Artikel
Assessing impact of immunogenicity on clinical outcome: Estimating the treatment effect in post-randomization categorical variables in an RCT
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Veröffentlicht: | 26. Februar 2021 |
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Gliederung
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Background: Immunogenicity refers to the immune response of patients against the therapeutic protein, and in certain instances may affect clinical efficacy or safety. Immunogenicity can be measured by anti-drug antibodies (ADAs) and neutralizing anti-bodies (Nabs) against the experimental drug.Immunogenicity can be measured by anti-drug antibodies (ADAs) and neutralizing anti-bodies (Nabs) against the experimental drug.
Methods: ADAs and Nabs are in general summarized as categorical variables measured post-randomization in an RCT. Determination of treatment effects for those ADA (Nab) subgroups are not straight forward since it is not evident which patients in the control arm would have developed ADAs (Nabs) had they been treated with the experimental drug. Hence a naÏve comparison of the ADA (Nab) groups with control does not estimate the treatment effect of interest and more advanced methods are required.
A solution is based on the principal stratum estimand as outlined in ICH E9 (R1). An application to the above problem of interest is presented, assumptions underlying the approach are shown and various estimators are compared and model performance assessed. Handling of missing data in the context of the estimand framework will also be discussed.
Results: It is shown how the principal stratum framework addresses the core clinical questions around potential immunogenicity impact on the clinical outcome of an experimental drug. Furthermore, re-weighting based the propensity score is shown to be superior to matching in this setting across a range of model performance assessment tools.
Conclusion: The application demonstrates the usefulness of the prinicapl statum estimand in the setting of immunogenicity analyses.
Employee of F. Hoffmann-La Roche
The authors declare that a positive ethics committee vote has been obtained.