Therefore, within participants of the Japan Collaborative Cohort study (JACC), we investigated the associations of serum concentrations of IGF-I, IGF-II, IGFBP3, and TGF-β1 with mortality from heart failure in a nested case-control study. The gene discussed is IGF1; the disease is heart failure.