BMC Medical Research Methodology | |
Safety analysis of new medications in clinical trials: a simulation study to assess the differences between cause-specific and subdistribution frameworks in the presence of competing events | |
Research | |
Kathrin Bogner1  Ralf Goertz1  Astrid Genet2  Friedhelm Leverkus2  Sarah Böhme2  | |
[1] AMS Advanced Medical Services GmbH, Am Exerzierplatz 2, 68167, Mannheim, Germany;Pfizer Pharma GmbH, Linkstraße 10, 10785, Berlin, Germany; | |
关键词: Competing risks; Drug development; Cause-specific versus subdistribution hazard ratio; Safety analysis; Simulation study; | |
DOI : 10.1186/s12874-023-01985-7 | |
received in 2023-01-13, accepted in 2023-06-25, 发布年份 2023 | |
来源: Springer | |
【 摘 要 】
Safety is an essential part of the evaluation of new medications and competing risks that occur in most clinical trials are a well identified challenge in the analysis of adverse events. Two statistical frameworks exist to consider competing risks: the cause-specific and the subdistribution framework. To date, the application of the cause-specific framework is the standard practice in safety analyses. Here we analyze how the safety analysis results of new medications would be affected if instead of the cause-specific the subdistribution framework was chosen. We conducted a simulation study with 600 participants, equally allocated to verum and control groups and a 30 months follow-up period. Simulated trials were analyzed for safety in a competing risk (death) setting using both the cause-specific and subdistribution frameworks. Results show that comparing safety profiles in a subdistribution setting is always more pessimistic than in a cause-specific setting. For the group with the longest survival and a safety advantage in a cause-specific setting, the advantage either disappeared or a disadvantage was found in the subdistribution analysis setting. These observations are not contradictory but show different perspectives. To evaluate the safety of a new medication over its comparator, one needs to understand the origin of both the risks and the benefits associated with each therapy. These requirements are best met with a cause-specific framework. The subdistribution framework seems better suited for clinical prediction, and therefore more relevant for providers or payers, for example.
【 授权许可】
CC BY
© The Author(s) 2023
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
RO202309140317841ZK.pdf | 1798KB | download | |
40854_2023_486_Article_IEq55.gif | 1KB | Image | download |
Fig. 5 | 1639KB | Image | download |
Fig. 1 | 1837KB | Image | download |
Fig. 7 | 1062KB | Image | download |
Fig. 7 | 3423KB | Image | download |
Fig. 4 | 1299KB | Image | download |
Fig. 3 | 725KB | Image | download |
Fig. 5 | 885KB | Image | download |
Fig. 1 | 263KB | Image | download |
40798_2023_598_Article_IEq22.gif | 1KB | Image | download |
Fig. 1 | 52KB | Image | download |
MediaObjects/13750_2019_173_MOESM1_ESM.xlsx | 35KB | Other | download |
Fig.9 | 415KB | Image | download |
40708_2023_197_Article_IEq55.gif | 1KB | Image | download |
MediaObjects/40798_2023_608_MOESM1_ESM.pdf | 3479KB | download | |
40708_2023_197_Article_IEq59.gif | 1KB | Image | download |
Fig. 4 | 1937KB | Image | download |
MediaObjects/13068_2023_2358_MOESM2_ESM.xlsx | 6489KB | Other | download |
Fig. 2 | 102KB | Image | download |
MediaObjects/12888_2023_4947_MOESM1_ESM.docx | 172KB | Other | download |
40708_2023_197_Article_IEq68.gif | 1KB | Image | download |
40708_2023_197_Article_IEq70.gif | 1KB | Image | download |
MediaObjects/13046_2023_2747_MOESM3_ESM.tif | 4887KB | Other | download |
Fig. 2 | 357KB | Image | download |
40708_2023_197_Article_IEq75.gif | 1KB | Image | download |
Fig. 3 | 312KB | Image | download |
40708_2023_197_Article_IEq79.gif | 1KB | Image | download |
40708_2023_197_Article_IEq82.gif | 1KB | Image | download |
40708_2023_197_Article_IEq81.gif | 1KB | Image | download |
40708_2023_197_Article_IEq84.gif | 1KB | Image | download |
40708_2023_197_Article_IEq86.gif | 1KB | Image | download |
40708_2023_197_Article_IEq87.gif | 1KB | Image | download |
Fig. 1 | 467KB | Image | download |
MediaObjects/12864_2023_9476_MOESM4_ESM.tif | 2067KB | Other | download |
MediaObjects/10194_2023_1612_MOESM3_ESM.pdf | 480KB | download |
【 图 表 】
Fig. 1
40708_2023_197_Article_IEq87.gif
40708_2023_197_Article_IEq86.gif
40708_2023_197_Article_IEq84.gif
40708_2023_197_Article_IEq81.gif
40708_2023_197_Article_IEq82.gif
40708_2023_197_Article_IEq79.gif
Fig. 3
40708_2023_197_Article_IEq75.gif
Fig. 2
40708_2023_197_Article_IEq70.gif
40708_2023_197_Article_IEq68.gif
Fig. 2
Fig. 4
40708_2023_197_Article_IEq59.gif
40708_2023_197_Article_IEq55.gif
Fig.9
Fig. 1
40798_2023_598_Article_IEq22.gif
Fig. 1
Fig. 5
Fig. 3
Fig. 4
Fig. 7
Fig. 7
Fig. 1
Fig. 5
40854_2023_486_Article_IEq55.gif
【 参考文献 】
- [1]
- [2]
- [3]
- [4]
- [5]
- [6]
- [7]
- [8]
- [9]
- [10]
- [11]
- [12]
- [13]
- [14]
- [15]
- [16]
- [17]
- [18]
- [19]
- [20]
- [21]
- [22]
- [23]
- [24]
- [25]
- [26]
- [27]
- [28]
- [29]
- [30]
- [31]
- [32]
- [33]
- [34]
- [35]
- [36]
- [37]
- [38]
- [39]
- [40]