Personalizing Cancer Prevention and Early Detection With the Dynamic Risk Engine
Standard screening guidelines apply broad, one-size-fits-all rules that can miss meaningful risk hiding in plain sight. The Dynamic Risk Engine combines clinical, lifestyle, and genetic signals to generate individualized cancer risk across ten cancer types, surfacing elevated risk that population-level rubrics alone cannot capture. This piece explains how the model works and what it means for more personalized prevention and earlier detection.
How the PreOncology Program Fits Into Concierge Medicine
Concierge medicine already prioritizes personalized, proactive care between patient and physician. The PreOncology Program extends that same philosophy into cancer risk, giving concierge practices a clear pathway for prevention and early detection within the relationships they have already built. This piece looks at how oncology-led prevention fits naturally alongside the concierge care model, rather than competing with it.
