| Literature DB >> 34229728 |
M Cole1, C Yap2, C Buckley3, W F Ng4, I McInnes5, A Filer3, S Siebert5, A Pratt4, J D Isaacs4, D D Stocken6.
Abstract
BACKGROUND: Adaptive model-based dose-finding designs have demonstrated advantages over traditional rule-based designs but have increased statistical complexity but uptake has been slow especially outside of cancer trials. TRAFIC is a multi-centre, early phase trial in rheumatoid arthritis incorporating a model-based design.Entities:
Keywords: Adaptive; CRM; Clinical trial; Dose-finding; Early-phase
Mesh:
Year: 2021 PMID: 34229728 PMCID: PMC8259060 DOI: 10.1186/s13063-021-05384-5
Source DB: PubMed Journal: Trials ISSN: 1745-6215 Impact factor: 2.279
Prior probability that each Dose Level is the MTD for differing σ, δ=0.06
| Dose level | Prior SD of slope parameter β | ||
|---|---|---|---|
| 0.1 | σβ | √ | |
| 0.01 | 0.42 | ||
| 0.22 | 0.05 | ||
| 0.54 | 0.05 | ||
| 0.22 | 0.05 | ||
| 0.01 | 0.42 | ||
Note: a large σβ does not necessarily correspond to an uninformative prior for MTD level; √1.34 is often chosen as the default value for CRM models. The least informative value of σ is one where there are almost equal prior probabilities (chance) that each dose level is the MTD across the 5 dose levels
Fig. 1Dose transition pathways flow diagram for first three cohorts
Probability of DLT at each of five dose levels for five different dose-toxicity curves. Plateau calibration configuration curves for target DLT probability θ=0.35 and five test dose levels
| Curve | Dose level | ||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| 1 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 2 | 0.21 | 0.52 | 0.52 | 0.52 | |
| 3 | 0.21 | 0.21 | 0.52 | 0.52 | |
| 4 | 0.21 | 0.21 | 0.21 | 0.52 | |
| 5 | 0.21 | 0.21 | 0.21 | 0.21 | |
Fig. 2Performance measures against the indifference interval half-width, δ, for each of the plateau calibration curves. Early stopping rules are condition 1 and 2
Summary statistics for the performance measures over the plateau calibration curves 2, 3, 4 and 5 for increasing levels of the indifference interval half-width δ. δ=0.06 is in bold; this is the level chosen for TRAFIC
| δ | Accuracy index | Probability of correctly selecting MTD | Mean proportion above MTD | Mean proportion within 1 dose of MTD | Mean number treated | SD AN |
|---|---|---|---|---|---|---|
| 0.46 | 0.51 | 0.17 | 0.79 | 19.3 | 0.12 | |
| 0.48 | 0.52 | 0.17 | 0.80 | 20.1 | 0.06 | |
| 0.46 | 0.51 | 0.17 | 0.79 | 20.3 | 0.05 | |
| 0.46 | 0.51 | 0.17 | 0.78 | 19.9 | 0.06 | |
| 0.44 | 0.48 | 0.14 | 0.73 | 19.5 | 0.09 | |
| 0.43 | 0.48 | 0.13 | 0.73 | 19.4 | 0.11 | |
| 0.42 | 0.46 | 0.13 | 0.73 | 19.1 | 0.12 | |
| 0.41 | 0.45 | 0.11 | 0.71 | 18.9 | 0.14 | |
| 0.39 | 0.43 | 0.10 | 0.70 | 18.4 | 0.16 | |
| 0.38 | 0.42 | 0.10 | 0.70 | 18.3 | 0.17 | |
| 0.38 | 0.42 | 0.10 | 0.70 | 18.2 | 0.17 | |
| 0.37 | 0.41 | 0.10 | 0.69 | 17.7 | 0.18 | |
| 0.36 | 0.40 | 0.09 | 0.69 | 17.7 | 0.19 | |
| 0.36 | 0.40 | 0.09 | 0.69 | 17.6 | 0.19 | |
| 0.36 | 0.40 | 0.09 | 0.69 | 17.0 | 0.20 | |
| 0.36 | 0.39 | 0.09 | 0.69 | 17.0 | 0.21 | |
| 0.34 | 0.38 | 0.09 | 0.68 | 16.4 | 0.22 | |
| 0.32 | 0.36 | 0.08 | 0.66 | 15.8 | 0.21 |
Fig. 3Summary statistics for the performance measures taken over the plateau calibration curves 2, 3, 4 and 5. Performance measures are plotted against the indifference interval half-width, δ, and shown according to various stopping criteria
Performance measures for simulated trials
| Simulation scenario | Assumed probability of DLT | Accuracy index | Probability of correctly selecting MTD | Mean proportion above MTD | Mean proportion within one dose of MTD | Mean number treated | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| Dose level | ||||||||||
| 1 | 2 | 3 | 4 | 5 | ||||||
| 1 | 0.14 | 0.23 | 0.35 | 0.47 | 0.57 | 0.91 | 0.50 | 0.22 | 0.95 | 19.7 |
| 2 | 0.35 | 0.40 | 0.50 | 0.60 | 0.70 | 0.93 | 0.36 | 0.83 | 0.67 | 18.4 |
| 3 | 0.15 | 0.35 | 0.40 | 0.50 | 0.60 | 0.92 | 0.45 | 0.46 | 0.88 | 19.3 |
| 4 | 0.05 | 0.15 | 0.35 | 0.50 | 0.60 | 0.93 | 0.62 | 0.25 | 0.97 | 20.1 |
| 5 | 0.05 | 0.15 | 0.25 | 0.35 | 0.60 | 0.92 | 0.50 | 0.08 | 0.78 | 20.0 |
| 6 | 0.05 | 0.10 | 0.20 | 0.30 | 0.35 | 0.93 | 0.34 | 0.00 | 0.53 | 20.2 |
Final trial design parameters
i) High probability (> 0.7) that posterior probability of DLT at lowest dose is greater than target DLT of 35%, indicating that the lowest dose is too toxic ii) 4 consecutive cohorts allocated MTD, providing sufficient evidence MTD is reached |