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Published on: March 3, 2015
Increasing power and robustness in screening trials by testing stored specimens in the control arm
Hormuzd A Katki1, Li C Cheung2
1Center for Early Cancer Detection, American Cancer Society, Atlanta, GA, USA. hormuzd.katki@cancer.org.
The Intended Effect (IE) design enhances cancer screening trial power by analyzing control-arm specimens. Relaxing its assumptions improves cost-efficiency and robustness, making it more practical for future trials.
Area of Science:
- Biostatistics
- Cancer Screening Trials
- Clinical Trial Design
Background:
- Screening trials need large sample sizes and long durations to show mortality benefits.
- The Intended Effect (IE) design boosts statistical power by testing stored control-arm specimens.
- The US National Cancer Institute is evaluating the IE design's feasibility in a pilot study.
Purpose of the Study:
- To relax key assumptions of the IE design for improved feasibility and robustness.
- To investigate cost-efficiency through stratified sampling of control-arm specimens.
- To assess the impact of "unintended effects" and non-compliance on IE design performance.
Main Methods:
- Incorporated inverse-probability sampling weights to reduce costs by testing a subset of specimens.
- Developed methods to correct for potential loss-of-signal in stored specimens.
- Addressed non-compliance with control-arm specimen collection and examined sensitivity to unintended screening effects.
Main Results:
- Testing a 50% sample of control-arm specimens maintained nearly all IE design power while halving specimen testing.
- The IE design generally maintained power gains over standard analysis, even with unintended effects.
- Corrections mitigated bias and power loss associated with specimen degradation and non-compliance.
Conclusions:
- The IE design can be optimized for cost-efficiency and robustness against signal loss.
- Unintended screening effects typically do not negate the power advantage of the IE design.
- Corrections effectively address bias and power loss from non-compliance, though practical application is needed.
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