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Immunoglobulin Classification Based on FC* and GC* Features.

Authors :
Wan, Hao
Zhang, Jina
Ding, Yijie
Wang, Hetian
Tian, Geng
Source :
Frontiers in Genetics; 1/24/2022, Vol. 13, p1-8, 8p
Publication Year :
2022

Abstract

Immunoglobulins have a pivotal role in disease regulation. Therefore, it is vital to accurately identify immunoglobulins to develop new drugs and research related diseases. Compared with utilizing high-dimension features to identify immunoglobulins, this research aimed to examine a method to classify immunoglobulins and non-immunoglobulins using two features, FC* and GC*. Classification of 228 samples (109 immunoglobulin samples and 119 non-immunoglobulin samples) revealed that the overall accuracy was 80.7% in 10-fold cross-validation using the J48 classifier implemented in Weka software. The FC* feature identified in this study was found in the immunoglobulin subtype domain, which demonstrated that this extracted feature could represent functional and structural properties of immunoglobulins for forecasting. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16648021
Volume :
13
Database :
Complementary Index
Journal :
Frontiers in Genetics
Publication Type :
Academic Journal
Accession number :
154895467
Full Text :
https://doi.org/10.3389/fgene.2021.827161