Abstract
Candida albicans is a diploid human fungal pathogen that displays significant genomic and phenotypic heterogeneity over a range of virulence traits and in the context of a variety of environmental niches. Here, we show that the effects of Rob1 on biofilm and filamentation virulence traits is dependent on both the specific environmental condition and the clinical strain of C. albicans. The C. albicans reference strain SC5314 is a ROB1 heterozygote with two alleles that differ by a single nucleotide polymorphism at position 946 resulting in a serine or proline containing isoform. An analysis of 224 sequenced C. albicans genomes indicates that SC5314 is the only ROB1 heterozygote documented to date and that the dominant allele contains a proline at position 946. Remarkably, the ROB1 alleles are functionally distinct and the rare ROB1946S allele supports increased filamentation in vitro and increased biofilm formation in vitro and in vivo, suggesting it is a phenotypic gain-of-function allele. SC5314 is amongst the most highly filamentous and invasive strains characterized to date. Introduction of the ROB1946S allele into a poorly filamenting clinical isolate increases filamentation and conversion of an SC5314 laboratory strain to a ROB1946S homozygote increases in vitro filamentation and biofilm formation. In a mouse model of oropharyngeal infection, the predominant ROB1946P allele establishes a commensal state while the ROB1946S phenocopies the parent strain and invades into the mucosae. These observations provide an explanation for the distinct phenotypes of SC5314 and highlight the role of heterozygosity as a driver of C. albicans phenotypic heterogeneity.
Introduction
Candida albicans is a commensal fungus that is found in the human oral cavity as well as the gastrointestinal and genitourinary tracts (1). In general, C. albicans causes two types of disease in humans. First, mucosal candidiasis of the oral cavity and genitourinary tract are common among both immunocompetent and immunocompromised individuals (2). For example, oral mucocutaneous infections occur in normal newborns while the same disease occurs later in life in patients with reduced T-cell function such as those living with HIV/AIDS. In addition, most women will have at least one episode of vulvovaginal candidiasis in their lifetime. The second type of disease caused by C. albicans is invasive disease involving infection of the bloodstream, abdominal organs such as liver or spleen, and the central nervous system (3). The risk of these life-threatening infections is increased in patients with reduced neutrophil number or function; premature infants; and in patients who have undergone extensive abdominal surgery as well as other conditions.
The ability of C. albicans to undergo the morphogenetic transition from yeast to hyphae is important for the pathogenesis of both mucosal and invasive infections (4). The formation of hyphae has been correlated with the severity of mucosal disease (5) and with damage to deep organs after dissemination (6). In addition, hyphal formation plays a key role in the establishment of biofilms (7). C. albicans biofilms contribute directly to the pathogenesis of mucosal disease and biofilms that form on medical devices such as intravascular catheters contribute indirectly to the pathogenesis of invasive disease (8). Accordingly, understanding the transcriptional networks that regulate hyphal morphogenesis and biofilm formation have been the focus of much research (9, 10).
Nobile et al. initially identified the zinc finger transcription factor Rob1 in a landmark screen for transcription factors required for in vitro biofilm formation and named the gene, regulator of biofilms 1 (9). Rob1 is also required for biofilm formation in vivo in models of intravascular catheter infection and denture infection (9). Recently, we found that loss of ROB1 function reduces virulence in a model of oropharyngeal candidiasis and decreases filamentation during infection of mammalian tissue (11, 12). As part of our interest in C. albicans haploinsufficiency (13), we observed that heterozygous deletion mutants of ROB1 had distinct filamentation and biofilm phenotypes. This prompted a more detailed analysis of the function of ROB1 and its two phenotypically distinct alleles.
As described below, we discovered that the reference strain SC5314, and its derivatives are heterozygous at the ROB1 locus with one allele showing gain-of-function properties relative to the other under some but not all conditions. Curiously, we have been unable to identify the putative gain-of-function allele in any other clinical isolate despite examining 245 strains. This gain-of-function allele likely contributes to the robust in vitro filamentation displayed by strain SC5314 compared to many other strains and may also contribute to the reduced infection of oral tissues that is characteristic of strains with strong in vitro filamentation phenotypes. These results also highlight how differences in the presence of heterozygous, non-synonymous SNPs can contribute significantly to the phenotypic heterogeneity of a diploid eukaryotic pathogen.
Results
Rob1 affects hyphal morphogenesis and biofilm formation in an inducing-condition- and strain-dependent manner.
The effect of rob1ΔΔ mutants on filamentation has been reported in the SC5314-derived SN background in two previous screens of the TF deletion library performed by the Johnson laboratory (9, 14). Homann et al. found that the rob1ΔΔ had reduced filamentation on solid agar YPD, YPD+ 10% bovine calf serum (BCS), and Spider medium plates at 37°C (9). We observed the same reduced filamentation phenotype for the library rob1ΔΔ strain on Spider medium at 37°C; at 30°C, the mutant showed an altered central wrinkling pattern but peripheral invasion was present (Fig. 1A). Wrinkling in the central portion of the colony is indicative of pseudohyphal growth (15) while the peripheral invasion reflects hyphal growth. At 37°C, the colonies were smooth with no peripheral invasion. On RPMI and RPMI + 10% BCS agar plates, the rob1ΔΔ mutant showed strong peripheral filamentation at both temperatures. Within a standard laboratory background, Rob1, therefore, has temperature- and medium-dependent effects on filamentation.
Next, we asked if the effect of Rob1 on filamentation varied with strain background (Fig. 1A). To do so, we generated deletion mutants of ROB1 in four C. albicans well-characterized clinical isolates (P75010, P87, P57055, and P76067) for which the effects of other filamentation-related TFs have been studied (16). These four isolates have different filamentation phenotypes: P75010 and P57055 show almost no filamentation while P87 and P76067 filament on RPMI and RPMI + 10% BCS (Fig. 1A). For the low filamenting strains, deletion of ROB1 has no observable effect except in the case of P75010 on Spider medium at 30°C where the deletion mutant colony shows peripheral invasion. On Spider medium, neither P87 nor P76067 undergo significant peripheral invasion but P76067 shows central wrinkling at 30°C in both WT and the rob1ΔΔ mutant but not at 37°C. P76067 has minimal peripheral invasion on Spider medium at 37°C and this invasion is absent in the rob1ΔΔ mutant. Deletion of ROB1 in P87 reduces filamentation at 37°C on both RPMI and RPMI + 10% BCS but not at 30°C. Curiously, P7067 does not filament well on RPMI + 10% BCS but does so on RPMI. The deletion of ROB1 reduces filamentation of P76067 on RPMI at both 30°C and 37°C. These data indicate that the role of Rob1 during filamentation on agar varies with both the specific induction conditions and the C. albicans strain background.
