BIPSE: A Biomarker-based Phase I/II Design for Immunotherapy Trials with Progression-free Survival Endpoint

dc.contributor.authorGuo, Beibei
dc.contributor.authorZang, Yong
dc.contributor.departmentBiostatistics and Health Data Science, School of Medicine
dc.date.accessioned2023-11-03T10:30:30Z
dc.date.available2023-11-03T10:30:30Z
dc.date.issued2022
dc.description.abstractA Bayesian biomarker-based phase I/II design (BIPSE) is presented for immunotherapy trials with a progression-free survival (PFS) endpoint. The objective is to identify the subgroup-specific optimal dose, defined as the dose with the best risk-benefit tradeoff in each biomarker subgroup. We jointly model the immune response, toxicity outcome, and PFS with information borrowing across subgroups. A plateau model is used to describe the marginal distribution of the immune response. Conditional on the immune response, we model toxicity using probit regression and model PFS using the mixture cure rate model. During the trial, based on the accumulating data, we continuously update model estimates and adaptively randomize patients to doses with high desirability within each subgroup. Simulation studies show that the BIPSE design has desirable operating characteristics in selecting the subgroup-specific optimal doses and allocating patients to those optimal doses, and outperforms conventional designs.
dc.eprint.versionAuthor's manuscript
dc.identifier.citationGuo B, Zang Y. BIPSE: A biomarker-based phase I/II design for immunotherapy trials with progression-free survival endpoint. Stat Med. 2022;41(7):1205-1224. doi:10.1002/sim.9265
dc.identifier.urihttps://hdl.handle.net/1805/36932
dc.language.isoen_US
dc.publisherWiley
dc.relation.isversionof10.1002/sim.9265
dc.relation.journalStatistics in Medicine
dc.rightsPublisher Policy
dc.sourcePMC
dc.subjectImmunotherapy
dc.subjectSubgroups
dc.subjectBiomarker
dc.subjectDose finding
dc.subjectImmune response
dc.subjectProgression-free survival
dc.subjectRisk-benefit tradeoff
dc.subjectBayesian adaptive design
dc.titleBIPSE: A Biomarker-based Phase I/II Design for Immunotherapy Trials with Progression-free Survival Endpoint
dc.typeArticle
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