Cheung Yin Bun, Daniel Rhian, Ng Gim Yew
Division of Clinical Trials and Epidemiological Sciences, National Cancer Centre, Singapore, Singapore.
Qual Life Res. 2006 Nov;15(9):1493-501. doi: 10.1007/s11136-006-0004-1. Epub 2006 May 27.
We investigated the non-response rates to the question "I am satisfied with my sex life" in the Functional Assessment of Cancer Therapy-General questionnaire in Chinese (n = 769), Malay (n = 41) and Indian (n = 33) patients in Singapore, a multi-ethnic society whose residents are said to have a conservative sexual attitude. Non-response rates to the question were 44%, 22% and 24% in the three groups respectively. The rates were much higher than that reported previously in a US study (7%) and used in the associated simulation study of the simple mean imputation method. We further examined the Chinese respondents in detail. The odds of non-response and the scores among the responders were associated with several demographic and clinical characteristics. Using the checklist proposed by Fayers et al. [Stat Med 1998; 17: 679-696] to assess the data patterns, we found that the application of the simple mean imputation is questionable. We employed an alternative (multiple) imputation procedure that took into account covariates that predicted the odds of non-response and the observed response scores. We compared the analytic results based on different approaches to handling missing values, and found that analysis based on the simple mean imputation gave results similar to that based on multiply imputed data even in this quite extreme example.
我们调查了新加坡一个多民族社会中,中国(n = 769)、马来(n = 41)和印度(n = 33)癌症患者在《癌症治疗功能评估通用问卷》中对“我对自己的性生活感到满意”这一问题的无应答率。据说该社会居民的性观念较为保守。三组对该问题的无应答率分别为44%、22%和24%。这些比率远高于先前美国一项研究报告的比率(7%),且该比率用于简单均值插补法的相关模拟研究中。我们进一步详细研究了中国受访者。无应答的几率以及应答者的得分与一些人口统计学和临床特征相关。使用Fayers等人[《统计医学》1998年;17:679 - 696]提出的清单来评估数据模式,我们发现简单均值插补的应用存在问题。我们采用了一种替代的(多重)插补程序,该程序考虑了预测无应答几率和观察到的应答得分的协变量。我们比较了基于不同处理缺失值方法的分析结果,发现在这个相当极端的例子中,基于简单均值插补的分析结果与基于多重插补数据的分析结果相似。