You should use mixed samples to train polygenic models for mixed groups. Fear of hidden population strat misplaced. http://www.biorxiv.org/content/early/2017/02/01/051458 …pic.twitter.com/naPSa5XvRf
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As you can see, even samples of unequal sample size can have rather large positive effects on validity of the model.