![]() |
|
|
Vol. 12, Issue 10, 2987-3003, October 2001




*Departments of Biochemistry and ¶Genetics, and #Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, California 94305; and §Department of Biochemistry and ##Howard Hughes Medical Institute, Baylor College of Medicine, Houston, Texas 77030
Submitted February 8, 2001; Revised June 4, 2001; Accepted July 27, 2001| |
ABSTRACT |
|---|
|
|
|---|
Eukaryotic cells respond to DNA damage by arresting the cell cycle and modulating gene expression to ensure efficient DNA repair. The human ATR kinase and its homolog in yeast, MEC1, play central roles in transducing the damage signal. To characterize the role of the Mec1 pathway in modulating the cellular response to DNA damage, we used DNA microarrays to observe genomic expression in Saccharomyces cerevisiae responding to two different DNA-damaging agents. We compared the genome-wide expression patterns of wild-type cells and mutants defective in Mec1 signaling, including mec1, dun1, and crt1 mutants, under normal growth conditions and in response to the methylating-agent methylmethane sulfonate (MMS) and ionizing radiation. Here, we present a comparative analysis of wild-type and mutant cells responding to these DNA-damaging agents, and identify specific features of the gene expression responses that are dependent on the Mec1 pathway. Among the hundreds of genes whose expression was affected by Mec1p, one set of genes appears to represent an MEC1-dependent expression signature of DNA damage. Other aspects of the genomic responses were independent of Mec1p, and likely independent of DNA damage, suggesting the pleiotropic effects of MMS and ionizing radiation. The complete data set as well as supplemental materials is available at http://www-genome.stanford.edu/mec1.
| |
INTRODUCTION |
|---|
|
|
|---|
The integrity of genomic information is critical to the survival
and propagation of all cellular organisms. DNA damage that compromises
genomic stability can result from environmental stresses and from
cellular processes that occur during normal growth. Thus, cells have
evolved complex surveillance mechanisms that monitor genomic integrity
during normal cell-cycle progression and in response to
DNA damage, and they orchestrate a multifaceted
response to DNA damage to ensure accurate transmission of genetic
information (Hartwell and Weinert, 1989
; Hartwell et al.,
1994
; reviewed in Elledge, 1996
).
The multiple facets of the DNA damage response include cell-cycle
arrest, alterations in gene expression, DNA damage repair, and cell
death. These responses are mediated by a kinase cascade that appears to
have been conserved through eukaryotic evolution. At the top of this
cascade is a family of phospho-inositol kinase-related proteins, which includes the ATR and ATM kinases in mammals and their
homologs in yeast, Mec1p and Tel1p (Kato and Ogawa, 1994
; Weinert
et al., 1994
; Savitsky et al., 1995
; Bentley
et al., 1996
; Cimprich et al., 1996
). Downstream
of the phospho-inositol kinase-related kinases are two
classes of checkpoint kinases, including CHK1 and CHK2 in mammals and
Chk1p and Rad53p in yeast (Allen et al., 1994
; Sanchez
et al., 1996
, 1997
, 1999
; Matsuoka et al., 1998
). An additional kinase in yeast, named Dun1p, acts downstream of Rad53p
and is involved in both cell-cycle arrest and transcriptional regulation in the DNA damage response (Zhou and Elledge, 1993
; Pati
et al., 1997
). Mutations in components of the ATR/Mec1
pathways result in hypersensitivity to DNA-damaging agents and, in
higher organisms, predisposition to cancer (Cliby et al.,
1998
; Smith et al., 1998
; Wright et al., 1998
).
Yeast cells harboring mutations in components of this pathway are
defective in both cell-cycle arrest and gene expression responses, and
these mutants display severe sensitivity to DNA-damaging agents (Kato
and Ogawa, 1994
; Desany et al., 1998
; Bashkirov et
al., 2000
).
In yeast, the DNA-damage and DNA-replication-stress pathway activates
checkpoints at four points in the cell cycle: at the G1/S transition
(the G1 checkpoint), during S phase to prevent DNA replication (the
S-phase progression checkpoint) and mitosis (the S/M checkpoint), and
at the G2/M boundary (the G2/M checkpoint) (reviewed in Elledge, 1996
;
Longhese et al., 1998
; Weinert, 1998
). In addition, cells
responding to DNA damage or blocks in replication induce the expression
of a set of genes thought to facilitate DNA synthesis and repair. Which
checkpoint becomes activated may be linked to the recognition of the
type of DNA lesion as well as its consequences. For example,
double-strand breaks resulting from ionizing radiation trigger G2/M
arrest before mitotic entry, preventing loss of chromosome fragments
during division (Weinert and Hartwell, 1988
; Weinert and Hartwell,
1989
), whereas base modifications that inhibit DNA replication activate
the S-phase-progression checkpoint (Paulovich and Hartwell, 1995
).
Although different sets of proteins seem to be involved in sensing DNA
damage at different phases of the cell cycle, the transduction of all
resulting signals is thought to require the kinase cascade consisting
of Mec1p, Rad53p, Chk1p, and Dun1p (reviewed in Elledge, 1996
).
The Mec1 pathway also affects gene expression. Among the best
characterized gene targets of this pathway are the RNR genes, which
encode subunits of ribonucleotide reductase, the enzyme that controls
the rate-limiting step of deoxyribonucleotide synthesis (reviewed in
Stubbe, 1990
; Stubbe and van der Donk, 1995
). In yeast, three of the
four RNR genes are repressed by the Crt1 repressor under normal
conditions, but they become derepressed after the Mec1p-dependent
hyperphosphorylation and inactivation of Crt1p in response to DNA
damage (Huang et al., 1998
). Besides these gene targets,
little is known about the regulation of gene expression governed by the
Mec1-Rad53-Dun1 pathway in response to DNA damage.
We used DNA microarrays to characterize the genomic expression programs in wild-type and mec1 mutant cells responding to two different DNA-damaging agents: the methylating agent methylmethane sulfonate (MMS) and ionizing radiation. MMS and ionizing radiation inflict different types of DNA damage by distinct mechanisms; therefore, we identified gene expression responses that were dependent on Mec1p in response to both conditions. We also characterized the involvement of downstream regulators dependent on Mec1p by observing genomic expression patterns in dun1 mutant cells responding to MMS and in cells lacking the Crt1 repressor. By comparing these expression programs to genomic responses induced by other experimental conditions, we have identified expression responses that are specific to DNA damage and dependent on the Mec1 pathway, as well as responses that are independent of Mec1p and likely independent of DNA damage. The complete data set and supplemental materials are available at http://www-genome.stanford.edu/mec1.
| |
MATERIALS AND METHODS |
|---|
|
|
|---|
Strains
Strains are listed in Table 1.
|
Sample Collection, RNA Isolation, and Microarray Analysis
Culture sample collection, cell lysis, and mRNA isolation were
performed as previously described (Gasch et al., 2000
).
Probes for microarray analysis were prepared as described (DeRisi
et al., 1997
), with the use of Cy5-conjugated or
Cy3-conjugated dUTP (Amersham Pharmacia Biotech, Piscataway, NJ) with
Superscript II reverse transcriptase (Invitrogen, Carlsbad, CA).
Genomic DNA probes were prepared by labeling 2 µg of DNA in 50-µl
of reactions, with 25 µM dATP, dCTP, dGTP, 10 µM dTTP, and
Cy-conjugated dUTP with the use of Klenow DNA polymerase (New England
Biolabs, Beverly, MA) similar to a previously published method (Pollack
et al., 1999
). Microarrays, constructed as previously
described (Shalon et al., 1996
), contained polymerase chain
reaction-amplified DNA fragments representing ~6200 predicted yeast
open reading frames identified at the time of our analysis. Microarray
hybridizations were performed as described previously (DeRisi et
al., 1997
), and data were collected with the use of a scanning
laser microscope from Axon Instruments (Foster City, CA) and the
program Scanalyze (available at http://rana.stanford.edu/).
Fluorescence-activated Cell Sorting (FACS) Analysis
A 250-µl aliquot from each wild-type and mec1 culture sample (~1.5 × 106-4 × 106 cells) was added directly to 0.75 ml of ethanol and allowed to stand 1 h for fixation. Cells were rehydrated in 1× phosphate-buffered saline (PBS) buffer for at least 1 h and washed once with FACS buffer (0.2 M Tris pH 7.5, 20 mM EDTA). In a volume of 100 µl of FACS buffer, cells were treated with 1 mg/ml RNase A at 37°C for 4 h. Cells were then washed in 1× PBS, treated with 5 µg/ml propidium iodide in a final volume of 1 ml of PBS, and analyzed for fluorescence content with the use of a Coulter model Epics XL-MCL. The DNA content of ~30,000 cells was determined for each sample.
