Title :
The Recognition of Subcellular Localization of Proteins Based on their N-Terminal Amino Acid Sequence
Author :
Yun, Jia ; Zhao Judong ; Jun, Lu
Author_Institution :
Dept. of Phys., Inner Mongolia Univ. of Technol., Hohhot
Abstract :
Functional annotation of unknown proteins is a major goal in proteomics. A key annotation is the prediction of a protein´s subcellular localization. We used the method of Increment of Diversity with Quadratic Discriminant analysis (IDQD) to predict subcellular localization of proteins which are recognized by the four plant categories and three non-plant and obtained accuracies at 87.4(plusmn0.5)% and 91.2(plusmn0.2)%, respectively in 5-fold cross-validation test. Our result is better than other methods currently published.
Keywords :
biological techniques; cellular biophysics; molecular biophysics; proteins; 5-fold cross-validation test; diversity increment; functional annotation; n-terminal amino acid sequence; proteins; proteomics; quadratic discriminant analysis; subcellular localization; Algorithm design and analysis; Amino acids; Bioinformatics; Databases; Electron microscopy; Machinery; Proteins; Proteomics; Sequences; Testing;
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
DOI :
10.1109/ICBBE.2008.64