Trim and fill analysis is particularly useful when there is suspicion of publication bias in a meta-analysis. This suspicion can arise when the funnel plot shows noticeable asymmetry. It is often used in combination with other methods, such as Egger's test or Begg's test, to confirm the presence of bias.