Abstract
In this study, we report antifungal activity of auroramycin against Candida albicans, Candida tropicalis, and Cryptococcus neoformans. Auroramycin, a potent antimicrobial doubly glycosylated 24-membered polyene macrolactam, was previously isolated and characterized, following CRISPR-Cas9 mediated activation of a silent polyketide synthase biosynthetic gene cluster in Streptomyces rosesporous NRRL 15998. Chemogenomic profiling of auroramycin in yeast has linked its antifungal bioactivity to vacuolar transport and membrane organization. This was verified by disruption of vacuolar structure and membrane integrity of yeast cells with auroramycin treatment. Addition of salt but not sorbitol to the medium rescued the growth of auroramycin-treated yeast cells suggesting that auroramycin causes ionic stress. Furthermore, auroramycin caused hyperpolarization of the yeast plasma membrane and displayed a synergistic interaction with cationic hygromycin. Our data strongly suggest that auroramycin inhibits yeast cells by causing leakage of cations from the cytoplasm. Thus, auroramycin’s mode-of-action is distinct from known antifungal polyenes, reinforcing the importance of natural products in the discovery of new anti-infectives.
Introduction
Natural products (NPs) are a prolific source of bioactive leads with approximately 80% of clinical anti-infectives, including antifungal agents, derived from natural products [1]. Although fungal infections are on the rise, especially in expanding immuno-compromised populations [2] caused by AIDS and intensive chemotherapy cancer treatments, the number of available polyene and azole antifungal agents have largely remained the same from 1950s-1970s. A polyene macrolactone, amphotericin B is one of the leading drugs to combat serious infections due to its high potency, broad range and low frequency of resistant pathogens. Several known antifungal agents such as nystatin, filipin, and pimaricin also belong to the polyene macrolactone family. Due to growing resistance to azoles, amphotericin B is often the last line of defence for life-threatening fungal infections but its use is limited by its cytotoxicity. It is therefore a matter of paramount importance to discover antifungal agents, preferably with new modes-of-actions.
Using a CRISPR-Cas9 mediated biosynthetic gene cluster activation strategy, we recently discovered a 24-membered doubly glycosylated polyene macrolactam, auroramycin, from Streptomyces rosesporus with potent activity against Gram-positive pathogens [3]. In addition to a rare isobutyrylmalonyl extender unit, auroramycin contains a unique disaccharide that is essential for its anti-bacterial bioactivity. Although the bioactivities of polyene macrolactams like vicenistatin [4], salinilactam [5], incednine [6], and silvalactam [7] (Fig 1) range from antimicrobial to anti-apoptotic modulation, none of them have been reported to have antifungal activity. In this work, we investigate the antifungal activity of auroramycin and show that its mode-of-action is distinct from that of amphotericin B.
Results
Auroramycin has antifungal activity
To determine their antifungal bioactivities, auroramycin and its aglycon were tested against Candida albicans, Candida tropicalis, and Cryptococcus neoformans (Table 1). 1–3 μM of auroramycin was sufficient to completely inhibit growth of the three fungal strains. Although auroramycin was less potent than amphotericin B in inhibiting the growth of Candida albicans and Cryptococcus neoformans, it performed slightly better against Candida tropicalis (Table 1). Like amphotericin B, auroramycin is cytotoxic against S. cerevisiae (S1 Fig). Highlighting the importance of the disaccharide moiety of auroramycin, the structurally similar but mono-glycosylated silvalactam (Fig 1) is inactive against yeast [7]. The auroramycin aglycon had no detectable bioactivity against all tested strains demonstrating further that the unique disaccharide motif is essential for the antifungal activity of auroramycin, (Table 1). As the first polyene macrolactam with antifungal properties, we saw the opportunity to use its activity against Saccharomyces cerevisiae to determine its antifungal mode-of-action.
Table 1. Antifungal activity of auroramycin.
Species | Strain ID | MIC, μM | ||
---|---|---|---|---|
Fungi | Auroramycin | Auroramycin Aglycon | Amphotericin B | |
Candida albicans | ATCC 200918 | 2.52 | >260 | 0.27 |
Candida tropicalis | ATCC 200956 | 1.26 | >260 | 2.16 |
Cryptococcus neoformans | ATCC 24067 | 1.26–2.52 | >260 | 0.07 |
Minimum Inhibitory Concentrations (MIC) of auroramycin, auroramycin-aglycon, and amphotericin B for the three fungal strains are indicated. MIC is defined as the lowest concentration of an agent that completely inhibits visible growth in vitro after 24 h at 30 °C for yeast.
