Progresses in Predicting Post-translational Modification

被引:51
|
作者
Chou, Kuo-Chen [1 ,2 ]
机构
[1] Gordon Life Sci Inst, Boston, MA 02478 USA
[2] Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Peoples R China
关键词
PTM site prediction; 5-Steps rule; Web-Servers; PseAAC; AMINO-ACID-COMPOSITION; PROTEIN STRUCTURAL CLASS; SEQUENCE-BASED PREDICTOR; AVERAGE CHEMICAL-SHIFT; 3 DIFFERENT MODES; INCORPORATING EVOLUTIONARY INFORMATION; IDENTIFY RECOMBINATION SPOTS; S-NITROSYLATION SITES; DNA-BINDING PROTEINS; HYBRIDIZING DIFFERENT DESCRIPTORS;
D O I
10.1007/s10989-019-09893-5
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Identification of the sites of post-translational modifications (PTMs) in protein, RNA, and DNA sequences is currently a very hot topic. This is because the information thus obtained is very useful for in-depth understanding the biological processes at the cellular level and for developing effective drugs against major diseases including cancers as well. Although this can be done by means of various experimental techniques, it is both time-consuming and costly to determine the PTM sites purely based on experiments. With the avalanche of biological sequences generated in the post-genomic age, it is highly desired to develop bioinformatics tools for rapidly and effectively identifying the PTM sites. In the last few years, many efforts have been made in this regard, and considerable progresses have been achieved. This review is focused on those prediction methods that have the following two features. (1) They have been developed by strictly observing the 5-steps rule so that they each have a user-friendly web-server for the majority of experimental scientists to easily get their desired data without the need to go through the detailed mathematics involved. (2) Their cornerstones have been based on Pseudo Amino Acid Composition (PseAAC) or Pseudo K-tuple Nucleotide Composition (PseKNC), and hence the prediction quality is generally higher than most of the other PTM prediction methods.
引用
收藏
页码:873 / 888
页数:16
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