A Cholesky factorization allows for the decomposition of the genetic and environmental covariance matrices for measures of brain structure and cigarette pack-years. The diagonal elements of either an A or E matrix produces the variances due to that specific effect for each of the individual measures while the off-diagonal element produces the covariances due to either of the effects. Further, it places few expectations on the temporal ordering of the relationship between the two measures.
