Department of Medicine, University of Washington, Seattle, Washington, United States of America.
PLoS One. 2013;8(3):e59480. doi: 10.1371/journal.pone.0059480. Epub 2013 Mar 12.
Conventional survival estimates may be biased if loss to follow-up (LTF) is associated with the outcome of interest. Our goal was to assess whether the association between sexual risk behavior and HIV-1 acquisition changed after accounting for LTF with competing risks regression.
HIV-1-seronegative women who enrolled in a Kenyan sex worker cohort from 1993-2007 were followed prospectively and tested for HIV at monthly clinic visits. Our primary predictor was self-reported sexual risk behavior in the past week, analyzed as a time-dependent covariate. Outcomes included HIV-1 acquisition and LTF. We analyzed the data using Cox proportional hazards regression and competing risks regression, in which LTF was treated as a competing event.
A total of 1,513 women contributed 4,150 person-years (py), during which 198 (13.1%) acquired HIV-1 infection (incidence, 4.5 per 100 py) and 969 (64.0%) were LTF (incidence, 23.4 per 100 py). After adjusting for potential confounders, women reporting unprotected sex with multiple partners were less likely to be lost to follow-up (adjusted sub-hazard ratio (aSHR) 0.50, 95% confidence interval (CI) 0.32-0.76, relative to no sexual activity). The risk of HIV-1 acquisition after reporting unprotected sex with multiple partners was similar with Cox regression (adjusted hazard ratio (aHR) 2.41, 95% CI 1.36-4.27) and competing risks regression (aSHR 2.47, 95% CI 1.33-4.58).
Unprotected sex with multiple partners was associated with higher HIV-1 acquisition risk, but lower attrition. This differential attrition did not substantially bias Cox regression estimates when compared to competing risks regression results.
如果失访(LTF)与感兴趣的结局相关,那么传统的生存估计可能存在偏差。我们的目标是评估在使用竞争风险回归考虑 LTF 后,性行为风险与 HIV-1 感染之间的关联是否发生变化。
1993 年至 2007 年间,肯尼亚性工作者队列中招募的 HIV-1 血清阴性女性进行前瞻性随访,并在每月的诊所就诊时进行 HIV 检测。我们的主要预测因子是过去一周的自我报告性行为风险,作为时间依赖性协变量进行分析。结局包括 HIV-1 感染和 LTF。我们使用 Cox 比例风险回归和竞争风险回归分析数据,其中 LTF 被视为竞争事件。
共有 1513 名女性贡献了 4150 人年(py),在此期间 198 名(13.1%)感染了 HIV-1(发病率为每 100 py 4.5 例),969 名(64.0%)失访(发病率为每 100 py 23.4 例)。调整潜在混杂因素后,报告与多个性伴侣发生无保护性行为的女性不太可能失访(调整后的亚危险比(aSHR)为 0.50,95%置信区间(CI)为 0.32-0.76,与无性行为相比)。报告与多个性伴侣发生无保护性行为后感染 HIV-1 的风险与 Cox 回归(调整后的危险比(aHR)为 2.41,95%CI 为 1.36-4.27)和竞争风险回归(aSHR 为 2.47,95%CI 为 1.33-4.58)相似。
与多个性伴侣发生无保护性行为与 HIV-1 感染风险增加相关,但与失访率降低相关。与竞争风险回归结果相比,这种差异失访并没有对 Cox 回归估计产生实质性偏差。