While still (probably) probabilistic to a large extent, specially concerning environmental exposure, there's more acceptance recently into cancer having a metabolic component, many cancer and metabolic related pathways cross (eg fasting/insulin/igf-1). So it's not necessarily just lottery, or rather, we still don't know how large of an factor the lottery part actually is.