genomewide characterization of host-pathogen interactions by ...
genomewide characterization of host-pathogen interactions by ...
genomewide characterization of host-pathogen interactions by ...
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Maren Depke<br />
Results<br />
Pathogen Gene Expression Pr<strong>of</strong>iling<br />
This difference could not be assessed with statistical testing because only two arrays were<br />
available for the 6.5 h control. Thus, in a second step, all sequences which possessed an absolute<br />
fold change equal or greater than 2 in the comparison between 6.5 h and 1 h serum/CO 2 control<br />
were excluded from the subsets generated in the first step. This procedure was performed for<br />
induced and repressed genes separately and resulted in 45 sequences specifically induced after<br />
2.5 h, 37 sequences specifically induced at both time points, 34 sequences specifically induced<br />
after 6.5 h, 98 sequences specifically repressed after 2.5 h, 75 sequences specifically repressed at<br />
both time points, and 43 sequences specifically repressed after 6.5 h in samples <strong>of</strong> internalized<br />
staphylococci (Fig. R.5.35). Most interestingly, these lists included besides newly identified<br />
transcripts also genes which were described above in the context <strong>of</strong> virulence or metabolic<br />
genes, e. g. clfB, coa, phoP, prsA, glpK (2.5 h, induced), fnbB, vwb, ssaA, phoU, pstA, pstB, pstC,<br />
pstS (2.5 h and 6.5 h, induced), chp, lukD, lukE, hla, efb, emp (6.5 h, induced), icaD, icaC, rot, nuc,<br />
sspA, urea transporter SAOUHSC_02557, ureF (2.5 h, repressed), sarU (6.5 h, repressed).<br />
New transcripts identified with the tiling array approach which are regulated in S9 cell<br />
internalized staphylococci<br />
All sequences <strong>of</strong> the tiling arrays were included in the statistical testing to identify the<br />
internalization specific gene expression signature. Therefore, the resulting lists <strong>of</strong> differentially<br />
expressed genes contained newly identified transcripts: 200 sequences for the 2.5 h and 138<br />
sequences for the 6.5 h time point which were significant in ANOVA with p* < 0.05 and exhibited<br />
a minimal absolute fold change <strong>of</strong> 2 (Table R.5.5).<br />
When comparing these lists, 100 transcripts were differentially expressed at both time points<br />
(Fig. R.5.36 A). These consisted <strong>of</strong> 67 induced and 33 repressed sequences (Fig. R.5.36 B).<br />
A<br />
B<br />
100 100 38<br />
2.5 h<br />
repressed<br />
repressed 6.5 h<br />
induced<br />
35 18<br />
induced<br />
new transcripts differentially<br />
expressed in the comparison<br />
“2.5 h internalization” vs.<br />
“1 h serum/CO 2 control”<br />
new transcripts differentially<br />
expressed in the comparison<br />
“6.5 h internalization” vs.<br />
“1 h serum/CO 2 control”<br />
65<br />
33<br />
67<br />
20<br />
Fig. R.5.36: Comparison <strong>of</strong> newly identified transcripts in the 2.5 h and 6.5 h signatures <strong>of</strong> internalized staphylococci.<br />
Both internalized samples were compared to the baseline <strong>of</strong> 1 h serum/CO 2 control with statistical testing and multiple testing<br />
correction (p* < 0.05), and a minimal absolute fold change cut<strong>of</strong>f <strong>of</strong> 2 was applied. The comparison <strong>of</strong> differentially expressed newly<br />
identified transcripts at the 2.5 h and 6.5 h time point was performed for all regulated transcripts (A) and for induced and repressed<br />
transcripts separately (B).<br />
Although these 200 and 138 newly identified transcripts were known to be differentially<br />
expressed in at least one <strong>of</strong> the two internalized samples in comparison to the 1 h serum/CO 2<br />
control, they were expected to form further subgroups e. g. dependent on the direction <strong>of</strong><br />
regulation. Therefore, a k-means clustering was applied to a ratio data set (experimental<br />
condition normalized to the 1 h serum/CO 2 control) consisting <strong>of</strong> the five experimental conditions<br />
<strong>of</strong> non-adherent (1 h), internalized (2.5 h and 6.5 h), and serum/CO 2 control (2.5 h and 6.5 h)<br />
staphylococci.<br />
167