Huang et al. characterized the effect of other key TFs involved in hyphal morphogenesis in these same strains using liquid RPMI+10% BCS conditions (16). Therefore, we examined the effect of the rob1ΔΔ mutant under the same conditions. Consistent with the results reported by Huang et al. (16), the 4 clinical isolates as well as the SC5314-derived SN strain showed distinct patterns of filamentation (Fig. 1B). Under these conditions, SN250 and P76067 were the only two strains to form more than 20% true hyphae. P87 and P57055 predominately formed pseudohyphae while >80% of P75010 cells remained as yeast in RPMIS at 37°C for 4 hr (Fig. 1B). Deletion of ROB1 in SN250 essentially abrogated hyphae formation with pseudohyphae (70%) being the dominant morphotype. In striking contrast, deletion of ROB1 in P76067 had no effect on hyphae or pseudohyphae formation. Similarly, the rob1ΔΔ mutation did not significantly change the morphological distribution of the pseudohyphae-predominate strains P87 or P57055 nor the yeast predominate strain P75010. Huang et al. found that the TFs Efg1, Brg1, and Ume6 had consistent effects across the strains while the role of Bcr1 during filamentation varied between strains (16). Our results indicate that the effect of Rob1 on filamentation is highly condition and strain specific.
In contrast to the condition dependence of Rob1 during C. albicans filamentation, it is required for biofilm formation in all conditions reported to date (9, 17). However, the strain dependence of this function had not been explored. For this analysis, we used RPMI medium at 37°C because it supported consistent biofilm formation across all four clinical isolates. We included the SN250 reference strain in each of our experiments to illustrate the relative biofilm formation of the 4 clinical isolates compared to the reference strain under our assay conditions. During the initial adhesion step (Fig. 2), none of the clinical isolates adhered as extensively as SN250 but we also observed no effect of the rob1ΔΔ mutant on adhesion in any of the four strain backgrounds. Despite initially adhering to the plastic of the plates, none of the rob1ΔΔ mutants were able to develop a biofilm over the next 48 h while the clinical isolates developed reasonable biofilms with P57055 being the poorest biofilm forming strain. Thus, Rob1 regulates biofilm related functions across clinical isolates with both moderate and robust biofilm characteristics.
The set of genes regulated by Rob1 during hypha formation varies with inducing conditions.
The effect of Rob1 on gene expression was characterized by Nobile et al. during biofilm formation in Spider medium using microarrays (9) and by Nanostring during kidney and ear infection by Xu et al. (18) and Wakade et al. (12), respectively. However, the role of Rob1 in the regulation of gene expression during in vitro hyphal induction conditions has not been reported. Using an RNA sequencing approach, we compared gene expression of rob1ΔΔ mutants to WT after 4 hr of hyphal induction using RPMI and Spider medium at 37°C. A total of 211 genes were differentially expressed (±log2 1; adjusted p value <0.05) in the rob1ΔΔ mutant in Spider medium and 263 genes were differentially expressed in RPMI medium relative to SN250 (Fig. 3A&B). Strikingly, only 10 genes were down regulated in the rob1ΔΔ mutant in both media and there were no genes upregulated in both media (Fig. 3C&D). The set of Rob1-dependent genes downregulated under both conditions contained well-known hypha specific genes (HWP1, HYR1, ECE1, and SAP6) as well as the recently described TF involved in biofilm formation, WOR3 (19).
GO term analysis of the set of genes downregulated in the rob1ΔΔ mutant in Spider medium identified carbohydrate-related genes including transport, glycolysis and pyruvate metabolism as the top classes of genes (Fig. 3E). In contrast, genes involved in fatty acid and carboxylic biosynthesis, ergosterol biosynthesis, adhesion and biofilm formation are enriched in the set of genes downregulated in RPMI (Fig. 3F). In Spider medium, amino acid and nucleotide transport genes were upregulated in the rob1ΔΔ mutant while in RPMI autophagy genes were induced. These data suggest that the specific sets of genes dependent on Rob1 for full expression during hyphal induction vary substantially depending on the nature of the medium used for induction.
The two categories of genes enriched in the conditions represent two different pathways of carbon metabolism: carbohydrate metabolism in Spider medium and fatty acid/lipid metabolism in RPMI. Spider medium is comprised of beef extract nutrient broth and mannitol; as such, it lacks glucose; RPMI contains glucose but does not have added lipid or fatty acids. One possible explanation for these observations is that Rob1 responds to the carbon sources available to cell during hyphae morphogenesis. However, the rob1ΔΔ mutant does not have reduced growth in these media and, therefore, it does not seem to be a generalized regulator of carbon metabolism. Because the rob1ΔΔ mutant in the SN background filaments in RPMI medium but not on Spider medium (Fig. 1A), it seems that the reduced expression of fatty acid metabolism genes in rob1ΔΔ may be less important to the process of filamentation than reduced carbohydrate metabolism.
SC5314-derived strains are heterozygous at the ROB1 locus and the two alleles have distinct filamentation phenotypes.
