Table 2.
Method of handling missing data | Handling participants with missing data in the numerator and denominator | |||
---|---|---|---|---|
Intervention arm | Control arm | |||
Complete case analysis | Numerator excluded | Denominator excluded | Numerator excluded | Denominator excluded |
Implausible but commonly discussed assumptions: | ||||
Best case scenario* | Assumed that all had a favourable outcome | Denominator included | Assumed that all had an unfavourable outcome | Denominator included |
None of the participants with missing data had the outcome | Assumed that none had the outcome | Denominator included | Assumed that none had the outcome | Denominator included |
All participants with missing data had the outcome | Assumed that all had the outcome | Denominator included | Assumed that all had the outcome | Denominator included |
Worst case scenario† | Assumed that all had an unfavourable outcome | Denominator included | Assumed that all had a favourable outcome | Denominator included |
Plausible assumptions‡: | ||||
IMOR 1.5 | IMOR 1.5§ | Denominator included | IMOR 1 | Denominator included |
IMOR 2 | IMOR 2§ | Denominator included | IMOR 1 | Denominator included |
IMOR 3 | IMOR 3§ | Denominator included | IMOR 1 | Denominator included |
IMOR 5 | IMOR 5§ | Denominator included | IMOR 1 | Denominator included |
IMOR=informative missing odds ratio
When applying best case scenario, it was ensured it challenges the relative effect by shifting it away from the null value of no effect (see statistical notes in appendix section 3).
When applying worst case scenario, it was ensured it challenges the relative effect by shifting it closer to the null value of no effect (see statistical notes in appendix section 3).
These calculations are applied when the relative effect is less than 1. When a relative effect is greater than 1, the values for the IMOR are flipped between the intervention and control arm whereby it is 1 for the intervention arm. For example, when an original relative effect is greater than 1, the IMOR value for the intervention arm would be 1 and that of the control arm would be 5.