GSE39040
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What
We Learned |
- Although microRNAs (miRNAs) are implicated in osteosarcoma biology and
chemoresponse, miRNA prognostic models are still needed, particularly because prognosis is imperfectly correlated with
chemoresponse.
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- Formalin-fixed, paraffin-embedded tissue is a necessary resource for biomarker studies in this malignancy with
limited frozen tissue availability.
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- Several miRNA-based models with as few as five miRNAs were prognostic independently of pathologically
assessed chemoresponse (median recurrence-free survival: 59 months versus not-yet-reached; adjusted hazards
ratio = 2.90; P = 0.036).
- The independent dataset supported the reproducibility of recurrence and survival findings.
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- The prognostic value of the profile was independent of confounding by known prognostic variables, including
chemoresponse, tumor location and metastasis at diagnosis.
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- Model performance improved when chemoresponse
was added as a covariate (median recurrence-free survival: 59 months versus not-yet-reached; hazard ratio = 3.91;
P = 0.002).
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- Most prognostic miRNAs were located at 14q32 - a locus already linked to osteosarcoma - and their
gene targets display deregulation patterns associated with outcome. We also identified miRNA profiles predictive
of chemoresponse (75% to 80% accuracy), which did not overlap with prognostic profiles.
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What
We Did |
- A classification model has been built using Trainset.
The selected probes were:
- hsa-mir-342-3p
- hsa-mir-206
- hsa-mir-382
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- The model has been tested using Testset.
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