We previously constructed a library of TF heterozygotes for use in genetic interaction studies (13). As part of this work, we observed that ROB1 heterozygous deletion mutants showed distinct filamentation phenotypes on Spider medium at 37°C. The phenotypes of six independent rob1Δ/ROB1 heterozygotes constructed in the SN/SC5314 background are shown in Fig. 4A along with the parental strain and the rob1ΔΔ homozygote. Three heterozygotes show wild type or even increased levels of filamentation after 7 days on Spider medium at 37°C. The other three heterozygotes show smooth colonies with little or no peripheral invasion and are closer to the null mutant. As indicated in the Candida Genome Database, ROB1 in SC5314 is heterozygous with a non-synonymous C/T polymorphism at position 2902 resulting in the A allele encoding a serine and the B allele encoding a proline (Fig. 4B). The results of Sanger sequencing of this region of ROB1 for the six isolates is shown in Fig. 4A and the genotypes are as indicated in Fig. 4B. The filamentous isolates (rob1–2, rob1–3, rob1–5, rob1–6) contained an S at 946 (ROB1946S/rob1946PΔ) while the isolates with reduced filamentation (rob1–1, rob1–4) contained P at 946 (rob1946SΔ/ROB1946P). For the remainder of our studies, we used strains rob1–1 to characterize the rob1946SΔ/ROB1946P genotype and rob1–5 for the ROB1946S/rob1946PΔ genotype.
To determine if the filamentation phenotype of the heterozygous ROB1 mutants varied with inducing conditions, the isolates rob1–1 and rob1–5 were plated on RPMI and RPMI+ 10% BCS medium and incubated at both 30°C and 37°C. Under these conditions, there was no difference between the filamentation of either heterozygous mutant and the reference strain at either temperature (Supplementary Fig. 1A); on Spider medium at 30°C the rob1–1 isolate showed reduced wrinkling relative to the reference strain and the rob1–5 isolate. In liquid inducing conditions with RPMI+ 10% BCS at 37°C, we observed no difference in the distribution of yeast/hyphae/pseudohyphae between the two ROB1 heterozygotes and the reference strain (Supplementary Fig.1B). However, when the amount of BCS was reduced from 10% to 1%, the rob1–1 mutant generated less hyphae than the reference strain and rob1–5 and a corresponding increased proportion of pseudohyphae and yeast (Fig. 4C). These observations indicate that the ROB1946S/rob1946PΔ strain appears carry a phenotypic gain-of-function allele relative to the rob1946SΔ/ROB1946P strain under specific filamentation conditions.
Finally, we compared the filamentation of the two ROB1 alleles in vivo using an intravital imaging assay based on infection of the subcutaneous tissue of the mouse ear (20). We have previously shown that the rob1ΔΔ mutant has dramatically reduced filamentation in this model (12). In this experiment, the ROB1946S/rob1946PΔ and rob1946SΔ/ROB1946P strains were labelled with iRFP and each injected into the ear tissue as a 1:1 mixture with SN250 that had been labelled with GFP. Twenty-four hours post infection, the extent of filamentation (% filamentous cells) and the length of the filaments for the heterozygous ROB1 strains were compared to the WT strains. Both heterozygous strains formed filaments to a similar extent as WT in the ear (Fig. 4D–F). The lengths of each filament were also similar (Supplementary Fig. 1C). This indicates that the filament-inducing stimuli in mammalian tissue are sufficient to trigger filamentation in the rob1 heterozygotes regardless of the allele that is present.
The ROB1946P/rob1Δ strain has reduced biofilm formation in vivo and in vitro.
Next, we examined the effect of the two ROB1 alleles on biofilm formation under three conditions, Spider medium, RPMI+1% BCS, and RPMI+10% BCS at 37°C. The rob1946SΔ/ROB1946P strain showed reduced biofilm relative to both wild type and the ROB1946S/rob1946PΔ strain under all three conditions (Fig. 5A) during adhesion and at 24 hr and 48 hr. The rob1946SΔ/ROB1946P strain phenocopied the rob1ΔΔ under all three conditions, indicating it is significantly attenuated in biofilm formation in vitro. We also examined the structure of the biofilms formed in Spider medium and found that the biofilm formed by the rob1946SΔ/ROB1946P strain was less dense than either WT or the ROB1946S/rob1946PΔ strain but that there was no difference in the presence of hyphae within the biofilm structure (Fig. 5B).
Nobile et al. showed previously that the rob1ΔΔ mutant has reduced biofilm formation in a rat intravascular catheter infection model (9). To determine if the phenotypes observed in vitro were also present in vivo, catheters implanted in jugular veins of rats were infected with SN250, ROB1946S/rob1946PΔ, rob1946SΔ/ROB1946P, and rob1ΔΔ strains. The catheters were removed 24 hr post infection and the fungal burden was determined as previously described. Consistent with previous results, catheters infected with the rob1ΔΔ mutant had reduced fungal burden (~1.5 log10 CFU/catheter) relative to SN250 (Fig. 5C). The fungal burden of the catheters infected with the ROB1946P/rob1Δ strain was nearly identical to the rob1ΔΔ mutant while catheters infected with the ROB1946S/rob1Δ strain was comparable to SN250. The infected catheters were also characterized using scanning electron microscopy. The ROB1946S/rob1Δ strain formed hyphal structures with a structure similar to the SN250 reference strain (Fig. 5D). The rob1946SΔ/ROB1946P strain, on the other hand, forms biofilm structures that consist mainly of yeast with some cells that appear to be pseudohyphae. It is interesting to note that in Spider medium, the rob1946SΔ/ROB1946P strain forms less dense biofilms that are structurally similar to WT (Fig. 5B), while in vivo (Fig. 5D), the biofilm shows a dramatic reduction in filamentous forms.
The ROB1946S allele appears to be rare and isolated to the SC5314 strain among 224 sequenced isolates
Next, we were interested to determine the prevalence of the ROB1946P allele. To identify other strains with this SNP, we compiled genomes from 216 C. albicans strains from the literature (21, 22, 23, 24) and an additional 8 strains collected from premature infants that our group had sequenced (25). SNP calling was performed as described in the materials and methods. Although we do not have uniform sampling from all clades, we have been unable to identify another C. albicans strain that contains the ROB1946S allele as either a heterozygote or a homozygote (Table 1). In other words, all sequenced strains that we have analyzed to date are homozygous for the ROB1946P allele which is the phenotypically less active allele of ROB1. Our largest set of sequenced genomes comes from Clade 1, which includes SC5314. Thus, the ROB1946S allele is rare among relatively closely related strains. In previously reported systematic studies of filamentation and biofilm formation across a large set of clinical isolates (22, 26), SC5314 is one of the most robust in terms of these two phenotypes under many conditions. It is therefore tempting to speculate that the ROB1946S allele may contribute to this feature of the strain.
