EBPRS

Derive Polygenic Risk Score Based on Emprical Bayes Theory

CRAN Package

EB-PRS is a novel method that leverages information for effect sizes across all the markers to improve the prediction accuracy. No parameter tuning is needed in the method, and no external information is needed. This R-package provides the calculation of polygenic risk scores from the given training summary statistics and testing data. We can use EB-PRS to extract main information, estimate Empirical Bayes parameters, derive polygenic risk scores for each individual in testing data, and evaluate the PRS according to AUC and predictive r2. See Song et al. (2020) doi:10.1371/journal.pcbi.1007565 for a detailed presentation of the method.

  • Version2.1.0
  • R version≥ 3.5.0
  • LicenseGPL-3
  • Needs compilation?No
  • Last release08/26/2020

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  • Depends3 packages