That paper also seems to heavily qualify the findings, implying that environmental factors may dominate genetic ones (or may not, the point is that we don't know):

However, these loci explain only a small proportion of the genetic variance. The “missing heritability” may be explained by other genetic mechanisms and gene*environment interactions