Homozygous profiling uncovers auroramycin-sensitive mutants
Chemogenomic profiling in S. cerevisiae has been successfully used to determine mode-of-action of a number of antifungal compounds by identifying genes that confer resistance or sensitivity to the compound of interest [8–11]. Auroramycin completely inhibited the growth of yeast cells with an IC50 of 1.415 μM whereas the aglycon had no effect (Fig 2 and S2 Fig). To determine the mode-of-action of auroramycin, we performed Homozygous Profiling (HOP) in S. cerevisiae using a barcoded homozygous gene deletion library [8, 12]. The pooled yeast gene deletion library was incubated in the presence and absence of auroramycin and allowed to grow for about five generations. Next-Generation sequencing of barcodes flanking the gene deletions was performed to identify genes that confer resistance or sensitivity to auroramycin. The fitness coefficients (FC) of all 4817 deletion mutants were calculated (Fig 3A). Mutants sensitive and resistant to auroramycin are expected to have negative and positive logFC values respectively. However, mutants with positive logFC values in HOP assays exhibit little or no resistance to the compound from our previous work [13–15]. Hence, we focused on the ‘sensitive mutants’ (those with negative logFC value). To validate the HOP data, we chose 23 ‘sensitive’ mutants (gep4Δ, pac10Δ, ykr032wΔ, ygr219wΔ, cog8Δ, mnn11Δ, mrpl38Δ, gep5Δ, ylr257wΔ, erg5Δ, lem3Δ, gyp1Δ, pde2Δ, lea1Δ, ctr1Δ, get2Δ, cog7Δ, bst1Δ, rmr1Δ, erv14Δ, sys1Δ, egh1Δ, and vps52Δ) which were in the top 41 among 213 strains that had at least a 1.44-fold effect of growth inhibition (log FC < -0.5 and P-value < 0.05; S1 Table) and tested their growth responses to auroramycin. 39.1% of the tested mutants (9/23; ygr219wΔ, cog8Δ, mnn11Δ, lem3Δ, get2Δ, cog7Δ, bst1Δ, erv14Δ, and vps52Δ) showed heightened sensitivity (≥25% inhibition compared to 0% inhibition for wild type strain) to auroramycin compared to wild type after 24 hours of incubation in growth medium (Fig 3B).
Enrichment analyses links auroramycin activity to membrane trafficking and organization
To gain insights into auroramycin antifungal bioactivity, we performed Gene Ontology analyses of the 213 resistance genes that increase cellular sensitivity to auroramycin when deleted (log FC < -0.5 and P-value < 0.05) using the Database for Annotation, Visualization and Integrated Discovery (DAVID) [16, 17]. We used REVIGO to remove the redundant terms and visualize the data [18]. Biological process enrichment analysis revealed that a number of auroramycin resistance gene products were involved in overlapping functions such as vesicle-mediated transport (GO:0016192, 37 genes), vacuolar transport (GO:0007034, 13 genes), Golgi vesicle transport (GO:0048193, 21 genes), and membrane organization (GO:0016044, 20 genes) (Fig 4A). Cellular Component enrichment analysis indicated that several resistance gene products localized to the endoplasmic reticulum (GO:0005783, 26 genes) and a few to the internal side of plasma membrane (GO:0009898, 6 genes). Molecular function enrichment analysis identified three gene products involved in phospholipid translocation (GO:0045332, 3 genes). Visualization of GO data by REVIGO (Fig 4B) indicates that mutants defective in vacuolar/vesicular transport, Golgi vesicle transport, and membrane organization display increased sensitivity to auroramycin. Taken together, these enrichment analyses suggest that auroramycin antifungal bioactivity is associated with vesicular trafficking and membrane function.
Auroramycin and amphotericin B inhibit yeast growth by related but distinct mechanisms
Amphotericin B is a highly potent antifungal glycosylated polyene macrolide that inhibits yeast growth by interfering with membrane function [19]. We therefore tested whether auroramycin-sensitive mutants are also sensitive to amphotericin B. In our auroramycin-sensitivity assay, the top five sensitive mutants were lem3Δ, cog7Δ, cog8Δ, vps52Δ, and mnn11Δ (Fig 3B). LEM3 encodes a subunit of the lipid flippase that translocates phospholipids to the cytosolic leaflet of the plasma membrane. COG7, COG8, VPS52, and MNN11 encode Golgi-localized proteins that participate in vesicular trafficking (COG7, COG8, and VPS52) and N-glycosylation of proteins (MNN11). We chose two Golgi-related gene deletion strains, namely cog7Δ and vps52Δ, along with lem3Δ for our assay. We also included three amphotericin B-resistant mutants (erg2Δ, erg5Δ, and erg6Δ) and two amphotericin B-sensitive mutants (erg4Δ and pmp3Δ) as controls for the assay [20, 21]. We compared the sensitivities of wild type and the aforementioned eight mutant strains to auroramycin and amphotericin B. The IC50 values for auroramycin and amphotericin B against the wild type strain were 1.148 μM and 0.521 μM respectively (S3 Fig). As expected, the erg2Δ, erg5Δ, and erg6Δ mutants were resistant to amphotericin B and the erg4Δ and pmp3Δ mutants were sensitive to amphotericin B (Fig 5; bottom panel). All the three auroramycin-sensitive mutants (lem3Δ, cog7Δ, and vps52Δ) were also sensitive to amphotericin B (Fig 5). Surprisingly, the amphotericin B-resistant erg2Δ and erg6Δ mutants were sensitive to auroramycin and the amphotericin B-sensitive pmp3Δ mutant was resistant to auroramycin (Fig 5; top panel). These data suggest that auroramycin and amphotericin B exert their antifungal activities by related but distinct mechanisms.