Strain Comparisons Using Microarrays
To verify that the growth conditions and microarray analyses used in this study resulted in reproducible genomic expression programs in cells, the wild-type cells were grown on separate days in different batches of YPD medium to an optical density at 600 nm of 0.35-0.45 (~8 × 106 cells/ml). Poly-adenylated RNA isolated from each culture was labeled with Cy3-dUTP or Cy5-dUTP, and the two samples were combined and analyzed by comparative hybridization to the yeast genome microarrays. Fewer than 25 transcripts differed in abundance more than twofold between the two samples, and no transcripts differed in abundance greater than threefold between the two samples (see Web supplement Figure i), revealing that the growth conditions and microarray analysis methods used in this study resulted in highly reproducible gene expression measurements.
Genomic expression patterns in untreated wild-type and mec1 cells were compared in duplicate experiments by analyzing mRNA isolated from the untreated cells that were used as the microarray reference samples in the MMS and ionizing radiation time courses (see below). Poly-adenylated RNA isolated from the mec1 cells was used to prepare a cDNA probe labeled with Cy5-dUTP, and poly-adenylated RNA isolated from the wild-type was used to prepare probe labeled with Cy3-dUTP. The two differentially labeled probes were mixed and analyzed by comparative hybridization to yeast genome microarrays.
To compare the strains' genomic DNA content, genomic DNA was isolated from wild-type, mec1, and dun1 cells grown at 30°C in YPD medium with the use of Qiagen genomic DNA preparative columns (QIAGEN, Valencia, CA). DNA from the wild-type cells was labeled with Cy3-dUTP, and DNA from the mec1 and dun1 mutants was labeled with Cy5-dUTP.
Comparison of the wild-type and crt1 strains was done in duplicate by isolating mRNA from cells grown at 30°C in YPD medium to mid-log phase. Poly-adenylated RNA collected from the crt1 cells was used to prepare a cDNA probe labeled with Cy5-dUTP, and poly-adenylated RNA isolated from the wild-type was used to prepare a cDNA probe labeled with Cy3-dUTP. The differentially labeled probes were combined and hybridized to the yeast genomic microarrays.
MMS Time Courses
YPD was inoculated with overnight cultures of either wild-type or mec1 cells, and grown at 30°C to an optical density at 600 nm of ~0.5. An aliquot of each culture was collected for FACS analysis, and a separate aliquot was frozen to serve as the untreated microarray reference sample for each respective time course. To the remainder of each culture, 0.02% MMS (Sigma, St. Louis, MO) was added and the culture growth was resumed. Cells were collected for FACS and microarray analysis at 5, 15, 30, 45, 60, 90, and 120 min. A similar time course was performed for dun1 cells, except that samples were collected at 30, 90, and 120 min for microarray analysis. mRNA isolated from each time point sample was used to generate a cDNA probe labeled with Cy5-dUTP, and mRNA from the untreated reference sample was used to prepare probe labeled with Cy3-dUTP. The two differentially labeled probes were mixed and analyzed by comparative hybridization to yeast genome microarrays.
Ionizing Radiation Time Courses
All the ionizing radiation experiments were done at room temperature to minimize temperature fluctuation during gamma irradiation. YPD was inoculated with overnight cultures of either wild-type or mec1 cells, and grown to an optical density at 600 nm of ~0.5. Cells were collected by centrifugation and resuspended in YPD at 1/10 the original culture volume. Cells were irradiated with 170 Gray and subsequently resuspended in fresh YPD at the original culture volume. The process of irradiation was completed within 20 min, and irradiated cells were returned to growth conditions. Samples from the wild-type and mec1 cultures were collected for FACS and microarray analysis at 5, 10, 20, 30, 45, 60, 90, and 120 min after completion of the irradiation process. Mock-irradiation time courses of wild-type and mec1 cells were conducted without irradiation but otherwise identically to the irradiated samples; microarray analyses were performed on the 5-, 30-, 60-, and 90-min samples after mock treatment in the wild type, and on the 5-, 30-, and 60-min samples after mock irradiation in the mec1 cells. mRNA from each time point was used to generate a cDNA probe labeled with Cy5-dUTP, whereas mRNA from asynchronous, untreated cells was used to prepare a probe labeled with Cy3-dUTP. The differentially labeled probes were combined and hybridized to the yeast genomic microarrays.
37°C Heat Transfer
Wild-type, mec1, and dun1 cells were grown to early log phase at 30°C in YPD medium, and an aliquot was collected to serve as the 30°C sample. Cells were rapidly collected by centrifugation, resuspended in 37°C YPD medium, and returned to growth at 37°C for 20 min. Cy5-labeled cDNA was prepared from total RNA isolated from the 37°C samples, and Cy3-labeled cDNA was generated from total RNA isolated from the 30°C samples. The corresponding, differentially labeled probes were combined and hybridized to the yeast genomic microarrays.
ROX1 Overexpression
Cells harboring the plasmid pTS-3, containing ROX1 under control of the Gal promoter, and cells harboring the empty vector pRS416 were grown at 30°C in minimal medium supplemented with 2% glucose to early log phase. Cells collected by centrifugation were washed three times in minimal medium supplemented with 2% galactose, resuspended in minimal medium containing 2% galactose, and returned to 30°C growth for 4 h, at which time the samples were collected. A cDNA probe generated from total RNA isolated from the strain carrying pTS-3 was labeled with Cy5-dUTP, and a cDNA probe made from total RNA isolated from the strain harboring pRS416 was labeled with Cy3-dUTP.
Hierarchical Clustering
Hierarchical clustering of the microarray data was performed as
previously described (Eisen et al., 1998
) with the use of the program Cluster (available at http://rana.stanford.edu). Unless otherwise noted in the figure legends, data for ~6200 genes recovered from 40 microarrays, including the time course experiments following the responses of wild-type and mec1 cells to MMS, ionizing
radiation, and mock irradiation and the dun1 response to
MMS, were analyzed. In all clustering analyses, average-linkage
clustering was used to organize the genes, with the use of microarray
weights generated by Cluster with a correlation cutoff of 0.8 and an
exponent of 1.0 (see Cluster manual for details). The resulting
clusters were visualized with the use of the program TreeView
(available at http://rana.stanford.edu/software/). For clarity, some
of the experiments used in the clustering analyses have been omitted from the figures. The complete clustered data sets can be found on the
supplemental Web site.
To characterize the expression responses of cell-cycle regulated genes,
hierarchical clustering analyses were also performed on a smaller set
of 700 genes whose expression had previously been shown to vary
periodically during the cell cycle (Spellman et al., 1998
).
For the data shown in Figure 3, the genes were divided into five
classes defined by Spellman et al. (1998)
(M/G1,G1, S, G2,
and M), reflecting the cell cycle phase during which those transcript
levels peak in cycling cells. Each class of genes was clustered
separately with the use of data recovered from a total of 86 microarrays, including 30 microarrays representing the wild-type and
mec1 responses to MMS and ionizing radiation and 56 microarray analyses performed by Spellman et al. (1998)
that
followed genomic expression in cycling cells synchronized by alpha
factor block and release, cdc15 block and release, and
elutriation. The diagram shown in Figure 4 was derived from a separate
hierarchical clustering analysis, performed by clustering all of the
700 cell cycle genes together with the use of data recovered from the
86 arrays described.
A comparison of genomic expression responses to DNA damage with the
response to diverse environmental stresses was made by hierarchical
cluster analysis of 95 arrays, including the 40 DNA damage micorarray
experiments described above, and microarrays following the response of
cells to heat shock, oxidative stress, reductive stress, osmotic shock,
and amino acid starvation (Gasch et al., 2000
).
| |
RESULTS |
|---|
|
|
|---|
To characterize the Mec1p-dependent response to DNA damage, the response of wild-type and mec1 mutant cells to 0.02% MMS or 170 Gray units of ionizing radiation was observed over the course of 2 h. The dosage of each treatment was calibrated to result in >45% cell viability in wild-type cells; the mec1 mutant was exposed to identical doses, but only 1 and 3% of the mutant cells survived MMS treatment and ionizing radiation, respectively. The process of irradiation involved extensive cell handling, and therefore a control, mock-irradiation time course was also examined to identify the gene expression responses that were due to cell handling and independent of irradiation. Each sample collected in the time series was analyzed by DNA microarray hybridization to observe gene expression, and FACS analysis to characterize cell-cycle progression.
