Table 1.
Log hazard ratios from fitting an exponential model to predict risk of coronary heart disease: estimates from a data sample from The Health Improvement Network, followed by the average of estimates across 1000 simulations based on full data, complete records,‘baseline fully conditional specification (FCS) multiple imputation’, and missing values imputed using the two-fold FCS algorithm.
Variables | THIN cohort | Full data | Complete records | Baseline FCS imputation | Two-fold FCS | ||
---|---|---|---|---|---|---|---|
DGM I | DGM II | DGM I | DGM II | ||||
Townsend | 1 | Reference | |||||
deprivation | 2 | 0.1520 | 0.1503 | 0.1425 | 0.1497 | 0.1498 | 0.1588 |
score quintile | 3 | 0.2377 | 0.2367 | 0.2431 | 0.2366 | 0.2366 | 0.2422 |
4 | 0.2433 | 0.2400 | 0.2279 | 0.2391 | 0.2401 | 0.2535 | |
5 | 0.4034 | 0.4024 | 0.3935 | 0.4020 | 0.4023 | 0.4017 | |
Weight (kg) | 0.0019 | 0.0019 | 0.0015 | 0.0016 | 0.0019 | 0.0017 | |
Systolic blood pressure (mmHg) | 0.0048 | 0.0049 | 0.0051 | 0.0048 | 0.0051 | 0.0053 | |
Anti-hypertensive drug treatment | 0.2935 | 0.2868 | 0.2852 | 0.2897 | 0.2855 | 0.2915 | |
Smoking status | Non-smoker | Reference | |||||
Ex-smoker | 0.0679 | 0.0692 | 0.0633 | 0.0672 | 0.0579 | 0.0567 | |
Current smoker | 0.2386 | 0.2385 | 0.2307 | 0.2342 | 0.2325 | 0.2261 | |
Age group (years) | 40–44 | − 1.2820 | − 1.2872 | − 1.3167 | − 1.2869 | − 1.2880 | − 1.2890 |
45–49 | − 1.0632 | − 1.0652 | − 1.0892 | − 1.0655 | − 1.0662 | − 1.0623 | |
50–54 | − 0.6402 | − 0.6392 | − 0.6467 | − 0.6398 | − 0.6408 | − 0.6330 | |
55–59 | − 0.3589 | − 0.3597 | − 0.3700 | − 0.3598 | − 0.3605 | − 0.3536 | |
60–64 | − 0.2485 | − 0.2473 | − 0.2545 | − 0.2480 | − 0.2481 | − 0.2423 | |
65–69 | − 0.0396 | − 0.0416 | − 0.0470 | − 0.0418 | − 0.0409 | − 0.0348 | |
70–74 | Reference | ||||||
75–79 | 0.1108 | 0.1039 | 0.1116 | 0.1043 | 0.1057 | 0.1129 | |
80 + | 0.1387 | 0.1421 | 0.1255 | 0.1383 | 0.1414 | 0.1368 | |
Constant term | − 5.1993 | − 5.2297 | − 5.2550 | − 5.2098 | − 5.2552 | − 5.2833 |
DGM, data generation mechanism; FCS, fully conditional specification; THIN, The Health Improvement Network.