Consequently we recommend caution in interpreting results of multivariate analyses at very low-frequency SNPs, and more generally we recommend that multivariate results be compared against univariate results to check they make sense—highly significant multivariate associations that do not also show at least a moderate level of univariate association should be treated with caution.
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Bayesian multivariate reanalysis of large genetic studies identifies many new associations.
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