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Transcriptional Characterization of Glioma Neural Stem Cells Diva ...

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7.4 Survival Analysis Results<br />

867 glioma cases in total (see Methods section 5.9 for table 5.4).<br />

In trying to investigate the presence <strong>of</strong> a relationship to known predictors <strong>of</strong><br />

survival in glioma, we noted that the GNS signature scores correlated with<br />

patient age at diagnosis, suggesting that the GNS-related expression changes<br />

were associated with the more severe form <strong>of</strong> the disease observed in older pa-<br />

tients (Figure 7.6a). Of the genes contributing to the GNS signature, HOXD10,<br />

PLS3, PTEN and TUSC3 correlated with age both in the TCGA and Graven-<br />

deel datasets.<br />

Figure 7.6: Association between GNS signature score and patient survival. Kaplan-<br />

Meier plots illustrate the association between signature score and survival for (a)<br />

three independent glioblastoma datasets and (b) three datasets that include gliomas<br />

<strong>of</strong> lower grade (see Methods section 5.9). Higher scores indicate greater similarity<br />

to the GNS expression pr<strong>of</strong>ile. Hazard ratios and log-rank p-values were computed<br />

by fitting a Cox proportional hazards model to the data. Percentile thresholds were<br />

chosen for illustration; the association with survival is statistically significant across<br />

a wide range <strong>of</strong> thresholds and the p-values given in the text and Table 7.5 were<br />

computed without thresholding, using the score as a continuous variable.<br />

IDH1 mutation affecting codon 132 <strong>of</strong> the IDH1 gene is present in most grade<br />

III astrocytomas and a minority <strong>of</strong> glioblastomas, resulting in an amino acid<br />

change (R132H, R132S, R132C, R132G, or R132L). The presence <strong>of</strong> this muta-<br />

tion is associated with lower age at disease onset and better prognosis [383,517].<br />

As already mentioned in section 6.1, all 16 GNS lines pr<strong>of</strong>iled in this study<br />

were derived from glioblastoma tumours, and the IDH1 locus was sequenced in<br />

each cell line (data not shown) and none <strong>of</strong> the cell lines appeared to harbour<br />

the mutation. We therefore wanted to investigate whether the GNS signature<br />

was characteristic <strong>of</strong> IDH1 wild-type glioblastomas or not. We could perform<br />

this analysis thanks to the fact that IDH1 status had been determined for most<br />

cases in the TCGA and Gravendeel datasets (Table 7.5) [176,326,511]. As ex-<br />

pected, we found that gliomas with the IDH1 mutation tend to have lower GNS<br />

185

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