Table 1.
Problem to be addressed | Sensitivity analysis |
---|---|
Patients switching treatment might have particularly poor outcomes so excluding them might bias results | Calculate on “intent to treat” basis, retaining all such patients in analysis |
Patients converting from RRMS to SPMS but remaining on DMTs might have particularly aggressive disease, so excluding them might bias results | Retain patients in analysis after developing SPMS and still taking DMTs; calculate “expected” benefit on assumption that DMTs modify natural rate of disease progression by same factor as shown for RRMS in randomised controlled trials* |
Results might be distorted by small number of outliers | Exclude patients with 1% most extreme movement (up or down) in EDSS score |
Bias because of lack of year three data for some patients needed to confirm apparent progression at year two | Limit analysis to subset of patients with data for year three |
Bias because of lack of year three data for some patients needed to confirm apparent progression at year two | Use all available data to estimate proportion of apparent progressions subsequently confirmed and apply this to patients with apparent progression at year two but no year three data* |
Possible bias because of missing year two data (see below) | Perform “best case/worst case” analysis to impute missing year two values—for “best case” assume no further disease progression after year one, for “worst case” extrapolate from progression between baseline and year one |
Possible bias because of retrospective adjustment of baseline data for some patients | Leave baseline EDSS values unadjusted while continuing to apply “smoothing” algorithm to subsequent data points |
RRMS=relapsing-remitting multiple sclerosis; SPMS=secondary progressive multiple sclerosis; DMTs=disease modifying treatments; EDSS=expanded disability status scale.
*Pre-specified analysis