Method | Imputed mean disease activity | Imputed remission rate | Effect of random missingness | Sensitivity to quantity of data around follow-up | ||
Baseline | Follow-up | Baseline | Follow-up | |||
LOCF | Unusable | Over-estimated | Unusable | Under-estimated | None | Yes |
LFE | Unusable | Under-estimated | Unusable | Over-estimated | None | Yes |
NAO | Strong under-estimation | Close to unbiased | Strong over-estimation | Close to unbiased | None | Small |
LE | Strong under-estimation | Close to unbiased | Strong over-estimation | Slightly biassed | None | Small |
PE | Strong under-estimation | Slightly biassed | Strong over-estimation | Close to unbiased | None | Yes |
LME3 | Strong under-estimation | Close to unbiased | Close to unbiased | Strong under-estimation | None | No |
MICE | Strong under-estimation | Close to unbiased | Close to unbiased | Strong under-estimation | Reduction of bias of remission | No |
LE, linear extrapolation; LFE, linear forward extrapolation; LME3, linear mixed effects cubic regression; LOCF, last observation carried forward; MICE, multiple imputation by chained equation; NAO, nearest available observation; PE, polynomial extrapolation.