MDScan (Motif Discovery scan) discovers conserved transcription factor binding sites among upstream sequences from chromatin immune precipitation experiments (CHIP) as well as from single microarray experiments. The algorithm is strictly deterministic, not discovering local minima and always giving the globally best conserved motif. It is faster than most other algorithms and nearly as sensitive as BioProspector.