Cancer screening typically relies on a reductionist, all-comer population approach, with screening eligibility based predominantly on age. This approach does not account for the multidimensional complexity of each individual, including a person's biological, physiological, and environmental data, and can miss those who may be at high risk of disease. As the total number of cancer cases continues to increase, and at younger ages, a rebooting of cancer screening is needed.