Ya-Xin Shi

Modeling the complex smoking exposure history in assessment of pan-cancer risk.

The findings show that smoking pattern and cessation history meaningfully influence pan-cancer risk beyond cumulative exposure, supporting the incorporation of detailed smoking histories-intensity, duration, and cessation-into risk stratification, screening eligibility, and prevention strategies.