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. 2020 Jun 4;10:9143. doi: 10.1038/s41598-020-65767-7

Table 2.

Results of simulation study for the DDT deficiency experiment with 15 mice per group and 18 measurements per mouse28.

Scenario ρ True β2 Model Mean estimated β2 (IQR) Coverage Power Type I error**
1 0 −0.002 Ind −0.0020 (−0.0025, −0.0015) 0.9460 0.7307 0.0520
AR-1 −0.0020 (−0.0026, −0.0015) 0.9490 0.7243 0.0480
CS −0.0020 (−0.0025, −0.0015) 0.9360 0.7300 0.0570
IND-I −0.0020 (−0.0030, −0.0009) 0.9490 0.2767 0.0520
Mixed AR-1* −0.0020 (−0.0026, −0.0014) 0.9567 0.6648 0.0389
2 0 −0.0096 Ind −0.0096 (−0.0102, −0.0091) 0.9430 1.0000
AR-1 −0.0096 (−0.0102, −0.0091) 0.9460 1.0000
CS −0.0096 (−0.0102, −0.0091) 0.9370 1.0000
IND-I −0.0095 (−0.0106, −0.0086) 0.9510 1.0000
Mixed AR-1* −0.0096 (−0.0101, −0.0091) 0.9570 1.0000
3 0.5 −0.002 Ind −0.0020 (−0.0027, −0.0014) 0.8760 0.6830 0.1160
AR-1 −0.0020 (−0.0027, −0.0014) 0.9450 0.5320 0.0457
CS −0.0020 (−0.0027, −0.0013) 0.9090 0.5910 0.0840
IND-I −0.0020 (−0.0033, −0.0008) 0.8630 0.3350 0.1340
Mixed AR-1* −0.0020 (−0.0027, −0.0013) 0.9523 0.4848 0.0429
4 0.5 −0.0096 Ind −0.0096 (−0.0103, −0.0089) 0.8743 1.0000
AR-1 −0.0096 (−0.0103, −0.0089) 0.9510 1.0000
CS −0.0096 (−0.0103, −0.0089) 0.9180 1.0000
IND-I −0.0096 (−0.0108, −0.0083) 0.8760 1.0000
Mixed AR-1* −0.0096 (−0.0103, −0.0089) 0.9550 1.0000
5 0.85 −0.002 Ind −0.0020 (−0.0031, −0.0009) 0.6437 0.6337 0.3560
AR-1 −0.0020 (−0.0031, −0.0009) 0.9483 0.2447 0.0523
CS −0.0020 (−0.0034, −0.0006) 0.6867 0.5040 0.3070
IND-I −0.0020 (−0.0038, −0.0002) 0.6340 0.4887 0.3590
Mixed AR-1* −0.0020 (−0.0030, −0.0010) 0.9554 0.2199 0.0458
6§ 0.85 −0.0096 Ind −0.0096 (−0.0108, −0.0084) 0.6240 1.0000
AR-1 −0.0096 (−0.0107, −0.0085) 0.9413 1.0000
CS −0.0096 (−0.0111, −0.0081) 0.6757 0.9990
IND-I −0.0096 (−0.0115, −0.0077) 0.6227 0.9947
Mixed AR-1* −0.0096 (−0.0107, −0.0085) 0.9488 1.0000

Covariance matrix structures include independence (Ind), autoregressive (AR-1) & compound symmetry (CS). IND-I corresponds to the model with independence covariance structure and a mouse indicator (fixed-effects model). Mixed AR-1 corresponds to the mixed-effects model with random intercept.

*The percentage of datasets for which the model did not converge was 1.3, 2.1, 5.5, 9.6, 8.7, 14.7 for Scenario 1, 2, 3, 4, 5, 6, respectively. For the scenarios for type I error evaluation, the associated percentages were 1.4, 5.2 and 6.8 for ρ of 0, 0.5 and 0.85, respectively.

**Type I error is derived from corresponding scenarios with β2 = 0.

§Scenarios in bold face reflect parameter values actually observed in the experiment.