Futility analysis (stopped for futility)
A planned check partway through a trial to see whether the new treatment has any realistic chance of proving better; if not, the trial is stopped to spare patients and money. The opposite rule stops a trial early when benefit is overwhelming.
Independent data monitoring committees review unblinded interim data against pre-specified boundaries: futility boundaries (often a conditional power below 10-20%) end trials such as TrilynX (xevinapant) and many phase 3 immunotherapy combinations; efficacy boundaries (O'Brien-Fleming or Lan-DeMets alpha spending) allow early positive readouts, as in KEYNOTE-006 and CheckMate 067. Stopping early for efficacy can overestimate effect size and truncate safety and survival follow-up, while futility stops sacrifice the chance of a late benefit. Sponsors also stop trials for 'business reasons' or poor accrual, which is not the same as futility.