We also analyzed the genomic expression pattern in mec1
mutant cells growing in the absence of exogenous DNA damage. Analysis of the data revealed that most of the genes on chromosome IV were expressed at levels approximately twofold higher in the mutant strain
than the nominally isogenic MEC1 strain. Microarray analysis comparing genomic DNA in the mutant and MEC1 cells revealed
that chromosome IV was duplicated in the mec1 strain (see
Web supplement Figure ii). Recent evidence from Hughes et
al. (2000)
suggests that chromosomal duplication occurs frequently
in mutant strains, apparently to ameliorate growth or survival
disadvantages imposed by the mutations. In the mec1 mutant
strain used in these experiments, a cassette carrying RNR1
under control of the GAP1 promoter, which suppresses
mec1 lethality (Desany et al., 1998
), is
integrated at the trp1-1 locus on chromosome IV. Duplication
of chromosome IV may enhance the fitness of the mutant cells by
duplication of the RNR1 cassette, but it is also possible
that other genes on chromosome IV may offer a selective advantage to
the mutant when present at higher copy number.
Investigation of other mec1 null mutant strains in our lab revealed that all of these strains contained a duplication of chromosome IV (Huang, Elledge, unpublished data), and attempts to isolate a mec1 strain without the chromosomal duplication failed, highlighting the fact that deletion of the essential MEC1 gene imposes strong selection for additional suppressor mutations in cells. To distinguish the genomic expression responses to DNA damage that were dependent on the Mec1 pathway but independent of chromosome IV duplication, we characterized the genomic expression response to MMS in a dun1 null mutant strain, which does not have chromosomal duplications (see Web supplement Figure ii). The genomic expression response to MMS was very similar in the mec1 and dun1 cells (see Web supplement Figure iii). As discussed below, almost all of the Mec1p-dependent genes that responded to MMS treatment and ionizing radiation were similarly affected in the dun1 mutant, including genes localized to chromosome IV. Thus, the majority of the observed effects in the mec1 deletion strain are clearly independent of chromosome IV duplication.
Overview of Genomic Expression Responses to MMS and Ionizing Radiation
The expression patterns of the ~6200 predicted yeast genes in
response to MMS treatment and ionizing radiation, as measured in a
total of 40 microarray hybridizations, were analyzed by hierarchical clustering (Eisen et al., 1998
). A hierarchical clustering
method was used to organize genes according to their similarity in
expression profiles across all of the microarray experiments, such that
genes with similar expression patterns are "clustered" together.
The data are graphically displayed in tabular format in which each row
of colored boxes represents the variation in transcript abundance for
each gene, and each column represents the variation in transcript levels of every gene in a given mRNA sample as detected on one array.
The variations in transcript abundance for each gene are represented by
a color scale, in which shades of red represent increases and shades of
green represent decreases in mRNA levels, relative to the untreated
reference culture. The saturation of the color is proportionate to the
magnitude of the variation in transcript levels. Black indicates no
detectable change in transcript level, whereas gray represents missing
data. In addition, the clustering algorithm generates a dendrogram that
indicates the relationships between the expression patterns of genes;
the branch lengths of the tree indicate the degree of similarity
between the genes' expression profiles. Genes with similar patterns of expression over multiple experiments are thus grouped together on a
common branch of the dendrogram and can also be recognized by an
obvious pattern of contiguous patches of color in the cluster diagram.
The results of hierarchical clustering revealed that both MMS and
ionizing radiation triggered rapid and extensive changes in the genomic
expression program in wild-type cells (Figure
1), as has been previously observed
(Jelinsky and Samson, 1999
; Jelinsky et al., 2000
).
Transcripts of >750 genes changed at least twofold in abundance after
MMS treatment. These alterations in gene expression began within 15 min
of MMS exposure and persisted over the course of the experiment,
reflecting the constant presence and effects of MMS in the culture
medium. Ionizing radiation also provoked significant changes in the
gene expression program in wild-type cells, with the relative abundance
of >1300 transcripts changing by twofold or more. The changes in the
genomic expression program after irradiation were transient;
transcripts returned to near pre-irradiation levels with the passage of
time after the transient exposure of cells to ionizing radiation. Large
changes in gene expression were also observed in the mock-irradiated
control; transcripts of >800 genes changed by more than twofold in
relative abundance. Differences between the irradiated- and
mock-treated samples, including differences in the magnitude and
choreography of gene expression changes, revealed responses that were
specifically dependent on ionizing radiation.
|
Deletion of MEC1 affected the expression of >1000 genes in response to both MMS and ionizing radiation (Figure 1; see below). All but a handful of these genes were equally affected by a dun1 mutation in cells responding to MMS, indicating that these effects were independent of chromosome IV duplication in the mec1 strain. The Mec1p dependence was seen for induced as well as repressed genes, revealing that the Mec1 pathway can direct both increases and decreases in gene expression. Because the microarrays measure changes in transcript levels, which are determined both by synthesis and degradation of mRNAs, the Mec1p-dependent effects on gene expression could be controlled either at the level of transcription or RNA turnover. As discussed in detail below, genes dependent on Mec1p for expression in response to these conditions were involved in a variety of processes, including cell-cycle progression, DNA damage repair, stress responses, and others. Although many of these responses are likely to be directly regulated by Mec1p, some may be affected by secondary consequences of the loss of Mec1p function.
Expression of Cell Cycle-regulated Genes
Both MMS and ionizing radiation induced complete cell-cycle arrest
in wild-type cells, as indicated by FACS analysis (Figure 2). After exposure to MMS, wild-type
cells accumulated with a DNA content between 1N and 2N, indicative of
S-phase arrest (Figure 2A). The cells started to accumulate in S phase
within 30 min of exposure to MMS and remained in S phase at 120 min. In
response to ionizing radiation, the wild-type cells showed delayed
progression through S phase 45 min after irradiation, and had
completely arrested with a 2N DNA content by 90 min, indicative of
arrest at the G2/M boundary (Figure 2B). This G2/M arrest was dependent
on irradiation, because cells exposed to mock treatment did not arrest
their cell cycle. Cell-cycle arrest in response to both MMS and
ionizing radiation was dependent on MEC1, because
mec1 null mutants failed to exhibit any observable
cell-cycle arrest after identical treatments, in agreement with
previous studies (Allen et al., 1994
; Weinert et
al., 1994
; Paulovich and Hartwell, 1995
).
|
In wild-type cells, the expression of many genes that are regulated
according to cell-cycle progression was affected by both MMS treatment
and ionizing radiation. However, the genomic transcript profile in
cells arrested by these agents in S phase or G2/M phase did not mimic
the transcript profile in cells cycling through those phases. Figure
3 shows a comparison of the expression
patterns of ~700 cell-cycle-regulated genes identified by Spellman
et al. (1998)
in synchronously dividing cells (Spellman
et al., 1998
) and in asynchronous cells responding to MMS
treatment and ionizing radiation (this study). In response to the
DNA-damaging agents tested here, the expression of most of the
cell-cycle-regulated genes did not appear to correlate in a simple way
with the cell-cycle arrest point. Of the cell-cycle-regulated genes
that were induced in response to these agents, most genes were
similarly induced in cells arrested in S phase after MMS treatment and
cells arrested in G2/M after irradiation, revealing that the expression
changes seen for these genes were not specific to the cell-cycle arrest point. A small set of genes normally expressed during G1 phase was
slightly induced specifically in response to MMS treatment, whereas a
small cluster of genes normally expressed during G2 was specifically
induced in irradiated cells; however the expression changes of these
genes were largely unaffected by MEC1 deletion, suggesting
that they were not related to the Mec1p-dependent cell-cycle arrest
(see Web supplement Figure iv). Only a small set of repressed genes
appeared to relate in a simple way to the cell-cycle stage at which
arrest occurred (see below). The discordant features probably reflect
the fact that genes apparently coregulated during cell-cycle
progression in exponentially growing cells may actually be controlled
by distinct mechanisms (Iyer et al., 2001
). Further studies
will be required to differentiate between gene expression changes that
were related to cell-cycle arrest and changes that were triggered by
other cellular consequences of MMS exposure or ionizing radiation.