Table 1.
Clade (MLST) | Number of strains analyzed | 2902 C-> T SNP present | Strains with the SNP |
---|---|---|---|
1 | 74 | Yes | SC5314 |
2 | 16 | No | |
3 | 18 | No | |
4 | 31 | No | |
5 | 1 | No | |
6 | 1 | No | |
7 | 1 | No | |
8 | 4 | No | |
9 | 4 | No | |
10 | 4 | No | |
11 | 11 | No | |
12 | 6 | No | |
13 | 23 | No | |
14 | 0 | N/A | |
15 | 0 | N/A | |
16 | 2 | No | |
17 | 0 | N/A | |
18 | 4 | No | |
NC | 24 | No | |
Total strains analyzed | 224 | Total strains with the 2902 C-> T SNP | 1 |
The position of the non-synonymous SNP is in the C-terminal portion of the protein. Rob1 is a zinc finger transcription factor and its likely DNA binding domain is predicted to be in the C-terminal region of the protein (27). Gain-of-function mutations in zinc finger transcription factors frequently are located in the C-terminus of the protein. For example, fluconazole resistance is associated with such mutations in the zinc finger transcription factors Tac1 and Mrr1 (28); these mutations lead to increased expression of multi-drug efflux pumps such as CDR1 which mediate fluconazole resistance. Our initial phenotypic data suggest that ROB1946S may represent a gain-of-function allele relative to ROB1946P which is the predominant allele in sequenced C. albicans isolates.
Although there are a variety of mechanisms by which an allele can display phenotypes of a gain-of-function allele, the simplest and best characterized for a transcription factor is that the changes in amino acids alter the activity of the factor. As discussed above, the Rob1 946 position is in the C-terminus which is frequently the activation domain of zinc finger transcription factors. If that were the case, then we would expect that one allele would activate the expression of genes regulated by Rob1 more than the other. We focused our analysis on three canonical hypha-associated genes (ALS3, ECE1, and HWP1) differentially expressed in the rob1ΔΔ mutant. We also examined the expression of ROB1 to see if the alleles may autoregulate the gene differently. We examined the expression of these four genes during hyphal induction by RPMI with 1% BCS because the mutants have distinct filamentation phenotypes under these conditions (Fig. 6).
We first compared the heterozygous mutants to WT and the rob1ΔΔ mutant under these conditions. ROB1 expression was reduced by ~2-fold in both heterozygous mutants relative to WT (Fig. 6). The similar expression of ROB1 in the two heterozygous strains indicates that phenotypic differences are not due to differential autoregulation but more likely due to differences in the function of the resulting protein. For ALS3, ECE1, and HWP1, a consistent pattern of relative gene expression emerged. The three genes were expressed in the ROB1946S/rob1946PΔ mutant at a higher level compared to the rob1946SΔ/ROB1946P mutant. The expression of the genes in the WT strain was intermediate between the two heterozygous mutants (HWP1 and ALS3) or was comparable to the ROB1946S/rob1946PΔ mutant (ECE1). Although the changes in gene expression between the two alleles are not dramatic (2–3 fold), they correlate with the distinct filamentation phenotypes shown by the strains and support the conclusion that the rare ROB1946S allele found in SC5314 represents a gain-of-function allele relative to the more prevalent ROB1946P allele.
Introduction of the ROB1946S allele increases filamentation in both strong and weak filamenting strain backgrounds.
We were interested to test the hypothesis that ROB1946S is a gain-of-function allele by an allele swap of ROB1946P with ROB1946S in a strain homozygous for the ROB1946P. If this hypothesis is correct than we expected to observe an increase the ability of the allele swapped strain to undergo filamentation relative to the parental strain. We replaced one allele of a poorly filamenting, ROB1946P homozygous clinical strain (RO39) with ROB1946S carrying a NAT1 marker. We also constructed a homozygous ROB1946P strain with a NAT1 maker in the same chromosomal position as the allele swap mutant for a control (Supplementary Fig.2 with construct). Neither the parental strain nor its Nat+ derivative filamented well on either solid RPMI or Spider medium (Fig. 7A). In contrast, the ROB1946P/ROB1946S strain showed both wrinkling and peripheral invasion on Spider medium and peripheral invasion on RPMI medium. In liquid RPMI + 10% BCS medium (Fig. 7B), the homozygous ROB1946P/ROB1946P mutant formed 31% filaments after 4 hr at 37°C while the heterozygous derivative ROB1946P/ROB1946S formed 51% filaments. RO39 forms very poor biofilms but introduction of the ROB1946S allele did not affect biofilm formation under any of the conditions tested (Supplementary Figure 2A). These data support the conclusion that the SC5314-derived ROB1946S allele is a gain-of-function allele relative to the ROB1946Pallele but its phenotypic effects appear to be condition and strain dependent.
To further test this hypothesis, we constructed homozygous ROB1946P/ROB1946P and ROB1946S/ROB1946S strains in the SC5314-derived SN background using a CRISPR-Cas9-based approach. As with the single allele swap strains, the parental heterozygous strain with a NAT1 marker in the 5’ region was also constructed. As shown in Fig. 7C, the homozygous ROB1946S/ROB1946S strain shows a striking increase in filamentation on Spider medium at a time point when the heterozygous strain shows only the beginning of central wrinkling and the homozygous ROB1946P/ROB1946P strain shows a smooth colony. Once again, this increase in filamentation is condition dependent because there is no difference in the colonies of the different ROB1 strains on solid RPMI medium. In RPMI+1% BCS at 37°C (Fig. 7D), the ROB1946S/ROB1946S strain forms slightly more hyphae after 4hr compared to either the ROB1946P/ROB1946P or ROB1946P/ROB1946S strains. The homozygous ROB1946S/ROB1946S strain in Spider medium (Fig. 7E) shows increased biofilm density in Spider medium with the ROB1946P/ROB1946S heterozygote intermediate between the two homozygous strains.
