Impact of More Detailed Measures of Disease Severity on Racial Disparities in Cardiac Surgery Mortality among Native Hawaiians and Pacific Islanders.

Q4 Medicine Hawai''i journal of health & social welfare Pub Date : 2023-10-01
Brendan K Seto, Peter I Tsai, Zia Khan, Todd B Seto
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Abstract

Studies that examine racial disparities in health outcomes often include analyses that account or adjust for baseline differences in co-morbid conditions. Often, these conditions are defined as dichotomous (Yes/No) variables, and few analyses include clinical and/or laboratory data that could allow for more nuanced estimates of disease severity. However, disease severity - not just prevalence - can differ substantially by race and is an underappreciated mechanism for health disparities. Thus, relying on dichotomous disease indicators may not fully describe health disparities. This study explores the effect of substituting continuous clinical and/or laboratory data for dichotomous disease indicators on racial disparities, using data from the Queen's Medical Center's (QMC) cardiac surgery database (a subset of the national Society of Thoracic Surgeon's cardiothoracic surgery database) as an example case. Two logistic regression models predicting in-hospital mortality were constructed: (I) a baseline model including race and dichotomous (Yes/No) indicators of disease (diabetes, heart failure, liver disease, kidney disease), and (II) a more detailed model with continuous laboratory values in place of the dichotomous indicators (eg, including Hemoglobin A1c level rather than just diabetes yes/no). When only dichotomous disease indicators were used in the model, Native Hawaiian and other Pacific Islander (NHPI) race was significantly associated with in-hospital mortality (OR: 1.57[1.29,2.47], P=.04). Yet when the more specific laboratory values were included, NHPI race was no longer associated with in-hospital mortality (OR: 1.67[0.92,2.28], P=.28). Thus, researchers should be thoughtful in their choice of independent variables and understand the potential impact of how clinical measures are operationalized in their research.

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更详细的疾病严重程度测量对夏威夷原住民和太平洋岛民心脏手术死亡率种族差异的影响。
检查健康结果中种族差异的研究通常包括解释或调整共病条件基线差异的分析。通常,这些情况被定义为二分(是/否)变量,很少有分析包括临床和/或实验室数据,可以对疾病严重程度进行更细致的估计。然而,疾病的严重程度——不仅仅是患病率——可能因种族而异,这是一种未被充分重视的健康差异机制。因此,依赖二分法的疾病指标可能无法完全描述健康差异。本研究以女王医学中心(QMC)心脏外科数据库(国家胸科医生学会心胸外科数据库的一个子集)的数据为例,探讨了用连续的临床和/或实验室数据代替二分疾病指标对种族差异的影响。构建了两个预测住院死亡率的逻辑回归模型:(I)一个基线模型,包括种族和疾病的二分指标(是/否)(糖尿病、心力衰竭、肝病、肾病),以及(II)一个更详细的模型,用连续的实验室值代替二分指标。当模型中仅使用二分法疾病指标时,夏威夷原住民和其他太平洋岛民(NHPI)种族与住院死亡率显著相关(OR:1.57[1.29,2.47],P=.04)。然而,当包括更具体的实验室值时,NHPI种族不再与住院死亡率相关(OR=1.67[0.922.28],P=.28)。因此,研究人员在选择自变量时应该深思熟虑,并了解临床措施在研究中的潜在影响。
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