Five biomarkers, GDF15, IL6, MMP1, MMP7, and TNFR2, were significantly associated with all 6 non-cancer aging-related conditions, mortality, mobility limitation, heart failure, coronary heart disease, stroke, and dementia. This evidence concerns the gene MMP1 and heart failure.