Ergosterol addition does not rescue auroramycin-induced toxicity
To confirm that auroramycin and amphotericin B act via distinct mechanisms, we first determined if they bind to the same cellular target. Amphotericin B disrupts fungal membranes and causes cell death by binding to ergosterol in the membranes, which is hypothesized to be mediated by its mycoamine and carboxyl moieties and its hydrophobic polyene core [22]. Using an ergosterol competition assay [23], we explored whether auroramycin’s mode-of-action involves binding to ergosterol. Auroramycin had no detectable changes in toxicity when added to growing yeast cells in the presence of excess ergosterol (Fig 6; top panel). On the other hand, as expected of an ergosterol binding drug that will be sequestered outside the cell, toxicity of amphotericin B was reduced by exogenous ergosterol in a dose-dependent manner (Fig 6; bottom panel). These observations suggest that auroramycin does not bind to ergosterol like amphotericin B and that it has a distinct cellular target from amphotericin B.
Auroramycin disrupts the vacuolar structure of yeast cells
To uncover auroramycin mode-of-action, we examined the effect of auroramycin on vacuolar structure as suggested by our enrichment analyses of auroramycin resistance genes (Fig 4A). Using FM 4–64, a lipophilic dye that specifically stains the vacuolar membranes in yeast [24], we classified cells into three categories based on their vacuolar morphology: (1) a single vacuole, (2) multiple vacuoles or (3) defective vacuoles (Fig 7A) after treatment with DMSO, auroramycin or amphotericin B. Compared to the DMSO control, we observed a dose-dependence increase in cells with defective vacuoles with increasing concentrations of auroramycin (Fig 7B). At 2-fold IC50 and higher, 92–100% of auroramycin-treated cells contained defective vacuoles. Notably, the inactive aglycon did not have any effect on vacuolar structure. At a lethal dose of amphotericin B (> 2-fold IC50), 85% of cells contained a single vacuole as previously reported [25]. These experiments confirm that amphotericin B and auroramycin have different effects on vacuolar structure and suggest that auroramycin disrupts vacuolar integrity.
Auroramycin disrupts the membrane integrity of yeast cells
We also examined the effect of auroramycin on membrane integrity of yeast cells using carboxyfluorescein diacetate succinimidyl ester (CFDA-SE). CFDA-SE is a cell-permeable ester that is retained intracellularly following esterase cleavage [26]. In presence of auroramycin or amphotericin B but not cytostatic inhibitor cycloheximide, leakage of CFDA was observed (Fig 8). For auroramycin, CFDA leakage was observed at all concentrations, even below its IC50 (Fig 8: left panel). In contrast, we only observed slight CFDA leakage at concentrations for amphotericin B close to thrice its IC50 (Fig 8: right panel), which is consistent with the hypothesis that a threshold amphotericin B concentration is required before membrane pores can be formed [27]. These results show that auroramycin disrupts the membrane integrity of yeast cells.
Salt suppresses the inhibitory effect of auroramycin
PMP3 encodes a small conserved membrane protein and its deletion has been shown to increase uptake of cations due to membrane hyperpolarization [28]. Given that pmp3Δ cells were resistant to auroramycin (Fig 5; top panel), we hypothesized that auroramycin causes leakage of cations after disrupting membrane integrity. As pmp3Δ mutants contain excess of cations [28], they would be more resistant to auroramycin. If this is true, then addition of salt to the medium should suppress the toxic effects of auroramycin. We tested this by treating yeast cells with auroramycin in the presence of either potassium chloride (KCl) or sorbitol at different concentrations. Addition of KCl but not sorbitol rescued the cells from auroramycin-mediated toxicity (Fig 9 and S5 Fig). In contrast, addition of KCl increased the sensitivity to amphotericin B (S6 Fig). These results are consistent with the hypothesis that auroramycin causes leakage of positively charged ions from the cell.
Auroramycin causes hyperpolarization of yeast cells
A possible cause of cation leakage is disruption of membrane potential. To test whether auroramycin affects the membrane potential of yeast cells, we used the potentiometric dye diS-C3(3) [29]. This dye is positively charged and its cell entry is favored by negative membrane potential. When diS-C3(3) is inside cells, its λmax of emission will shift towards the red end of the spectrum [30]. We used the cationic amphipathic drug amiodarone as a positive control that has been shown to cause membrane hyperpolarization in yeast [31]. We treated yeast cells with either DMSO or auroramycin or auroramycin-aglycon or amiodarone for 20 minutes and then added diS-C3 and incubated the cell mixture further for 1 h. We then recorded the diS-C3(3) fluorescence emission spectra. Both amiodarone and auroramycin caused a dose-dependent increase in diS-C3(3) fluorescence (Fig 10A and 10B). However, the diS-C3(3) fluorescence remained largely unaffected in auroramycin-aglycon treated cells (Fig 10C). Red shifts can be computed by increases in λmax emission 585/575 nm ratio. A red shift in fluorescence was observed for amiodarone and auroramycin but not auroramycin-aglycon (Fig 10D).
