TY - JOUR
T1 - Developing a Novel Index for Individual-Level Social Determinants and Cardiovascular Diseases in the Coronary Artery Risk Development in Young Adults (CARDIA) Study
AU - Gao, Tao
AU - Zheng, Yinan
AU - Joyce, Brian
AU - Liu, Lei
AU - Liu, Lili
AU - Kiefe, Catarina
AU - Forrester, Sarah
AU - Yu, Bing
AU - Bhatt, Ankeet
AU - Gordon-Larsen, Penny
AU - Lloyd-Jones, Donald
AU - Zhang, Kai
AU - Hou, Lifang
N1 - Publisher Copyright:
© 2025 by the authors.
PY - 2025/3
Y1 - 2025/3
N2 - Background: Social determinants of health (SDH) have been found to contribute to cardiovascular risk and the development of cardiovascular disease (CVD). However, few studies have examined early-life exposure to SDH and the combined effect of multiple SDH measures on CVD. There is an urgent need to develop an SDH index for use in practice and clinical settings. Methods: A total of 3189 participants from the CARDIA Study who had chest CT scans at the year-25 (Y25) visit were included in this study. Personal and parental SDH measures, including education, occupation, income, financial strain, and childhood family environment, were obtained through interviews. The participants’ coronary artery calcification (CAC) was measured using chest CT scans, and left-ventricular mass (LVM) was measured using M-mode echocardiography. The values of the individual social determinants of health (iSDH) index were determined based on individual-level measures and CAC using a supervised learning method—the Boosted Regression Tree (BRT) model. This index’s association with the LVM index (LVMI) was evaluated as an external validation using linear regression models adjusting for race, sex, BMI, smoking status, alcohol intake, and physical activity. Results: Each one-standard-deviation (SD) increase in the iSDH index was associated with an increase in LVMI ranging from 0.376 (95% CI −0.016, 0.767) at year 0 to 0.468 (95% CI 0.115, 0.821) at year 20. The association between the iSDH index and the LVMI was more pronounced as the participants aged. Also, the iSDH indices were more strongly associated with LVMI among Black participants (β = 0.969, 95% CI = 0.081, 1.858) than White participants (β = 0.202, 95% CI = −0.228, 0.633) at year 5. Conclusions: Higher iSDH indices in early adulthood were associated with increased LVMI values in midlife. The association between the iSDH index and CVD was stronger among Black adults than with White adults.
AB - Background: Social determinants of health (SDH) have been found to contribute to cardiovascular risk and the development of cardiovascular disease (CVD). However, few studies have examined early-life exposure to SDH and the combined effect of multiple SDH measures on CVD. There is an urgent need to develop an SDH index for use in practice and clinical settings. Methods: A total of 3189 participants from the CARDIA Study who had chest CT scans at the year-25 (Y25) visit were included in this study. Personal and parental SDH measures, including education, occupation, income, financial strain, and childhood family environment, were obtained through interviews. The participants’ coronary artery calcification (CAC) was measured using chest CT scans, and left-ventricular mass (LVM) was measured using M-mode echocardiography. The values of the individual social determinants of health (iSDH) index were determined based on individual-level measures and CAC using a supervised learning method—the Boosted Regression Tree (BRT) model. This index’s association with the LVM index (LVMI) was evaluated as an external validation using linear regression models adjusting for race, sex, BMI, smoking status, alcohol intake, and physical activity. Results: Each one-standard-deviation (SD) increase in the iSDH index was associated with an increase in LVMI ranging from 0.376 (95% CI −0.016, 0.767) at year 0 to 0.468 (95% CI 0.115, 0.821) at year 20. The association between the iSDH index and the LVMI was more pronounced as the participants aged. Also, the iSDH indices were more strongly associated with LVMI among Black participants (β = 0.969, 95% CI = 0.081, 1.858) than White participants (β = 0.202, 95% CI = −0.228, 0.633) at year 5. Conclusions: Higher iSDH indices in early adulthood were associated with increased LVMI values in midlife. The association between the iSDH index and CVD was stronger among Black adults than with White adults.
KW - coronary artery calcification
KW - left ventricular mass
KW - social determinants of health
UR - http://www.scopus.com/inward/record.url?scp=105001099887&partnerID=8YFLogxK
U2 - 10.3390/ijerph22030422
DO - 10.3390/ijerph22030422
M3 - Article
C2 - 40238530
AN - SCOPUS:105001099887
SN - 1661-7827
VL - 22
JO - International journal of environmental research and public health
JF - International journal of environmental research and public health
IS - 3
M1 - 422
ER -