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Table 5 Simulation results based on 1000 data sets with sample size of 25 -- 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

0.1300

−45.38

0.2287

0.2002

85.7

   

2. Replace by LOD

0.2159

−9.29

0.2176

0.1563

84.1

   

3. Replace by 0.5 × LOD

0.1821

−23.49

0.2280

0.1550

78.5

   

4. Replace by c × LOD

0.1897

−20.29

0.2215

0.1552

78.4

   

5. ML

0.2225

−6.51

0.1905

0.1783

93.1

 

0.50

0.476

1. Delete the pair

0.2862

−39.87

0.2088

0.1853

83.4

   

2. Replace by LOD

0.3963

−16.74

0.2030

0.1356

83.1

   

3. Replace by 0.5 × LOD

0.3538

−25.67

0.2277

0.1372

76.3

   

4. Replace by c × LOD

0.3642

−23.49

0.2105

0.1372

78.7

   

5. ML

0.4496

−5.55

0.1650

0.1526

93.3

 

0.75

0.714

1. Delete the pair

0.4850

−32.07

0.1951

0.1489

77.3

   

2. Replace by LOD

0.6031

−15.53

0.2122

0.0960

83.5

   

3. Replace by 0.5 × LOD

0.5467

−23.43

0.2545

0.0984

77.0

   

4. Replace by c × LOD

0.5436

−23.87

0.2700

0.0991

77.6

   

5. ML

0.6897

−3.40

0.1136

0.1027

92.1

  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 .