Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, United States of America.
UCSD Health Department of Biomedical Informatics, University of California San Diego, La Jolla, CA, United States of America.
PLoS One. 2022 Jun 15;17(6):e0269231. doi: 10.1371/journal.pone.0269231. eCollection 2022.
Inadequacies in healthcare access and utilization substantially impact outcomes for diabetic patients. The All of Us database offers extensive survey data pertaining to social determinants that is not routinely available in electronic health records. This study assesses whether social determinants were associated with an increased risk of developing proliferative diabetic retinopathy or related complications (e.g. related diagnoses or procedures).
We identified 729 adult participants in the National Institutes of Health All of Us Research Program data repository with diabetic retinopathy (DR) who answered survey questions pertaining to healthcare access and utilization. Electronic health record data regarding co-morbidities, laboratory values, and procedures were extracted. Multivariable logistic regression with bi-directional stepwise variable selection was performed from a wide range of predictors. Statistical significance was defined as p<0.05.
The mean (standard deviation) age of our cohort was 64.9 (11.4) years. 15.2% identified as Hispanic or Latino, 20.4% identified as Black, 60.6% identified as White, and 19.3% identified as Other. 10-20% of patients endorsed several reasons for avoiding or delaying care, including financial concerns and lack of access to transportation. Additional significant social determinants included race and religion discordance between healthcare provider and patient (odds ratio [OR] 1.20, 95% confidence interval [CI] 1.02-1.41, p = 0.03) and caregiver responsibilities toward others (OR 3.14, 95% CI 1.01-9.50, p = 0.04).
Nationwide data demonstrate substantial barriers to healthcare access among DR patients. In addition to financial and social determinants, race and religion discordance between providers and patients may increase the likelihood of PDR and related complications.
医疗保健获取和利用方面的不足会极大地影响糖尿病患者的治疗效果。All of Us 数据库提供了大量与社会决定因素相关的调查数据,这些数据在电子健康记录中通常无法获得。本研究评估了社会决定因素是否与发生增殖性糖尿病视网膜病变或相关并发症(例如相关诊断或治疗)的风险增加相关。
我们从美国国立卫生研究院 All of Us 研究计划数据存储库中确定了 729 名患有糖尿病视网膜病变(DR)的成年参与者,这些参与者回答了有关医疗保健获取和利用的调查问题。提取了有关合并症、实验室值和治疗的电子健康记录数据。采用双向逐步变量选择的多变量逻辑回归对广泛的预测因素进行分析。定义统计学意义为 p<0.05。
我们队列的平均(标准差)年龄为 64.9(11.4)岁。15.2%的患者自认为是西班牙裔或拉丁裔,20.4%的患者自认为是黑人,60.6%的患者自认为是白人,19.3%的患者自认为是其他族裔。10-20%的患者表示存在多种回避或延迟治疗的原因,包括经济问题和缺乏交通出行。其他显著的社会决定因素包括医疗服务提供者与患者之间的种族和宗教差异(比值比[OR]1.20,95%置信区间[CI]1.02-1.41,p=0.03)以及对他人的照顾责任(OR 3.14,95% CI 1.01-9.50,p=0.04)。
全国范围内的数据表明,DR 患者在获得医疗保健方面存在巨大障碍。除了经济和社会决定因素外,提供者和患者之间的种族和宗教差异可能会增加发生 PDR 和相关并发症的可能性。