Bayesian Phase 1-2 Designs with Adaptive Rules for Staggering Patient Entry
成果类型:
Article
署名作者:
Wang, Shuqi; Thall, Peter F.; Yuan, Ying; Liu, Suyu
署名单位:
University of Texas System; UTMD Anderson Cancer Center
刊物名称:
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
ISSN/ISSBN:
0162-1459; 1537-274X
DOI:
10.1080/01621459.2026.2624839
发表日期:
2026-04-03
页码:
950-962
关键词:
Bayesian design
Dose finding
Phase I-II clinical trial
utility
Within-cohort staggering
continual reassessment method
clinical-trials
摘要:
For first-in-human dose-finding trials, to protect patient safety, regulatory agencies may enforce strict within-cohort staggering rules that require delaying treatment of each patient in the first cohort at an untried dose until dose-limiting toxicities (DLTs) of all previously treated patients have been evaluated. Consequently, many new patients may face therapy delays, which reduces their probability of achieving a response due to disease progression, or be treated off-protocol, which may significantly extend trial duration. To address this, we propose a Bayesian phase 1-2 design, Adaptive Stagger, that reduces delays while protecting patients by making adaptive within-cohort staggering decisions. Adaptive Stagger exploits the relationship between the number of low-grade toxicities and DLT, and accounts for the risk of disease progression. A utility function is used to quantify the tradeoff between DLT and response, with a patient's treatment delayed only if it has greater expected utility than immediate treatment at the current recommended dose, or the current dose fails a safety requirement. Otherwise, the patient is treated without delay at the current dose. Simulations show that, compared to a design with strict within-cohort staggering rules, Adaptive Stagger improves safety slightly, increases the optimal dose selection rate, and substantially shortens trial duration. The design is illustrated by a trial of CD70 natural killer cells for treating hematologic malignancies. Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.
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