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Vol. 14, Issue 4, 1460-1467, April 2003
Eukaryotic Genetics Group, NRC Biotechnology Research Institute, Montreal, Quebec, Canada, H4P 2R2
Submitted August 29, 2002; Revised November 8, 2002; Accepted November 8, 2002| |
ABSTRACT |
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We used transcriptional profiling to investigate the response of the fungal pathogen Candida albicans to temperature and osmotic and oxidative stresses under conditions that permitted >60% survival of the challenged cells. Each stress generated the transient induction of a specific set of genes including classic markers observed in the stress responses of other organisms. We noted that the classical hallmarks of the general stress response observed in Saccharomyces cerevisiae are absent from C. albicans; no C. albicans genes were significantly induced in a common response to the three stresses. This observation is supported by our inability to detect stress cross-protection in C. albicans. Similarly, in C. albicans there is essentially no induction of carbohydrate reserves like glycogen and trehalose in response to a mild stress, unlike the situation in S. cerevisiae. Thus C. albicans lacks the strong general stress response exhibited by S. cerevisiae.
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INTRODUCTION |
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Unicellular organisms have developed different
strategies, termed the adaptive response (Ruis and Schuller, 1995
), to
respond appropriately to environmental changes. Sudden and dramatic
changes are defined as stresses and can directly affect the survival of the cells. In general, cells respond to stresses with transient changes
in the expression of genes encoding products that serve to protect the
cell against the encountered stress (Estruch, 2000
).
The model unicellular eukaryotic yeast Saccharomyces
cerevisiae has been extensively studied to determine the molecular
basis for its responses to different stresses. Following a heat shock, yeast cells rapidly produce a large set of chaperones, the heat shock
proteins (HSPs), which can help stabilize cellular proteins and block
their thermal denaturation (Boy-Marcotte et al., 1999
). When
challenged with a hyperosmotic stress, S. cerevisiae cells rapidly accumulate osmoprotective molecules like glycerol and produce
more salt transporters to adapt their internal ionic strength to the
new environment (Boy-Marcotte et al., 1999
; Proft and
Serrano, 1999
; Hohmann, 2002
). Another stress response involves the
production of detoxification enzymes when the cells are faced with an
increase in reactive oxygen species (Lee et al., 1999
).
S. cerevisiae is also able to induce a general stress
response; in addition to the pattern of genes induced specifically by the stress, a general set of genes is induced that is common to all the
stresses (Ruis and Schuller, 1995
). This ability is linked to the
function of the general stress response transcription factors Msn2p and
Msn4p that recognize the stress responsive
element (STRE; consensus "CCCCT") in the promoters of
the stress response genes (Marchler et al., 1993
;
Martinez-Pastor et al., 1996
; Schmitt and McEntee, 1996
).
This regulation is of great importance in the cross-protection to
stress. It allows cells that have been challenged with a mild stress to
acquire resistance to a stronger stress, even if the second stress is
different from the first moderate one (Lewis et al., 1995
).
Candida albicans is a fungal pathogen that, when growing in
the yeast form, is morphologically similar to S. cerevisiae. C. albicans has a commensal relationship with warm-blooded organisms and thus would be expected to live in a relatively stable environment in terms of temperature and osmotic conditions. In contrast, oxidative stress could be a frequent challenge for C. albicans cells
as they are targeted by macrophage cells (Murphy, 1991
). In this article, we present a global transcriptional analysis of C. albicans response to osmotic, thermal, and oxidative stress. We
also investigated the presence of cross-protection to stresses and
measured standard hallmarks of the general stress response like
glycogen and trehalose accumulation in the stressed C. albicans cells.
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MATERIALS AND METHODS |
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Growth Medium and Culture Conditions
Cultures of C. albicans strain SC5314 (Gillum
et al., 1984
) were grown in 2% glucose, 2% bactopeptone,
1% yeast extract based medium (YPD).
For each stress, cultures were inoculated from a fresh colony and grown
overnight in YPD at 30°C (or 23°C for the heat shock experiments).
These were then diluted to an OD600 of 0.1 in 500 ml of fresh YPD and grown at the same initial temperature until an
OD600 of 1. The culture was divided in two
volumes of 250 ml; one sample was maintained as the control and the
other subjected to the stress. Fifty-milliliter aliquots of the control
and stress samples were removed at times 0, 10, 30, and 60 min after
the initiation of the stress and centrifuged 2 min at 3500 rpm. The supernatants were then removed and the samples were quick-frozen and
stored at
80°C.
