Department of Biostatistics, Graduate School of Public Health, Center for Occupational Biostatistics and Epidemiology, University of Pittsburgh, Pittsburgh, PA, USA.
Inhal Toxicol. 2011 Oct;23(12):681-8. doi: 10.3109/08958378.2011.580472. Epub 2011 Sep 19.
To investigate the impact of extreme data points in Finkelstein's 2009 findings of no association between lung levels of commercial and non-commercial amphiboles (principally tremolite as a marker for chrysotile asbestos) in brake repair workers with mesothelioma.
We first identified potential outliers, high leverage points, and influential points among lung levels of commercial amphiboles and tremolite among 15 persons whose only known exposure to asbestos was through brake repair work. We used sensitivity analysis and quantile regression to account for extreme data points and model commercial amphibole levels as a predictor of tremolite levels. We also used quantile regression to evaluate whether case-reported duration of employment as a brake repair worker predicted lung levels of commercial amphiboles or tremolite.
We found lung levels of commercial amphiboles are a statistically significant predictor of tremolite levels via sensitivity analysis (r = 0.82, slope estimate P-value = 0.001, R² = 0.68) and quantile regression (slope estimate P-value <0.0001). Our data provide no evidence that duration of employment as a brake repair worker was a predictor of lung levels of tremolite or commercial amphiboles.
Our findings suggest that elevated lung levels of tremolite in the lungs of brake repair workers with elevated levels of amphiboles arose from concurrent exposures to commercial amphibole and chrysotile asbestos in occupational settings other than brake repair work. These findings are supported by five new cases. The weight of the scientific evidence does not support a role for occupational exposure to brake dust and other friction products in the development of mesothelioma.
研究芬克尔斯坦 2009 年发现的商业和非商业闪石(主要以透闪石作为温石棉的标志物)与刹车修理工间皮瘤之间无关联的结果中极值数据点的影响。
我们首先确定了 15 名刹车修理工中,仅已知的石棉暴露途径是通过刹车修理工作,其商业闪石和透闪石肺水平中的潜在异常值、高杠杆点和影响点。我们使用敏感性分析和分位数回归来处理极值数据点,并将商业闪石水平建模为预测透闪石水平的预测因子。我们还使用分位数回归来评估作为刹车修理工的就业时长是否可以预测商业闪石或透闪石的肺水平。
我们通过敏感性分析(r=0.82,斜率估计 P 值=0.001,R²=0.68)和分位数回归(斜率估计 P 值<0.0001)发现商业闪石水平是透闪石水平的统计学显著预测因子。我们的数据没有提供证据表明作为刹车修理工的就业时长是预测透闪石或商业闪石肺水平的因素。
我们的研究结果表明,在暴露于商业闪石和温石棉之外的职业环境下,刹车修理工的肺中透闪石水平升高,而肺中闪石水平升高,这是由于同时暴露于商业闪石和温石棉所致。这些发现得到了五个新病例的支持。科学证据的权重不支持职业暴露于刹车粉尘和其他摩擦产品与间皮瘤的发展有关。