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Table 1 Simulation results based on 1000 data sets with sample size of 100 -- 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

0.1405

−40.97

0.1119

0.1087

85.2

   

2. Replace by LOD

0.2072

−12.94

0.1214

0.0856

91.0

   

3. Replace by 0.5 × LOD

0.1863

−21.72

0.1630

0.0848

88.2

   

4. Replace by c × LOD

0.1951

−18.03

0.1240

0.0851

89.0

   

5. ML

0.2346

−1.43

0.0944

0.0939

94.3

 

0.50

0.476

1. Delete the pair

0.2966

−37.69

0.1197

0.0999

61.5

   

2. Replace by LOD

0.4169

−12.42

0.1569

0.0735

86.4

   

3. Replace by 0.5 × LOD

0.3664

−23.03

0.3516

0.0742

78.0

   

4. Replace by c × LOD

0.3821

−19.73

0.1541

0.0744

78.3

   

5. ML

0.4701

−1.24

0.0807

0.0780

93.6

 

0.75

0.714

1. Delete the pair

0.5307

−25.67

0.0886

0.0762

38.6

   

2. Replace by LOD

0.6582

−7.82

0.0996

0.0497

85.1

   

3. Replace by 0.5 × LOD

0.6140

−14.01

0.1482

0.0519

71.5

   

4. Replace by c × LOD

0.6140

−14.01

0.1662

0.0521

72.1

   

5. ML

0.7077

−0.88

0.0525

0.0503

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 .