To confirm that the diS-C3(3) dye is internalized by cells following treatment with auroramycin, cells pre-treated with either auroramycin or auroramycin-AG treated with diS-C3(3) as described above. We performed flow cytometry and measured the proportion of cells with diS-C3(3) fluorescence. Cells treated with auroramycin, displayed increased fluorescence, compared to auroramycin-aglycon treated cells (S7 Fig). Our results are consistent with the hypothesis that auroramycin disrupts membranes and causes cellular leakage of positively charged ions, resulting in hyperpolarized cells that become more permeable to the positively charged diS-C3(3).
Auroramycin works synergistically with cationic drug hygromycin
Drugs with complementary actions are often administered as a synergistic combination, which is more efficient compared to the sum of the expected response for individual drugs. Since auroramycin treatment resulted in hyperpolarization of cells, we postulated that this would increase uptake of positively charged molecules such as the cationic drug hygromycin [32–34]. To test for synergistic interactions between auroramycin and hygromycin, a dose interaction matrix assay was conducted and analyzed using a bliss independence model [35]. At lower concentrations, interactions were synergistic based on bliss independent models. Auroramycin enhanced hygromycin’s potency significantly, most likely due to more efficient cationic transportation into the cell (Fig 11).
Discussion
In this study, we have characterized the antifungal activity of auroramycin, a glycosylated polyene macrolactam. To illuminate its antifungal mode-of-action, a chemogenomic profiling assay in S. cerevisiae was performed and it identified genes involved in vacuolar transport and membrane organization. We demonstrated that auroramycin disrupts vacuolar organization and membrane permeability via mechanisms that are distinct from amphotericin B, a well-known antifungal. Multiple lines of evidence indicate that their modes of action are different. Firstly, pre-incubation with ergosterol reduces the potency of amphotericin B but not that of auroramycin. Secondly, auroramycin treatment yield defective vacuoles but amphotericin B treatment increased the proportion of cells with single vacuoles compared to controls. Thirdly, salt treatment alleviated the toxicity of auroramycin but exacerbated the growth effect of amphotericin B-treated cells.
Ionic and osmotic stress has been shown to cause vacuolar fragmentation in yeast [36, 37]. Our data indicating that auroramycin causes vacuolar damage and membrane hyperpolarization and that addition of salt rescues auroramycin toxicity strongly suggest that auroramycin causes leakage of cations from yeast cells. It would be interesting to elucidate the molecular mechanism by which auroramycin accomplishes this. One possibility is that auroramycin binds to cellular membranes and forms polar/negatively charged channels that facilitates the efflux of positively charged ions. The presence of polar sugar groups makes it amphipathic which may facilitate its insertion of the molecule in the membrane or/and creation of the polar channel. Alternatively, auroramycin could inhibit proteins that are required directly or indirectly for the uptake of cations from the medium. For example, amiodarone, an ion channel blocker, has been shown to cause hyperpolarization of yeast cells and its toxicity can be suppressed by addition of salt to the medium [31]. Testing if auroramycin causes leakage of cations from artificial membranes such as reconstituted liposomes will help discriminate between these possibilities.
In conclusion, we demonstrated that polyene macrolactam auroramycin’s cellular target and mode-of-action is distinct from those of current polyene macrolactone antifungal agents (23, 24). Auroramycin, in its current form, is less potent as amphotericin B but may be developed as a complement to current antifungal drugs. As auroramycin performs slightly better than amphotericin B in inhibiting C. tropicalis, an emerging pathogenic strain with growing resistance to fluconazole [38], it could also be a potent second line of therapy. The ability of auroramycin to disrupt membranes and affect membrane potential also presents new opportunities for combinatorial therapies, especially with cationic drugs.
Methods
Auroramycin and aglycon purification
Auroramycin and its associated aglycon were fermented and purified from engineered strains of Streptomyces roseosporus NRRL 15998, as described previously [3].
Antifungal assays
Measurements against fungal strains were conducted at Eurofins Panlabs Taiwan (www.eurofins.com/epds), according to methodology described by the Clinical and Laboratory Standards Institute (CLSI) (M38-A, M27-A2).
