We present Threshold-seq, a new approach for determining thresholds in deep-sequencing datasets of short RNA transcripts. Threshold-seq addresses the critical question of how many reads need to support a short RNA molecule in a given dataset before it can be considered different from background. The proposed scheme is easy to implement and incorporate into existing pipelines.