| Literature DB >> 23951145 |
Ting-Li Han1, Sergey Tumanov, Richard D Cannon, Silas G Villas-Boas.
Abstract
Phenylethyl alcohol was one of the first quorum sensing molecules (QSMs) identified in C. albicans. This extracellular signalling molecule inhibits the hyphal formation of C. albicans at high cell density. Little is known, however, about the underlying mechanisms by which this QSM regulates the morphological switches of C. albicans. Therefore, we have applied metabolomics and isotope labelling experiments to investigate the metabolic changes that occur in C. albicans in response to phenylethyl alcohol under defined hyphae-inducing conditions. Our results showed a global upregulation of central carbon metabolism when hyphal development was suppressed by phenylethyl alcohol. By comparing the metabolic changes in response to phenylethyl alcohol to our previous metabolomic studies, we were able to short-list 7 metabolic pathways from central carbon metabolism that appear to be associated with C. albicans morphogenesis. Furthermore, isotope-labelling data showed that phenylethyl alcohol is indeed taken up and catabolised by yeast cells. Isotope-labelled carbon atoms were found in the majority of amino acids as well as in lactate and glyoxylate. However, isotope-labelled carbon atoms from phenylethyl alcohol accumulated mainly in the pyridine ring of NAD(+)/NADH and NADP(-/)NADPH molecules, showing that these nucleotides were the main products of phenylethyl alcohol catabolism. Interestingly, two metabolic pathways where these nucleotides play an important role, nitrogen metabolism and nicotinate/nicotinamide metabolism, were also short-listed through our previous metabolomics works as metabolic pathways likely to be closely associated with C. albicans morphogenesis.Entities:
Mesh:
Substances:
Year: 2013 PMID: 23951145 PMCID: PMC3741116 DOI: 10.1371/journal.pone.0071364
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1The morphology of C. albicans cells incubated in the presence of different concentrations of phenylethyl alcohol in minimal mineral medium (MM) at 37°C for 12 h.
The Images were taken by Nomarksi contrast microscopy with 800× magnification.
Figure 2Growth curves of C. albicans cells grown in the presence (red) or absence (blue) of phenylethyl alcohol (15 mM).
Biomass and morphology of C. albicans cells cultured in different growth media for 12 h.
| Media (pH 7.4, 37°C) | Main carbonsource | Biomass(mg/mL) | F (%) |
| MM | 12C-glucose | 2.03 | >95 |
| MM+Phenylethyl alcohol | 12C-glucose | 0.82 | 0 |
| MM+Phenylethyl alcohol | 13C-glucose | 0.72 | 0 |
MM: minimum mineral medium; F: percentage of filamentous growth determined by counting the number of yeast cells and filaments in 1 mm3 volume.
Intracellular and extracellular metabolites associated with C. albicans growth in different culture media.
| Classification of metabolites | Intra | Extra | Metabolites |
| Amino acids | 19 | 5 | Alanine |
| Amino acid derivatives | 9 | 0 | Creatinine, cystathionine, D-2-aminoadipiate, |
| TCA cycle intermediates | 7 | 3 | Fumarate |
| Fatty acids | 12 | 4 | Adipate, Caprinate |
| Glycolytic intermediates | 2 | 0 | Pyruvate and phosphoenolpyruvate. |
| Cofactors and vitamins | 3 | 1 | NADP/NADPH, nicotinate |
| Others | 15 | 10 | Benzoate |
| Metabolites only found in extracellular media | 0 | 3 | Glyoxylate/glyoxalate |
|
| 67 | 26 |
Intra: Number of intracellular metabolites identified in any samples; Extra: Number of extracellular metabolites identified in any samples;
Metabolites found in all extracellular media.
Figure 3Relative concentrations of extracellular metabolites after 12 hours of incubation in the presence or absence of phenylethyl alcohol.
Phenylethyl alcohol treatment (P) is represented by blue triangles and control (C) hyphae-inducing conditions (MM) are represented by red circles. The concentrations of identified metabolites have been normalised by internal standard (d4-alanine) and biomass before the relative concentrations of the corresponding metabolites found in un-inoculated culture medium were subtracted. Standard deviations are indicated by the vertical line-range. The difference between secretion and consumption of extracellular metabolites is distinguished by the dashed lines (y = 0). Secretion of metabolites is indicated by positive values. Consumption of metabolite is indicated by negative values. Only the metabolites generating statistically significant ANOVA scores (p-value<0.05) are shown.
