Eisen E A, Robins J M
Int J Epidemiol. 1986 Sep;15(3):337-42. doi: 10.1093/ije/15.3.337.
Based on pulmonary function data collected annually for six years on 540 Vermont granite workers, FEV1 in survey 1 was estimated by extrapolating back from subsequent measurements. The extrapolation method was found to fit the observed data of subjects with reproducible initial values very well (R2 = 0.87). Extrapolated FEV1s for workers unable to perform an adequate pulmonary function test according to the standards of the American Thoracic Society were compared to extrapolated values in the rest of the cohort. After adjusting for confounding, subjects with test failure in survey 1 had a lower extrapolated FEV1 than the rest of the cohort (p = 0.07). The mean extrapolated FEV1 of the 71 workers with an initial test failure was only 95% of a predicted value derived from the group with reproducible data, and the per cent predicted decreased from 98% to 71% as the number of test failures in the follow-up surveys increased (p = 0.0004). The American Thoracic Society and the Epidemiology Standardization Project currently recommend that test failures be excluded from the analysis of epidemiological data. Our findings suggest that alternative strategies for handling non-reproducible lung function may need to be explored in order to avoid selection bias.
基于对540名佛蒙特州花岗岩工人连续六年每年收集的肺功能数据,第一次调查中的第一秒用力呼气容积(FEV1)是通过对后续测量值进行外推来估算的。结果发现,外推法与初始值可重复的受试者的观测数据拟合得非常好(R2 = 0.87)。将根据美国胸科学会标准无法进行充分肺功能测试的工人的外推FEV1值与队列中其他人员的外推值进行了比较。在对混杂因素进行校正后,第一次调查中测试失败的受试者的外推FEV1低于队列中的其他人员(p = 0.07)。71名初始测试失败的工人的平均外推FEV1仅为来自数据可重复组的预测值的95%,并且随着后续调查中测试失败次数的增加,预测百分比从98%降至71%(p = 0.0004)。美国胸科学会和流行病学标准化项目目前建议在流行病学数据分析中排除测试失败的情况。我们的研究结果表明,可能需要探索处理不可重复肺功能的替代策略,以避免选择偏倚。