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社会决定因素与乳腺癌心脏事件中的种族差异。

Social Determinants of Health and Racial Disparities in Cardiac Events in Breast Cancer.

机构信息

Graduate Education Office, Case Western Reserve University School of Medicine, Cleveland, Ohio.

Department of Hematology-Oncology, University Hospitals Seidman Cancer Center, Cleveland, Ohio.

出版信息

J Natl Compr Canc Netw. 2023 Jul;21(7):705-714.e17. doi: 10.6004/jnccn.2023.7023.

Abstract

BACKGROUND

Racial disparities have been reported for breast cancer and cardiovascular disease (CVD) outcomes. The determinants of racial disparities in CVD outcomes are not yet fully understood. We aimed to examine the impact of individual and neighborhood-level social determinants of health (SDOH) on the racial disparities in major adverse cardiovascular events (MACE; consisting of heart failure, acute coronary syndrome, atrial fibrillation, and ischemic stroke) among female patients with breast cancer.

METHODS

This 10-year longitudinal retrospective study was based on a cancer informatics platform with electronic medical record supplementation. We included women aged ≥18 years diagnosed with breast cancer. SDOH were obtained from LexisNexis, and consisted of the domains of social and community context, neighborhood and built environment, education access and quality, and economic stability. Race-agnostic (overall data with race as a feature) and race-specific machine learning models were developed to account for and rank the SDOH impact in 2-year MACE.

RESULTS

We included 4,309 patients (765 non-Hispanic Black [NHB]; 3,321 non-Hispanic white). In the race-agnostic model (C-index, 0.79; 95% CI, 0.78-0.80), the 5 most important adverse SDOH variables were neighborhood median household income (SHapley Additive exPlanations [SHAP] score [SS], 0.07), neighborhood crime index (SS = 0.06), number of transportation properties in the household (SS = 0.05), neighborhood burglary index (SS = 0.04), and neighborhood median home values (SS = 0.03). Race was not significantly associated with MACE when adverse SDOH were included as covariates (adjusted subdistribution hazard ratio, 1.22; 95% CI, 0.91-1.64). NHB patients were more likely to have unfavorable SDOH conditions for 8 of the 10 most important SDOH variables for the MACE prediction.

CONCLUSIONS

Neighborhood and built environment variables are the most important SDOH predictors for 2-year MACE, and NHB patients were more likely to have unfavorable SDOH conditions. This finding reinforces that race is a social construct.

摘要

背景

乳腺癌和心血管疾病(CVD)的结局存在种族差异。CVD 结局种族差异的决定因素尚未完全了解。我们旨在研究个体和社区层面的健康社会决定因素(SDOH)对女性乳腺癌患者主要不良心血管事件(MACE;包括心力衰竭、急性冠状动脉综合征、心房颤动和缺血性中风)的种族差异的影响。

方法

这是一项基于癌症信息学平台并辅以电子病历的 10 年纵向回顾性研究。我们纳入了年龄≥18 岁被诊断患有乳腺癌的女性。SDOH 数据来自 LexisNexis,包含社会和社区环境、邻里和建筑环境、教育机会和质量以及经济稳定性等领域。我们开发了种族不可知(整体数据包含种族特征)和种族特定的机器学习模型,以考虑和评估 SDOH 对 2 年 MACE 的影响。

结果

我们纳入了 4309 名患者(765 名非西班牙裔黑人[NHB];3321 名非西班牙裔白人)。在种族不可知模型中(C 指数,0.79;95%CI,0.78-0.80),5 个最重要的不利 SDOH 变量是邻里中位数家庭收入(SHapley Additive exPlanations [SHAP] 得分[SS],0.07)、邻里犯罪指数(SS=0.06)、家庭中交通工具的数量(SS=0.05)、邻里盗窃指数(SS=0.04)和邻里中位数房屋价值(SS=0.03)。当将不利 SDOH 作为协变量纳入时,种族与 MACE 无显著相关性(调整后的亚分布风险比,1.22;95%CI,0.91-1.64)。在 MACE 预测的 10 个最重要的 SDOH 变量中,有 8 个变量 NHB 患者的不利 SDOH 条件更常见。

结论

邻里和建筑环境变量是 2 年 MACE 的最重要的 SDOH 预测因素,而 NHB 患者更有可能面临不利的 SDOH 条件。这一发现再次强调,种族是一种社会建构。

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