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

Wei Liu , Ya-Ting Chen , Baiwenrui Tao , Ying Lv , Yan-Xi Zhang , Hui-Ying Ren , Yu-Ting Zhang , Yu-Ping Fan , Meng-Han Li , Ya-Xin Shi , Shi-Yuan Wang , Bing-Wei Chen , Frits van Osch , Maurice P. Zeegers , Anke Wesselius , Qi-Rong Qin , Evan Yi-Wen Yu

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MedScience ›› DOI: 10.1007/s11684-026-1244-9
RESEARCH ARTICLE
Modeling the complex smoking exposure history in assessment of pan-cancer risk
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Abstract

This study used UK Biobank data from ~500 000 participants to examine how smoking intensity and duration jointly shape the risk of 12 smoking-related cancers. We modeled excess relative risks (ERRs) per pack-year, separating the effect of smoking intensity while holding total pack-years constant to compare low-intensity/long-duration with high-intensity/short-duration patterns. For the same cumulative exposure, cancer risk increases differed across these smoking patterns, indicating that pack-years alone do not fully capture carcinogenic risk. We further evaluated time since cessation (TSC) and found that longer TSC was associated with lower ERR/pack-year for most cancers. Lifestyle factors modified these associations: participants with favorable behaviors (e.g., regular physical activity and healthier diet) generally had lower ERRs/pack-year than those with unfavorable behaviors. Overall, our 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.

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pan-cancer / complex smoking exposure / excess relative risk / prospective cohort / effect modification

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Wei Liu, Ya-Ting Chen, Baiwenrui Tao, Ying Lv, Yan-Xi Zhang, Hui-Ying Ren, Yu-Ting Zhang, Yu-Ping Fan, Meng-Han Li, Ya-Xin Shi, Shi-Yuan Wang, Bing-Wei Chen, Frits van Osch, Maurice P. Zeegers, Anke Wesselius, Qi-Rong Qin, Evan Yi-Wen Yu. Modeling the complex smoking exposure history in assessment of pan-cancer risk. MedScience DOI:10.1007/s11684-026-1244-9

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