Table 2. Estimated Comparative Treatment Outcomes of Natalizumab vs Rituximab and Dimethyl Fumarate vs Fingolimod Based on Registry-Annotated Treatment Groups and Adjustment for Full EHR Features.
Treatment | Estimate (95% CI) | P valuea | E-value (E-value*)b |
---|---|---|---|
Natalizumab vs rituximab c | |||
Outcomed | |||
Difference in 1-y relapse ratee | 0.080 (0.013 to 0.137) | .02 (.02) | 1.50 (1.13) |
Difference in 2-y relapse ratee | 0.132 (0.043 to 0.189) | .004 (.004) | 2.26 (1.31) |
Relative risk of 2-y non-relapse (from time-to-relapse analysis)e | 0.903 (0.822 to 0.944) | <.001 (.01) | 1.11 (1.06) |
Dimethyl fumarate vs fingolimod f | |||
Outcomed | |||
Difference in 1-y relapse rateg | 0.028 (–0.031 to 0.084) | .38 (.38) | NA |
Difference in 2-y relapse rateg | 0.071 (0.008 to 0.128) | .03 (.08) | NA |
Relative risk of 2-y non-relapse (from time-to-relapse analysis)g | 0.957 (0.884 to 1.035) | .28 (.50) | NA |
Abbreviations: EHR, electronic health record; NA, not applicable.
P values in parentheses are adjusted for multiple testing among the 3 analyses with the same treatment groups and feature set (eMethods and eResults in the Supplement).
E-values assess the strength of the unmeasured confounding that would change the direction of association, while E-values* assess the strength of the unmeasured confounding that would negate the significance of the observed associations. Thus, an E-value (or E-value*) indicates that residual confounding could explain the observed association if there exists an unmeasured covariate with a relative risk association at least as large as the E-value. E-values were computed for significant associations and were NA for nonsignificant findings (eMethods and eResults in the Supplement).
Rituximab was used as the reference group.
For each relapse outcome, we applied 2 adjustments, outcome regression and propensity scores, to derive the doubly robust estimation.
With rituximab as the reference, a positive difference in the 1-year or 2-year relapse rate or a relative risk (ratio) of non-relapse rates less than 1 would indicate higher relapse probability of natalizumab.
Dimethyl fumarate was used as the reference group.
With dimethyl fumarate as the reference, a positive difference in the 1-year or 2-year relapse rate or a relative risk (ratio) of non-relapse rates less than 1 would indicate higher relapse probability of fingolimod.