Figure 4The ratio of Intracellular metabolite concentrations for cells grown in the presence of phenylethyl alcohol relative to those in cells grown in the absence of phenylethyl alcohol after 12 h incubation.
Red circles represent concentrations for samples from cells incubated in the absence of phenylethyl alcohol (hyphae-inducing conditions) - that were set to 0. Blue triangles indicate metabolite concentrations in cells exposed to phenylethyl alcohol relative to those in cells grown without phenylethyl alcohol. The metabolite levels relative to the hyphal samples have been plotted using a log2 scale. Negative values indicate that the metabolite concentrations were reduced in response to phenylethyl alcohol. Only the metabolites generating statistically significant ANOVA scores (p-value<0.05) are shown.
Figure 5Activities of C. albicans metabolic pathways based on intracellular metabolomic data when cultivating C. albicans for 12 h in the presence or absence of phenylethyl alcohol.
Red circles represent metabolic activities under hyphae-inducing conditions that were set to 0. Blue triangles indicate metabolic activities in cells treated with phenylethyl alcohol. The metabolic activities relative to the hyphae-inducing samples have been plotted using a log2 scale. Positive values indicate the metabolic pathways had their activity up-regulated in response to phenylethyl alcohol. Only the pathways generating statistically significant ANOVA scores (p-value<0.05) are shown.
List of ion clusters used to determine the pattern of isotope labelling in the identified metabolites.
| Metabolites | Ion cluster | Carbon fragment | Mass isotopomer % abundance | |||||||||
| M | M+1 | M+2 | M+3 | M+4 | M+5 | M+6 | M+7 | M+8 | M+9 | |||
| 2-aminobutyrate | 116 | C1–C4 | 1% | 2% | 4% | 89% | 4% | |||||
| Alanine | 103 | C1–C3 | 1% | 2% | 92% | 4% | ||||||
| Asparagine | 127 | C1–C4 | 0% | 0% | 5% | 94% | 0% | |||||
| Asparate | 160 | C1–C4 | 2% | 1% | 8% | 86% | 4% | |||||
|
| 153 | C1–C6 | 1% | 0% | 0% | 2% | 4% | 8% | 86% | |||
| Citrate | 143 | C1–C5 | 3% | 1% | 3% | 4% | 8% | 82% | ||||
| Cysteine | 192 | C1–C3 | 1% | 0% | 83% | 16% | ||||||
| D-2-aminoadipiate | 188 | C1–C6 | 1% | 4% | 3% | 2% | 7% | 81% | 4% | |||
| Fumarate | 113 | C1–C4 | 0% | 1% | 0% | 5% | 94% | |||||
| GABA | 144 | C1–C4 | 0% | 0% | 0% | 4% | 96% | |||||
| Glutamate | 174 | C1–C5 | 8% | 2% | 1% | 5% | 80% | 3% | ||||
| Glutamine | 141 | C1–C5 | 0% | 0% | 0% | 1% | 6% | 92% | ||||
| Glycine | 88 | C1–C2 | 3% | 94% | 3% | |||||||
| Glyoxylate | 103 | C1–C2 | 3% | 93% | 4% | |||||||
| Histidine | 226 | C1–C6 | 0% | 0% | 4% | 0% | 9% | 87% | 0% | |||
| Isoleucine | 144 | C1–C6 | 2% | 0% | 1% | 2% | 12% | 80% | 3% | |||
| Lactate | 103 | C1–C3 | 13% | 5% | 80% | 2% | ||||||
| Leucine | 144 | C1–C6 | 2% | 0% | 0% | 2% | 11% | 81% | 3% | |||
| Lysine | 142 | C1–C6 | 4% | 1% | 1% | 3% | 9% | 77% | 5% | |||
| Malate | 113 | C1–C4 | 1% | 0% | 0% | 5% | 94% | |||||
|
| 158 | C1–C6 | 3% | 0% | 0% | 0% | 0% | 0% | 97% | |||
| NADP+/NADPH | 138, 94,80 | Pyridine ring of nicotinamide >95% | ||||||||||
| NAD+/NADH | 171,140,124 | Pyridine ring of nicotinamide >95% | ||||||||||
| Nicotinate | 106 | C1–C6 | 7% | 1% | 1% | 2% | 10% | 78% | ||||
| Ornithine | 128 | C1–C5 | 0% | 0% | 3% | 8% | 86% | 3% | ||||
| Phenylalanine | 178 | C1–C9 | 0% | 0% | 0% | 0% | 0% | 2% | 3% | 12% | 79% | 4% |
| Proline | 128 | C1–C5 | 1% | 0% | 2% | 5% | 89% | 3% | ||||
| Pyroglutamate | 84 | C1–C4 | 0% | 0% | 2% | 6% | 92% | |||||
| Pyruvate | ||||||||||||
| Serine | 100 | C1–C3 | 2% | 5% | 88% | 5% | ||||||
| Succinate | 115 | C1–C4 | 2% | 1% | 2% | 24% | 72% | |||||
| Threonine | 115 | C1–C4 | 2% | 7% | 89% | 2% | 0% | |||||
