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Predicting subgroup treatment effects for a new study: Motivations, results and learnings from running a data challenge in a pharmaceutical corporation. | LitMetric

AI Article Synopsis

  • - The data challenge was held at a pharmaceutical company to explore methods for subgroup identification in future clinical trials, using data from 4 Phase III trials for predictions.
  • - Around 30 teams and 100 participants, mainly from Biostatistics, engaged in the challenge, which included specific rules and logistics designed to replicate a real-world scenario.
  • - Results highlighted participant feedback and key learnings, emphasizing the implications for understanding treatment effect variability in exploratory analyses.

Article Abstract

We present the motivation, experience, and learnings from a data challenge conducted at a large pharmaceutical corporation on the topic of subgroup identification. The data challenge aimed at exploring approaches to subgroup identification for future clinical trials. To mimic a realistic setting, participants had access to 4 Phase III clinical trials to derive a subgroup and predict its treatment effect on a future study not accessible to challenge participants. A total of 30 teams registered for the challenge with around 100 participants, primarily from Biostatistics organization. We outline the motivation for running the challenge, the challenge rules, and logistics. Finally, we present the results of the challenge, the participant feedback as well as the learnings. We also present our view on the implications of the results on exploratory analyses related to treatment effect heterogeneity.

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Source
http://dx.doi.org/10.1002/pst.2368DOI Listing

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