Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran.
Student Research Committee, Jahrom University of Medical Sciences, Jahrom, Iran.
BMC Med Res Methodol. 2023 Jun 15;23(1):141. doi: 10.1186/s12874-023-01961-1.
The WHO model has laboratory-based and non-laboratory-based versions for 10-year risk prediction of cardiovascular diseases. Due to the fact that in some settings, there may not be the necessary facilities for risk assessment with a laboratory-based model, the present study aimed to determine the agreement between laboratory-based and non-laboratory-based WHO cardiovascular risk equations.
In this cross-sectional study, we used the baseline data of 6796 individuals without a history of cardiovascular disease and stroke who participated in the Fasa cohort study. The risk factors of the laboratory-based model included age, sex, systolic blood pressure (SBP), diabetes, smoking and total cholesterol, while the non-laboratory-based model included age, sex, SBP, smoking and BMI. Kappa coefficients was used to determine the agreement between the grouped risk and Bland-Altman plots were used to determine the agreement between the scores of the two models. Sensitivity and specificity of non-laboratory-based model were measured at the high-risk threshold.
In the whole population, the agreement between the grouped risk of the two models was substantial (percent agreement = 79.0%, kappa = 0.68). The agreement was better in males than in females. A substantial agreement was observed in all males (percent agreement = 79.8%, kappa = 0.70) and males < 60 years old (percent agreement = 79.9%, kappa = 0.67). The agreement in males ≥ 60 years old was moderate (percent agreement = 79.7%, kappa = 0.59). The agreement among females was also substantial (percent agreement = 78.3%, kappa = 0.66). The agreement for females < 60 years old, (percent agreement = 78.8%, kappa = 0.61) was substantial and for females ≥ 60 years old, (percent agreement = 75.8%, kappa = 0.46) was moderate. According to Bland-Altman plots, the limit of agreement was (95%CI: -4.2% to 4.3%) for males and (95%CI: -4.1% to 4.6%) for females. The range of agreement was suitable for both males < 60 years (95%CI: -3.8% to 4.0%) and females < 60 years (95%CI: -3.6% to 3.9%). However, it was not suitable for males ≥ 60 years (95% CI: -5.8% to 5.5%) and females ≥ 60 years (95%CI: -5.7% to 7.4%). At the high-risk threshold of 20% in non-laboratory and laboratory-based models, the sensitivity of the non-laboratory-based model was 25.7%, 70.7%, 35.7%, and 35.4% for males < 60 years, males ≥ 60 years, females < 60 years, and females ≥ 60 years, respectively. At the high-risk threshold of 10% in non-laboratory-based and 20% in laboratory-based models, the non-laboratory model has high sensitivity of 100% for males ≥ 60 years, females < 60 years, females ≥ 60 years, and 91.4% for males < 60 years.
A good agreement was observed between laboratory-based and non-laboratory-based versions of the WHO risk model. Also, at the risk threshold of 10% to detect high-risk individuals, the non-laboratory-based model has acceptable sensitivity for practical risk assessment and the screening programs in settings where resources are limited and people do not have access to laboratory tests.
世界卫生组织(WHO)的心血管疾病风险预测模型有基于实验室和非实验室的两种版本,分别适用于 10 年风险预测。由于在某些情况下,可能没有必要的设施来进行基于实验室的风险评估,因此本研究旨在确定基于实验室和非实验室的 WHO 心血管风险方程之间的一致性。
在这项横断面研究中,我们使用了参加法萨队列研究的 6796 名无心血管疾病和中风病史的个体的基线数据。实验室模型的危险因素包括年龄、性别、收缩压(SBP)、糖尿病、吸烟和总胆固醇,而非实验室模型的危险因素包括年龄、性别、SBP、吸烟和 BMI。使用 Kappa 系数来确定分组风险之间的一致性,使用 Bland-Altman 图来确定两个模型得分之间的一致性。测量非实验室模型在高危阈值下的敏感性和特异性。
在整个人群中,两种模型的分组风险之间存在高度一致性(一致性百分比为 79.0%,Kappa 值为 0.68)。男性的一致性优于女性。在所有男性(一致性百分比为 79.8%,Kappa 值为 0.70)和年龄<60 岁的男性(一致性百分比为 79.9%,Kappa 值为 0.67)中观察到高度一致性。年龄≥60 岁的男性的一致性为中度(一致性百分比为 79.7%,Kappa 值为 0.59)。女性的一致性也很高(一致性百分比为 78.3%,Kappa 值为 0.66)。年龄<60 岁的女性(一致性百分比为 78.8%,Kappa 值为 0.61)的一致性为高度,年龄≥60 岁的女性(一致性百分比为 75.8%,Kappa 值为 0.46)的一致性为中度。根据 Bland-Altman 图,男性的界限协议范围为(95%CI:-4.2%至 4.3%),女性的界限协议范围为(95%CI:-4.1%至 4.6%)。协议范围适用于年龄<60 岁的男性(95%CI:-3.8%至 4.0%)和年龄<60 岁的女性(95%CI:-3.6%至 3.9%)。然而,它不适用于年龄≥60 岁的男性(95%CI:-5.8%至 5.5%)和年龄≥60 岁的女性(95%CI:-5.7%至 7.4%)。在非实验室和实验室模型的 20%高危阈值下,非实验室模型的敏感性分别为年龄<60 岁的男性为 25.7%、70.7%、35.7%和 35.4%,年龄≥60 岁的男性为 25.7%、70.7%、35.7%和 35.4%,年龄<60 岁的女性为 25.7%、70.7%、35.7%和 35.4%,年龄≥60 岁的女性为 25.7%、70.7%、35.7%和 35.4%。在非实验室模型的 10%高危阈值和实验室模型的 20%高危阈值下,非实验室模型对年龄≥60 岁的男性、年龄<60 岁的女性、年龄≥60 岁的女性和年龄<60 岁的男性具有 100%的高敏感性。
基于实验室和非实验室的 WHO 风险模型之间存在良好的一致性。此外,在检测高危个体的 10%风险阈值下,非实验室模型具有可接受的敏感性,适用于资源有限且无法进行实验室检测的情况下进行实际风险评估和筛查计划。