Co-expression networks were created from heart transcriptomes of 100 mouse strains A module was identified that strongly correlated to heart-failure-related traits The NEO algorithm identified Adamts2 as an important driver of the module In vitro studies demonstrated that Adamts2 is a regulator of cardiac hypertrophy