Heltshe Sonya L, Kafadar Karen, Prorok Philip C
Department of Pediatrics, University of Washington, Seattle, WA 98121, USA.
Department of Statistics, University of Virginia, Charlottesville, VA 22903, USA.
Biom J. 2015 Sep;57(5):777-96. doi: 10.1002/bimj.201400152. Epub 2015 May 15.
Length-biased sampling exists in screening programs where longer duration disease is detected during the preclinical stage because a longer sojourn time (preclinical duration) has a higher probability of being screen detected. By modeling the course of disease, we quantify the effect of length-biased sampling on clinical duration when cases are subject to periodic screening with variable test sensitivity. We use the highly flexible bivariate lognormal density to jointly model preclinical and clinical durations, and we model screening test sensitivity as a function of the sojourn time and number of previous false negative screens. We show that the mean clinical duration among screen-detected cases can be up to 40% higher, with shrinking standard deviation, than those among nonscreen-detected cases, due to biased sampling alone, irrespective of any possible benefit (increased survival time arising from earlier detection or reduction in mortality). These findings will aid in the design and interpretation of screening trials.
在筛查项目中存在长度偏倚抽样现象,即在临床前阶段检测到病程较长的疾病,因为较长的停留时间(临床前病程)被筛查检测到的概率更高。通过对疾病进程进行建模,我们量化了在病例接受具有可变检测灵敏度的定期筛查时,长度偏倚抽样对临床病程的影响。我们使用高度灵活的双变量对数正态密度来联合建模临床前和临床病程,并将筛查检测灵敏度建模为停留时间和既往假阴性筛查次数的函数。我们表明,仅由于偏倚抽样,筛查检测到的病例的平均临床病程可能比未筛查检测到的病例高出40%,且标准差缩小,而不考虑任何可能的益处(早期检测导致的生存时间增加或死亡率降低)。这些发现将有助于筛查试验的设计和解读。