|
A small number of repressed genes, including known regulators of the
cell cycle, showed temporal patterns of expression that seemed to
correlate with the cell-cycle arrest point. Hierarchical clustering of
the complete set of 700 cell-cycle regulated genes in cells responding
to MMS and ionizing radiation revealed three clusters of genes, many of
which are normally expressed during M/G1, S, or G2/M phases of the cell
cycle (Figure 4). In the wild-type strain, transcripts of these genes decreased over time in response to
both MMS and ionizing radiation, but with a different temporal profile
for each cluster of genes and each DNA damaging agent. For example, in
wild-type cells responding to MMS exposure, histone transcripts were
the first to decrease (at 15 min), followed by a decrease in some
transcripts normally expressed in M phase (at 15-45 min), and followed
in turn by a decrease in transcripts normally expressed in M/G1 phase
(at 45-90 min). In response to ionizing radiation, histone transcripts
decreased immediately, followed by a decrease in some M/G1 transcripts
(at 20-45 min); transcripts of many genes that are characteristically
expressed in M phase were immediately reduced in abundance in response
to ionizing radiation, and their transcript levels remained low
throughout the experiment. Differences in the temporal patterns of
expression observed for the different cell-cycle classes may simply
reflect differences in the proportions of the cell population in each cell-cycle stage as the asynchronous cell population proceeds through
the cell cycle to the arrest point. Alternatively, yeast cells may
actively repress these cell-cycle genes in response to the DNA-damaging
agents.
|
The mec1 mutant cells failed to arrest progression through
the cell cycle in response to MMS or ionizing radiation, and many of
the effects of DNA damage on cell-cycle gene expression seen in the
wild-type were muted in the mec1 mutant (Figures 3 and Figure 4). For example, the reduced expression of genes encoding histone subunits that was seen in wild-type cells responding to MMS was
completely lost in the mec1 mutant responding to the drug, whereas the reduction of these transcripts after irradiation was only
slightly muted in the mec1 strain relative to the wild type. Similarly, the decrease in M-phase transcripts (including genes required for the exit of mitosis; McCollum and Gould 2001
) after irradiation of the wild-type cells was absent in the irradiated mec1 mutant. The cell-cycle-dependent expression of most of
these M-phase-specific genes was recently shown to be governed by the transcription factors Fkh1p and Fkh2p (Zhu et al., 2000
),
and the anomalous expression of these genes in the irradiated
mec1 cells may result from defects in Fkh-dependent
signaling under these conditions. The defects in the expression of
cell-cycle-regulated genes in the mec1 mutant is consistent
with the failure of these cells to arrest the cell cycle in S and G2/M
phases after MMS treatment and irradiation. Interestingly, residual
changes in expression of most of the cell-cycle genes were still
observed in the mec1 cells, with temporal profiles similar
to those seen in the wild type.
DNA Damage Responses
We were surprised to find that there were few observable effects
of MMS and ionizing radiation on transcripts of genes known to be
involved in DNA damage repair. Transcripts of most genes in this
category were negligibly increased in response to either MMS or
radiation (less than threefold), consistent with previous observations
(reviewed in Bachant and Elledge, 1999
). Among the exceptions were
genes previously implicated in the expression response to DNA damage,
such as MAG1, PHR1, DDR2, DDR48, RAD51, RAD52, and
RAD54. The induction of many of these genes is not specific
to DNA damage, however, but rather a feature of the expression response
to diverse stressful conditions (Gasch et al., 2000
).
To identify genes that were induced specifically in response to DNA
damage, we compared the expression programs observed in this study with
the responses evoked by a variety of environmental perturbations,
including heat shock, oxidative stress, reductive stress, osmotic
shock, and amino acid starvation (Gasch et al., 2000
). In
total, results from 95 microarray hybridizations were analyzed by
hierarchical clustering (see Web supplement Figure v). The results
revealed a single cluster of genes whose induction was largely specific
to MMS and ionizing radiation (Figure 5). This cluster included the DNA damage repair genes RAD51 and
RAD54, the DNA damage inducible ribonucleotide reductase
subunits RNR2 and RNR4, the DNA damage-activated
kinase DUN1, and the uncharacterized genes
YER004W and YBR070C. The induction of these genes
in response to either MMS or ionizing radiation was muted in the
mec1 cells, and their induction in response to MMS was also
muted in the dun1 mutant cells, indicating that these genes
are targets of the Mec1 pathway. These data corroborate the known
Mec1p-dependence of RNR2 and RNR4 induction
(Huang and Elledge, 1997
), and also identify additional DNA
damage-specific targets of the Mec1 pathway. Interestingly, induction
of these genes was only partially dependent on Mec1p, pointing to the
existence of additional mechanisms involved in controlling their
response to DNA damage.
|
Environmental Stress Response
The environmental stress response (ESR) involves >900 genes whose
expression is stereotypically altered in response to diverse environmental stresses (Gasch et al., 2000
). Many of the
genes repressed in this program are involved in protein synthesis and metabolism, and their repression in response to stressful environments probably conserves energy in the cell, whereas genes induced in the ESR
may protect critical features of the internal homeostasis. As expected,
the ESR was rapidly initiated in wild-type cells responding to MMS and
ionizing radiation, and it was sustained for at least 2 h after
MMS exposure and at least 45-60 min after ionizing radiation (Figure
6).
|
Activation of the ESR in response to these DNA-damaging agents was
dependent on the Mec1 pathway. Initiation of the ESR was greatly
attenuated in both the mec1 and dun1 strains
responding to MMS, and the prolonged alterations in ESR gene expression
in the irradiated wild-type cells were strongly muted in the
mec1 cells. Among the genes whose induction was attenuated
in the mutant was the gene encoding the transcription factor Msn4p,
known to regulate the induction of many ESR genes (Gasch et
al., 2000
). Many of the genes normally repressed in the ESR were
slightly induced (less than twofold) in the mec1 mutant
responding to these agents, but not the dun1 strain, for
reasons that are not understood.
In contrast to the response to MMS and ionizing radiation, the DNA
damage-independent initiation of the ESR in response to cell handling
was not affected by deletion of the Mec1 kinase (see Web supplement to
Figure 6). That initiation of the ESR by mock irradiation was
independent of Mec1p suggested that Mec1p governs this program only in
response to DNA damage. We therefore compared the expression response
of the wild-type, mec1, and dun1 strains to a to
37°C temperature shift, a viable heat transfer known to trigger a
substantial genomic expression response in wild-type cells (Gasch
et al., 2000
). As shown in Figure 6, the gene expression
program in the mec1 cells responding to the temperature shift was nearly identical to that seen in wild-type cells, except for
the slightly greater amplitude of the response in the mec1 strain. Thus, the Mec1 pathway is not required for proper ESR expression after heat transfer, supporting the hypothesis that the Mec1
pathway governs the ESR specifically in response to DNA damage.
Regulators Downstream of Mec1p
As discussed above, the DNA damage response of cells defective in
Dun1p activity is largely the same as the response seen in the
mec1 mutant, suggesting that most of the Mec1p-dependent effects on genomic expression observed here are mediated by the downstream Dun1 kinase. In contrast to deletion of DUN1,
deletion of the Dun1p-dependent repressor CRT1 resulted in
the reproducible constitutive induction of only a few of the
Mec1p-dependent genes (see Web supplement Figure vi). The genes most
strongly affected were the known Crt1p-targets RNR2 and
RNR4. Most of the other genes in the DNA Damage Signature
were unaffected by deletion of CRT1, despite the presence of
the putative Crt1p-binding sequences in some of their promoters (Huang
et al., 1998
). It is possible that we have missed
legitimate targets of the repressor because simple deletion of
CRT1 in the absence of DNA damage may affect only a subset
of Crt1p targets.
Mec1p-independent Responses to MMS and Ionizing Radiation
Many features of the gene expression programs evoked by treatment
with MMS and ionizing radiation appeared to be unrelated to DNA damage.
Although usually thought of as a DNA-damaging agent, MMS can also
methylate other cellular targets. The induction of protein-folding
chaperones localized to the cytoplasm, mitochondria, and endoplasmic
reticulum suggests that MMS-induced methylation may affect protein
structures, resulting in protein unfolding or misfolding (Figure
7A). Chaperones in multiple families,
including the Hsp90 and Hsp70 families, were induced in both the
wild-type and mec1 strains. Like other stressful conditions,
MMS treatment also induced genes encoding proteasome subunits, as
previously observed (Jelinsky et al. 2000
). The
induction of the protein chaperone and proteasome genes was independent
of the Mec1 pathway, however, suggesting that their induction was not a
specific response to DNA damage.
|
MMS also induced targets of the transcription factor Yap1p, which is
characteristically activated in response to agents that alter the
cellular redox potential (Figure 7B) (Stephen et al., 1995
;
Kuge et al., 1997
; Coleman et al., 1999
). Most of
the known targets of Yap1p (Gasch et al., 2000
) were induced
by MMS, as was the YAP1 gene itself, raising the possibility
that Yap1p is activated in response to MMS, leading to the induction of
its transcriptional targets. Previous studies in mammalian systems suggest that MMS reduces cellular glutathione pools, leading to perturbation of the cellular redox potential (Mizumoto et
al., 1993
; Wilhelm et al., 1997
). A similar situation
may occur in yeast: Yap1p targets include genes involved in glutathione
synthesis and conjugation, genes encoding putative transporters
required for resistance to various drugs, and genes involved in thiol
oxidation and reduction. It is unclear whether Yap1p is induced in
response to an imbalance of the cellular redox potential or oxidation
of thiol groups after glutathione conjugation to MMS, directly by MMS,
or both.
