Augmenting cancer registry data with health survey data with no cases in common: the relationship between pre-diagnosis health behaviour and post-diagnosis survival in oesophageal cancer

被引:0
|
作者
Fahey, Paul P. [1 ]
Page, Andrew [2 ]
Stone, Glenn [3 ]
Astell-Burt, Thomas [4 ]
机构
[1] Western Sydney Univ, Sch Sci & Hlth, Locked Bag 1797, Penrith, NSW 2751, Australia
[2] Western Sydney Univ, Translat Hlth Res Inst, Locked Bag 1797, Penrith, NSW 2751, Australia
[3] Western Sydney Univ, Sch Comp Engn & Math, Locked Bag 1797, Penrith, NSW 2751, Australia
[4] Univ Wollongong, Populat Wellbeing Environm Res Lab PowerLab, Sch Hlth & Soc, Fac Social Sci, Wollongong, NSW 2522, Australia
关键词
Cancer registries; Alcohol drinking; Oesophageal neoplasms; Exercise; Obesity; Tobacco smoking; BODY-MASS INDEX; RISK; SMOKING; ADENOCARCINOMA; ALCOHOL; IMPACT; DEATH;
D O I
10.1186/s12885-020-06990-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background For epidemiological research, cancer registry datasets often need to be augmented with additional data. Data linkage is not feasible when there are no cases in common between data sets. We present a novel approach to augmenting cancer registry data by imputing pre-diagnosis health behaviour and estimating its relationship with post-diagnosis survival time. Methods Six measures of pre-diagnosis health behaviours (focussing on tobacco smoking, 'at risk' alcohol consumption, overweight and exercise) were imputed for 28,000 cancer registry data records of US oesophageal cancers using cold deck imputation from an unrelated health behaviour dataset. Each data point was imputed twice. This calibration allowed us to estimate the misclassification rate. We applied statistical correction for the misclassification to estimate the relative risk of dying within 1 year of diagnosis for each of the imputed behaviour variables. Subgroup analyses were conducted for adenocarcinoma and squamous cell carcinoma separately. Results Simulated survival data confirmed that accurate estimates of true relative risks could be retrieved for health behaviours with greater than 5% prevalence, although confidence intervals were wide. Applied to real datasets, the estimated relative risks were largely consistent with current knowledge. For example, tobacco smoking status 5 years prior to diagnosis was associated with an increased age-adjusted risk of all cause death within 1 year of diagnosis for oesophageal squamous cell carcinoma (RR = 1.99 95% CI 1.24,3.12) but not oesophageal adenocarcinoma RR = 1.61, 95% CI 0.79,2.57). Conclusions We have demonstrated a novel imputation-based algorithm for augmenting cancer registry data for epidemiological research which can be used when there are no cases in common between data sets. The algorithm allows investigation of research questions which could not be addressed through direct data linkage.
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页数:11
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