Moinpour C M, Lyons B, Grevstad P K, Lovato L C, Crowley J, Czaplicki K, Buckner Z M, Ganz P A, Kelly K, Gandara D R
Southwest Oncology Group Statistical Center, Fred Hutchinson Cancer Research Center, Seattle, WA 98109-1024, USA.
Qual Life Res. 2002 Mar;11(2):115-26. doi: 10.1023/a:1015048908822.
The main purpose of this paper is to present the results of a randomized trial comparing the effects of two chemotherapy regimens on the Quality of life (QOL) of patients with advanced non-small-cell lung cancer (NSCLC). Trials in advanced stage disease represent an important treatment context for QOL assessment. A second purpose of this paper is to examine methods for handling the level of missing data commonly observed in the advanced stage disease context.
Patients were randomized to receive cisplatin plus vinorelbine or carboplatin plus paclitaxel. The QOL of 222 patients was assessed with the Functional Assessment of Cancer Therapy-Lung (FACT-L) prior to randomization; follow-up assessments occurred at 13 and 25 weeks. Three methods were used to analyze the QOL data: (1) cross-sectional analysis of four patient categories (improved, stable, missing, and declined) based on changes in the FACT-L score, (2) a mixed linear model, and (3) a pattern mixture model. The longitudinal analyses addressed two potential data biases.
Questionnaire submission rates were 91% at baseline, 68% at 13 weeks, and 47% at 25 weeks. The cross-sectional and mixed linear model analyses did not show significant differences by treatment arm in patient-reported QOL. The pattern mixture model analysis, more appropriate given non-ignorable missing data, also found no statistically significant effect of treatment on patient QOL.
We present a sensitivity analysis approach with multiple methods for analyzing treatment effects on patient QOL in the presence of substantial, non-ignorable missing data in an advanced stage disease clinical trial. We conclude that the two treatment arms did not differ statistically in their effects on patient QOL over a 25-week treatment period.
本文的主要目的是呈现一项随机试验的结果,该试验比较了两种化疗方案对晚期非小细胞肺癌(NSCLC)患者生活质量(QOL)的影响。晚期疾病的试验是生活质量评估的重要治疗背景。本文的第二个目的是研究处理在晚期疾病背景中常见的缺失数据水平的方法。
患者被随机分配接受顺铂加长春瑞滨或卡铂加紫杉醇。在随机分组前,使用癌症治疗功能评估-肺癌(FACT-L)对222例患者的生活质量进行评估;在第13周和第25周进行随访评估。使用三种方法分析生活质量数据:(1)基于FACT-L评分变化对四类患者(改善、稳定、缺失和下降)进行横断面分析,(2)混合线性模型,以及(3)模式混合模型。纵向分析解决了两个潜在的数据偏差。
基线时问卷提交率为91%,第13周时为68%,第25周时为47%。横断面分析和混合线性模型分析未显示不同治疗组在患者报告的生活质量方面有显著差异。鉴于存在不可忽视的缺失数据,模式混合模型分析更为合适,该分析也未发现治疗对患者生活质量有统计学上的显著影响。
我们提出了一种敏感性分析方法,在晚期疾病临床试验中存在大量不可忽视的缺失数据的情况下,用多种方法分析治疗对患者生活质量的影响。我们得出结论,在25周的治疗期内,两个治疗组对患者生活质量的影响在统计学上没有差异。