Department of Methodology and Statistics, Tilburg University, Tilburg, The Netherlands.
Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands.
Oncologist. 2021 Mar;26(3):e492-e499. doi: 10.1002/onco.13655. Epub 2021 Jan 11.
Long-term colon cancer survivors present heterogeneous health-related quality of life (HRQOL) outcomes. We determined unobserved subgroups (classes) of survivors with similar HRQOL patterns and investigated their stability over time and the association of clinical covariates with these classes.
Data from the population-based PROFILES registry were used. Included were survivors with nonmetastatic (TNM stage I-III) colon cancer (n = 1,489). HRQOL was assessed with the Dutch translation of the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire C30 version 3.0. Based on survivors' HRQOL, latent class analysis (LCA) was used to identify unobserved classes of survivors. Moreover, latent transition analysis (LTA) was used to investigate changes in class membership over time. Furthermore, the effect of covariates on class membership was assessed using multinomial logistic regression.
LCA identified five classes at baseline: class 1, excellent HRQOL (n = 555, 37.3%); class 2, good HRQOL with prevalence of insomnia (n = 464, 31.2%); class 3, moderate HRQOL with prevalence of fatigue (n = 213, 14.3%); class 4, good HRQOL with physical limitations (n = 134, 9.0%); and class 5, poor HRQOL (n = 123, 8.3%). All classes were stable with high self-transition probabilities. Longer time since the diagnosis, no comorbid conditions, and male sex were associated with class 1, whereas older age was associated with class 4. Clinical covariates were not associated with class membership.
The identified classes are characterized by distinct patterns of HRQOL and can support patient-centered care. LCA and LTA are powerful tools for investigating HRQOL in cancer survivors.
Long-term colon cancer survivors show great heterogeneity in their health-related quality of life. This study identified five distinct clusters of survivors with similar patterns of health-related quality of life and showed that these clusters remain stable over time. It was also shown that these clusters do not significantly differ in tumor characteristics or received treatment. Cluster membership of long-term survivors can be identified by sociodemographic characteristics but is not predetermined by diagnosis and treatment.
长期结肠癌幸存者表现出不同的健康相关生活质量(HRQOL)结果。我们确定了具有相似 HRQOL 模式的未观察到的幸存者亚组(类别),并研究了它们随时间的稳定性,以及临床协变量与这些类别的关系。
使用基于人群的 PROFILES 登记处的数据。包括非转移性(TNM Ⅰ-Ⅲ期)结肠癌幸存者(n=1489)。HRQOL 使用欧洲癌症研究与治疗组织生活质量问卷 C30 荷兰语翻译版 3.0 进行评估。基于幸存者的 HRQOL,使用潜在类别分析(LCA)确定未观察到的幸存者类别。此外,使用潜在转变分析(LTA)研究类别的成员随时间的变化。此外,使用多项逻辑回归评估协变量对类别成员的影响。
LCA 在基线时确定了五个类别:类别 1,HRQOL 极好(n=555,37.3%);类别 2,存在失眠的 HRQOL 良好(n=464,31.2%);类别 3,存在疲劳的 HRQOL 中等(n=213,14.3%);类别 4,存在身体限制的 HRQOL 良好(n=134,9.0%);以及类别 5,HRQOL 差(n=123,8.3%)。所有类别均具有较高的自我转变概率,稳定性高。诊断后时间较长、无合并症和男性与类别 1 相关,而年龄较大与类别 4 相关。临床协变量与类别成员无关。
确定的类别以 HRQOL 的不同模式为特征,可以支持以患者为中心的护理。LCA 和 LTA 是研究癌症幸存者 HRQOL 的有力工具。
长期结肠癌幸存者的健康相关生活质量存在很大差异。本研究确定了具有相似 HRQOL 模式的五个不同的幸存者亚组,并表明这些亚组随时间保持稳定。还表明,这些亚组在肿瘤特征或治疗方面没有显著差异。长期幸存者的聚类成员可以通过社会人口统计学特征来识别,但不受诊断和治疗的预定。