse Transcriptase qPCR
RNA extraction: For RNA extraction, wild-type (SC5314) and tetO-ZRT2-1 were struck on YPAD agar plates from frozen stocks and incubated at 30°C for 24 hrs. Cultures were then inoculated in 2% YPAD (50 ml) and incubated at 30°C, 220 rpm for 16 hrs. Overnight cultures were then diluted 1:100 into 50 ml YPAD or YPAD+1μg/ml FLC and grown at 30°C, 220 rpm for 5–6 hrs to an OD600 of 0.5. Cells were harvested by centrifugation and frozen in liquid nitrogen. RNA were prepared according to the manufacturer’s instructions for the Qiagen RNeasy Mini kit (Qiagen, US) using the mechanical disruption method. Removal of DNA was performed with a DNase (Qiagen RNase-free DNase set, US) 1 hr incubation at room temperature on column.
RT-PCR: cDNA was prepared using the SuperScript II Reverse Transcriptase (Fisher Scientific) according to the manufacturer’s instructions with oligo dT primers and 100 ng of RNA. cDNA was then diluted 1:10 with nuclease-free water for qPCR measurement. Real-time qPCR was conducted using the PowerUp SYBR Green Master Mix (Applied Biosystems) according to the manufacturer’s instructions to measure cDNA. Using CFX Connect Real-Time PCR Detection System and Bio-Rad CFX Maestro software to determine Cq values, expression was calculated as the amount of cDNA from the gene of interest relative to the amount of TEF1 cDNA in the same sample. All primers used in this study are listed in S16 Table.
Rhodamine 6G efflux assay
Drug efflux was measured using an adapted protocol [27,46]. Strains were struck on 2% YPAD agar from frozen stocks and incubated at 30°C for 24 hrs. Recovered cells were inoculated into 2% YPAD or YPAD+1 μg/ml FLC. Cultures were incubated at 30°C, 220 rpm, for 16 hrs. Cultures were diluted 1:100 into fresh media of the same condition, then incubated 30°C, 220 rpm, for 3 hrs. Subcultures were harvested and washed once with room temperature PBS, then resuspended in PBS and incubated at 30°C for 1 hr. Rhodamine 6G (Sigma) was added to a final concentration of 10 μg/ml. Cells were incubated at 30°C for 1 hr. Following incubation, cells were washed twice with 4°C PBS, then resuspended in room temperature PBS. Immediately, OD600 and baseline fluorescence were measured (excitation 344 nm, emission 555 nm) for 5 minutes in 1-minute intervals using a BioTek Synergy H1 plate reader. Following initial measurements, dextrose was added to a final concentration of 1%. Fluorescence was measured for 90 minutes in 2-minute intervals using a BioTek Synergy H1 plate reader. All strains were conducted in three independent replicates and tested with and without dextrose.
Growth curve assay
Strains were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm for 16 hrs. Cultures were diluted in fresh 1% dextrose YPAD to a final OD600 of 0.01. Normalized cultures were diluted 1:10 into a 96-well NUNC plate containing 1% dextrose YPAD with or without drug. Cells were incubated at 30°C in a BioTek Epoch 2 microplate spectrophotometer shaking in a double orbital (237rpm) with OD600 readings taken every 15 minutes for 48 hrs. Each isolate was conducted in triplicates.
Growth assay for FLC and farnesol
Strains were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm for 16 hrs. Cultures were diluted in fresh 1% dextrose YPAD to a final OD600 of 0.01. Normalized cultures were diluted 1:10 into a 96-well NUNC plate containing 1% dextrose YPAD supplemented with or without drug. Both FLC and farnesol were diluted in a two-fold serial: FLC concentration (x-axis, 2x dilution for each column) ranged from 0 to 256μg/ml, and farnesol concentration (y-axis, 2x dilution for each row) ranged from 0 to 1000μM. Cells were incubated at 30°C in a BioTek Epoch 2 microplate spectrophotometer shaking in a double orbital (237rpm) with OD600 readings taken every 15 minutes for 48 hrs. Plates were conducted in triplicates. 48 hrs later, 10 μl cells from each well were plated onto YPAD agar plate to monitor viability, and plate images were taken after 24 hrs incubation at 30°C.
Relative fitness assay
Isolates were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm, for 16hrs. Cultures were diluted in fresh 1% dextrose YPAD to a final OD600 of 0.01. Normalized cultures from the sample of interest and the fluorescent control strain (same fitness as the WT) were then combined at a 1:1 ratio, and the combined culture was diluted 1:10 into a 96-well NUNC plate containing 1% dextrose YPAD or YPAD+1 μg/ml FLC (initial OD600, N0 = 0.001). Cells were incubated at 30°C in a BioTek Epoch 2 microplate spectrophotometer with double-orbital (237rpm) shaking. OD600 readings were taken every 15 minutes for 48 hrs to monitor cell growth and OD600 at the endpoint. 20 μl culture was removed from one of the triplicates for flow cytometry at 24 hrs. Cultures were diluted in PBS and 10,000 singlets were gated and analyzed at each time point using a Cytek Aurora flow cytometer (R0021). After 24 hrs the population reached the stationary phase and OD600 was about 1.3 (Nt), therefore there were a total of 10 generations for the competition assay estimated using equation generations = [log10 (Nt/N0)]/0.3. Proportions of sample interest were indicated by the proportion of non-fluorescent cells while fluorescent control was indicated by blue fluorescent cells. All competitive assays were conducted in three independent replicates. Relative fitness was estimated using natural log regression analysis of the proportion of sample of interest and fluorescent control against the generations (10 generations): ln (proportion of sample of interest/ proportion of fluorescent control)/generations.
