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Chunk #8 — Calculation of Empirical P-value

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PRSice-2: Polygenic Risk Score software for biobank-scale data.
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All approaches to PRS calculation involve parameter optimization in generating the final prediction model and are thus vulnerable to overfitting [14]. The best strategy to avoid overfitting is to evaluate performance in an independent validation sample, but such a sample is not always available. Alternatively, if the primary aim is to assess evidence for an association to test a hypothesis, then we can calculate an empirical P-value corresponding to the association of the optimized PRS, with the Type 1 error rate controlled [13].