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The estimand framework, introduced in the ICH E9 (R1) Addendum, provides a structured approach for defining precise research questions in randomised clinical trials. It suggests five strategies for addressing intercurrent events (ICE). This case study examines the principal stratum strategy, highlighting its potential for estimating causal treatment effects in specific subpopulations and the challenges involved. The occurrence of anti-drug antibodies (ADAs) and their potential clinical impact are important factors in evaluating biosimilars. Typically, analyses focus on subgroups of patients who develop ADAs during the study. However, conducting subgroup analyses based on post-randomisation variables, such as immunogenicity, can introduce substantial bias into treatment effect estimates and is therefore methodologically not optimal. The principal stratum strategy provides a statistical pathway for estimating treatment effects in subpopulations that cannot be anticipated at baseline. By leveraging counterfactuals to assess treatment outcomes, with and without the incidence of intercurrent events (ICEs), this approach can be implemented through a missing data perspective. We demonstrate the implementation of the principal stratum strategy in a phase 3 equivalence trial of a biosimilar for the treatment of rheumatoid arthritis. Using a multiple imputation approach, we leverage longitudinal measurements to create analysis datasets for subpopulations who develop ADAs as ICE. Our results highlight the principal stratum strategy's potential and challenges, emphasising its reliance on unobserved ICE states and the need for complex and rigorous modelling. This study contributes to a nuanced understanding and practical implementation of the principal stratum strategy within the ICH E9 (R1) framework.
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http://dx.doi.org/10.1002/pst.70008 | DOI Listing |
Am Stat
April 2025
Center for Biostatistics in AIDS Research, Department of Biostatistics, Harvard T.H. Chan School of Public Health.
Recently, the International Conference on Harmonisation finalized an estimand framework for randomized trials that was adopted by regulatory bodies worldwide. The framework introduced five strategies for handling post-randomization events; namely the treatment policy, composite variable, while on treatment, hypothetical and principal stratum estimands. We describe an illustrative example to elucidate the difference between these five strategies for handling intercurrent events and provide an estimation technique for each.
View Article and Find Full Text PDFSci Rep
August 2025
School of Architecture and Civil Engineering, Xi'an University of Science and Technology, Xi'an, 710000, Shaanxi, China.
The frequent occurrences of compound disasters involving roof water-sand inrush coupled with strong ground pressure manifestations in China's western mining areas of Huanglong and Ningdong coal bases exhibit distinct characteristics from conventional non-dynamic water-sand inrush disasters in shallow-buried or near-unconsolidated stratum stopes. This study has identified two critical scientific challenges that constitute bottlenecks in revealing the disaster formation mechanism: the response patterns of abutment pressure distribution beneath hard rock strata and basic roof loading to the deterioration of weakly cemented formations; The dynamic formation mechanism of inrush from deteriorated weakly cemented strata and the evolutionary behavior of flow channels under hard rock fracturing. Three principal research components essential for elucidating the disaster mechanism have been systematically established: the feedback characteristics and response relationships of water-induced deterioration in weakly cemented strata to influencing factors; The variation patterns of stress conditions in overlying hard rock strata and basic roof with the deterioration of weakly cemented formations; The dynamic mechanisms of inrush from deteriorated weakly cemented strata and channel evolution under incremental loading.
View Article and Find Full Text PDFSci Rep
July 2025
Key Laboratory of Western Mine Exploitation and Hazard Prevention, Ministry of Education, Xi'an University of Science and Technology, Xi'an, 710054, China.
It is the theoretical basis for the prevention and control of coal and rock disasters to reveal the occurrence mechanism of mechanical response of coal and rock in stope. The transient characteristics of the spatial structure of overlying strata and the mechanical response of coal and rock in different regions under the action of pressure are studied by similar simulation experiments. On this basis, the elastic foundation beam model is established to analyze the flexural deformation response of hard rock strata under the influence of structural transient.
View Article and Find Full Text PDFJ Physiol
July 2025
Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA.
N-Methyl-d-aspartate receptors (NMDARs) are a family of ligand-gated ionotropic glutamate receptors that mediate a slow, calcium-permeable component to excitatory neurotransmission. The GluN2D subunit is enriched in GABAergic inhibitory interneurons in cortical tissue. Diminished levels of GABAergic inhibition contribute to multiple neuropsychiatric conditions, suggesting that enhancing inhibition might have therapeutic utility, thus making GluN2D modulation an attractive drug target.
View Article and Find Full Text PDFEnviron Res
October 2025
College of Resources and Environment, Southwest University, Beibei, Chongqing, 400716, China. Electronic address:
Surface ozone pollution has become a major environmental concern in China. Understanding its spatial associations at both intra-stratum and inter-strata levels is essential for effective pollution control. However, research on spatial stratified heterogeneity and spillover effects of ozone pollution remains limited.
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