Estimating the growth rates of primary lung tumours from samples with missing measurements

被引:5
作者
Gorlova, O
Peng, B
Yankelevitz, D
Henschke, C
Kimmel, M
机构
[1] Univ Texas, MD Anderson Canc Ctr, Dept Epidemiol, Unit 189, Houston, TX 77030 USA
[2] Rice Univ, Dept Stat, Houston, TX 77251 USA
[3] Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY USA
关键词
growth rate; lung cancer; screening; simulation;
D O I
10.1002/sim.1987
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A method to estimate the population variability in tumour growth rate using incomplete data was developed. We assume exponential growth and lognormal distribution for the parameter of the growth curve. Estimates of growth rate obtained based on the cases with two measurements, one of which is obtained retrospectively, are biased towards lower growth rate. For the data sets where two measurements are available for some tumours and only one measurement for others (which means that no tumour was seen in retrospect for those cases), several approaches were developed that can eliminate or substantially reduce the bias. The relative error of the best estimates, as assessed by simulation, rarely exceeds 20 per cent. We found that the results of application of our estimation procedures to chest X-ray screening data agree well with the expectations. Copyright (c) 2004 John Wiley & Sons, Ltd.
引用
收藏
页码:1117 / 1134
页数:18
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