For the heat shock experiments, the cells were transferred from 23 to 37°C in <1.5 min by immersing the sample in a water bath. To create the hyperosmotic shock, a prewarmed 6 M NaCl solution was added to the medium to generate a 0.3 M final concentration. Hydrogen peroxide (H2O2) was used for the oxidative stress. H2O2, 8 mM, at 30°C was added in the medium in order to obtain a 0.4 mM final concentration. For the latter two experiments, the same volume of water at 30°C was added to the control cultures.
In the cross-protection experiments, the mild stresses were generated as described above. Submersing the culture in a water bath at the required temperature created the strong thermal stress. To initiate the strong oxidative stress after the thermal shock (37°C for 30 min), the cells were allowed to cool to room temperature for 30 min before the oxidant solution was added to 1.6 mM H2O2 final concentration. After the stresses, the cultures were diluted to suitable concentrations and spread on YPD plates. The colonies were counted after 24 h. Each experiment was repeated four times.
Isolation of RNA and DNA Microarray Hybridization
We used slight variations of the methods and microarrays
described (Nantel et al., 2002
). In all hybridizations, RNA
from the stressed samples was labeled with Cy5, whereas the control RNA
was labeled with Cy3. Detailed protocols can be obtained from the
supplementary material (http://www.cbr.nrc.ca/genetics/stress/).
Data Analysis
Microarray data normalization and analysis was performed in
GeneSpring software (Silicon Genetics, Redwood City, CA). Each gene's measured intensity was divided by its control channel value in
each sample. When the control channel value was below 100.0, the data
point was considered unacceptable. Intensity-dependent normalization
was also applied, where the ratio was reduced to the residual of the
Lowess fit of the intensity vs. ratio curve. To account for biological
variability of individual genes and the absence of dye swapping, the
logged ratios for each gene in each sample were divided by the average
of the logs of the ratios from the control hybridizations
(t = 0). Results presented consist of the average of
three completely independent experiments. Identification of 972 genes
with significant changes in transcript abundance in the 10- or 30-min
time points compared with controls (false discovery rate < 10%)
was done using the "Significance Analysis of Microarrays" algorithm
(Tusher et al., 2001
). To ensure that our conclusions are
not dependent on the mode of analysis, we achieved the same results
when the expression data are normalized and analyzed as described
(Nantel et al., 2002
). All of the gene lists and expression
data can be downloaded from our web page at
http://www.cbr. nrc.ca/genetics/stress/.
To compare gene expression data between Candida and
Saccharomyces, we used the BlastP algorithm to compare the
Candida protein sequences with the budding yeast proteome.
In the presence of a significant homology (Blast E-value <10
exponet
10), the Candida gene name was
replaced with its strongest Saccharomyces homologue.
The search for consensus promoter sequences was completed using the data from the Saccharomyces Genome Database (Stanford: http://genome-www.stanford.edu/Saccharomyces/) and the CandidaDB World-Wide Web Server (Pasteur Institute: http://genolist.pasteur.fr/CandidaDB/).
Biochemical and Analytical Procedures
Determination of glycogen and trehalose were performed as
described previously (Parrou and Francois, 1997
).
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RESULTS |
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Stresses and Technical Choices
We have applied global transcriptional profiling to examine the
stress response pattern of C. albicans. Three commonly
studied stresses (thermal, osmotic, and oxidative) have been
investigated. We tested conditions similar to those previously used for
stress analysis in S. cerevisiae. These conditions were
chosen both because S. cerevisiae and C. albicans
are physically similar cells that exhibit different natural life styles
and because we wanted to be able to compare the C. albicans
results with the extensive data sets that are available for the
S. cerevisiae stress response. A rapid change from 23 to
37°C as a heat shock, addition of NaCl to a final concentration of
0.3 M as a hyperosmotic shock, and addition of hydrogen peroxide to a
final concentration of 0.4 mM as a oxidative shock permitted >60%
survival of the C. albicans cells, similar to the behavior
of S. cerevisiae (Parrou et al., 1997
; Gasch
et al., 2000
; Causton et al., 2001
). We chose to
split the initial culture into a stressed and unstressed sample to
ensure that the two samples differed only through the addition of the stress. We also examined the stressed sample over a time course and
included the time point just before the addition of the stress to
provide a further control.