Hierarchical clustering of the complete DNA damage data set revealed
that one large cluster of genes was strongly and uniquely repressed by
MMS. This cluster included genes encoding ergosterol biosynthetic
enzymes, components of the mitochondrial electron transport system, the
transcriptional repressor ROX1, and others (Figure
8). Many of these genes are involved in
oxygen- and heme-dependent processes, and are known to be regulated by
the transcriptional activator Hap1p and the Hap1p-dependent repressor
Rox1p (reviewed in Zitomer and Lowry, 1992
). A small fraction of these
genes was repressed by overexpression of the Rox1 repressor (Figure 8), whereas coordinate expression of most of these genes correlates with
the absence of HAP1 (Uhlik and Brown, unpublished data). Indeed, most of these genes contain the known binding site for Hap1p
within their promoter regions (see Web supplement to Figure 8). One
explanation for the repression of these genes is that MMS artificially
affects Hap1p-dependent signaling by directly methylating Hap1p or
Rox1p; alternatively, MMS could methylate, or directly or indirectly
alter the oxidation state of other cellular targets, such as lipids or
heme, to affect the activity of this signaling system.
|
Few features of the genomic response to ionizing radiation were
specific to the level of irradiation used in this study. Notably absent
from the response observed here were the genes involved in responding
to oxidative stress (Gasch et al., 2000
). It has been
proposed that DNA damage resulting from ionizing radiation may be
mediated by hydroxyl radicals, formed during irradiation (Ward, 1985
,
1988
; Wallace, 1998
). Because hydroxyl radicals are also formed after
exposure to hydrogen peroxide
(H2O2) (Hauptmann and
Cadenas, 1997
), we expected that there would be corresponding similarities between the genomic responses to ionizing radiation and
H2O2, perhaps reflecting
protein damage and oxidative stress in addition to DNA damage. Instead,
there were few similarities between the responses to ionizing radiation
and to H2O2. For example, neither genes implicated in the detoxification of reactive oxygen species nor many of the Yap1p targets, involved in the response to
oxidative stress, were strongly induced (Figure 7B). In contrast to the
response to H2O2, genes
encoding protein-folding chaperones were slightly repressed in response
to ionizing radiation (Figure 7A), suggesting that the effects of
ionizing radiation on protein stability were not enough to induce these
genes. Our results provided no evidence for widespread hydroxyl-radical
formation throughout the cell, and support the view that, at the level
of ionizing radiation used in this study, DNA is specifically
susceptible to the effects of ionizing radiation.
| |
DISCUSSION |
|---|
|
|
|---|
The results of this study provide a survey of the genomic
expression programs elicited by MMS and ionizing radiation (Figure 9). Many cellular targets are subject to
methylation by MMS. Its effects on DNA activate the DNA damage response
pathway, leading to S-phase arrest of wild-type cells. In contrast,
ionizing radiation induces double-strand breaks (Weinert et
al., 1994
), delaying S phase and leading to complete arrest in
G2/M phase to prevent missegregation of broken chromosomes. Although
the cellular responses to MMS and ionizing radiation were distinct, the
genomic expression response to both of these agents was largely
dependent upon Mec1p, highlighting the importance of this pathway in
the DNA damage response. Thus, cells can sense the specific
consequences of MMS and ionizing radiation to activate related but
distinct genomic expression responses and to arrest the cell cycle at
specific checkpoints.
|
The DNA Damage Signature Cluster
We identified one cluster of induced genes that appears to provide
a specific signature of DNA damage. In addition to the conditions reported in this study, we have found that this cluster of
genes is also induced by the UV-mimetic drug 4-nitroquinone and the RNR
inhibitor hydroxyurea (Gasch, Huang, Elledge, Brown, unpublished
results). A similar set of genes was also identified as being
induced by HO endonuclease-induced double-strand breaks (Lee
et al., 2000
). Thus, these genes are apparently induced by DNA damage regardless of the type of DNA insult and irrespective of the
resulting cell-cycle arrest point.
The genes in the DNA Damage Signature cluster encode proteins with a
variety of functions, some of which have been related to DNA repair.
Rad51p and Rad54p are involved in homologous recombination and the
repair of double-strand DNA breaks, and both are required for repair of
DNA damage inflicted by multiple agents (Budd and Mortimer 1982
;
Rattray and Symington 1995
; Jiang et al. 1996
; Petukhova
et al. 1999
, Simon et al., 2000
). Ribonucleotide
reductase catalyzes the rate-limiting step of deoxyribonucleotide
biosynthesis (reviewed in Stubbe, 1990
; Stubbe and van der Donk, 1995
),
and induction of RNR subunits may support increased or altered
synthesis of nucleotide pools for DNA replication. Other genes in the
DNA Damage Signature cluster include DIN7, encoding a
protein with homology to nucleases that is proposed to localize to and
function in mitochondria, and PLM2, which has homology to
the forkhead-associated domain found in a number of transcription
factors and kinases, and which has been implicated in the maintenance
of the 2µ plasmid in yeast (Hofmann and Bucher, 1995
; Mieczkowski
et al., 1997
; Fikus et al., 2000
; Cashmore,
unpublished data). Interestingly, the gene YER004W has
homology to the human protein Tip30, a tumor suppressor that mediates
apoptosis (Shtivelman, 1997
; Xiao et al., 1998
, 2000
), but
its function in yeast remains to be discovered. Clearly, the role of
these genes in the response to DNA damage warrants careful
investigation. Finally, the presence of DUN1 in this cluster
reveals that this gene is itself induced by DNA damage and suggests
that it is autoregulated by Dun1p and its upstream regulator, Mec1p.
Increased synthesis of Dun1p after an increase in its transcript levels
probably promotes signaling through the Mec1 pathway, further enabling
a rapid and efficient cellular response to DNA damage.
Role of Mec1p in Regulating Responses to DNA Damage
The role of the Mec1-Rad53 pathway in response to DNA damage has
previously been recognized through its effects on RNR gene expression
and cell-cycle arrest (Elledge et al., 1993
; Weinert et al., 1994
; Paulovich and Hartwell, 1995
; Sanchez et
al., 1996
; Huang and Elledge, 1997
). In our study, the
mec1 mutant cells failed to arrest their cell cycle in
response to either DNA-damaging agent. Furthermore, the response of
cell cycle-regulated genes to DNA damage was muted, although still
detectible in most cases, in the mec1 cells. One possible
explanation is that, after DNA damage, the Mec1 pathway actively
represses these cell-cycle genes to promote cell-cycle arrest (Sidorova
and Breeden, 1997
). In this model, the muted repression of cell-cycle
genes in the mutant cells is not enough to induce the appropriate
checkpoint arrest. An alternative (but not mutually exclusive) model is
that the decrease in cell-cycle transcripts is simply a reflection of
the decreased fraction of the cells in the culture populating specific cell-cycle phases. In this model, the fact that the mec1
mutant retains some features of the wild-type decrease in cell-cycle transcripts suggests that either a small fraction of the culture is
arresting at the appropriate checkpoint or that these cells expire at a
specific point in the cell cycle. The severe sensitivity of the
mec1 cells to DNA damage may confound accurate FACS
analysis, obscuring any shifts in mec1 FACS profiles due to
either checkpoint arrest or cell death.
In addition to governing cell-cycle arrest, Mec1p regulates the
expression of genes induced specifically by DNA-damaging agents, as
well as a large set of genes responsive to diverse environmental stresses. Genes in the DNA Damage Signature cluster were partially dependent on Mec1p and Dun1p in response to MMS and ionizing radiation, and these genes are probably induced to promote DNA repair and to
enhance signaling through the Mec1 pathway. In addition to its role in
mediating these specific responses to DNA damage, the Mec1 pathway is
also involved in initiating the ESR after DNA damage. This general
stress response has been proposed to protect internal homeostasis in
the cell under diverse stressful conditions (Gasch et al.,
2000
). Indeed, most of the genomic expression response to DNA damage is
accounted for by activation of the ESR, rather than DNA damage-specific
features. The ESR is activated through different signaling pathways in
response to different stressful conditions (Gasch et al.,
2000
). Expression of the ESR in response to heat stress is independent
of the Mec1 pathway, suggesting that the Mec1 regulatory system governs
ESR regulation specifically after DNA damage. Activated Mec1p therefore
plays a multifaceted role in the response to DNA damage, simultaneously initiating cell-cycle arrest and activating genomic expression responses, including a few genes specific to the response to DNA damage, and a much larger set of genes that comprise the ESR, which
protects many physiological systems during this stress.