Inhibition of growth assays of S. cerevisiae
The Saccharomyces cerevisiae diploid wild-type strain (BY4743) was used for determining the Inhibitory Concentration (IC) of auroramycin. Frozen yeast cells were allowed to recover on YPD agar plates and grown in YPD medium for nine generations (OD600 nm ≤ 2). Cells were diluted to OD600 nm of 0.0625 in YPD medium. 200 μL of the diluted yeast culture was transferred into the 96-well microtiter plate having 2-fold serially diluted concentrations of auroramycin in duplicate. Cells were incubated in a microplate reader for 16–24 hours at 30 °C with shaking. OD600 nm of the cultures was measured using microplate reader Gen 5TM (BIO-TEK Instrument, Vermont, USA). Inhibitory concentration of auroramycin was computed by comparing the growth of treated versus control cells.
Homozygous profiling (HOP) assay
HOP assay was performed as reported previously [13] with the pooled yeast homozygous Knock out collection (Invitrogen). Auroramycin was used at 1.56 μM which caused a 50% reduction in growth in YPD-HEPES medium after 10 hours at 30 °C. Preparation of genomic DNA from yeast cells, amplification of barcode sequences by PCR and Next Generation Sequencing (NGS) of the PCR products were all performed as previously described [14].
Bioinformatic methods
Analysis of NGS data and identification of differentially-sensitive strains was performed as recently described [15]. The sequenced reads were demultiplexed and the resulting raw fastq reads were processed as follows. Firstly, reads without the adaptor sequence (GTCCACGAGGTCTCT) that flank the uptag barcode were filtered out. After extracting the uptag barcodes, the identical sequences were enumerated and collapsed. The TAG counts were then aligned to a library of TAG sequences to connect each read count to the deletion strain using the Novoalign software (http://novocraft.com V2.05.33) with default settings (-n 22 to truncate the reads to the length of the tag barcode). This setting permitted up to a single base pair mismatch. The resulting SAM (Sequence Alignment Map) files were parsed and the total counts of each TAG that correspond to each homozygous deletion strain were determined. The EdgeR analysis package [39] was utilised to analyse the counts using the generalized linear model (glm) mode to contrast the treated samples to the control (DMSO-treated) sample and differentially-sensitive strains were identified. The generalized linear models (glm) were used to compute the trended and tagwise dispersion using the estimatedGLMTrendedDisp and estimateGLMTagwiseDisp functionality. A likelihood ratio test was then used (glmFIT() and glmLRT()) to test for differential sensitivity. This generated a log fold-change ratio of tags between treated and control samples. A p-value threshold of p<0.05 was used to identify mutants with significant growth defect and were used for further analysis.
Gene Ontology analysis was performed using the online tools DAVID [16, 17] and REVIGO [18].
FM 4–64 labelling of vacuoles
Yeast cells were labelled with FM4-64 (Invitrogen) as previously reported [40]. Overnight culture of BY4743 strain was diluted into fresh nutrient medium at OD600 nm = 0.2 and grown for approximately 4 hours until OD600 nm = 0.8. Cells were labelled with 15 μM FM4-64 in YPD for 1 hour, at 30 °C with shaking. After that, the cells were washed and treated with either DMSO or various concentrations of either auroramycin or auroramycin-aglycon or amphotericin B for 30 minutes, at 30 °C with shaking. Following that, the cells were spun down at 3000 g for 5 minutes and washed once with 1 mL of Synthetic Defined (SD) media. After that, the cells were resuspended in 30 μL of SD media. The images were acquired using an inverted fluorescence microscope ZEISS LSM 5 LIVE (Carl Zeiss, Oberkochen, Germany).
CFDA leakage assay
Non-polar CFDA-SE spontaneously enters into the cell and is converted to the anionic pH-sensitive 5-(and-6)-carboxyfluorescein succinimidyl ester (CF-SE) by intracellular esterases. After internalization, amine reactive coupling of succinimidyl groups of CF-SE to aliphatic amines of intracellular proteins and forms membrane-impermeable pH-sensitive probe conjugates [26]. Overnight culture of yeast cells was diluted into fresh medium at a starting of OD600 nm = 0.2 and incubated for few hours until OD600 nm reached 0.8. Cells were collected by centrifugation at 3000 g for 3 min. After that, the cells were washed and resuspended in an equal volume of citric/phosphate buffer (100 mM citric acid, 50 mM NaH2PO4, and 50 mM KOH; pH 4) containing 100 μM of CFDA-SE (Cayman Chemical). Cells were then incubated overnight at 37 °C with shaking. Next day, cells were collected by centrifugation at 3000 g for 3 min, washed and resuspended in synthetic defined (SD) medium with citric/phosphate buffer (pH 4) at OD600 nm = 0.4. Cells were incubated at 30 °C, 1 hour with shaking. After that cells were either treated with DMSO or various concentrations of auroramycin or amphotericin B. and further incubated at 30 °C with shaking. Samples of the culture were taken after 30’ and 120’ and centrifuged to pellet the cells. Fluorescence reading in the supernatant was measured at 525 nm (excitation at 495 nm) using microplate reader Gen 5TM (BIO-TEK Instrument, Vermont, USA).
