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Background: With the avalanche of DNA/RNA sequences generated in the post genomic age, it is highly desirable to develop computational methods for rapidly and accurately identifying their biological features or attributes based on the sequence information alone.Although considerable progresses have been made in this regard, we still face with a dilemma that how to properly integrate the sequence-order effects and DNA/RNA physicochemical properties together.