Thanarajasingam Gita, Atherton Pamela J, Novotny Paul J, Loprinzi Charles L, Sloan Jeff A, Grothey Axel
Division of Hematology, Mayo Clinic, Rochester, MN, USA.
Alliance Statistics and Data Center, Mayo Clinic, Rochester, MN, USA.
Lancet Oncol. 2016 May;17(5):663-70. doi: 10.1016/S1470-2045(16)00038-3. Epub 2016 Apr 12.
Traditional methods of reporting adverse events in clinical trials are inadequate for modern cancer treatments with chronic administration. Conventional analysis and display of maximum grade adverse events do not capture toxicity profiles that evolve over time or longer lasting, lower grade toxic effects; we aimed to address this shortcoming in this study.
We developed an analytic approach and standardised, comprehensive format, the Toxicity over Time (ToxT) approach, which combines graphs and adverse event tabular displays with multiple longitudinal statistical techniques into a readily applicable method to study toxic effects. Plots visualising summary statistics or individual patient data over discrete timepoints were combined with statistical methods including the following longitudinal techniques: repeated measures models that describe the changes in adverse events across all cycles of treatment; time-to-event analyses of first and worst grade toxicity; and area under the curve (AUC) analyses summarising adverse event profiles over the entire course of a study, including chronic low-grade events. We applied ToxT analysis to adverse event data from two completed North Central Cancer Treatment Group (NCCTG/Alliance) trials: N9741 (NCT00003594), in which different combinations of oxaliplatin, 5-fluorouracil, and irinotecan were investigated for metastatic colorectal cancer, and 979254, in which survivors of breast cancer were given venlafaxine or placebo for control of hot flashes.
In trial NCCTG 979254 there was a higher incidence of late-occurring dry mouth in patients who were given venlafaxine than in those given placebo (week 1 [baseline]: 13% [six incidence in 48 patients, SD 5] vs 22% [11/49, SD 6]; p=0·20; week 5: 49% [24/49, 7] vs 2% [1/46, 2]; p<0·0001). In trial NCCTG N9741 there was an increased incidence of early nausea for patients given irinotecan plus oxaliplatin (IROX) compared with those given 5-fluorouracil plus oxaliplatin (FOLFOX; cycle 1 mean grade nausea 1·1 [SD 1·0] vs 0·6 [0·7]; p<0·0001). Event charts showed earlier occurrences of higher grades of diarrhoea for patients given IROX compared with those given FOLFOX, and the AUC analysis shows a higher magnitude of diarrhoea consistently over time throughout the study in patients given IROX versus those given FOLFOX (mean AUC 4·2 [SD 5·2] vs 2·9 [4·2]; p<0·0001).
The ToxT analytical approach incorporates the dimension of time into adverse event assessment and offers a more comprehensive depiction of toxic effects than present methods. With new, continuously administered targeted agents, immunotherapy, and maintenance regimens, these improved longitudinal analyses are directly relevant to patients and are crucial in cancer clinical trials.
National Cancer Institute of the National Institutes of Health and the Mayo Comprehensive Cancer Center.
在现代癌症慢性治疗试验中,传统的不良事件报告方法并不适用。对最大级别不良事件的传统分析和展示无法捕捉随时间演变的毒性特征或持续时间更长、级别较低的毒性效应;我们旨在本研究中解决这一缺点。
我们开发了一种分析方法以及标准化的综合形式,即随时间变化的毒性(ToxT)方法,该方法将图表和不良事件表格展示与多种纵向统计技术相结合,形成一种易于应用的研究毒性效应的方法。在离散时间点可视化汇总统计数据或个体患者数据的图表与以下纵向技术等统计方法相结合:描述整个治疗周期中不良事件变化的重复测量模型;一级和最严重级别毒性的事件发生时间分析;以及总结研究全过程不良事件特征(包括慢性低级别事件)的曲线下面积(AUC)分析。我们将ToxT分析应用于两项已完成的北中部癌症治疗组(NCCTG/联盟)试验的不良事件数据:N9741(NCT00003594),该试验研究了奥沙利铂、5-氟尿嘧啶和伊立替康的不同组合用于转移性结直肠癌的治疗;以及979254,该试验中乳腺癌幸存者被给予文拉法辛或安慰剂以控制潮热。
在试验NCCTG 979254中,服用文拉法辛的患者出现迟发性口干的发生率高于服用安慰剂的患者(第1周[基线]:13%[48例患者中有6例发生,标准差5]对22%[11/49,标准差6];p = 0.20;第5周:49%[24/49,7]对2%[1/46,2];p<0.0001)。在试验NCCTG N9741中,与接受5-氟尿嘧啶加奥沙利铂(FOLFOX)的患者相比,接受伊立替康加奥沙利铂(IROX)的患者早期恶心的发生率增加(第1周期平均恶心级别1.1[标准差1.0]对0.6[0.7];p<0.0001)。事件图表显示,与接受FOLFOX的患者相比,接受IROX的患者出现更高级别腹泻的时间更早,并且AUC分析表明,在整个研究过程中,接受IROX的患者腹泻程度始终高于接受FOLFOX的患者(平均AUC 4.2[标准差5.2]对2.9[4.2];p<0.0001)。
ToxT分析方法将时间维度纳入不良事件评估,比现有方法能更全面地描述毒性效应。对于新的、持续给药的靶向药物、免疫疗法和维持治疗方案,这些改进的纵向分析与患者直接相关,在癌症临床试验中至关重要。
美国国立卫生研究院国家癌症研究所和梅奥综合癌症中心。