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A Systematic Review on Posttranslational Modification in Proteins: Feature Construction, Algorithm and Webserver.

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BACKGROUND Proteins through post translational modifications perform their biological process and cellular functions. Post-translational modifications play important roles in various biological process and cell functions. Identifying the PTMs sites in… Click to show full abstract

BACKGROUND Proteins through post translational modifications perform their biological process and cellular functions. Post-translational modifications play important roles in various biological process and cell functions. Identifying the PTMs sites in proteins is very significant to basic research and drug design. Experimental technique to identify post translational modifications is laborious. Computational identification of post translational modifications is a complementary way for its convenience. CONCLUSION This review gives the processing to predict post-translational modification sites in proteins including feature construction, algorithms, evaluation measurement, and online webserver. There are two types of post translational modification in proteins. In the prediction of single PTM sites, we transformed it into binary classification learning. While in the prediction of crosstalk PTM sites, we transformed it into multi-label learning. This review summarized the steps on the two issues.

Keywords: feature construction; post translational; review; modification proteins; translational modifications; modification

Journal Title: Protein and peptide letters
Year Published: 2018

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