Two-stage screened selection designs for randomized phase II trials with time-to-event endpoints
Related Experiment Video
Updated: Sep 21, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Jianrong Wu1, Haitao Pan2, Chia-Wei Hsu2
1Biostatistics Shared Resource Facility, Comprehensive Cancer Center University of New Mexico, Albuquerque, NM, USA.
Abstract:
Phase II exploratory multiarm studies that randomize among new treatments are found to be broadly useful and appear to be of value both scientifically and logistically, especially in the areas of unmet needs, for example, pediatric cancer. This multiarm design also has a faster recruitment rate because it provides patients with more treatment choices than traditional two-arm randomized controlled trials do. In contrast to direct formal comparisons in multiarm multistage designs, for example, umbrella or platform designs, the screened selection design (SSD) recommends using a promising treatment arm by ranking according to the effect size, which often needs lesser sample sizes than the former. In this paper, the usefulness of the phase II SSD design is exemplified by three real trials. However, the existing SSD methods can only deal with binary endpoints. Motivated by the real trials in the authors' respective institutions, we propose using the two-stage SSD and its variant for randomized phase II trials with the time-to-event endpoint. The proposed methods not only provide a high probability of selecting a superior treatment arm but also control the type I error rate for testing the efficacy of each treatment arm versus a common external control. Sample size calculations have been derived and simulation studies demonstrate desirable operating characteristics. The proposed design has been used for designing three real trials. An R package frequentistSSD has been developed and is freely accessible for practitioners.
Insights
This study introduces a new screened selection design (SSD) for phase II clinical trials, specifically for time-to-event data. This method efficiently identifies superior treatment arms while controlling statistical errors, benefiting areas like pediatric cancer research.
Area of Science:
- Clinical Trials Methodology
- Biostatistics
- Oncology Research
Background:
- Phase II multiarm studies are valuable for exploring new treatments, especially in areas of unmet need like pediatric cancer.
- Existing screened selection designs (SSD) are limited to binary endpoints, necessitating new methods for time-to-event data.
- Faster patient recruitment and more treatment options are advantages of multiarm over traditional two-arm trials.
Purpose of the Study:
- To propose and evaluate novel two-stage screened selection designs (SSD) for randomized phase II trials with time-to-event endpoints.
- To provide methods that ensure a high probability of selecting superior treatment arms.
- To maintain control over the type I error rate when comparing treatments against a common external control.
Main Methods:
- Development of two-stage SSD and its variant for time-to-event data in phase II randomized trials.
- Derivation of sample size calculations tailored for the proposed designs.
- Validation through simulation studies to assess operating characteristics.
Main Results:
- The proposed SSD methods demonstrate a high probability of identifying superior treatment arms.
- Effective control of the type I error rate was confirmed in simulations.
- The design was successfully applied to three real-world clinical trials.
Conclusions:
- The novel two-stage SSD offers an efficient approach for phase II randomized trials with time-to-event outcomes.
- This methodology enhances the selection of promising treatments in areas with unmet needs.
- An accessible R package, frequentistSSD, has been developed for practical application.
Related Concept Videos
Comparing the Survival Analysis of Two or More Groups
Clinical Trials: Overview
Kaplan-Meier Approach
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Censoring Survival Data
Clinical Trials
There are four phases in a clinical trial. A phase one...

