In the Journal of Personalized Medicine, Nova Fellow Chris D’Adamo and colleagues present patterns of physical exam findings, anthropometrics, and advanced biomarkers to to help clinicians with diagnostic and therapeutic interventions that may prevent non-communicable chronic diseases of aging.