Heat Shock Response
C. albicans cells respond to a rapid shift from 23 to
37°C with the transient induction of a variety of genes. The results obtained for the heat shock are presented on Figure
1A (left). For most genes this induction
appears within 10 min of the initiation of the stress. Another group of
genes is activated by 30 min. Some genes are continually induced from
10 to 30 min but most of the genes return to the basal level by 60 min.
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To test the efficiency of the stress response, we have followed a panel
of genes based on the behavior of their homologues in S. cerevisiae. In the latter organism, heat shock has been demonstrated to promote the formation of aggregated proteins that block
the repressive activity of the transcriptional factor Hsp70p on the
promoter of a family of HSPs (Shi et al., 1998
). Here, we
followed the transcription of 6 HSPs (Figure
2A): HSP12, HSP30, SSA4/HSP70, HSP78, HSP82, and
HSP104. There is no induction at all of HSP30;
HSP82 shows a weak induction in response to the heat shock,
whereas HSP12, HSP70, HSP78, and
HSP104 show an induction equal or greater than twofold.
These results demonstrate the ability of C. albicans to
induce a classic response to heat shock by activating the production of
the majority of an expected set of genes.
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Hyperosmotic Stress Response
The middle part of Figure 1A presents the results obtained for the
hyperosmotic stress response. In terms of timing and intensity of
induction, the results are similar to the heat shock experiments. We
have investigated the behavior of a panel of genes similar to S. cerevisiae genes implicated in osmotic response. In this yeast,
there is a complex but increasingly well-characterized pathway that
directs the induction of two sets of genes that function to protect the
cell from increases in the ionic strength in the medium (Estruch, 2000
;
Hohmann, 2002
). One set of genes that includes GPD1 (a
glycerol-3-phosphate dehydrogenase; Norbeck et al., 1996
) and GPP1 (a DL-glycerol-3-phosphatase;
Albertyn et al., 1994
) is induced by the transcription
factors Hot1p, Msn1p, Msn2p, and Msn4p (the latter two factors are also
implicated in the general stress response of S. cerevisiae).
The second set is regulated by Sko1p and includes the gene
ENA1 that encodes a plasma membrane Na+ pump (Proft and Serrano, 1999
). In S. cerevisiae there are also uninduced homologues of both the
GPD1 and ENA1 genes, designated GPD2
and ENA2, respectively (Garciadeblas et al.,
1993
; Albertyn et al., 1994
; Ansell et al., 1997
;
Proft and Serrano, 1999
). Results from Figure 2B show that
ENA1 and GPP1 in C. albicans have an increasing level of expression in response to the hyperosmostic shock.
In addition, there is a more than twofold induction of both
GPD2 and ENA2 after the shock (Figure 2B). This
is consistent with an appropriate response of C. albicans to
the hyperosmotic stress. However, GPD1 induction never
exceeds twofold. The annotation assignments for the GPD and
ENA genes are based simply on the measurement of sequence
identities. However, based on the relative expression profiles during
osmotic stress, both ENA genes of C. albicans
behave like the ENA1 gene of S. cerevisiae,
whereas the GPD1 and GPD2 genes of C. albicans respond, respectively, like the GPD2 and
GPD1 genes of S. cerevisiae.
Oxidative Stress Response
The results obtained for the oxidative shock are presented on
Figure 1A (right). As for the heat and hyperosmotic shocks, the profile
of expression is that of a stress as the genes are rapidly and
transiently induced. We have also chosen a set of C. albicans homologues of the S. cerevisiae genes
responsive to oxidative stress (Figure 2C). These S. cerevisiae genes are implicated in the detoxification of the cell,
and the expression of most of the antioxidant genes is induced by the
transcription factors Yap1p and Skn7p (Lee et al., 1999
). We
chose C. albicans CTA1 as the homolog of CTT1
(the cytoplasmic catalase T); there appears to be only one catalase in
C. albicans, and the profile of expression of
CaCTA1 matches ScCTT1 and not that of the
noninducible ScCTA1 (unpublished data). We found an
induction greater than fourfold for TTR1 (a glutathione
reductase), TRX1 (a thioredoxin), CTA1, and
TRR1 (a thioredoxin reductase) in response to the oxidative stress (Figure 2C). On the other hand, SOD2 (a superoxide
dismutase) does not appear inducible. Significantly, there is a sixfold
early activation of CAP1, the C. albicans
homologue of the S. cerevisiae YAP1 (Alarco and Raymond,
1999
). Recent work in S. cerevisiae also demonstrates an
induction of YAP1 expression in response to oxidative
stress (Gasch et al., 2000
). The strong response of
CAP1 may be due in part to autoinduction; there is a perfect consensus site for CAP1/YAP1 binding in the CAP1
promoter (TGACTAA in position
380 relative to the +1 start of
translation). Overall the results demonstrate the ability of C. albicans to respond transcriptionally to an oxidative stress.
