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Noninferiority testing with censoring when the event rate is low
Shannon K Gallagher1, Jing Wang2, Keith Lumbard2
1Biostatistics Research Branch, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, Rockville, Maryland, USA.
For tuberculosis treatment trials with low relapse rates, Kaplan-Meier methods offer superior power for testing noninferiority, especially with 10-30% patient loss to follow-up.
Area of Science:
- Clinical Trials
- Biostatistics
- Infectious Diseases
Background:
- Drug-susceptible tuberculosis treatment trials often have low event rates (3-5% relapse).
- Noninferiority testing in low-event settings requires robust statistical methods.
- The PREDICT TB trial evaluates an abbreviated tuberculosis treatment regimen.
Purpose of the Study:
- To determine the optimal statistical method for testing noninferiority in tuberculosis trials with low event rates.
- To compare the operating characteristics of five different statistical tests.
Main Methods:
- Conducted simulations and theoretical analyses of five noninferiority tests.
- Included normal approximation, exact, and simulation-based tests.
- Utilized Kaplan-Meier estimators to account for variable follow-up and loss to follow-up.
Main Results:
- Normal approximation tests showed good performance with minor type I error inflation.
- Kaplan-Meier methods demonstrated higher statistical power compared to other tests.
- The advantage of Kaplan-Meier methods was most pronounced with 10-30% loss to follow-up.
Conclusions:
- Kaplan-Meier based estimators are recommended for noninferiority testing in tuberculosis trials with low event rates and significant loss to follow-up.
- Statistical methods must carefully account for patient follow-up duration and loss.
- Further evaluation of statistical approaches in low-event clinical trials is warranted.
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