| Tryptophan | 130 | C1–C9 | 5% | 0% | 6% | 0% | 4% | 1% | 0% | 7% | 13% | 65% |
| Tyrosine | 236 | C1–C9 | 5% | 1% | 0% | 0% | 1% | 0% | 1% | 3% | 9% | 80% |
| Valine | 130 | C1–C5 | 3% | 0% | 2% | 4% | 87% | 2% | ||||
|
| 115 | C1–C4 | 1% | 0% | 0% | 6% | 93% | |||||
|
| 88 | C1–C3 | 6% | 89% | 3% | 2% | ||||||
| M | M+1 | M+2∼13 | M+14 | M+15 | M+16 | M+17 | M+18 | |||||
| Oleate | 296 | C | 6% | 1% | 0% | 1% | 3% | 12% | 14% | 62% | ||
Ion cluster is a group of ions which belong together, all peaks have the same molecular composition but with different isotopes of the carbon atoms. Carbon fragment indicates the number of carbon atoms in a given ion cluster. M is the main molecular ion peak of a metabolite. M+1 is 1 m z−1 higher than the M.
Figure 6The incorporation of carbon atoms from phenylethyl alcohol into C. albicans metabolites under hyphae-inducing conditions.
Stacked column plot indicates the percentage that the number of carbons derived from phenylethyl alcohol contributes to the total ion mass in each identified metabolite (see Table 3). Only the pyridine ring of NADPH and NADH are considered for those molecules.
Figure 7The up- and down-regulation of C. albicans metabolic pathways when hyphal growth was suppressed by farnesol, or phenylethyl alcohol, or induced by various growth conditions.
Metabolic pathways responding to phenylethyl alcohol (red) are derived from Fig. 5. Metabolic pathways responding to farnesol (green) and hyphae-inducing conditions (blue) are derived from previous studies [14], [15]. A small Venn diagram is displayed to illustrate the unique and common metabolic pathways affected by culturing the cells in the presence of farnesol, phenylethyl alcohol or under various hyphae-inducing conditions. a indicates the metabolic pathways that respond in common to all three conditions. b indicates the metabolic pathways that differ from control cells in response to both farnesol and phenylethyl alcohol. The metabolic activities relative to their corresponding controls (black line set to 0) have been plotted using a log2 scale. A positive value indicates that a metabolic pathway was up-regulated in comparison to the control. A negative value means the metabolic pathway activity was down-regulated when compared to the control. Only the metabolic pathways with statistically significant (p-value<0.05) changes in activity are shown.
Figure 8The proposed catabolism of phenylethyl alcohol in C. albicans.
The pathways illustrate how phenylethyl alcohol could be metabolized in C. albicans based on isotope-labelling results. The C. albicans genes annotated as encoding particular enzymatic activities are in red text and their corresponding enzyme codes are in green boxes. The genes and enzymes are as follows: IFD7 (benzyl alcohol dehydrogenase), ADL4 (aldehyde dehydrogenase), PAH1 (oxireductase acting on the CH-OH group of donors and incorporation of one atom of oxygen), ACS2 (acetyl-CoA synthetase), ALD99 (aldehyde dehydrogenase), MLS1 (malate synthase), BNA1 (3-hydroxyanthranilic acid dioxygenase), nadC (nicotinate-nucleotide pyrophosphorylase), NMNAT (nicotinamide mononucleotide adenylyltransferase), NADSYN1 (NAD synthetase 1). Enzymes not yet described in C. albicans are in grey boxes. The putative enzymes are as follow: 1.12.12- (oxireductase acting on the CH-OH group of donors and incorporation of two atoms of oxygen), 1.3.1- (oxireductase acting on the CH-CH group of donors), 1.14.-.- (oxireductase), 1.7.1.- (nitrobenzene nitroreductase), 5.4.4.1 (hydroxylaminobenzene mutase), Amn (2-aminophenol-1,6-dioxygenase), 4.1.1.45 (aminocarboxymuconate-semialdehyde decaborxylase), 2.7.1.23 (NAD+ kinase).