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A Highly Powered Large Outcomes Randomised Controlled Trial Will Usually, but Not Always, Have Balanced Groups at
Hertzel C Gerstein1, Zayeeda Labiba1, Sibylle Hess2
1Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada.
Randomised trials may have chance imbalances in baseline hazards, potentially misrepresenting intervention effects. This occurs in about 1 in 300-400 large trials, even with good design.
Area of Science:
- Clinical Trials
- Biostatistics
- Epidemiology
Background:
- Randomised trials are crucial for evaluating interventions.
- Effective randomisation ensures comparable groups, minimizing bias.
- Baseline group comparability is essential for accurate outcome assessment.
Purpose of the Study:
- To investigate the frequency of chance imbalances in baseline hazards in large randomised trials.
- To assess if baseline covariates can mitigate detected imbalances.
Main Methods:
- Simulated multiple trials using data from 8215 participants in the ORIGIN trial biomarker study.
- Repeatedly randomised participants and calculated hazard ratios for death between groups.
- Tabulated frequency of hazard ratios < 0.85 or > 1.18 across 1000 randomisations, repeated 1000 times.
- Explored mitigation of imbalances using adjusted Cox models with baseline covariates.
Main Results:
- A hazard ratio < 0.85 or > 1.18 occurred by chance in a median of 3 out of 1000 randomisations (0.3%).
- These imbalances were not evident from baseline data.
- Adjusting for baseline predictors of death did not fully mitigate the identified imbalances.
Conclusions:
- Approximately 1 in 300-400 large, two-arm outcomes trials may experience significant chance imbalances in baseline hazard.
- Such imbalances can potentially misrepresent the true intervention effect.
- Careful consideration of baseline characteristics and potential imbalances is warranted in trial interpretation.
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