The effects of Mec1p activity on gene expression reveal the complexity
of Mec1p-dependent responses and suggest the involvement of other
regulators. Aspects of Mec1-controlled cell-cycle arrest and gene
expression responses were condition specific, suggesting that
activation of Mec1p can have variable consequences in the cell. One
possibility is that in response to different upstream signals, Mec1p
activates different downstream regulators, resulting in differential
effects on gene expression and cell-cycle arrest. Alternatively, Mec1p
may routinely activate the same downstream regulators, whose subsequent
activity is affected by other factors through regulatory systems that
converge at downstream steps. Interestingly, almost all of the
Mec1p-affected genes showed residual induction in the absence of Mec1p,
pointing to other regulators that can partially substitute for Mec1p
activity. One candidate for such a regulator is the Mec1p paralog Tel1p
(Greenwell et al., 1995
; Morrow et al., 1995
;
Sanchez et al., 1996
). Future studies characterizing the
involvement of Tel1p in response to DNA-damaging agents, both in the
presence and absence of Mec1p, will be needed to clarify its role in
governing these responses.
| |
ACKNOWLEDGMENTS |
|---|
We thank Tae Bum Shin for supplying the overexpression constructs; Barbara Dunn, Caroline Uhlik, and Gavin Sherlock for experimental help; and Sarah Martinez, who participated in a related project as an undergraduate summer researcher. This work was supported by grants from the National Institutes of Health (HG-00983, HG-00450, GM-44664, and GM-46406), and by the Howard Hughes Medical Institute. M.H. was supported by a Damon Runyon-Walter Winchell posdoctoral fellowship. S.J.E. is an investigator, and P.O.B. is an associate investigator of the Howard Hughes Medical Institute.
| |
FOOTNOTES |
|---|
These authors contributed equally to this work.
Present addresses:
Lawrence Berkeley National Lab,
Berkeley, CA 94720;
Department of Biochemistry and
Molecular Genetics, University of Colorado Health Science Center,
Denver, CO 80262.
@ Corresponding author. E-mail address: pbrown{at}cmgm.stanford.edu.
| |
ABBREVIATIONS |
|---|
Abbreviations used: ESR, environmental stress response; MMS, methylmethane sulfonate; RNR, ribonucleotide reductase.
| |
REFERENCES |
|---|
|
|
|---|
This article has been cited by other articles:
![]() |
X. Wang, H. Xu, S.-W. Ha, D. Ju, and Y. Xie Proteasomal Degradation of Rpn4 in Saccharomyces cerevisiae Is Critical for Cell Viability Under Stressed Conditions Genetics, February 1, 2010; 184(2): 335 - 342. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Taschner, M. Harreman, Y. Teng, H. Gill, R. Anindya, S. L. Maslen, J. M. Skehel, R. Waters, and J. Q. Svejstrup A Role for Checkpoint Kinase-Dependent Rad26 Phosphorylation in Transcription-Coupled DNA Repair in Saccharomyces cerevisiae Mol. Cell. Biol., January 15, 2010; 30(2): 436 - 446. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. B. S. Swamy, C.-Y. Cho, S. Chiang, Z. T.-Y. Tsai, and H.-K. Tsai Impact of DNA-binding position variants on yeast gene expression Nucleic Acids Res., November 1, 2009; 37(21): 6991 - 7001. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Roa, J. Lang, K. M. Culligan, M. Keller, S. Holec, V. Cognat, M.-H. Montane, G. Houlne, and M.-E. Chaboute Ribonucleotide Reductase Regulation in Response to Genotoxic Stress in Arabidopsis Plant Physiology, September 1, 2009; 151(1): 461 - 471. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Yoshiyama, P. A. Conklin, N. D. Huefner, and A. B. Britt Suppressor of gamma response 1 (SOG1) encodes a putative transcription factor governing multiple responses to DNA damage PNAS, August 4, 2009; 106(31): 12843 - 12848. [Abstract] [Full Text] [PDF] |
||||
![]() |
S.-s. C. Huang and E. Fraenkel Integrating Proteomic, Transcriptional, and Interactome Data Reveals Hidden Components of Signaling and Regulatory Networks Sci. Signal., July 28, 2009; 2(81): ra40 - ra40. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Wang, B. Kakaradov, S. R. Collins, L. Karotki, D. Fiedler, M. Shales, K. M. Shokat, T. C. Walther, N. J. Krogan, and D. Koller A Complex-based Reconstruction of the Saccharomyces cerevisiae Interactome Mol. Cell. Proteomics, June 1, 2009; 8(6): 1361 - 1381. [Abstract] [Full Text] [PDF] |
||||
![]() |
I. Ulitsky and R. Shamir Identifying functional modules using expression profiles and confidence-scored protein interactions Bioinformatics, May 1, 2009; 25(9): 1158 - 1164. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. Grossmann, J. Malinsky, W. Stahlschmidt, M. Loibl, I. Weig-Meckl, W. B. Frommer, M. Opekarova, and W. Tanner Plasma membrane microdomains regulate turnover of transport proteins in yeast J. Cell Biol., December 15, 2008; 183(6): 1075 - 1088. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Wu and M. Huang Dif1 Controls Subcellular Localization of Ribonucleotide Reductase by Mediating Nuclear Import of the R2 Subunit Mol. Cell. Biol., December 1, 2008; 28(23): 7156 - 7167. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Wang, H. Xu, D. Ju, and Y. Xie Disruption of Rpn4-Induced Proteasome Expression in Saccharomyces cerevisiae Reduces Cell Viability Under Stressed Conditions Genetics, December 1, 2008; 180(4): 1945 - 1953. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Rojas, C. W. Wright, B. Pina, and J. Portugal Genomewide Expression Profiling of Cryptolepine-Induced Toxicity in Saccharomyces cerevisiae Antimicrob. Agents Chemother., November 1, 2008; 52(11): 3844 - 3850. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Dutta, P. K. Patel, A. Rosebrock, A. Oliva, J. Leatherwood, and N. Rhind The DNA Replication Checkpoint Directly Regulates MBF-Dependent G1/S Transcription Mol. Cell. Biol., October 1, 2008; 28(19): 5977 - 5985. [Abstract] [Full Text] [PDF] |
||||
![]() |
I. Celic, A. Verreault, and J. D. Boeke Histone H3 K56 Hyperacetylation Perturbs Replisomes and Causes DNA Damage Genetics, August 1, 2008; 179(4): 1769 - 1784. [Abstract] [Full Text] [PDF] |
||||
![]() |
N. Bharucha, J. Ma, C. J. Dobry, S. K. Lawson, Z. Yang, and A. Kumar Analysis of the Yeast Kinome Reveals a Network of Regulated Protein Localization during Filamentous Growth Mol. Biol. Cell, July 1, 2008; 19(7): 2708 - 2717. [Abstract] [Full Text] [PDF] |
||||
![]() |
I. Tagkopoulos, Y.-C. Liu, and S. Tavazoie Predictive Behavior Within Microbial Genetic Networks Science, June 6, 2008; 320(5881): 1313 - 1317. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Vernon, K. Lobachev, and T. D. Petes High Rates of "Unselected" Aneuploidy and Chromosome Rearrangements in tel1 mec1 Haploid Yeast Strains Genetics, May 1, 2008; 179(1): 237 - 247. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Tan, H. Feizi, C. Luo, S. H. Fan, T. Ravasi, and T. G. Ideker A systems approach to delineate functions of paralogous transcription factors: Role of the Yap family in the DNA damage response PNAS, February 26, 2008; 105(8): 2934 - 2939. [Abstract] [Full Text] [PDF] |
||||
![]() |
