Table 4.
The estimates of the treatment‐age interaction effects in the simulated data considering trial‐level treatment confounding.
Size* | V 1 | V 2 | Model | Mean (SD) | Bias | MSE | Coverage | Model | Mean (SD) | Bias | MSE | Coverage | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
β T | τ | β T | β T | β T | β W | β A | τ | β W | β A | β W | β A | β W | β A | |||||
Large | 20 | 10 | (1) | 0.023 (0.003) | 0.013 | <0.001 | 0.018 | (3) | 0.010 (0.003) | 0.040 (0.006) | 0 | 0.030 | <0.001 | 0.001 | 0.958 | 0.003 | ||
Large | 20 | 10 | (2) | 0.013 (0.003) | 0.112 (0.040) | 0.003 | <0.001 | 0.848 | (4) | 0.010 (0.003) | 0.041 (0.006) | 0.027(0.019) | 0 | 0.031 | <0.001 | 0.001 | 0.958 | 0.010 |
Large | 20 | 5 | (1) | 0.032 (0.004) | 0.022 | <0.001 | 0.003 | (3) | 0.010 (0.006) | 0.039 (0.006) | 0 | 0.029 | <0.001 | 0.001 | 0.965 | 0.002 | ||
Large | 20 | 5 | (2) | 0.021(0.006) | 0.068 (0.043) | 0.011 | <0.001 | 0.418 | (4) | 0.010 (0.006) | 0.039 (0.006) | 0.025(0.018) | 0 | 0.029 | <0.001 | 0.001 | 0.964 | 0.005 |
Large | 10 | 10 | (1) | 0.020 (0.003) | 0.010 | <0.001 | 0.131 | (3) | 0.010 (0.003) | 0.068 (0.012) | 0 | 0.058 | <0.001 | 0.003 | 0.949 | 0.003 | ||
Large | 10 | 10 | (2) | 0.011 (0.003) | 0.121 (0.037) | 0.001 | <0.001 | 0.927 | (4) | 0.010 (0.003) | 0.068 (0.012) | 0.026(0.018) | 0 | 0.058 | <0.001 | 0.004 | 0.946 | 0.005 |
Large | 10 | 5 | (1) | 0.035 (0.006) | 0.025 | 0.001 | 0.018 | (3) | 0.010 (0.007) | 0.06 (0.012) | 0 | 0.058 | <0.001 | 0.003 | 0.945 | 0.001 | ||
Large | 10 | 5 | (2) | 0.015 (0.007) | 0.109 (0.041) | 0.005 | <0.001 | 0.826 | (4) | 0.010 (0.007) | 0.068 (0.012) | 0.026(0.019) | 0 | 0.058 | <0.001 | 0.003 | 0.945 | 0.004 |
Small | 20 | 10 | (1) | 0.022 (0.007) | 0.012 | <0.001 | 0.38 | (3) | 0.010 (0.007) | 0.041 (0.017) | 0 | 0.031 | <0.001 | 0.001 | 0.942 | 0.121 | ||
Small | 20 | 10 | (2) | 0.015 (0.008) | 0.085 (0.078) | 0.005 | <0.001 | 0.778 | (4) | 0.010 (0.007) | 0.041 (0.017 | 0.015(0.026) | 0 | 0.031 | <0.001 | 0.001 | 0.943 | 0.184 |
Small | 20 | 5 | (1) | 0.030 (0.010) | 0.020 | 0.001 | 0.173 | (3) | 0.010 (0.013) | 0.039 (0.017) | 0 | 0.029 | <0.001 | 0.001 | 0.939 | 0.115 | ||
Small | 20 | 5 | (2) | 0.024 (0.012) | 0.050 (0.073) | 0.014 | <0.001 | 0.464 | (4) | 0.010 (0.013) | 0.039 (0.017) | 0.017(0.028) | 0 | 0.029 | <0.001 | 0.001 | 0.939 | 0.185 |
Small | 10 | 10 | (1) | 0.019 (0.007) | 0.009 | <0.001 | 0.665 | (3) | 0.010 (0.006) | 0.071 (0.032) | 0 | 0.061 | <0.001 | 0.005 | 0.953 | 0.103 | ||
Small | 10 | 10 | (2) | 0.012 (0.007) | 0.106 (0.069) | 0.002 | <0.001 | 0.917 | (4) | 0.010 (0.006) | 0.071 (0.032) | 0.019(0.030) | 0 | 0.061 | <0.001 | 0.005 | 0.952 | 0.179 |
Small | 10 | 5 | (1) | 0.032 (0.012) | 0.022 | 0.001 | 0.354 | (3) | 0.009 (0.013) | 0.069 (0.031) | −0.001 | 0.059 | <0.001 | 0.004 | 0.961 | 0.109 | ||
Small | 10 | 5 | (2) | 0.019 (0.014) | 0.086 (0.075) | 0.009 | <0.001 | 0.808 | (4) | 0.009 (0.013) | 0.069 (0.031 | 0.016(0.027) | −0.001 | 0.059 | <0.001 | 0.004 | 0.961 | 0.185 |
In all settings, the true interaction between the log hazard ratio (treatment effect) and age was 0.01, and so, if they reflected this, the mean estimates of β T, β W and β A should be 0.01.
‘Large’: J = 10 studies, N = 250 patients; ‘Small’: J = 5 studies, N = 250 patients.
MSE, mean square error; and SD, standard deviation of the 1000 parameter estimates.