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. 2021 Jul 7;30(9):2165–2183. doi: 10.1177/09622802211008945

Table 1.

Empirical parameter estimates from the competing risks model with a time-varying covariate (TVC) under low (k1=7), medium (k1=3.5), and high (k1=1) familial dependence; permanent exposure (PE), exponential decay (ED) or Cox and Oakes (CO) models are considered for TVC.

TVC True
k1=7,τ=0.07
True
k1=3.5,τ=0.13
True
k1=1,τ=0.33
model value Bias ESE ASE ECP value Bias ESE ASE ECP value Bias ESE ASE ECP
PE log(λ1) −4.83 −0.01 0.06 0.06 0.95 −4.83 0.00 0.06 0.06 0.95 −4.83 0.00 0.06 0.06 0.94
log(ρ1) 0.88 0.00 0.03 0.03 0.94 0.88 0.00 0.03 0.03 0.93 0.88 0.00 0.03 0.03 0.96
log(λ2) −4.96 −0.01 0.09 0.10 0.95 −4.96 −0.02 0.10 0.10 0.94 −4.96 −0.01 0.09 0.10 0.96
log(ρ2) 1.12 0.00 0.07 0.07 0.95 1.12 0.00 0.07 0.07 0.95 1.12 0.00 0.06 0.07 0.96
β1gene 1.95 0.01 0.12 0.12 0.95 1.95 0.01 0.12 0.12 0.96 1.95 0.00 0.12 0.11 0.94
β2gene 1.19 0.03 0.23 0.23 0.96 1.19 0.03 0.24 0.23 0.95 1.19 0.02 0.22 0.24 0.96
β1tvc 0.67 0.01 0.11 0.11 0.95 0.67 0.00 0.10 0.11 0.96 0.67 0.00 0.11 0.11 0.96
log(k1) 1.95 0.24 1.08 0.85 0.92 1.25 0.13 0.69 0.48 0.95 0.00 0.02 0.25 0.25 0.95
log(k2) 1.06 0.62 2.17 1.38 0.80 1.06 0.72 2.20 1.41 0.84 1.06 0.61 2.05 1.46 0.86
ED log(λ1) −4.83 −0.01 0.05 0.06 0.96 −4.83 0.00 0.06 0.06 0.95 −4.83 0.00 0.06 0.06 0.96
log(ρ1) 0.83 0.00 0.03 0.03 0.96 0.83 0.00 0.03 0.03 0.95 0.83 0.00 0.03 0.03 0.96
log(λ2) −4.96 0.00 0.09 0.09 0.95 −4.96 −0.01 0.09 0.09 0.96 −4.96 −0.01 0.09 0.09 0.95
log(ρ2) 1.08 0.00 0.06 0.06 0.95 1.08 0.00 0.06 0.06 0.95 1.08 0.00 0.06 0.06 0.95
β1gene 1.86 0.00 0.12 0.12 0.96 1.86 0.01 0.11 0.12 0.95 1.86 0.01 0.11 0.11 0.94
β2gene 1.22 0.01 0.20 0.21 0.95 1.22 0.03 0.22 0.21 0.96 1.22 0.02 0.21 0.22 0.96
β1tvc 1.87 0.03 0.25 0.25 0.94 1.87 −0.01 0.25 0.25 0.95 1.87 0.03 0.24 0.24 0.94
log(η) −1.28 0.02 0.32 0.31 0.94 −1.28 0.00 0.32 0.31 0.94 −1.28 0.03 0.30 0.30 0.94
log(k1) 1.95 0.23 0.99 0.88 0.93 1.25 0.08 0.49 0.48 0.97 0.00 0.02 0.23 0.24 0.96
log(k2) 1.18 0.51 2.04 1.18 0.85 1.18 0.53 1.70 1.26 0.84 1.18 0.48 1.47 1.28 0.84
CO log(λ1) −4.83 0.00 0.05 0.06 0.95 −4.83 0.00 0.05 0.06 0.94 −4.83 0.00 0.05 0.06 0.96
log(ρ1) 0.83 0.00 0.03 0.03 0.94 0.83 0.00 0.03 0.03 0.96 0.83 0.00 0.03 0.03 0.97
log(λ2) −4.96 0.00 0.07 0.09 0.95 −4.96 0.00 0.07 0.09 0.97 −4.96 0.00 0.08 0.09 0.95
log(ρ2) 1.07 0.00 0.05 0.06 0.96 1.07 0.00 0.05 0.06 0.97 1.07 0.00 0.05 0.06 0.96
β1gene 2.08 0.01 0.10 0.12 0.94 2.08 0.01 0.10 0.12 0.95 2.08 0.01 0.09 0.11 0.96
β2gene 1.57 0.00 0.17 0.21 0.98 1.57 0.00 0.17 0.21 0.94 1.57 0.01 0.16 0.21 0.97
β1tvc 1.52 0.04 0.32 0.42 0.96 1.52 0.04 0.33 0.42 0.94 1.52 0.02 0.32 0.42 0.96
log(η) −0.18 −0.02 0.50 0.58 0.90 −0.18 0.01 0.50 0.60 0.91 −0.18 −0.03 0.48 0.62 0.91
η 0 0.21 −0.02 0.12 0.14 0.95 0.21 −0.01 0.12 0.14 0.96 0.21 −0.02 0.12 0.14 0.95
log(k1) 1.95 0.20 0.74 0.86 0.91 1.25 0.10 0.39 0.46 0.96 0.00 0.02 0.18 0.22 0.97
log(k2) 1.26 0.38 1.15 1.39 0.86 1.26 0.35 0.98 1.40 0.90 1.26 0.36 1.10 1.32 0.87

For each scenario, the mean bias, empirical standard error (ESE), average standard error (ASE), and estimated 95% coverage probability (ECP) are obtained from 500 replicates each with n =500 families. λj and ρj are baseline hazard parameters for event j,j=1,2; βjgene is the regression coefficient of a time-invariant covariate for event j; β1tvc, η, and η0 are parameters to describe TVC effects; kj is the frailty parameter for event j.