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Table 3 Simulation results based on 1000 data sets with sample size of 50 -- Per cent censoring (25%, 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

(25%, 25%)

0.25

0.238

1. Delete the pair

0.1402

−41.09

0.1693

0.1486

87.1

   

2. Replace by LOD

0.2079

−12.65

0.1509

0.1172

88.2

   

3. Replace by 0.5 × LOD

0.1811

−23.91

0.2088

0.1163

83.8

   

4. Replace by c × LOD

0.1949

−18.09

0.1813

0.1162

83.9

   

5. ML

0.2310

−2.94

0.1351

0.1304

92.7

 

0.50

0.476

1. Delete the pair

0.2936

−38.32

0.1481

0.1386

79.4

   

2. Replace by LOD

0.4144

−12.94

0.4115

0.1016

87.3

   

3. Replace by 0.5 × LOD

0.3661

−23.09

0.1854

0.1024

79.4

   

4. Replace by c × LOD

0.3722

−21.81

0.1770

0.1026

81.2

   

5. ML

0.4636

−2.61

0.1151

0.1095

93.4

 

0.75

0.714

1. Delete the pair

0.5169

−27.61

0.1341

0.1071

66.7

   

2. Replace by LOD

0.6429

−9.96

0.1438

0.0694

88.3

   

3. Replace by 0.5 × LOD

0.5812

−18.60

0.2127

0.0720

78.5

   

4. Replace by c × LOD

0.5909

−17.24

0.1917

0.0727

79.6

   

5. ML

0.7025

−1.61

0.0759

0.0716

93.6

  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 .