Ergosterol competition assay
Different concentrations of ergosterol (2.5 mM stock in DMSO) or DMSO was premixed in YPD-HEPES media that contained different concentrations of amphotericin B, auroramycin or DMSO in a polystyrene 96-well plate [35]. Subsequently, BY4743 cells were added at OD600 nm = 0.0625 into the wells and the plates were incubated overnight at 30 °C. OD600 nm was measured after 16 h using a microplate reader Gen 5TM (BIO-TEK Instrument, Vermont, USA).
Hygromycin and auroramycin dose interaction matrix assay
BY4743 cells from an overnight culture were diluted to OD600 nm of 0.0625 in YPD-HEPES medium. 200 μL of the diluted yeast culture was transferred into the 96-well microtiter plate having various concentrations of auroramycin and hygromycin. Cells were incubated in a microplate reader for 16–24 hours at 30 °C with shaking. Growth of the cultures was recorded by measuring the OD600 nm using the microplate reader Gen 5TM (BIO-TEK Instrument, Vermont, USA). The bliss model assumes that the responses are independent events, such as distinct mode-of-actions, and uses a probabilistic calculation (EA+EB(1-EA)) to an expected combined effect of drug A(EA) and drug B (EB). Synergy is given by the percent excess of the bliss calculation. Heatmaps were generated using Shinyheatmap [41].
Membrane potential diS-C3(3) assay
Membrane potential of yeast cells using diS-C3(3) was measured as previously described with minor modifications [29]. Wild type AH109 yeast cells from an overnight culture were diluted into YPD medium at an OD600 nm = 0.2 and grown for few hours until the OD reached 1.0. Cells were harvested, washed once with 10 mM citric/phosphate buffer (10 mM citric acid, 5 mM NaH2PO4, and 5 mM KOH, pH4). Then, the cells were resuspended in 10 mM citric/phosphate buffer at OD600 nm = 1.0 and treated with DMSO, different concentrations of amiodarone or auroramycin or aglycon for 20 min, at 30 °C with shaking. diS-C3(3) (3,30-dipropylthiacarbocyanine iodide) fluorescence probe (1 mM stock solution in ethanol) was added to 2 mL of yeast cell suspension to a final concentration of 0.5 μM. Cells were incubated with the dye for 1 hour at room temperature with shaking. For each sample, the diS-C3(3) fluorescence emission spectra of the suspensions were recorded and λmax was assessed using microplate reader Gen 5TM (BIO-TEK Instrument, Vermont, USA). For flow cytometric analysis, cells were washed with phosphate-buffered saline (PBS) and resuspended in PBS. Flow cytometry was performed on a Becton Dickinson (BD) FACSAria Fusion (Becton Dickinson, Oxford UK) using the PE-A channel.
Supporting information
Acknowledgments
We are grateful to Ms Ze Yen Choo for technical assistance and all members of the Arumugam and Wong Labs for comments and advice.
Data Availability
All relevant data are within the manuscript and its Supporting Information files.
Funding Statement
Funded by FTW. NRF2013-THE001-094. National Research Foundation. https://www.nrf.gov.sg/. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Roemer T, Xu D, Singh SB, Parish CA, Harris G, Wang H, et al. Confronting the challenges of natural product-based antifungal discovery. Chem Biol. 2011;18(2):148–64. 10.1016/j.chembiol.2011.01.009 . [DOI] [PubMed] [Google Scholar]
- 2.Vicente MF, Basilio A, Cabello A, Pelaez F. Microbial natural products as a source of antifungals. Clin Microbiol Infect. 2003;9(1):15–32. . [DOI] [PubMed] [Google Scholar]
- 3.Lim YH, Wong FT, Yeo WL, Ching KC, Lim YW, Heng E, et al. Auroramycin: A Potent Antibiotic from Streptomyces roseosporus by CRISPR-Cas9 Activation. Chembiochem. 2018. 10.1002/cbic.201800266 . [DOI] [PubMed] [Google Scholar]
- 4.Shindo K, Kamishohara M, Odagawa A, Matsuoka M, Kawai H. Vicenistatin, a novel 20-membered macrocyclic lactam antitumor antibiotic. J Antibiot (Tokyo). 1993;46(7):1076–81. . [DOI] [PubMed] [Google Scholar]
- 5.Igarashi M, Tsuchida T, Kinoshita N, Kamijima M, Sawa R, Sawa T, et al. Cremimycin, a novel 19-membered macrocyclic lactam antibiotic, from Streptomyces sp. J Antibiot (Tokyo). 1998;51(2):123–9. . [DOI] [PubMed] [Google Scholar]
- 6.Futamura Y, Sawa R, Umezawa Y, Igarashi M, Nakamura H, Hasegawa K, et al. Discovery of incednine as a potent modulator of the anti-apoptotic function of Bcl-xL from microbial origin. J Am Chem Soc. 2008;130(6):1822–3. 10.1021/ja710124p . [DOI] [PubMed] [Google Scholar]