The more prevalent ROB1946P allele promotes a commensal phenotype in oral pharyngeal infection while the SC5314-derived ROB1946S allele promotes invasion.
To our knowledge, the virulence of the rob1ΔΔ mutant has not been examined in the standard mouse model of disseminated candidiasis. Xu et al. examined the effect of the rob1ΔΔ mutant on gene transcription in this model and found that kidneys infected with the rob1ΔΔ mutant had reduced overall fungal RNA (18), strongly indicating that strain had attenuated virulence. We compared the virulence of the rob1ΔΔ mutant to WT and the heterozygous ROB1946S/rob1946PΔ and rob1946SΔ/ROB1946P strains (Fig. 8A) in the same model of disseminated candidiasis. The rob1ΔΔ mutant was significantly attenuated while both heterozygous strains were similar to WT. Although filamentation does not always correlate with virulence (15), the rob1ΔΔ mutant showed reduced filamentation in vivo (12) while the heterozygous mutants filamented to the same extent as the WT strain (Fig. 4D–F). The virulence of SN250 derived strains that are homozygous for the ROB1 alleles had the same virulence as the heterozygous strain (Fig. 8B), further indicating that the two alleles have no effect on disseminated candidiasis.
Oropharyngeal candidiasis is an infection which shares many pathobiological features with biofilm formation (2, 8). We have previously shown that the rob1ΔΔ has reduced virulence in a mouse model of oropharyngeal candidiasis (11). Therefore, we tested the virulence of the heterozygous ROB1946S/rob1946PΔ and rob1946SΔ/ROB1946P strains in comparison to both the rob1ΔΔ mutant and wild type (Fig. 8C). Surprisingly, the fungal burden of tissue from animals infected with the rob1946SΔ/ROB1946P mutant was 1 log10 CFU/g tongue tissue higher than the animals infected with the ROB1946S/rob1946PΔ mutant. The fungal burden of animals infected with the ROB1946S/rob1946PΔ mutant was intermediate between the rob1ΔΔ mutant and the rob1946SΔ/ROB1946P mutant. The differences between the fungal burden established by the rob1ΔΔ and rob1946SΔ/ROB1946P mutants and WT was statistically significant (p <0.05 by ANOVA and post hoc Student’s t test with Bonferroni correction for multiple comparisons). The difference in fungal burden between animals infected with the ROB1946S/rob1946PΔ mutant and WT was not statistically significant. This is the opposite pattern compared to the effects of the different alleles in the catheter model.
To further explore possible explanations for the distinct phenotypes of the ROB1 alleles during oropharyngeal infection, we examined the histology of the tongues infected with the different ROB1 heterozygotes (Fig. 8D). Tissue infected with the WT strain shows extensive filamentation of the fungus with invasion into the subepithelial compartment and recruitment of inflammatory cells. A similar phenotype is exhibited by the ROB1946S/rob1946PΔ mutant. In stark contrast, tissue infected with the rob1946SΔ/ROB1946P mutant is devoid of fungus in the sub-epithelium while the epithelium displays a robust infection of filamentous fungal cells. Furthermore, there is essentially no signs of inflammatory cell recruitment to the sub-epithelial tissue. This non-inflammatory, epithelium-localized infection is also seen in tissue inoculated with the rob1ΔΔ mutant. These data suggest that the increased fungal burden observed for the rob1946SΔ/ROB1946P mutant relative to the ROB1946S/rob1946PΔ mutant is because it establishes a non-inflammatory colonization more consistent with a commensal state (5) while the ROB1946S/rob1946PΔ mutant causes a more invasive infection that leads to tissue damage and clearance of the fungus by the inflammatory response. Since the rob1ΔΔ mutant is significantly less able to establish infection or colonization, Rob1 is critical for OPC but whether that leads to a commensal or invasive infection depends, in part, on the specific ROB1 allele.
Discussion
Here, we characterized the role of Rob1 in two virulence traits, filamentation and biofilm formation, and in three in vivo models of infection: disseminated disease, OPC, and vascular catheter. In vitro, the zinc finger transcription factor Rob1 indicates in C. albicans pathobiology that is highly dependent upon the culture media in vitro. An excellent example of this distinction is that the rob1ΔΔ mutant forms filamentous colonies on RPMI medium agar plates that show clear invasion, while incubation in the same medium under liquid conditions almost no hyphae are formed and pseudohyphae predominate. Consistent with this environmentally contingent phenotype is our observation that Rob1 regulates distinct sets of genes during in vitro hyphal morphogenesis in two commonly used induction media: Spider medium and the tissue culture medium RPMI (Fig. 3C&D). The overlap in regulated genes is a small fraction of the total number of differentially expressed under the two conditions.
Furthermore, Nobile et al found that 2150 genes are differentially expressed in the rob1ΔΔ mutant during biofilm formation which is 10-fold higher than the number of genes we found to be differentially expressed under hyphae induction (9). Based on CHiP-ChiP analysis only 2% of the differentially expressed genes in the rob1ΔΔ mutant are bound by Rob1. Thus, Rob1 appears to have indirect effects on gene transcription of a large set of genes during biofilm formation and the indirect nature of its function is one possible explanation for the differences in regulated genes between the two inducing conditions. Until the transcriptional profiles of more TFs involved in filamentation are directly compared under different conditions, it is not possible to know if such a striking change in differentially expressed genes is general phenomenon or specific to Rob1. We have recently compared the transcriptional profiles of EFG1, ROB1 and BRG1 mutants in RPMI+10%BCS and during infection of ear tissue using Nanostring probe set of 185 environmentally responsive genes (12). Although each gene regulated distinct genes sets in the two conditions, the overlap was much more extensive than observed for the rob1ΔΔ mutant in the two in vitro conditions, suggesting that RPMI+10%BCS is more closely related to in vivo conditions than Spider medium. These data strongly support the notion that the transcriptional programs for filamentation are highly context dependent and that it is likely to be important to study regulators under multiple conditions.
