Genetic associations can be biased by conditioning on a phenotype. This study presents ‘Slope-Hunter’, a method which uses model-based clustering to correct this bias, even in the presence of genetic correlation, assuming the class of SNPs affecting only the collider explains more variation in the collider than any other class of SNPs.