- 7.Schulz D, Nachtigall J, Geisen U, Kalthoff H, Imhoff JF, Fiedler HP, et al. Silvalactam, a 24-membered macrolactam antibiotic produced by Streptomyces sp. Tu 6392*. J Antibiot (Tokyo). 2012;65(7):369–72. 10.1038/ja.2012.33 [DOI] [PubMed] [Google Scholar]
- 8.Giaever G, Flaherty P, Kumm J, Proctor M, Nislow C, Jaramillo DF, et al. Chemogenomic profiling: identifying the functional interactions of small molecules in yeast. Proc Natl Acad Sci U S A. 2004;101(3):793–8. 10.1073/pnas.0307490100 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Hoon S, St Onge RP, Giaever G, Nislow C. Yeast chemical genomics and drug discovery: an update. Trends Pharmacol Sci. 2008;29(10):499–504. 10.1016/j.tips.2008.07.006 . [DOI] [PubMed] [Google Scholar]
- 10.Hillenmeyer ME, Ericson E, Davis RW, Nislow C, Koller D, Giaever G. Systematic analysis of genome-wide fitness data in yeast reveals novel gene function and drug action. Genome Biol. 2010;11(3):R30 10.1186/gb-2010-11-3-r30 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Smith AM, Durbic T, Oh J, Urbanus M, Proctor M, Heisler LE, et al. Competitive genomic screens of barcoded yeast libraries. J Vis Exp. 2011;(54). 10.3791/2864 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Hoon S, Smith AM, Wallace IM, Suresh S, Miranda M, Fung E, et al. An integrated platform of genomic assays reveals small-molecule bioactivities. Nat Chem Biol. 2008;4(8):498–506. 10.1038/nchembio.100 . [DOI] [PubMed] [Google Scholar]
- 13.Ng SMS, Yap JM, Lau QY, Ng FM, Ong EHQ, Barkham T, et al. Structure-activity relationship studies of ultra-short peptides with potent activities against fluconazole-resistant Candida albicans. Eur J Med Chem. 2018;150:479–90. 10.1016/j.ejmech.2018.03.027 . [DOI] [PubMed] [Google Scholar]
- 14.Alfatah M, Wong JH, Nge CE, Kong KW, Low KN, Leong CY, et al. Hypoculoside, a sphingoid base-like compound from Acremonium disrupts the membrane integrity of yeast cells. Sci Rep. 2019;9(1):710 10.1038/s41598-018-35979-z . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Alfatah M, Wong JH, Kong KW, Utama F, Hoon S, Arumugam P. Chemical-genetic interaction landscape of mono-(2-ethylhexyl)-phthalate using chemogenomic profiling in yeast. Chemosphere. 2019;228:219–31. 10.1016/j.chemosphere.2019.04.100 . [DOI] [PubMed] [Google Scholar]
- 16.Huang da W, Sherman BT, Lempicki RA. Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc. 2009;4(1):44–57. 10.1038/nprot.2008.211 . [DOI] [PubMed] [Google Scholar]
- 17.Huang da W, Sherman BT, Lempicki RA. Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists. Nucleic Acids Res. 2009;37(1):1–13. 10.1093/nar/gkn923 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Supek F, Bosnjak M, Skunca N, Smuc T. REVIGO summarizes and visualizes long lists of gene ontology terms. PLoS One. 2011;6(7):e21800 10.1371/journal.pone.0021800 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Gray KC, Palacios DS, Dailey I, Endo MM, Uno BE, Wilcock BC, et al. Amphotericin primarily kills yeast by simply binding ergosterol. Proc Natl Acad Sci U S A. 2012;109(7):2234–9. 10.1073/pnas.1117280109 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Vincent BM, Lancaster AK, Scherz-Shouval R, Whitesell L, Lindquist S. Fitness trade-offs restrict the evolution of resistance to amphotericin B. PLoS Biol. 2013;11(10):e1001692 10.1371/journal.pbio.1001692 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Huang Z, Chen K, Zhang J, Li Y, Wang H, Cui D, et al. A functional variomics tool for discovering drug-resistance genes and drug targets. Cell Rep. 2013;3(2):577–85. 10.1016/j.celrep.2013.01.019 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Czub J, Borowski E, Baginski M. Interactions of amphotericin B derivatives with lipid membranes—a molecular dynamics study. Biochim Biophys Acta. 2007;1768(10):2616–26. 10.1016/j.bbamem.2007.06.017 [DOI] [PubMed] [Google Scholar]
- 23.Robbins N, Spitzer M, Wang W, Waglechner N, Patel DJ, O’Brien JS, et al. Discovery of Ibomycin, a Complex Macrolactone that Exerts Antifungal Activity by Impeding Endocytic Trafficking and Membrane Function. Cell Chem Biol. 2016;23(11):1383–94. 10.1016/j.chembiol.2016.08.015 . [DOI] [PubMed] [Google Scholar]