In contrast to the highly context-dependent role of Rob1 during in vitro filamentation, the function of Rob1 during in vivo filamentation is much more consistent. Witchley et al. found that rob1ΔΔ mutants colonized the mouse GI tract predominantly as yeast (29). Consistent with these results, our group reported that Rob1 is one of the core regulators of filamentation during infection of subepithelial/mucosal tissue (12). In addition, rob1ΔΔ loss of function or deletion mutants form aberrant biofilms lacking hyphae in vivo (9). In this and previous work, we have found that rob1ΔΔ mutants can form filaments during OPC but they are less abundant and are not able to invade into submucosal tissue (11). Compared to the condition dependent roles of Rob1 in vitro, the relatively consistent phenotypes observed for rob1ΔΔ mutants in these distinct in vivo sites suggest that these niches share environment features that require Rob1 for filamentation.
The strain dependency of in vitro virulence phenotypes such as biofilm formation and filamentation has been well-established and is a continuing source of new insights into the pathobiology and diversity of C. albicans (10, 16, 21, 22, 26). A consistent outlier in surveys of the filamentation and biofilm phenotypes of C. albicans clinical isolates is the reference strain SC5314; it forms a high percentage of filaments in vitro and robust biofilms (22, 26). The genetic basis for the distinctions of SC5314 from other strains has been of significant interest. Clinical strains with reduced filamentation relative to SC5314 have been found to harbor loss of function mutations in EFG1 (23) or increased activity of the filamentation repressor Nrg1 (5). As described above, SC5314 derived strains are heterozygous at the ROB1 locus with a single SNP leading to to alleles with distinct functions. Surprisingly, all other C. albicans strains that we have examined are homozygous for the allele (ROB1946P) that has reduced filamentation and biofilm formation in vitro. These data suggest that the ROB1946S allele is a gain-of-function allele relative to the predominant ROB1946S allele. Further supporting that conclusion, introduction of ROB1946S into poorly filamenting strains homozygous for the ROB1946S allele increase their filamentation and converting an SC5314 strain to a homozygote of ROB1946S also further increases its ability to filament in relatively weak inducing conditions.
The presence of this ROB1 gain of function allele is likely to contribute to the robust filamentation and biofilm phenotypes observed for SC5314, particularly in vitro. However, it is important not to overestimate the generality of these effects. First, there are other clinical isolates of C. albicans that have filamentation and biofilm phenotypes that are similar to SC5314 in vitro but are homozygous for the apparently less active ROB1946P allele (22). Second, the conversion of a poor filamenting clinical strain to the SC5314 heterozygous genotype at the ROB1 locus improved its filamentation but it remained far less robust than SC5314. This observation is consistent with a similar experiment reported by Hirakawa et al (22) in which an EFG1 loss of function allele was replaced by a functional allele in a poorly filamenting clinical isolate. In that case, filamentation improved but the levels remained well below that of SC5314. Consequently, it is likely that the phenotypic heterogeneity of these clinical isolates of C. albicans is due to genetic/genomic heterogeneity at multiple loci. Third, both alleles of ROB1 support wild type levels of filamentation in mouse tissue and are indistinguishable in terms of virulence in this model. This indicates that the advantages or distinctions of the ROB1946S are dependent on environmental niche.
The distinctions between the functions of the two alleles in vivo are most apparent in settings that have features of the biofilm state. A consideration of these distinctions provides a possible model for the apparent low prevalence of the gain of function ROB1946S allele. The increased filamentation potential of the ROB1946S and the corresponding increased expression of inanimate surface biofilm promoting genes such as HWP1 and ALS3 are required for SC5314 to form a robust biofilm in a vascular catheter. However, the advantages of this allele disappear once C. albicans enters the blood stream to disseminate and infect other tissues. Similarly, both alleles support filamentation in oral tissue. The consequences of this filamentation, however, are starkly distinct. The ROB1946S allele promotes invasion into the submucosal compartment and triggers recruitment of inflammatory cells leading to reduced fungal burden. The strain bearing the ROB1946P allele, on the other hand, infects the oral tissue but is unable to penetrate or invade into the submucosal tissue. Accordingly, no immune cells are recruited to the site of infection. The OPC phenotype of the ROB1946P allele is very similar to the commensal phenotype described by Lemberg et al. for the commensal oral isolate 102 (5).
C. albicans is a commensal of the oral cavity and GI tract (1, 2, 3). Accordingly, the predominance of a commensal state-promoting ROB1 allele in the population of sequenced clinical isolates is consistent with its niche as a commensal of human mucosae. The strain SC5314 is described in the literature as having been isolated from a patient with disseminated candidiasis (30). SC5314 is, therefore, not derived from a commensal niche but rather from a patient with disease. The presence of the ROB1946S that promotes invasion into the submucosal compartment raises the possibility that this allele may provide a competitive advantage over more commensal-oriented strains in the development of invasive disease. The rarity of the ROB1946S allele suggests that the ancestral allele is ROB1946P and that the SC5314 strain is a relatively new SNP. C. tropicalis also has a zinc cluster transcription factor that is homologous to Rob1. The C. tropicalis Rob1 homolog has a proline at the position corresponding to C. albicans Rob1946, further supporting the notion that this is the ancestral allele.
To date, we have been unable to gain detailed insights into the mechanism underlying the distinct phenotypes of the ROB1946S and ROB1946P alleles. As discussed above, the C-terminal region is a region where gain-of-function mutations frequently are found in zinc cluster TFs that affect fluconazole resistance. The C-terminal regions of some zinc finger TFs have been experimentally confirmed to be the activation domains of the factors and, thus, it is not surprising that a mutation such as those found in ROB1 would lead to gain-of-function phenotypes. We have attempted to assess the relative activity of the two alleles in one-hybrid assays but have not been able to generate functional fusion proteins for this assay. Proline residues are well known to disrupt local and/or global domains in proteins and it is tempting to speculate that the decreased function of the ROB1946P may be related to that phenomenon. Future work will be required before we understand the molecular basis of the functional distinctions between these two ROB1 alleles.
Finally, our data highlight the consequences of the heterozygous nature of the C. albicans genome on phenotypic diversity. Aneuploidy and loss-of-heterozygosity have well-established roles in driving the extensive phenotypic diversity of different C. albicans isolates (31). We show that a single amino acid change in Rob1 leads to significant in vivo and in vitro phenotypes. It is, therefore, likely that similar mutations alter function and that different combinations of heterozygous alleles within genes functioning in the same process or pathway also could lead to significant phenotypic diversity with respect to virulence or antifungal drug susceptibility (32).
