Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor.
Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor.
JAMA Netw Open. 2022 Nov 1;5(11):e2240665. doi: 10.1001/jamanetworkopen.2022.40665.
Racial disparities in cardiometabolic health are consistently observed in cohort studies. However, most studies neither evaluate differences in age at onset nor account for systematic exclusion stemming from "weathering" (accelerated health declines for minoritized groups due to structural social and economic marginalization).
To evaluate racial or ethnic disparities in age at onset of 4 cardiometabolic outcomes (hypertension, isolated systolic hypertension [ISH], insulin resistance [IR], and diabetes), accounting for multiple forms of potential selection bias.
DESIGN, SETTING, AND PARTICIPANTS: This cohort study used data from the Study of Women's Health Across the Nation longitudinal cohort (1995-2016) and a cross-sectional screening sample (1995-1997). Data were analyzed from July 2019 to October 2021. Participants were eligible for the cohort if they were aged 42 to 52 years, had not received hormone therapy in the past 3 months, were not pregnant, had an intact uterus and at least 1 ovary, and were premenopausal or early perimenopausal (most recent menses ≤3 months).
Self-reported racial or ethnic group (Black, Chinese, Hispanic, Japanese, or White).
The main outcomes were hypertension (systolic blood pressure [BP] ≥140 mm Hg and diastolic BP ≥90 mm Hg or use of antihypertensive medication), ISH (systolic BP ≥140 mm Hg and diastolic BP <90 mm Hg or use of antihypertensive medication), IR (homeostasis model assessment for IR value >5.9 or insulin use), and diabetes (fasting serum glucose level ≥126 mg/dL [to convert to mmol/L, multiply by 0.0555], use of insulin or oral antidiabetic medication, or physician diagnosis). Selection into the cohort was addressed via inverse probability weighting and interval-censored survival models and selection out via multiple imputation. Accelerated failure time models were used to examine racial or ethnic differences in age at disease onset and estimate the median age at onset.
A total of 3302 women were included in the study, with a median age of 46.2 years (range, 42-52 years) at baseline. In the sample, 42.6% had a bachelor's degree or higher and 36.3% self-rated their health as "very good" at baseline; 23.9% had hypertension, 43.7% had ISH, 13.5% had IR, and 4.6% had diabetes at baseline. Hypertension occurred a median of 5.0 years (95% CI, 5.4-5.5 years) earlier and metabolic outcomes (diabetes and IR) a median of 11.3 years (95% CI, 9.7-12.9 years) earlier for Black and Hispanic women vs White women; ISH occurred a median of 7.7 years (95% CI, 7.3-8.1 years) earlier for Black women vs White women. Adjustment for selection was associated with a mean 20-year decrease in estimated median age at onset, with greater decreases among Black and Hispanic women.
In this multiracial cohort of midlife women, failure to account for selection biases, especially at study onset, was associated with falsely high estimates of age at cardiometabolic onset, with greater misestimation among Black and Hispanic women. The results suggest that hypertension and metabolic interventions, particularly for Black and Hispanic women, should be targeted to women aged as young as 30 years for hypertension and 40 years for metabolic interventions. Considering the timing of disease and fully addressing inherent selection biases in research are critical to understanding aging and disease risk, especially for racial and ethnic minoritized populations.
在队列研究中,一直观察到心血管代谢健康的种族差异。然而,大多数研究既没有评估发病年龄的差异,也没有考虑到由于“风化”(少数群体由于结构性的社会和经济边缘化而导致健康加速下降)而导致的系统排除。
评估 4 种心血管代谢结局(高血压、单纯收缩期高血压[ISH]、胰岛素抵抗[IR]和糖尿病)的发病年龄种族或民族差异,同时考虑多种潜在选择偏差。
设计、地点和参与者:本队列研究使用了妇女健康全国性研究纵向队列(1995-2016 年)和横断面筛查样本(1995-1997 年)的数据。数据分析于 2019 年 7 月至 2021 年 10 月进行。如果参与者年龄在 42 至 52 岁之间,过去 3 个月内未接受激素治疗,未怀孕,子宫和至少一个卵巢完整,且处于绝经前期或早期绝经后期(最近一次月经≤3 个月),则有资格参加队列研究。
自我报告的种族或民族(黑人、中国、西班牙裔、日本或白人)。
主要结局是高血压(收缩压[BP]≥140mmHg 和舒张压[BP]≥90mmHg 或使用抗高血压药物)、ISH(收缩压≥140mmHg 和舒张压<90mmHg 或使用抗高血压药物)、IR(稳态模型评估胰岛素抵抗值>5.9 或使用胰岛素)和糖尿病(空腹血清葡萄糖水平≥126mg/dL[转换为mmol/L,乘以 0.0555]、使用胰岛素或口服抗糖尿病药物或医生诊断)。通过逆概率加权和区间 censored 生存模型解决进入队列的选择问题,通过多重插补解决退出队列的选择问题。使用加速失效时间模型来检查发病年龄的种族或民族差异,并估计发病的中位年龄。
共有 3302 名女性参与了研究,基线时的中位年龄为 46.2 岁(范围为 42-52 岁)。在样本中,42.6%的人拥有学士学位或更高学历,36.3%的人在基线时自我评定健康状况为“非常好”;23.9%患有高血压,43.7%患有 ISH,13.5%患有 IR,4.6%患有糖尿病。与白人女性相比,黑人女性和西班牙裔女性高血压发病的中位年龄提前了 5.0 年(95%CI,5.4-5.5 年),代谢结局(糖尿病和 IR)提前了 11.3 年(95%CI,9.7-12.9 年);与白人女性相比,黑人女性 ISH 发病的中位年龄提前了 7.7 年(95%CI,7.3-8.1 年)。调整选择因素后,估计的中位发病年龄平均减少了 20 年,黑人女性和西班牙裔女性的降幅更大。
在这项由中年女性组成的多种族队列研究中,未能考虑选择偏差,尤其是在研究开始时,与心血管代谢发病年龄的高估有关,黑人女性和西班牙裔女性的错误估计更大。结果表明,高血压和代谢干预措施,特别是针对黑人女性和西班牙裔女性,应针对高血压年龄在 30 岁左右的女性和代谢干预年龄在 40 岁左右的女性进行。考虑疾病的发生时间,并充分考虑研究中的固有选择偏差,对于理解衰老和疾病风险至关重要,尤其是对于少数族裔群体。