Is There a General Stress Response in C. albicans?
Because all the stresses generated responses that were similar in intensity and duration, we were able to compare them to find those genes induced by all the stresses and thus identify potential components of a general stress response in C. albicans. On Figure 1A the expression profiles of the genes have been colored based on the Venn diagram in Figure 1B. This analysis shows that the C. albicans induced stress responses are quite specific. Although 139-183 genes are induced by each stress, statistical analysis shows little overlap between the list of induced genes. We have also investigated genes that are consistently repressed after 10-30 min of treatment by the different stresses. As shown in Figure 1C, there is considerably more overlap between the lists of stress-repressed genes compared with the stress-induced genes (Figure 1B). This is not surprising because all the stresses have the common feature of reducing growth rates. The nature of the repressed common genes reflects a reduction in growth and many are implicated in RNA production or maturation. Analysis of the expression profiles by hierarchical clustering has also failed to reveal a common set of induced genes.
From the increasing amount of global transcriptional analysis, we have
been able to compare the data for the transcriptional response to
stress in S. cerevisiae (Gasch et al., 2000
) with the current data from C. albicans. The comprehensive study
of the response of S. cerevisiae to a wide variety of
stresses is accessible at http://genome-www.stanford.edu/yeast_stress/.
Similar stresses (thermal, oxidative, and osmotic) were applied in each study, although some experimental details were different. Figure 2E
presents the induction pattern of a set of genes that are classically studied as markers of the general stress response in S. cerevisiae, together with the behavior of their C. albicans homologues. Because the data processing strategies are
different from those applied in the current study, the differences of
induction intensities may not reflect the relative physiological levels
of gene expression. It is remarkable that although the selected
S. cerevisiae genes are significantly induced by all the
stresses, none of the Candida homologues are induced more
than two times by all three of the analyzed stresses in the 10-30-min
period following the stress. Because the commonly responsive genes are
inducible in S. cerevisiae through the general stress
response mechanism and the STRE motifs of their promoters, we checked
for the presence of such elements in the promoters of the homologous
genes in C. albicans (Figure 2E). Most of the candidate
general-stress-response genes from C. albicans possess
potential STRE elements in their promoters. Thus the absence of the
general response is not simply due to the absence of the potential
cis-acting regulatory elements. However, the numbers of
consensus sites are low relative to the situation in S. cerevisiae and their functionality remains to be demonstrated. Overall there is no convincing evidence for a general stress response in C. albicans. This point is illustrated by Figure 2F that
presents an overview of the behavior of homologous genes from C. albicans and S. cerevisiae to stress: the data
correspond to the median of the C. albicans genes induced by
a stress and possessing a homologue in S. cerevisiae
responding to this stress as well. This highlights the fact that the
genes induced by a given stress are typically not inducible by other
stresses in C. albicans, in contrast with the situation in
S. cerevisiae.
Cross-protection to Stress in C. albicans
In C. albicans, as for S. cerevisiae, a mild
stress is able to protect the yeast against a subsequent stronger
stress that would otherwise kill the cells. Thus pretreatment with a
mild heat shock ensures the resistance of the C. albicans
cells to a strong heat shock (Arguelles, 1997
), and a mild oxidative
stress protects against a strong increase of ROS (Jamieson et
al., 1996
). However, one of the most important properties of the
general stress response in S. cerevisiae is the ability to
create an induced cross-protection. In this situation the two stresses
are of different natures so that, for example, a mild heat shock will
protect the cells from a lethal hyperosmotic shock (Lewis et
al., 1995
). We have investigated the existence of such a
cross-protection phenomenon in C. albicans. Figure
3 presents three cross-protection
experiments. The results show a twofold increase of resistance in a
mild heat stress followed by a strong oxidative stress and no
improvement in survival in the case of the mild oxidative stress or
hyperosmotic stress followed by a strong heat shock. Thus, the acquired
resistance is weak to nonexistent in C. albicans (maximum
twofold) compared with the more than 100-fold increase of S. cerevisiae survival (Wieser et al., 1991
; Lewis
et al., 1995
).
|
Response of the Reserve Sugars to a Stress
Another physiological consequence of the general stress response
in S. cerevisiae is the accumulation of glycogen and
trehalose after a stress. Parrou et al. (1997)
have
described that the stresses trigger the production of glycogen up to
three times the basal level in response to heat shock and have detected
an accumulation in response to the hyperosmotic and oxidative stresses.