V. Pihur, S. Datta, and S. Datta Reconstruction of genetic association networks from microarray data: a partial least squares approach Bioinformatics, February 15, 2008; 24(4): 561 - 568. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. G. Hershman, Q. Chen, J. Y. Lee, M. L. Kozak, P. Yue, L.-S. Wang, and F. B. Johnson Genomic distribution and functional analyses of potential G-quadruplex-forming sequences in Saccharomyces cerevisiae Nucleic Acids Res., January 17, 2008; 36(1): 144 - 156. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. J. Brauer, C. Huttenhower, E. M. Airoldi, R. Rosenstein, J. C. Matese, D. Gresham, V. M. Boer, O. G. Troyanskaya, and D. Botstein Coordination of Growth Rate, Cell Cycle, Stress Response, and Metabolic Activity in Yeast Mol. Biol. Cell, January 1, 2008; 19(1): 352 - 367. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. R. Lehner, M. M. Stone, R. A. Farber, and T. D. Petes Ninety-Six Haploid Yeast Strains With Individual Disruptions of Open Reading Frames Between YOR097C and YOR192C, Constructed for the Saccharomyces Genome Deletion Project, Have an Additional Mutation in the Mismatch Repair Gene MSH3 Genetics, November 1, 2007; 177(3): 1951 - 1953. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. A. Buckley Comparative environmental genomics in non-model species: using heterologous hybridization to DNA-based microarrays J. Exp. Biol., May 1, 2007; 210(9): 1602 - 1606. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Koren The role of the DNA damage checkpoint in regulation of translesion DNA synthesis Mutagenesis, May 1, 2007; 22(3): 155 - 160. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Zhang, K. Yang, C.-C. Chen, J. Feser, and M. Huang Role of the C terminus of the ribonucleotide reductase large subunit in enzyme regeneration and its inhibition by Sml1 PNAS, February 13, 2007; 104(7): 2217 - 2222. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. N. Woolstencroft, T. H. Beilharz, M. A. Cook, T. Preiss, D. Durocher, and M. Tyers Ccr4 contributes to tolerance of replication stress through control of CRT1 mRNA poly(A) tail length J. Cell Sci., December 15, 2006; 119(24): 5178 - 5192. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. P. Brynildsen, L. M. Tran, and J. C. Liao A Gibbs sampler for the identification of gene expression and network connectivity consistency Bioinformatics, December 15, 2006; 22(24): 3040 - 3046. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Sokolov, I. G. Panyutin, and R. Neumann Genome-wide gene expression changes in normal human fibroblasts in response to low-LET gamma-radiation and high-LET-like 125IUdR exposures Radiat Prot Dosimetry, December 1, 2006; 122(1-4): 195 - 201. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. G. Tringe, J. Willis, K. L. Liberatore, and S. W. Ruby The WTM Genes in Budding Yeast Amplify Expression of the Stress-Inducible Gene RNR3 Genetics, November 1, 2006; 174(3): 1215 - 1228. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Belle, A. Tanay, L. Bitincka, R. Shamir, and E. K. O'Shea Quantification of protein half-lives in the budding yeast proteome PNAS, August 29, 2006; 103(35): 13004 - 13009. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. Seay, B. Hook, K. Evans, and M. Wickens A three-hybrid screen identifies mRNAs controlled by a regulatory protein RNA, August 1, 2006; 12(8): 1594 - 1600. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. A. Buckley, A. Y. Gracey, and G. N. Somero The cellular response to heat stress in the goby Gillichthys mirabilis: a cDNA microarray and protein-level analysis J. Exp. Biol., July 15, 2006; 209(14): 2660 - 2677. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. T. Workman, H. C. Mak, S. McCuine, J.-B. Tagne, M. Agarwal, O. Ozier, T. J. Begley, L. D. Samson, and T. Ideker A systems approach to mapping DNA damage response pathways. Science, May 19, 2006; 312(5776): 1054 - 1059. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. J. Neal, S. Karunanithi, A. Best, A. K.-C. So, R. M. Tanguay, H. L. Atwood, and J. T. Westwood Thermoprotection of synaptic transmission in a Drosophila heat shock factor mutant is accompanied by increased expression of Hsp83 and DnaJ-1 Physiol Genomics, May 16, 2006; 25(3): 493 - 501. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Barutcuoglu, R. E. Schapire, and O. G. Troyanskaya Hierarchical multi-label prediction of gene function Bioinformatics, April 1, 2006; 22(7): 830 - 836. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Schmitt, P. Schwanewilm, J. Ludwig, and H. Lichtenberg-Frate Use of PMA1 as a Housekeeping Biomarker for Assessment of Toxicant-Induced Stress in Saccharomyces cerevisiae Appl. Envir. Microbiol., February 1, 2006; 72(2): 1515 - 1522. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Lubelsky, N. Reuven, and Y. Shaul Autorepression of Rfx1 Gene Expression: Functional Conservation from Yeast to Humans in Response to DNA Replication Arrest Mol. Cell. Biol., December 1, 2005; 25(23): 10665 - 10673. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Dolinski and D. Botstein Changing perspectives in yeast research nearly a decade after the genome sequence Genome Res., December 1, 2005; 15(12): 1611 - 1619. [Abstract] [Full Text] [PDF] |
||||
![]() |
I. Scheel, M. Aldrin, I. K. Glad, R. Sorum, H. Lyng, and A. Frigessi The influence of missing value imputation on detection of differentially expressed genes from microarray data Bioinformatics, December 1, 2005; 21(23): 4272 - 4279. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. Mercier, N. Berthault, N. Touleimat, F. Kepes, G. Fourel, E. Gilson, and M. Dutreix A haploid-specific transcriptional response to irradiation in Saccharomyces cerevisiae Nucleic Acids Res., November 30, 2005; 33(20): 6635 - 6643. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. Wang and G. D. Stormo Identifying the conserved network of cis-regulatory sites of a eukaryotic genome PNAS, November 29, 2005; 102(48): 17400 - 17405. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. Xing and M. J. van der Laan A causal inference approach for constructing transcriptional regulatory networks Bioinformatics, November 1, 2005; 21(21): 4007 - 4013. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Sarver and J. DeRisi Fzf1p Regulates an Inducible Response to Nitrosative Stress in Saccharomyces cerevisiae Mol. Biol. Cell, October 1, 2005; 16(10): 4781 - 4791. [Abstract] [Full Text] [PDF] |
||||
![]() |
L.-C. Lai, A. L. Kosorukoff, P. V. Burke, and K. E. Kwast Dynamical Remodeling of the Transcriptome during Short-Term Anaerobiosis in Saccharomyces cerevisiae: Differential Response and Role of Msn2 and/or Msn4 and Other Factors in Galactose and Glucose Media Mol. Cell. Biol., May 15, 2005; 25(10): 4075 - 4091. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Bilsland and J. A. Downs Tails of histones in DNA double-strand break repair Mutagenesis, May 1, 2005; 20(3): 153 - 163. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. C. Mallory, G. Crudden, B. L. Johnson, C. Mo, C. A. Pierson, M. Bard, and R. J. Craven Dap1p, a Heme-Binding Protein That Regulates the Cytochrome P450 Protein Erg11p/Cyp51p in Saccharomyces cerevisiae Mol. Cell. Biol., March 1, 2005; 25(5): 1669 - 1679. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Kim, G. H. Golub, and H. Park Missing value estimation for DNA microarray gene expression data: local least squares imputation Bioinformatics, January 15, 2005; 21(2): 187 - 198. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Zaim, E. Speina, and A. M. Kierzek Identification of New Genes Regulated by the Crt1 Transcription Factor, an Effector of the DNA Damage Checkpoint Pathway in Saccharomyces cerevisiae J. Biol. Chem., January 7, 2005; 280(1): 28 - 37. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Traven, A. Hammet, N. Tenis, C. L. Denis, and J. Heierhorst Ccr4-Not Complex mRNA Deadenylase Activity Contributes to DNA Damage Responses in Saccharomyces cerevisiae Genetics, January 1, 2005; 169(1): 65 - 75. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Shapira, E. Segal, and D. Botstein Disruption of Yeast Forkhead-associated Cell Cycle Transcription by Oxidative Stress Mol. Biol. Cell, December 1, 2004; 15(12): 5659 - 5669. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Zhu and W. Xiao Pdr3 is required for DNA damage induction of MAG1 and DDI1 via a bi-directional promoter element Nucleic Acids Res., September 27, 2004; 32(17): 5066 - 5075. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. E. Rieger and G. Chu Portrait of transcriptional responses to ultraviolet and ionizing radiation in human cells Nucleic Acids Res., September 8, 2004; 32(16): 4786 - 4803. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. U. Keller-Seitz, U. Certa, C. Sengstag, F. E. Wurgler, M. Sun, and M. Fasullo Transcriptional Response of Yeast to Aflatoxin B1: Recombinational Repair Involving RAD51 and RAD1 Mol. Biol. Cell, September 1, 2004; 15(9): 4321 - 4336. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. A. Smith, S. Nicholls, B. A. Morgan, A. J.P. Brown, and J. Quinn A Conserved Stress-activated Protein Kinase Regulates a Core Stress Response in the Human Pathogen Candida albicans Mol. Biol. Cell, September 1, 2004; 15(9): 4179 - 4190. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. W. Van Dyke, L. D. Nelson, R. G. Weilbaecher, and D. V. Mehta Stm1p, a G4 Quadruplex and Purine Motif Triplex Nucleic Acid-binding Protein, Interacts with Ribosomes and Subtelomeric Y' DNA in Saccharomyces cerevisiae J. Biol. Chem., June 4, 2004; 279(23): 24323 - 24333. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Dubacq, A. Chevalier, and C. Mann The Protein Kinase Snf1 Is Required for Tolerance to the Ribonucleotide Reductase Inhibitor Hydroxyurea Mol. Cell. Biol., March 15, 2004; 24(6): 2560 - 2572. [Abstract] [Full Text] [PDF] |
