Original ArticlePublished 9 July 2026Multimodal risk profiles reveal shared and disease-specific risks of major non-communicable diseases: a prospective cohort study of 42,666 individualsQiaoyi Xu · Zhenqiu Liu · Renjia Zhao · Zixuan Cui · Xufei Xing · Xingdong Chen · Chen SuoInternational Journal of Public Healthdoi 10.3389/ijph.2026.1609591