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Transcriptional Characterization of Glioma Neural Stem Cells Diva ...

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7.5 Glioblastoma Pathway Analysis Results<br />

and the heterogeneity <strong>of</strong> the tumour has recently been emphasised further by<br />

signature microarray studies like those <strong>of</strong> Verhaak et al [511] and Phillips et<br />

al [390], we mapped the Tag-seq measured expression levels for every GNS cell<br />

line on our GBM integrated pathway to try and visualise differences poten-<br />

tially unique to any GNS cell line and, therefore, to the tumour it originated<br />

from (single pathways in Appendix D.2). Figure 7.10 highlights the genes in<br />

our GBM pathway that are expressed in each individual GNS cell line, as mea-<br />

sured via Tag-seq. The green nodes reflect the genes that have been measured<br />

and the intensity <strong>of</strong> the green colour correlates with the level <strong>of</strong> expression ob-<br />

served, where lighter greens signify smaller expression values and darker greens<br />

signify higher expression values (normalised digital tag counts range from 0 to<br />

16,500) (Fig 7.10). For a clearer view <strong>of</strong> each <strong>of</strong> these pathways refer to Ap-<br />

pendix D.2 Pathway Images.<br />

By having the GNS cell line-specific GBM pathways next to each other in fig-<br />

ure 7.10, it is possible to observe differences as well as commonalities in gene<br />

expression patterns. For example, in each GNS cell line, tumour suppressor<br />

PTEN is not expressed (blue shaded boxes) and the antigen presentation-<br />

related genes light up with different intensities, highlighting a more highly<br />

activated antigen presentation process at the transcriptional level in cell line<br />

G144 than in cell lines G166 and G179 (red shaded boxes). Also, since the<br />

CDKN2A-CDKN2B tumour suppressor locus is deleted in cell line G179 but<br />

retained in cell lines G144 and G166 - possibly in response to an oncogenic<br />

signal - the expression <strong>of</strong> its CDKN2A, CDKN2A:ARF and CDKN2B genes is<br />

very low (darker green nodes) in the G179 pathway and much higher (lighter<br />

green nodes) in the G144 and G166 pathways (green shaded boxes). Finally,<br />

we can see that the orphan nuclear receptor NR0B1, which is known to be<br />

up-regulated and drive tumour growth in Ewing’s sarcoma [158], is also highly<br />

expressed (lighter green nodes) in our G179 pathway as opposed to the G144<br />

and G166 pathways (yellow shaded boxes). The PARP3 and PARP12 genes,<br />

located below NR0B1 in the pathways and included within the yellow shaded<br />

box <strong>of</strong> figure 7.10, are highly expressed across all GNS pathways, consistent<br />

with the potential therapeutic role <strong>of</strong> these genes in GNS cells as inhibitors <strong>of</strong><br />

their homolog PARP1, for which characteristic they are now being studied in<br />

brain tumour clinical trials [270]. In order to consider other sources <strong>of</strong> ex-<br />

pression data that could highlight interesting patterns when compared to our<br />

Tag-seq dataset, we overlaid the exon and microarray expression data from the<br />

TCGA and HGG datasets (described in Methods section 5.9; all genes overlaid<br />

193

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