Table 4.
Marker | Average Realizations, the Gold Standard | Unstratified Case-Cohort Design | Unmatched Nested Case-Control Design | Stratified Case-Cohort Design | Matched Nested Case-Control Design |
Reclassificationa | |||||
BIO1b | 9.1 (100)c | 8.6 (34) | 9.6 (39) | 8.5 (49) | 10.1 (31) |
BIO2b | 2.0 (100) | 1.7 (55) | 2.1 (53) | 1.6 (67) | 4.0 (34) |
HDL-Cb | 0.8 (100) | 1.2 (47) | 1.0 (48) | 1.1 (61) | 0.4 (49) |
BIO1d | 9.1 (100) | 8.8 (56) | 9.5 (67) | 8.9 (71) | 9.7 (57) |
BIO2d | 2.0 (100) | 1.7 (69) | 2.0 (80) | 1.8 (78) | 4.0 (57) |
HDL-Cd | 0.8 (100) | 0.8 (77) | 0.7 (79) | 0.9 (88) | 0.5 (73) |
Discriminatione | |||||
BIO1b | 0.779 (100) | 0.777 (45) | 0.783 (48) | 0.780 (56) | 0.704 (25) |
BIO2b | 0.756 (100) | 0.755 (46) | 0.760 (50) | 0.757 (62) | 0.679 (28) |
HDL-Cb | 0.756 (100) | 0.756 (47) | 0.761 (51) | 0.758 (61) | 0.678 (24) |
BIO1d | 0.779 (100) | 0.778 (72) | 0.782 (75) | 0.780 (77) | 0.701 (44) |
BIO2d | 0.756 (100) | 0.755 (72) | 0.759 (76) | 0.756 (81) | 0.675 (46) |
HDL-Cd | 0.756 (100) | 0.756 (72) | 0.760 (76) | 0.757 (80) | 0.674 (43) |
Calibrationf | |||||
BIO1b | 9.7 | 10.0 | 5.7 | 6.5 | 5.5 |
BIO2b | 8.3 | 8.6 | 5.8 | 6.0 | 5.6 |
HDL-Cb | 8.1 | 7.7 | 5.0 | 5.9 | 6.0 |
BIO1d | 9.7 | 7.1 | 6.9 | 7.8 | 6.5 |
BIO2d | 8.3 | 6.2 | 6.3 | 6.9 | 6.7 |
HDL-Cd | 8.1 | 5.8 | 6.2 | 6.4 | 7.5 |
Abbreviations: BIO1, simulated biomarker 1; BIO2, simulated biomarker 2; HDL-C, high density lipoprotein cholesterol.
The net reclassification improvement percentage.
Sampling ratio: 1:1; subcohort size: n = 229.
Numbers in parentheses represent the “empirical relative efficiency,” defined as the ratio between the empirical variance calculated in 2,000 realizations and the empirical variance calculated for each design, expressed as percentage.
Sampling ratio: 1:3; subcohort size: n = 632.
The average of C-index, which is equivalent to the receiver operating characteristic area under the curve, taking censorship into account.
The Grønnesby and Borgan goodness-of-fit test statistic. Values higher than 9.5 indicate significant lack of calibration.