TY - JOUR
T1 - Multi-Trait Polygenic Risk Score, Nongenetic Determinants, and Cardiovascular Disease Death
T2 - A Cohort Study of 14 086 Japanese Individuals
AU - J-MICC Study Group
AU - Fujii, Ryosuke
AU - Nagayoshi, Mako
AU - Nakatochi, Masahiro
AU - Sato, Shuntaro
AU - Tsuboi, Yoshiki
AU - Suzuki, Koji
AU - Ikezaki, Hiroaki
AU - Nishida, Yuichiro
AU - Kubo, Yoko
AU - Tanoue, Shiroh
AU - Suzuki, Sadao
AU - Koyama, Teruhide
AU - Kuriki, Kiyonori
AU - Takashima, Naoyuki
AU - Katsuura-Kamano, Sakurako
AU - Momozawa, Yukihide
AU - Wakai, Kenji
AU - Matsuo, Keitaro
N1 - Publisher Copyright:
© 2025 The Author(s). Published on behalf of the American Heart Association, Inc., by Wiley.
PY - 2025/3/18
Y1 - 2025/3/18
N2 - BACKGROUND: Although utility of composite trait-specific polygenic risk score (multi-trait PRS) has been examined among European ancestries, few studies investigated among East Asians and incorporated modifiable risk factors. We examined the associations of multi-trait PRS for cardiometabolic factors with cardiovascular disease mortality by integrating nongenetic determinants. METHODS: A total of 14 086 Japanese participants (mean age, 55±9; 55.8% women) of the J-MICC (Japan Multi-Institutional Collaborative Cohort) study were analyzed in this study. We calculated 6 PRSs for cardiometabolic traits (systolic blood pressure, body mass index, triglycerides, low-density lipoprotein cholesterol, estimated glomerular filtration rate, and hemoglobin A1c). Based on these PRSs, we developed multi-trait PRS and considered as a primary exposure. Three nongenetic factors (smoking, alcohol drinking, and educational attainment) from the self-reported questionnaire were also examined. RESULTS: During a median 12.1-year follow-up period, a total of 472 all-cause and 79 cardiovascular disease mortality cases were documented. Compared with 0% to 90% of multi-trait PRSs, an adjusted hazard ratio (HR) among the top 10% of multitrait PRSs was 1.32 (95% CI, 1.00–1.73) for all-cause death and 2.63 (95% CI, 1.48–4.67) for cardiovascular disease death. Incorporation of educational attainment with multi-trait PRSs showed null associations in those who went beyond high school (HR, 2.07 [95% CI, 0.44–9.66]) even in the top 10% of multi-trait PRS. CONCLUSIONS: Our analysis combining both genetic and nongenetic determinants highlighted that lifestyle factors and educational attainment can slightly reduce an individual’s composite genetic risk for cardiovascular disease death.
AB - BACKGROUND: Although utility of composite trait-specific polygenic risk score (multi-trait PRS) has been examined among European ancestries, few studies investigated among East Asians and incorporated modifiable risk factors. We examined the associations of multi-trait PRS for cardiometabolic factors with cardiovascular disease mortality by integrating nongenetic determinants. METHODS: A total of 14 086 Japanese participants (mean age, 55±9; 55.8% women) of the J-MICC (Japan Multi-Institutional Collaborative Cohort) study were analyzed in this study. We calculated 6 PRSs for cardiometabolic traits (systolic blood pressure, body mass index, triglycerides, low-density lipoprotein cholesterol, estimated glomerular filtration rate, and hemoglobin A1c). Based on these PRSs, we developed multi-trait PRS and considered as a primary exposure. Three nongenetic factors (smoking, alcohol drinking, and educational attainment) from the self-reported questionnaire were also examined. RESULTS: During a median 12.1-year follow-up period, a total of 472 all-cause and 79 cardiovascular disease mortality cases were documented. Compared with 0% to 90% of multi-trait PRSs, an adjusted hazard ratio (HR) among the top 10% of multitrait PRSs was 1.32 (95% CI, 1.00–1.73) for all-cause death and 2.63 (95% CI, 1.48–4.67) for cardiovascular disease death. Incorporation of educational attainment with multi-trait PRSs showed null associations in those who went beyond high school (HR, 2.07 [95% CI, 0.44–9.66]) even in the top 10% of multi-trait PRS. CONCLUSIONS: Our analysis combining both genetic and nongenetic determinants highlighted that lifestyle factors and educational attainment can slightly reduce an individual’s composite genetic risk for cardiovascular disease death.
KW - cardiovascular disease
KW - genetic epidemiology
KW - genome-wide association study
KW - nongenetic determinants
KW - polygenic risk score
UR - https://www.scopus.com/pages/publications/105001223590
UR - https://www.scopus.com/pages/publications/105001223590#tab=citedBy
U2 - 10.1161/JAHA.124.038572
DO - 10.1161/JAHA.124.038572
M3 - Article
C2 - 40079315
AN - SCOPUS:105001223590
SN - 2047-9980
VL - 14
JO - Journal of the American Heart Association
JF - Journal of the American Heart Association
IS - 6
M1 - e038572
ER -