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.
The Best Time to Have an Oncologist is Before You Have Cancer
Most people meet an oncologist only after a diagnosis. The PreOncology Program exists to change that timeline, connecting patients with oncology expertise for prevention and early detection long before cancer ever becomes a possibility. This article explores why proactive oncology access, not reactive treatment, is the standard of care patients deserve.
