Alignment free comparison: Similarity distribution between the DNA primary sequences based on the shortest absent word

► A comparison model is proposed based on the shortest absent word. ► We treat the double strands of DNA rather than single strand. ► We find the blend of the shortest absent words is similarity rich. ► Similarity distribution describes the similarity between the sequences. ► A distance measure is deduced based on the Shannon entropy.