Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia.
Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland.
AIDS. 2018 Nov 28;32(18):2767-2775. doi: 10.1097/QAD.0000000000002017.
To assess the performance of an adapted American Diabetes Association (ADA) risk score and the concise Finnish Diabetes Risk Score (FINRISC) for predicting type 2 diabetes development in women with and at risk of HIV infection.
Longitudinal analysis of the Women's Interagency HIV Study.
The women's Interagency HIV Study is an ongoing prospective cohort study of women with and at risk for HIV infection. Women without prevalent diabetes and 3-year data on fasting blood glucose, hemoglobin A1c, self-reported diabetes medication use, and self-reported diabetes were included. ADA and FINRISC scores were computed at baseline and their ability to predict diabetes development within 3 years was assessed [sensitivity, specificity and area under the receiver operating characteristics (AUROC) curve].
A total of 1111 HIV-positive (median age 41, 60% African American) and 454 HIV-negative women (median age 38, 63% African-American) were included. ADA sensitivity did not differ between HIV-positive (77%) and HIV-negative women (81%), while specificity was better in HIV-negative women (42 vs. 49%, P = 0.006). Overall ADA discrimination was suboptimal in both HIV-positive [AUROC = 0.64 (95% CI: 0.58, 0.70)] and HIV-negative women [AUROC = 0.67 (95% CI: 0.57, 0.77)]. FINRISC sensitivity and specificity did not differ between HIV-positive (72 and 49%, respectively) and HIV-negative women (86 and 52%, respectively). Overall FINRISC discrimination was suboptimal in HIV-positive [AUROC = 0.68 (95% CI: 0.62, 0.75)] and HIV-negative women [AUROC = 0.78 (95% CI: 0.66, 0.90)].
Model performance was suboptimal in women with and at risk of HIV, while greater misclassification was generally observed among HIV-positive women. HIV-specific risk factors known to contribute to diabetes risk should be explored in these models.
评估经改良的美国糖尿病协会(ADA)风险评分和简明芬兰糖尿病风险评分(FINDRISC)在预测合并和存在 HIV 感染风险的女性发生 2 型糖尿病方面的性能。
妇女机构间 HIV 研究的纵向分析。
妇女机构间 HIV 研究是一项针对合并和存在 HIV 感染风险的女性的正在进行的前瞻性队列研究。纳入无显性糖尿病且具有 3 年空腹血糖、糖化血红蛋白 A1c、自我报告糖尿病药物使用情况和自我报告糖尿病数据的女性。在基线时计算 ADA 和 FINDRISC 评分,并评估其在 3 年内预测糖尿病发展的能力[敏感性、特异性和受试者工作特征曲线(ROC)下面积(AUROC)]。
共纳入 1111 例 HIV 阳性(中位年龄 41 岁,60%为非裔美国人)和 454 例 HIV 阴性女性(中位年龄 38 岁,63%为非裔美国人)。ADA 的敏感性在 HIV 阳性女性(77%)和 HIV 阴性女性(81%)之间没有差异,而特异性在 HIV 阴性女性中更好(42%对 49%,P=0.006)。ADA 在 HIV 阳性女性中的整体判别能力欠佳[AUROC=0.64(95%CI:0.58,0.70)]和 HIV 阴性女性中同样欠佳[AUROC=0.67(95%CI:0.57,0.77)]。HIV 阳性女性(分别为 72%和 49%)和 HIV 阴性女性(分别为 86%和 52%)的 FINRISC 敏感性和特异性之间没有差异。FINRISC 在 HIV 阳性女性中的整体判别能力欠佳[AUROC=0.68(95%CI:0.62,0.75)]和 HIV 阴性女性中同样欠佳[AUROC=0.78(95%CI:0.66,0.90)]。
在合并和存在 HIV 感染风险的女性中,模型性能欠佳,而 HIV 阳性女性的分类错误通常更为明显。应在这些模型中探讨已知会增加糖尿病风险的 HIV 特异性风险因素。