Gao Tao, Zheng Yinan, Joyce Brian, Liu Lei, Liu Lili, Kiefe Catarina, Forrester Sarah, Yu Bing, Bhatt Ankeet, Gordon-Larsen Penny, Lloyd-Jones Donald, Zhang Kai, Hou Lifang
Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA.
Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA.
Int J Environ Res Public Health. 2025 Mar 13;22(3):422. doi: 10.3390/ijerph22030422.
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.
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.
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.
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.
健康的社会决定因素(SDH)已被发现会导致心血管风险和心血管疾病(CVD)的发生。然而,很少有研究探讨生命早期暴露于SDH以及多种SDH测量指标对CVD的综合影响。迫切需要开发一种用于实践和临床环境的SDH指数。
本研究纳入了来自CARDIA研究的3189名参与者,他们在25岁(Y25)访视时进行了胸部CT扫描。通过访谈获取个人和父母的SDH测量指标,包括教育程度、职业、收入、经济压力和童年家庭环境。使用胸部CT扫描测量参与者的冠状动脉钙化(CAC),并使用M型超声心动图测量左心室质量(LVM)。基于个体水平的测量指标和CAC,采用监督学习方法——增强回归树(BRT)模型确定个体健康社会决定因素(iSDH)指数的值。使用线性回归模型对种族、性别、体重指数、吸烟状况、酒精摄入量和身体活动进行调整,评估该指数与左心室质量指数(LVMI)的关联作为外部验证。
iSDH指数每增加一个标准差(SD),与LVMI的增加相关,范围从第0年的0.376(95%CI -0.016,0.767)到第20年的0.468(95%CI 0.115,0.821)。随着参与者年龄的增长,iSDH指数与LVMI之间的关联更加明显。此外,在第5年时,黑人参与者(β = 0.969,95%CI = 0.081,1.858)的iSDH指数与LVMI的关联比白人参与者(β = 0.202,95%CI = -0.228,0.633)更强。
成年早期较高的iSDH指数与中年时LVMI值的增加相关。黑人成年人中iSDH指数与CVD之间的关联比白人成年人更强。