LDAP: a web server for lncRNA-disease association prediction

被引:182
作者
Lan, Wei [1 ]
Li, Min [1 ]
Zhao, Kaijie [1 ]
Liu, Jin [1 ]
Wu, Fang-Xiang [2 ]
Pan, Yi [3 ]
Wang, Jianxin [1 ]
机构
[1] Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China
[2] Univ Saskatchewan, Div Biomed Engn, Saskatoon, SK S7N 5A9, Canada
[3] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30302 USA
基金
中国国家自然科学基金;
关键词
BREAST; CANCER;
D O I
10.1093/bioinformatics/btw639
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Increasing evidences have demonstrated that long noncoding RNAs (lncRNAs) play important roles in many human diseases. Therefore, predicting novel lncRNA-disease associations would contribute to dissect the complex mechanisms of disease pathogenesis. Some computational methods have been developed to infer lncRNA-disease associations. However, most of these methods infer lncRNA-disease associations only based on single data resource. Results: In this paper, we propose a new computational method to predict lncRNA-disease associations by integrating multiple biological data resources. Then, we implement this method as a web server for lncRNA-disease association prediction (LDAP). The input of the LDAP server is the lncRNA sequence. The LDAP predicts potential lncRNA-disease associations by using a bagging SVM classifier based on lncRNA similarity and disease similarity.
引用
收藏
页码:458 / 460
页数:3
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