Microdilution MIC and SMG assays
Isolates were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm, for 16 hrs. Cultures were diluted in fresh 1% dextrose YPAD to a final OD600 of 0.01. Normalized cultures were diluted 1:10 into 1% dextrose YPAD media containing either a two-fold serial dilution of drug or a no-drug control. Drug concentrations ranged from 0.5μg/ml to 256 μg/ml FLC and 0.0625 μg/ml to 32 μg/ml itraconazole and voriconazole. Triplicates of each isolate were set up using flat-bottom 96-well plates and incubated in a humidified chamber at 30°C. Cells were resuspended at the 24 hrs and 48 hrs time points and OD600 readings were taken using a BioTek Epoch 2 microplate spectrophotometer. The MIC50 of each strain was determined as the drug concentration at which ≥ 50% of growth was inhibited relative to the no-drug control at 24 hrs post-inoculation. The supra-MIC growth (SMG) was measured as the average growth above the MIC50 when standardized to the no-drug control at 48 hrs post-inoculation [9]. To measure the impact of Hsp90 inhibition, 2.5 μM radicicol (Cayman Chemicals) was added to the 1% dextrose YPAD in the microdilution MIC and SMG assay plate. To determine cell viability, 5μl was removed from the assay plate after the 48 hr time point and plated onto YPAD agar plates without any drugs. Plate images were taken after 24 hrs incubation at 30°C.
Ploidy analysis (DNA-PI staining)
Cells were prepared as described previously [101]. Strains were inoculated in 2% dextrose YPAD from frozen stocks and incubated at 30°C, 220 rpm, for 16 hrs (cell density ~1x107 cells/ml). Cultures were spun down and the supernatant was removed. Cell pellets were resuspended in 70% ethanol, and then washed twice with 50 mM sodium citrate. Cells were then treated with RNAse A at 37°C for at least 2 hrs, and then stained with 25 μg/ml propidium iodide (PI) at 37°C in the dark for 16 hrs. Samples were diluted in 50 mM sodium citrate and at least 10,000 singlets were gated and analyzed using a Cytek Aurora flow cytometer (R0021). 488-nm lasers were used to excite the PI-staining and 618/24 filters were used to detect the PI-staining emission signals. Data were analyzed using FlowJo v10.8.1.
Lipid assay
For lipid assay, all 4 strains (wild-type and 3 ERG251 deletion mutants) were struck on YPAD agar plates from frozen stocks and incubated at 30°C for 24 hrs. Cultures were then inoculated in 2% YPAD (50 ml) and incubated at 30°C, 220 rpm for 16 hrs. Overnight cultures were collected by centrifugation and then washed once with PBS. After resuspending with 50 ml 2% dextrose CSM media, cells were added into fresh CSM media with 1μg/ml FLC or without drug in 1:50 dilution for another 5–6 hours. Then cell density of the cell suspension was determined to calculate the amount needed (5x108 cells). Cells were then harvested by centrifugation and frozen in -80°C.
Lipid extraction and GC-MS was conducted as previously described [102]. Pellets with 5x108 cells were used for lipid extraction. The dried total samples were resuspended in 100 μL chloroform added to 100 μL of BSTFA reagent (Thermo Scientific) and incubated at 70°C for 1 hour prior to GC-MS (Agilent 7890B GC–MS, Agilent 5977A MSD) analysis [103].
The retention time and mass spectral patterns of a sterol standard were used as references for lipid analysis. Sterol standards used in this study include ergosterol (Smolecule, catalog # S527372), lanosterol (Smolecule, catalog #S532452), obtusifoliol (Smolecule, catalog #S563624), zymosterol (Smolecule, catalog # S580329), 4,4-dimethyl zymosterol (Avanti catalog # 700073), eburicol (Smolecule, catalog # S633611), episterol (Smolecule, catalog # S628882), and gramisterol (24-methylenelophenol or 4-methyl episterol) (Smolecule, catalog # S626191). Cholesterol (Avanti catalog # 700100) was added as an internal standard for these analyses prior to lipid extraction. The relative amount of unknown sterols was estimated based on the relative percentage of the sterol to ergosterol peak areas in each sample. The mass spectrum of unidentified sterol A and alternative sterol were compared to the authentic standards and spectra profiles from the National Institute of Standards and Technology search database for 4-methyl episterol and lanosterol.
