title: Identification of immunoglobulins using Chou's pseudo amino acid composition with feature selection technique.
abstract: Immunoglobulins, also called antibodies, are a group of cell surface proteins which are produced by the immune system in response to the presence of a foreign substance (called antigen). They play key roles in many medical, diagnostic and biotechnological applications. Correct identification of immunoglobulins is crucial to the comprehension of humoral immune function. With the avalanche of protein sequences identified in postgenomic age, it is highly desirable to develop computational methods to timely identify immunoglobulins. In view of this, we designed a predictor called "IGPred" by formulating protein sequences with the pseudo amino acid composition into which nine physiochemical properties of amino acids were incorporated. Jackknife cross-validated results showed that 96.3% of immunoglobulins and 97.5% of non-immunoglobulins can be correctly predicted, indicating that IGPred holds very high potential to become a useful tool for antibody analysis. For the convenience of most experimental scientists, a web-server for IGPred was established at http://lin.uestc.edu.cn/server/IGPred. We believe that the web-server will become a powerful tool to study immunoglobulins and to guide related experimental validations.
authors.affiliation: Department of Pathophysiology, Sichuan Medical University, Luzhou 646000, China. tanghua771211@aliyun.com.
authors.forename: Hua
authors.initials: H
authors.lastname: Tang
authors.forename: Wei
authors.initials: W
authors.lastname: Chen
authors.forename: Hao
authors.initials: H
authors.lastname: Lin
mesh_terms: D000465:Algorithms; D000596:Amino Acids / Q000737:chemistry*; D019295:Computational Biology / Q000379:methods*; D057927:Hydrophobic and Hydrophilic Interactions; D007136:Immunoglobulins / Q000737:chemistry*; D010455:Peptides / Q000737:chemistry; D012372:ROC Curve; D015203:Reproducibility of Results; D060388:Support Vector Machine; D064878:Web Browser
chemical_list: D000596:Amino Acids; D007136:Immunoglobulins; D010455:Peptides