||||
![]() |
P.A. Cahill, A.W. Knight, N. Billinton, M.G. Barker, L. Walsh, P.O. Keenan, C.V. Williams, D.J. Tweats, and R.M. Walmsley The GreenScreen(R) genotoxicity assay: a screening validation programme Mutagenesis, March 1, 2004; 19(2): 105 - 119. [Abstract] [Full Text] [PDF] |
||||
![]() |
I. Lesur and J. L. Campbell The Transcriptome of Prematurely Aging Yeast Cells Is Similar to That of Telomerase-deficient Cells Mol. Biol. Cell, March 1, 2004; 15(3): 1297 - 1312. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Lin and E. H. Blackburn Nucleolar protein PinX1p regulates telomerase by sequestering its protein catalytic subunit in an inactive complex lacking telomerase RNA Genes & Dev., February 15, 2004; 18(4): 387 - 396. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. H. Brodsky, B. T. Weinert, G. Tsang, Y. S. Rong, N. M. McGinnis, K. G. Golic, D. C. Rio, and G. M. Rubin Drosophila melanogaster MNK/Chk2 and p53 Regulate Multiple DNA Repair and Apoptotic Pathways following DNA Damage Mol. Cell. Biol., February 1, 2004; 24(3): 1219 - 1231. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. M. Gallo, D. L. Smith Jr., and J. S. Smith Nicotinamide Clearance by Pnc1 Directly Regulates Sir2-Mediated Silencing and Longevity Mol. Cell. Biol., February 1, 2004; 24(3): 1301 - 1312. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Watson, J. Mata, J. Bahler, A. Carr, and T. Humphrey Global Gene Expression Responses of Fission Yeast to Ionizing Radiation Mol. Biol. Cell, February 1, 2004; 15(2): 851 - 860. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. T. Scholes, A. E. Kenny, E. R. Gamache, Z. Mou, and M. J. Curcio Activation of a LTR-retrotransposon by telomere erosion PNAS, December 23, 2003; 100(26): 15736 - 15741. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. K. Agarwal, P. D. Rogers, S. R. Baerson, M. R. Jacob, K. S. Barker, J. D. Cleary, L. A. Walker, D. G. Nagle, and A. M. Clark Genome-wide Expression Profiling of the Response to Polyene, Pyrimidine, Azole, and Echinocandin Antifungal Agents in Saccharomyces cerevisiae J. Biol. Chem., September 12, 2003; 278(37): 34998 - 35015. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Lu, A. Nakorchevskiy, and E. M. Marcotte Expression deconvolution: A reinterpretation of DNA microarray data reveals dynamic changes in cell populations PNAS, September 2, 2003; 100(18): 10370 - 10375. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. J. Osborn and S. J. Elledge Mrc1 is a replication fork component whose phosphorylation in response to DNA replication stress activates Rad53 Genes & Dev., July 15, 2003; 17(14): 1755 - 1767. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Cliften, P. Sudarsanam, A. Desikan, L. Fulton, B. Fulton, J. Majors, R. Waterston, B. A. Cohen, and M. Johnston Finding Functional Features in Saccharomyces Genomes by Phylogenetic Footprinting Science, July 4, 2003; 301(5629): 71 - 76. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Yao, Z. Zhang, X. An, B. Bucci, D. L. Perlstein, J. Stubbe, and M. Huang Subcellular localization of yeast ribonucleotide reductase regulated by the DNA replication and damage checkpoint pathways PNAS, May 27, 2003; 100(11): 6628 - 6633. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. Ostapenko and M. J. Solomon Budding Yeast CTDK-I Is Required for DNA Damage-Induced Transcription Eukaryot. Cell, April 1, 2003; 2(2): 274 - 283. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. A. Hand, N. Jia, M. Bard, and R. J. Craven Saccharomyces cerevisiae Dap1p, a Novel DNA Damage Response Protein Related to the Mammalian Membrane-Associated Progesterone Receptor Eukaryot. Cell, April 1, 2003; 2(2): 306 - 317. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. M. Conlon, X. S. Liu, J. D. Lieb, and J. S. Liu Integrating regulatory motif discovery and genome-wide expression analysis PNAS, March 18, 2003; 100(6): 3339 - 3344. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. BOTSTEIN Genomic Perspective and Cancer Cold Spring Harb Symp Quant Biol, January 1, 2003; 68(0): 417 - 424. [Abstract] [PDF] |
||||
![]() |
V. Garcia, H. Bruchet, D. Camescasse, F. Granier, D. Bouchez, and A. Tissier AtATM Is Essential for Meiosis and the Somatic Response to DNA Damage in Plants PLANT CELL, January 1, 2003; 15(1): 119 - 132. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. Chen, W. M. Toone, J. Mata, R. Lyne, G. Burns, K. Kivinen, A. Brazma, N. Jones, and J. Bahler Global Transcriptional Responses of Fission Yeast to Environmental Stress Mol. Biol. Cell, January 1, 2003; 14(1): 214 - 229. [Abstract] [Full Text] |
||||
![]() |
M. Chang, M. Bellaoui, C. Boone, and G. W. Brown A genome-wide screen for methyl methanesulfonate-sensitive mutants reveals genes required for S phase progression in the presence of DNA damage PNAS, December 24, 2002; 99(26): 16934 - 16939. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Kiechle, P. Manivasakam, F. Eckardt-Schupp, R. H. Schiestl, and A. A. Friedl Promoter-trapping in Saccharomyces cerevisiae by radiation-assisted fragment insertion Nucleic Acids Res., December 15, 2002; 30(24): e136 - e136. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. L. Crespo and M. N. Hall Elucidating TOR Signaling and Rapamycin Action: Lessons from Saccharomyces cerevisiae Microbiol. Mol. Biol. Rev., December 1, 2002; 66(4): 579 - 591. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. J. Begley, A. S. Rosenbach, T. Ideker, and L. D. Samson Damage Recovery Pathways in Saccharomyces cerevisiae Revealed by Genomic Phenotyping and Interactome Mapping Mol. Cancer Res., December 1, 2002; 1(2): 103 - 112. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. E. Horak, N. M. Luscombe, J. Qian, P. Bertone, S. Piccirrillo, M. Gerstein, and M. Snyder Complex transcriptional circuitry at the G1/S transition in Saccharomyces cerevisiae Genes & Dev., December 1, 2002; 16(23): 3017 - 3033. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Nautiyal, J. L. DeRisi, and E. H. Blackburn The genome-wide expression response to telomerase deletion in Saccharomycescerevisiae PNAS, July 9, 2002; 99(14): 9316 - 9321. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. W. Birrell, J. A. Brown, H. I. Wu, G. Giaever, A. M. Chu, R. W. Davis, and J. M. Brown Transcriptional response of Saccharomyces cerevisiae to DNA-damaging agents does not identify the genes that protect against these agents PNAS, June 25, 2002; 99(13): 8778 - 8783. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Wang, C. L. Liu, J. D. Storey, R. J. Tibshirani, D. Herschlag, and P. O. Brown Precision and functional specificity in mRNA decay PNAS, April 30, 2002; 99(9): 5860 - 5865. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. V. Kryukov, R. A. Kumar, A. Koc, Z. Sun, and V. N. Gladyshev Selenoprotein R is a zinc-containing stereo-specific methionine sulfoxide reductase PNAS, April 2, 2002; 99(7): 4245 - 4250. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Wang, C. L. Liu, J. D. Storey, R. J. Tibshirani, D. Herschlag, and P. O. Brown Precision and functional specificity in mRNA decay PNAS, April 30, 2002; 99(9): 5860 - 5865. [Abstract] [Full Text] [PDF] |
||||
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||