Illumina whole genome sequencing
Genomic DNA was isolated using a phenol-chloroform extraction as described previously [104]. Libraries were prepared using the Illumina DNA Prep kit and IDT 10bp UDI indices, and sequenced on an Illumina NextSeq 2000, producing 2x151bp reads. Demultiplexing, quality control, and adapter trimming were performed with bcl-convert (https://support.illumina.com/sequencing/sequencing_software/bcl-convert.html)(v3.9.3). Adapter and quality trimming were performed with BBDuk (BBTools v38.94) [105]. Trimmed reads were aligned to the C. albicans reference genome (SC5314_version_A21-s02-m09-r08) using BWA-MEM (v0.7.17) with default parameters [106,107]. Aligned reads were sorted, duplicate reads were marked and the resulting BAM file was indexed with Samtools (v1.10) [107]. Quality of trimmed FASTQ and BAM files was assessed for all strains with FastQC (v0.11.7), Qualimap (v2.2.2-dev) and MultiQC (v1.16) [108–110].
Visualization of whole genome sequencing data
Chromosomal copy number changes were visualized using the Yeast Mapping Analysis Pipeline (YMAP v1.0). Aligned BAM files were uploaded to YMAP and read depth was determined and plotted as a function of chromosome position using the reference genome C. albicans SC5314 (A21-s02-m09-r08). Read depth was corrected for GC-content and chromosome-end bias. WGS data were plotted as the log2 ratio and converted to chromosome copy number (y-axis, 1–4 copies) as a function of chromosome position (x-axis, Chr1-ChrR) using the Yeast Mapping Pipeline (YMAP) [111]. The baseline chromosome copy number (ploidy) was determined by flow cytometry (S1 Table). Haplotypes are indicated by color: gray is heterozygous (AB), magenta is homozygous B, and cyan is homozygous A.
Variant calling
De novo variant calling and preliminary filtering were performed with Mutect2 and FilterMutectCalls (GATK v4.1.2), both with default parameters as previously described [112]. Variant calling was run separately for 3 groups of strains corresponding to different progenitors. The first group called the Sn152 progenitor as “normal” and Sn152-evolved strains as “tumor”. The second group called BWP17 as “normal” and BWP17-evolved strains as “tumor”. The third group called P75063 as “normal” and P75063-evolved strains as “tumor”. Additional VCF filtering was performed with bcftools (v1.17) [107]. Individual VCF files were subset to remove the progenitor strain, and filtered for calls with a quality status of “PASS”. A merged VCF file was created for each progenitor group. Merged VCF files were subset to exclude repeat regions (as marked in the SC5314 A21-s02-m09-r08 GFF) and 5000 bp subtelomeric regions, and additional hard filtering was performed (minimum 5 supporting reads, at least one supporting read in both forward and reverse direction, minimum alternate allele frequency of 0.2 for diploid, single colony cultures). Identical variants found in at least half of all progeny were considered to be present in the progenitor strain and were removed [10]. Variants were annotated with SnpEff (v5.0e, database built from SC5314 version A21-s02-m09-r08, with alternate yeast nuclear codon table) and visually verified in IGV [113,114]. All variants of ERG251 were compiled into S17 Table.
Murine model
C. albicans strains were serially passaged three times in YPD broth, grown in a shaking incubator at 30°C for 16-24h at each passage. To prepare C. albicans for infection, yeast cells were collected by centrifugation, washed in PBS, and counted using a hemocytometer. Male, 5–6 weeks old ICR mice (Envigo) were infected with 2x105 C. albicans yeast cells via the lateral tail vein. Mice were monitored three times daily for survival for 21 days. Moribund mice were humanely euthanized.
Supporting information
Acknowledgments
We are grateful to Berman lab, Cowen lab and Köhler lab for the plasmids used for strain engineering: pMG2120, pLC605 and pJK863. We thank Luke Dragseth, Maicy Vossen and Hanaa Alhosawi for technical assistance with the evolution and sequencing of some of the evolved strains where ERG251 mutations were initially identified. We are grateful to Petra Vande Zande for helpful discussions and feedback on the manuscript. We are extremely grateful to the Mitchell lab for sharing and discussing results prior to publication.
Data Availability
All whole genome sequences and RNA sequences are available in the NCBI Sequence Read Archive repositories BioProject accession numbers PRJNA1068093 and PRJNA1068582.
Funding Statement
Funding for this work was supported in part by the National Institute of Allergy and Infectious Diseases (R01 AI143689) and Burroughs Wellcome Fund Investigator in the Pathogenesis of Infectious Diseases Award (#1020388) to AS, an National Institute of Allergy and Infectious Diseases grant AI125770 and the Research Career Scientist Award (IK6 BX005386) from the U.S. Department of Veterans Affairs to MDP, the Swanson-Holcomb Undergraduate Research Fund at Gustavus Adolphus College to TAB and LSB, and the First Year Research Experience Award at Gustavus Adolphus College to BMH. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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