Materials and methods
Strains, cultivation conditions and media.
Genotypes and sources of C. albicans strains are summarized in Table S3. All C. albicans strains were precultured overnight in yeast peptone dextrose (YPD) medium at 30°C. Standard recipes were used to prepare synthetic drop-out media and YPD (14). RPMI medium was purchased and supplemented with bovine calf serum (10% or 1%, vol/vol). For filamentation assays, C. albicans strains were incubated overnight at 300C in YPD media, harvested, and spotted on the plates at a concentration of 1 OD600. The plates were incubated at 37°C for three to five days prior to imaging. For liquid induction, the overnight cultures were diluted into RPMI + 10% BCS at a 1:50 ratio and incubated at 37°C for 4 h. Induced cells were fixed with 1% (v/v) formaldehyde. Fixed cells were then imaged using the Echo Rebel upright microscope with a 60x objective. The assays were conducted in triplicates on different days to confirm reproducibility.
Strain construction
Rob1 deletion mutants.
Both alleles of ROB1 were deleted in clinical isolates using the transient CRISPR-Cas9 system (1). Briefly, cells were transformed with Cas9 and single ROB1 guide RNA cassettes and the rob1Δ::NAT1 repair template. The NAT1 repair template was amplified from the pCJN542 plasmid (generous gift from Dr. Aaron Mitchell, (2)) using primers with ROB1 gene derived flanks (OL279, OL280, Table S4). The ROB1 guide RNA was amplified by a split-join PCR using the OL1, OL2, 18.005, 18.008, 18.009 and 18.010 oligos. Transformants were selected on YPD media supplemented with 200 mg/mL nourseothricin and correct rob1Δ::NAT1 repair template integration and absence of the ROB1 ORF was checked by PCR using oligos derived from the NAT1 gene, ROB1 ORF and ROB1 5’ and 3’ UTR (18.026, OL422 – OL425, Table S4).
ROB1 allele swap.
NAT1 knock-in cassette carrying the respective SNP was made by three round PCR approach with first round primers (OL759, OL760, Supplementary methods) derived from 3’ end of the ROB1 gene proximal to the 2902C/T SNP (corresponding to the 946S/P change in Rob1p) and ROB1 5’ UTR region. The first round product was then stitched to a NAT1 cassette flanked with overlapping sequence in a second round PCR. The NAT1 cassette with ROB1 flanking sequence was amplified from pCJN542 using the OL757 and OL758 (Table S4). The stitched product was then amplified in a third round PCR using the flanking primers and used for transformation. Correct knock-ins were confirmed by PCR using NAT1 and ROB1 derived primers.
In vitro biofilm growth and imaging
Biofilm growth was assayed as described in Glazier et al. (17). Briefly, strains were grown overnight at 30°C in liquid YPD with shaking, washed twice in phosphate-buffered saline (PBS), diluted to an OD600 of 0.5 in desired media. 200 μL of the suspension was dispensed into 6 wells of a 96-well plate (Corning Incorporated 96-well plate, catalog no. 3596). The cells were then incubated in a 37°C incubator for 90 minutes to allow adherence. Next, the media was removed, and the wells were washed once with PBS to remove non-adhered cells. The adherence density was measured by reading optical density using a SpectraMax plate reader. The biofilm inducing media was replaced and cells were further incubated at 37°C, without shaking. At 24 hours and 48 hours the media was aspirated; the cells were washed with PBS as above and the biofilm density was measured. Three biological replicates with 6 technical replicates per strain analyzed for each strain and the experiment was repeated independently 2–3 times. Differences between strains were analyzed by ANOVA and multiple comparison correction with statistical significance set at an adjusted P value <0.05. In vitro biofilm imaging and image processing was done as in (33) with minor modifications. Specifically, the strains were inoculated to an optical density at 600 nm (OD600) of 0.05 into prewarmed Spider media.
In vivo filamentation assay
The inoculation and imaging of mice ear (female DBA/2 mice; 6–12 weeks) infections were carried out as described previously (12, 20). Acquired multiple Z stacks (minimum 15) were used to score the yeast vs filamentous ratio. A minimum of 100 cells from multiple fields were scored. Paired student’s t test with Welch’s correction (P>0.05) was used to define the statistical significance which was carried out using GraphPad prism software. Filament length of the in vivo samples were measured as described previously (12, 20). At least 50 cells per each strain from multiple fields were measured. A statistical significance was determined by Mann-Whitney U test (P>0.05).
Gene expression analysis using quantitative-RT PCR
Strains were grown shaking overnight in liquid YPD at 30°C. Cells were back-diluted into fresh YPD, grown to mid-log phase for 4 hours, and then harvested. Total RNA was isolated with the MasterPure yeast RNA purification kit. The RNA was reverse transcribed using the iScript cDNA synthesis kit (170–8891; Bio-Rad), and quantitative reverse transcription-PCR (qPCR) was performed using IQ SyberGreen supermix (170–8882; Bio-Rad). ACT1 expression was used as the normalization standard, and relative expression between strains and conditions were determined using the cycle threshold (ΔΔCT) method. Experiments were performed in biological triplicate with technical triplicates, and the statistical significance was determined using Student’s t test or ANOVA followed by corrections for multiple comparisons with a significance limit of P < 0.05.
RNA sequencing analysis of gene expression
The reference strain SN250 and the corresponding rob1ΔΔ mutant were subjected to hyphal induction conditions using either Spider medium or RPMI at 37°C for 4 hr. RNA was isolated as described above. Sequence reads were cleaned and adapter trimmed using trimmomatic-0.36 before mapping each sample individually to the C. albicans reference genome (SC5314 reference genome version A22 from the Candida Genome Database) with STAR2.5.2b. Raw read counts were obtained using featurecounts from the subread1.5.0p3 package and SC5314 gene annotations using only uniquely aligned reads (default) and including multi-mapping reads (-M). DESeq2-1.14.1 within R-3.3.2 (14–16) was used to perform data normalization and differential expression analysis with an adjusted p-value threshold of 0.05 on each set of raw expression measures.
