We under took a large-scale genetic association study of human gene expression traits in multiple disease-targeted tissue samples (subcutaneous fat, LCL and whole skin) derived from 856 MZ and DZ female twins as part of the MuTHER project. This is the first study performed to date utilizing the twin design for the dissection of genetic and non-genetic components underlying population differences in tissue-independent and dependent expression profiles.