JNCI Journal of the National Cancer InstituteGenetic & Genomic MedicinePeer-reviewed journal article
Stratifying Lung Adenocarcinoma Risk with Multi-ancestry Polygenic Risk Scores in East Asian Never-Smokers
Batel BlechteriD, Xiaoyu WangiD, Juncheng DaiiD, Christiana KartsonakiiD, Jianxin ShiiD, Kouya ShiraishiiD, Jiyeon ChoiiD, Keitaro MatsuoiD, Tzu‐Yu CheniD, Rayjean J. HungiD, Kexin CheniD, Xiao-Ou ShuiD, Young Tae KimiD, Parichoy Pal ChoudhuryiD, Jacob WilliamsiD, Maria Teresa LandiiD, Dongxin LiniD, Wei ZhengiD, Zhihua YiniD, Baosen ZhouiD, Jiucun WangiD, Wei Jie SeowiD, Lei SongiD, I‐Shou ChangiD, Wei HuiD, , Ping YangiD
- Citations
- 4
- FWCI
- 2.33
- Field percentile
- top 11%
Abstract
BackgroundLung adenocarcinoma (LUAD) in never-smokers is a major public health burden, especially among East Asian women. Polygenic risk scores (PRSs) are promising for risk stratification but are primarily developed in European-ancestry populations. We aimed to develop and validate single- and multi-ancestry PRSs for East Asian never-smokers to improve LUAD risk prediction. MethodsPRSs were developed using genome-wide association study summary statistics from East Asian (8,002 cases; 20,782 controls) and European (2,058 cases; 5,575 controls) populations. Single-ancestry models included PRS-25, PRS-CT, and LDpred2; multi-ancestry models included LDpred2+PRS-EUR128, PRS-CSx, and CT-SLEB. Performance was evaluated in independent East Asian data from the Female Lung Cancer Consortium (FLCCA) and externally validated in the Nanjing Lung Cancer Cohort (NJLCC). We assessed predictive accuracy via AUC, with 10-year and (age 30-80) absolute risks estimates. ResultsThe best multi-ancestry PRS, using East Asian and European data via CT-SLEB (clumping and thresholding, super learning, empirical Bayes), outperformed the best East Asian-only PRS (LDpred2; AUC=0.629, 95% CI:0.618,0.641), achieving an AUC of 0.640 (95% CI:0.629,0.653) and odds ratio of 1.71 (95% CI:1.61,1.82) per SD increase. NJLCC Validation confirmed robust performance (AUC =0.649, 95% CI: 0.623, 0.676). The top 20% PRS group had a 3.92-fold higher LUAD risk than the bottom 20%. Further, the top 5% PRS group reached a 6.69% lifetime absolute risk. Notably, this group reached the average population 10-year LUAD risk at age 50 (0.42%) by age 41, nine years earlier. ConclusionsMulti-ancestry PRS approaches enhance LUAD risk stratification in East Asian never-smokers, with consistent external validation, suggesting future clinical utility.
- organism: human
- assay: whole-genome sequencing
- research focus: polygenic risk
- approach: statistical model
- approach: machine learning (classical)
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