In silico analysis of ROB1 alleles in sequenced C. albicans genomes
The analysis of C. albicans genome was performed as previous described (23). Whole genome sequences of 21 clinical isolates (NCBI BioProject ID: PRJNA193498), 43 clinical isolates from the OPC patients (NCBI BioProject ID: PRJNA257929), 8 clinical isolates from very low birth weight infant (VLBW) patient collection (25) and 182 isolates from various sources (NCBI BioProject ID: PRJNA432884) were obtained from previous studies (21–24) and aligned to the SC5314 reference genome version A22 from the Candida Genome Database (http://www.candidagenome.org) using the Burrows–Wheeler Alignment tool (version 0.7.17) with the BWA-MEM algorithm. SNP variants were called using the Genome Analysis Toolkit (GATK) (34) following GATK Best Practices. Polymorphisms were filtered using the GATK VariantFiltration tool by hard filters (QD<2.0, MQ<40.0, FS>60.0, MQRankSum<−12.5, ReadPosRankSum<−8.0). The variants of ROB1 gene were manually checked in the Integrative Genomics Viewer (IGV).
Rat model of Candida albicans vascular catheter infection.
In vivo C. albicans biofilm formation was assessed using an external jugular-vein, rat-catheter infection model as previously described (35). Briefly, a 1×106 cells/ml inoculum for each strain or strain combination was allowed to grow on an internal jugular catheter placed in a pathogen-free female rat (16-week old, 400g) for 24 h. After this period, the catheter volumes were removed and the catheters were flushed with 0.9% NaCl. The biofilms were dislodged by sonication and vortexing. Viable cell counts were determined by dilution plating. Three replicates were performed for each strain. Differences in fungal burden were analyzed by ANOVA and correction for multiple comparisons with a significant difference defined as a P <0.05. Scanning electron microscopy of catheter biofilms. After a 24-hour biofilm formation phase, the devices were removed, sectioned to expose the intraluminal surface, and processed for SEM imaging. Briefly, one milliliter fixative (4% formaldehyde and 1% glutaraldehyde in PBS) was added to each catheter tube and tubes were fixed at 4 °C overnight. Catheters were then washed with PBS prior to incubation in 1% OsO4 for 30 min. Samples were then serially dehydrated in ethanol (30–100%). Critical point drying was used to completely dehydrate the samples prior to palladium–gold coating. Samples were imaged on a SEM LEO 1530, with Adobe Photoshop 2022 (v. 23.2.2) used for image compilation.
Disseminated candidiasis model
Assessment of the fungal disease progression in a systemic candidiasis model was performed as described previously (11). Female CD-1 outbred mice (10 per group, 6 – 8 weeks old; Envigo) were inoculated by lateral tail vein injection with 1 × 106 CFU of the indicated C. albicans strains and mice are monitored daily for clinical changes. Mice that demonstrated symptoms of severe diseases such as fur ruffling, difficulty with ambulation, abnormal posture, and/or failure to responds to surroundings was euthanized immediately. Disease progression was analyzed by Kaplan-Meier analysis and log rank (Mantel-Cox test, P < 0.05).
Oropharyngeal candidiasis model
The immunosuppressed mouse model of OPC was employed, as previously described with some modifications (11). Male Balb/c mice were injected subcutaneously with cortisone acetate (300 mg/kg of body weight) on infection days: −1, 1, and 3. On the day of infection, the animals were sedated with ketamine and xylazine and a swab saturated with C. albicans strain SN250, ROB1946S/rob1Δ or ROB1946P/rob1Δ mutant (106 cells per mL) was placed sublingually for 75 min. On post-infection day 5, the mice were sacrificed, and the tongues were harvested. For fungal burden studies, the harvested tongues were homogenized and plated for quantitative fungal burden (n = 5 per strain) or processed for histology. The log10-transformed fungal burden data for each experiment was analyzed by ANOVA with corrections for multiple comparisons to identify statistically significant differences between individual strains (adjusted P < 0.05).
Importance.
Candida albicans is a commensal fungus that colonizes human oral cavity and gastrointestinal tracts but also causes mucosal as well as invasive disease. The expression of virulence traits in C. albicans clinical isolates is heterogenous and the genetic basis of this heterogeneity is of high interest. The C. albicans reference strain SC5314 is highly invasive and expresses robust filamentation and biofilm formation relative to many other clinical isolates. Here, we show that SC5314 derivatives are heterozygous for the transcription factor Rob1 and contain an allele with a rare gain-of-function SNP that drives filamentation, biofilm formation, and virulence in a model of oropharyngeal candidiasis. These finding explain, in part, the outlier phenotype of the reference strain and highlight the role of heterozygosity plays in the strain-to-strain variation of diploid fungal pathogens.
Acknowledgements
The authors thank Aaron Mitchell (Georgia) for assistance with biofilm imaging and review of drafts of the manuscript. This work was supported by the following grants from the NIH: F32AI26634 (VEG); R01AI073289 (DRA); R01AI141893 and R01AI081704 (RJB); R01DE026600 (SGF); R01AI133409 (DJK).
Footnotes
Figure S1. A. SN250, rob1-1, rob1-5, and rob1ΔΔ strains were spotted on RPMI and RPMI+10% BCS plates and incubated for 3 days at either 30°C or 37°C before being photographed. The images are representative of two independent experiments. B. The filament lengths of the rob1-1 and rob1-5 strains were compared to SN250 24 hr post infection as described in materials and methods. There was no difference in length as determined by Mann-Whitney U test (P<0.05).
Figure S2 A. Schematic of ROB1 allele swap construct. B.
Table S1. RNA sequencing data comparing the expression profile of the rob1ΔΔ mutant to WT in Spider medium at 37°C after 4 hr of induction.
Table S2. RNA sequencing data comparing the expression profile of the rob1ΔΔ mutant to WT in RPMI medium at 37°C after 4 hr of induction.
Table S3. Table of strains
Table S4. Table of oligonucleotides.
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