an example, we show that population stratification was inflating prediction accuracy in the FHS analysis (See BOX 3 for details). A more serious problem is when there is confounding between ancestry and disease status both in discovery and validation case-control samples, because such spurious association can lead to a predictor of ancestry rather than one of disease. It was recently suggested that the aforementioned predictor of autism56 suffers from this pitfall64.