LncDisease: a sequence based bioinformatics tool for predicting lncRNA-disease associations

被引:75
作者
Wang, Junyi [1 ,2 ]
Ma, Ruixia [3 ]
Ma, Wei [1 ,2 ,4 ]
Chen, Ji [2 ,4 ]
Yang, Jichun [2 ,4 ]
Xi, Yaguang [3 ]
Cui, Qinghua [1 ,2 ,4 ,5 ]
机构
[1] Peking Univ, Sch Basic Med Sci, Dept Biomed Informat, 38 Xueyuan Rd, Beijing 100191, Peoples R China
[2] Peking Univ, MOE Key Lab Cardiovasc Sci, 38 Xueyuan Rd, Beijing 100191, Peoples R China
[3] Univ S Alabama, Mitchell Canc Inst, 1160 Springhill Ave, Mobile, AL 36604 USA
[4] Peking Univ, Sch Basic Med Sci, Dept Physiol & Pathophysiol, 38 Xueyuan Rd, Beijing 100191, Peoples R China
[5] Peking Univ, Beijing Key Lab Tumor Syst Biol, 38 Xueyuan Rd, Beijing 100191, Peoples R China
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
LONG NONCODING RNAS; DOWN-REGULATION; MESSENGER-RNAS; HUMAN MICRORNA; GAS5; DATABASE; NETWORK; TARGETS; MODEL; V2.0;
D O I
10.1093/nar/gkw093
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
LncRNAs represent a large class of noncoding RNA molecules that have important functions and play key roles in a variety of human diseases. There is an urgent need to develop bioinformatics tools as to gain insight into lncRNAs. This study developed a sequence-based bioinformatics method, LncDisease, to predict the lncRNA-disease associations based on the crosstalk between lncRNAs and miRNAs. Using LncDisease, we predicted the lncRNAs associated with breast cancer and hypertension. The breast-cancer-associated lncRNAs were studied in two breast tumor cell lines, MCF-7 and MDA-MB-231. The qRT-PCR results showed that 11 (91.7%) of the 12 predicted lncRNAs could be validated in both breast cancer cell lines. The hypertension-associated lncRNAs were further evaluated in human vascular smooth muscle cells (VSMCs) stimulated with angiotensin II (Ang II). The qRT-PCR results showed that 3 (75.0%) of the 4 predicted lncRNAs could be validated in Ang II-treated human VSMCs. In addition, we predicted 6 diseases associated with the lncRNA GAS5 and validated 4 (66.7%) of them by literature mining. These results greatly support the specificity and efficacy of LncDisease in the study of lncRNAs in human diseases. The LncDisease software is freely available on the Software Page: http://www.cuilab.cn/.
引用
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页数:8
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