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Table 2 Simulation results based on 1000 data sets with sample size of 100 -- Per cent censoring (40%, 25%)

From: Assessing the agreement of biomarker data in the presence of left-censoring

Per cent censoring

True ρ

True ρ c

Method

Mean ρ ^ c

Relative bias (%)

Empirical SD

Mean SE

The percentage of 95% confidence intervals that include true value of CCC

(40%, 25%)

0.25

0.238

1. Delete the pair

0.1240

−47.90

0.1279

0.1230

84.9

   

2. Replace by LOD

0.1929

−18.95

0.1319

0.0843

86.8

   

3. Replace by 0.5 × LOD

0.1856

−22.02

0.1092

0.0845

85.9

   

4. Replace by c × LOD

0.1850

−22.27

0.1180

0.0844

85.7

   

5. ML

0.2340

−1.68

0.0984

0.0971

93.9

 

0.50

0.476

1. Delete the pair

0.2754

−42.14

0.1190

0.1108

60.2

   

2. Replace by LOD

0.3901

−18.05

0.1219

0.0727

80.1

   

3. Replace by 0.5 × LOD

0.3661

−23.09

0.1488

0.0736

73.7

   

4. Replace by c × LOD

0.3664

−23.03

0.1603

0.0735

74.0

   

5. ML

0.4692

−1.43

0.0847

0.0811

93.8

 

0.75

0.714

1. Delete the pair

0.4966

−30.45

0.0978

0.0851

30.7

   

2. Replace by LOD

0.6268

−12.21

0.1054

0.0500

68.7

   

3. Replace by 0.5 × LOD

0.6055

−15.20

0.1389

0.0512

64.7

   

4. Replace by c × LOD

0.6083

−14.80

0.1306

0.0513

65.0

   

5. ML

0.7066

−1.04

0.0554

0.0528

94.8

  1. Abbreviations: LLD Lower Limit of Detection, ML Maximum Likelihood, C = Random number from uniform distribution (0, 1), CI, confidence interval, Relative bias = Mean ρ ^ c True ρ c True ρ c ×100%, CCC5= ρ c = 2 COV X , Y VAR X + VAR Y + E X E Y 2 .