- 24.Vida TA, Emr SD. A new vital stain for visualizing vacuolar membrane dynamics and endocytosis in yeast. J Cell Biol. 1995;128(5):779–92. 10.1083/jcb.128.5.779 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Bhuiyan MS, Ito Y, Nakamura A, Tanaka N, Fujita K, Fukui H, et al. Nystatin effects on vacuolar function in Saccharomyces cerevisiae. Biosci Biotechnol Biochem. 1999;63(6):1075–82. 10.1271/bbb.63.1075 . [DOI] [PubMed] [Google Scholar]
- 26.te Welscher YM, ten Napel HH, Balague MM, Souza CM, Riezman H, de Kruijff B, et al. Natamycin blocks fungal growth by binding specifically to ergosterol without permeabilizing the membrane. J Biol Chem. 2008;283(10):6393–401. 10.1074/jbc.M707821200 . [DOI] [PubMed] [Google Scholar]
- 27.Venegas B, Gonzalez-Damian J, Celis H, Ortega-Blake I. Amphotericin B channels in the bacterial membrane: role of sterol and temperature. Biophys J. 2003;85(4):2323–32. 10.1016/S0006-3495(03)74656-6 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Navarre C, Goffeau A. Membrane hyperpolarization and salt sensitivity induced by deletion of PMP3, a highly conserved small protein of yeast plasma membrane. EMBO J. 2000;19(11):2515–24. 10.1093/emboj/19.11.2515 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Maresova L, Urbankova E, Gaskova D, Sychrova H. Measurements of plasma membrane potential changes in Saccharomyces cerevisiae cells reveal the importance of the Tok1 channel in membrane potential maintenance. FEMS Yeast Res. 2006;6(7):1039–46. 10.1111/j.1567-1364.2006.00140.x . [DOI] [PubMed] [Google Scholar]
- 30.Gaskova D, Brodska B, Herman P, Vecer J, Malinsky J, Sigler K, et al. Fluorescent probing of membrane potential in walled cells: diS-C3(3) assay in Saccharomyces cerevisiae. Yeast. 1998;14(13):1189–97. . [DOI] [PubMed] [Google Scholar]
- 31.Maresova L, Muend S, Zhang YQ, Sychrova H, Rao R. Membrane hyperpolarization drives cation influx and fungicidal activity of amiodarone. J Biol Chem. 2009;284(5):2795–802. 10.1074/jbc.M806693200 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Perlin DS, Brown CL, Haber JE. Membrane potential defect in hygromycin B-resistant pma1 mutants of Saccharomyces cerevisiae. J Biol Chem. 1988;263(34):18118–22. . [PubMed] [Google Scholar]
- 33.McCusker JH, Perlin DS, Haber JE. Pleiotropic plasma membrane ATPase mutations of Saccharomyces cerevisiae. Mol Cell Biol. 1987;7(11):4082–8. 10.1128/mcb.7.11.4082 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Barreto L, Canadell D, Petrezselyova S, Navarrete C, Maresova L, Perez-Valle J, et al. A genomewide screen for tolerance to cationic drugs reveals genes important for potassium homeostasis in Saccharomyces cerevisiae. Eukaryot Cell. 2011;10(9):1241–50. 10.1128/EC.05029-11 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Yibmantasiri P, Leahy DC, Busby BP, Angermayr SA, Sorgo AG, Boeger K, et al. Molecular basis for fungicidal action of neothyonidioside, a triterpene glycoside from the sea cucumber, Australostichopus mollis. Mol Biosyst. 2012;8(3):902–12. 10.1039/c2mb05426d . [DOI] [PubMed] [Google Scholar]
- 36.Zieger M, Mayer A. Yeast vacuoles fragment in an asymmetrical two-phase process with distinct protein requirements. Mol Biol Cell. 2012;23(17):3438–49. 10.1091/mbc.E12-05-0347 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Li SC, Kane PM. The yeast lysosome-like vacuole: endpoint and crossroads. Biochim Biophys Acta. 2009;1793(4):650–63. 10.1016/j.bbamcr.2008.08.003 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Kothavade RJ, Kura MM, Valand AG, Panthaki MH. Candida tropicalis: its prevalence, pathogenicity and increasing resistance to fluconazole. J Med Microbiol. 2010;59(Pt 8):873–80. 10.1099/jmm.0.013227-0 . [DOI] [PubMed] [Google Scholar]
- 39.Robinson MD, McCarthy DJ, Smyth GK. edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics. 2010;26(1):139–40. 10.1093/bioinformatics/btp616 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Aghamohammadzadeh S, Smaczynska-de R II, Ayscough KR. An Abp1-dependent route of endocytosis functions when the classical endocytic pathway in yeast is inhibited. PloS one. 2014;9(7):e103311 10.1371/journal.pone.0103311 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Khomtchouk BB, Hennessy JR, Wahlestedt C. shinyheatmap: Ultra fast low memory heatmap web interface for big data genomics. PLoS One. 2017;12(5):e0176334 10.1371/journal.pone.0176334 . [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All relevant data are within the manuscript and its Supporting Information files.