Similarly, S. cerevisiae weakly induces the production of
trehalose after these same stresses. This low accumulation is due to a
turn-over phenomenon with induction of genes implicated in both
trehalose production and degradation (Parrou et al., 1997
).
We have tested the production of storage sugars in C. albicans in response to stress. As shown in Figure
4, there is essentially no accumulation of the reserve sugars in response to either thermal or oxidative stresses. This lack of accumulation cannot be explained through a
turnover mechanism, as there is no induction of the genes implied in
trehalose or glycogen metabolism. Hyperosmotic stress only slightly
increased glycogen and trehalose production. These results agree with
the microarray data because several genes involved in reserve sugar
metabolism are induced nearly twofold by the hyperosmotic stress
(Figure 2D). Taken as a whole, the accumulation of the reserve sugars
is not dramatically changed by the application of the stresses,
probably because of the weaker response of the genes.
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DISCUSSION |
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C. albicans exhibits the classical transient transcriptional induction of specific genes in response to environmental stresses. Thermal, osmotic, and oxidative stresses each induce specific sets of >100 genes. Many of these induced genes encode proteins that serve to protect the cell. However, in C. albicans each stress response is unique: there are essentially no genes that are induced in common by all the stresses. This situation is in marked contrast to that of S. cerevisiae, which exhibits a coordinated induction of a set of genes in response to several stresses.
It is evident that comparisons of global cellular responses among
different systems have many potential complications. There are no
standard conditions for stress induction and for transcription profile
analysis, so details of the activating process, measurement and
analysis of the response will vary. In this set of experiments we chose
conditions that were broadly compatible with those of Gasch et
al. (2000)
, but the major consideration was to obtain comparable
intensities among the transcriptional responses within our experiments
in order to easily compare our C. albicans results. The
comparison with the S. cerevisiae results is less
straightforward; even with a restructuring of the S. cerevisiae data to fit the C. albicans analysis
strategy, applied quantitative comparisons have to be handled with
care. For example, it is risky to consider the greater variation of
S. cerevisiae to the same thermal stress (Figure 2E) as
defining a direct physiological difference between S. cerevisiae and C. albicans. However, even with
variation in the quantification and the absence of general stress
response in C. albicans, it is clear that the pattern of
response to each stress is relatively similar between S. cerevisiae and C. albicans, especially when it comes to
protective genes such as ROS scavengers. In addition, the comparison is
facilitated by the fact that 80% of the S. cerevisiae
stress-inducible genes possess an orthologue in C. albicans.
This work illustrates the power and limits of DNA microarray analysis
to compare the response of different species to similar conditions.
There are also many unique distinctions between the responses of the
two fungi to similar stresses. For example, HSP30 is well
induced by heat shock in S. cerevisiae (12-fold in the
results of Gasch et al. [2000]) but not at all in C. albicans (Figure 2A). In C. albicans HSP12 and
CTA1 are strongly activated by hyperosmotic shock but poorly
by thermal stress relative to the behavior of the homologous genes in
S. cerevisiae (Figure 2E; Schuller et al., 1994
;
Varela et al., 1995
). There are possible explanations for
these differences between the two yeasts: HSP12 has so far not been demonstrated to be a chaperone protein (Zara et
al., 2002
) and HSP30 is induced by heat shock in
S. cerevisiae through a HSE- and Msn2/4p-independent
mechanism that remains to be unraveled (Seymour and Piper, 1999
);
moreover, CTT1 and HSP12 are inducible by osmotic
stress in a msn2 msn4 double mutant (Rep et al.,
1999
). Overall, one should keep in mind that these results are derived from global microarray analyses and must be supported by more specific
experiments. However, the cross-protection experiments (Figure 3) and
the analysis of reserve sugar production (Figure 4) strongly support
the reliability of the microarray results. One should note for this
last point that recent reports (Arguelles, 1997
; Van Dijck et
al., 2002
) have demonstrated the accumulation of trehalose in
response to a strong heat shock in C. albicans. Nevertheless, it appears that C. albicans is much less
efficient in accumulating reserve sugars after a moderate stress than
is S. cerevisiae. Because this phenomenon depends on the
STRE and the general stress response (Parrou et al., 1999
;
Zahringer et al., 2000
), the evidence, both physiological as
well as transcriptional, strongly supports the lack of a general stress
response in C. albicans.
