JB, LMH, and TDD developed the QTLD methodology. LMH, with the assistance of DKR and TDD, performed the analysis of the COGA data and drafted the manuscript. TDD conducted the power simulations. MCM provided a critical review of the methodology. All authors have read and approved this manuscript.