In S. cerevisiae, the specific transcription factors Msn2p
and Msn4p are implicated in the general stress response
(Martinez-Pastor et al., 1996
; Schmitt and McEntee, 1996
).
Although STREs are present in the promoters of many C. albicans stress responsive genes, their number of copies per
promoter is reduced compared with the equivalent S. cerevisiae genes (Figure 2E and unpublished data). The absence of
general stress response, together with the relative lack of STREs in
stress-responsive genes brings into question the possible role for the
transcription factors Msn2p and Msn4p. Candidate homologues of the
Msn2p and Msn4p transcription factors exist in C. albicans
(Straffon and Brown, personal communication); their function is
currently under study. However, even in S. cerevisiae, the
Msn2/Msn4-STRE regulatory circuit is not the only way to induce genes
in response to different stresses.
The Candida lineage appears to have initiated more
than 150 million years ago (Pesole et al., 1995
). As a
consequence, there has been extensive opportunity for divergence from
other fungi such as S. cerevisiae. This divergence is
emphasized by the presence of ~2000 genes in C. albicans
that have no homologues in S. cerevisiae. The differences in
environmental constraints for C. albicans could have allowed
a different evolution of signal transduction pathways (Kadosh and
Johnson, 2001
). The current work shows that this is true for the
regulatory circuit involved in the general response to stress.
Knowledge of the unique wiring of the regulatory pathways in C. albicans will be important in the development of specific drugs
against this pathogenic yeast. It will also be necessary to categorize
the numerous currently uncharacterized genes of this pathogenic yeast
involved in the stress processes. It is noteworthy that 49% of the
orthologous genes similarly induced in C. albicans and
S. cerevisiae are of unknown function, vs. 16% implicated
in stress and 15% implicated in metabolic processes.
This study highlights the transcriptional behavior C. albicans genes in response to stresses and this profiling allows
answers to some outstanding questions. For example, C. albicans decode the standard CUG codon as serine (Pesole et
al., 1995
; Santos et al., 1997
). Recent experiments
(Santos et al., 1999
) have modified S. cerevisiae
to allow expression of a ser-CUG codon; this modification triggered the
general stress response process. The authors speculated that the
advantage of a constitutive general stress response could be the reason
for the use of a nonstandard code in C. albicans. However,
our results do not support this speculation, because there is no
general stress response in C. albicans, and so, the selective "advantage" of the ser-CUG codon is questionable.
Recently it has also been suggested "the general stress response
exactly reflects the needs of the cell under any environmental
conditions" (Hohmann, 2002
). This need is not true for C. albicans and this discrepancy emphasizes the point that
generalizations from even such successful model systems as S. cerevisiae may not be possible. Ultimately it is likely that
experimental analyses in many systems will be necessary to understand
the general properties of cellular response to stress.
| |
ACKNOWLEDGMENTS |
|---|
We thank the BRI microarray facilities, in particular D. Tessier, T. Rigby, and F. Benoit for chips and advice. We are grateful to Alistair Brown and Melissa Straffon for comments and unpublished data, and we thank members of the Genetics group for their support. This work was supported by the Genomics and Health Initiative (GHI) of the National Research Council of Canada, by grant CRP004 from the British Council/NRC Collaborative Research Program, and CIHR grant MOP-42516 to M.W. B.E. received an NSERC visiting fellow award through the GHI. This is NRC publication number 44860.
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FOOTNOTES |
|---|
Online version of this article contains supplementary figures. Online
version is available at www.molbiolcell.org.
* Corresponding author. E-mail address: malcolm.whiteway{at}nrc.ca.
Article published online ahead of print. Mol. Biol. Cell 10.1091/mbc.E02-08-0546. Article and publication date are at www.molbiolcell.org/cgi/doi/10.1091/mbc.E02-08-0546.
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B. Enjalbert and M. Whiteway Release from Quorum-Sensing Molecules Triggers Hyphal Formation during Candida albicans Resumption of Growth Eukaryot. Cell, July 1, 2005; 4(7): 1203 - 1210. [Abstract] [Full Text] [PDF] |
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A. Tanay, A. Regev, and R. Shamir Conservation and evolvability in regulatory networks: The evolution of ribosomal regulation in yeast PNAS, May 17, 2005; 102(20): 7203 - 7208. [Abstract] [Full Text] [PDF] |
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