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Guo X, Gao L, Liao Q, Xiao H, Ma X, Yang X, Luo H, Zhao G, Bu D, Jiao F, Shao Q, Chen R, Zhao Y. Long non-coding RNAs function annotation: a global prediction method based on bi-colored networks. Nucleic Acids Res 2013; 41:e35. [PMID: 23132350 PMCID: PMC3554231 DOI: 10.1093/nar/gks967] [Citation(s) in RCA: 142] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2012] [Revised: 09/05/2012] [Accepted: 09/25/2012] [Indexed: 02/01/2023] Open
Abstract
More and more evidences demonstrate that the long non-coding RNAs (lncRNAs) play many key roles in diverse biological processes. There is a critical need to annotate the functions of increasing available lncRNAs. In this article, we try to apply a global network-based strategy to tackle this issue for the first time. We develop a bi-colored network based global function predictor, long non-coding RNA global function predictor ('lnc-GFP'), to predict probable functions for lncRNAs at large scale by integrating gene expression data and protein interaction data. The performance of lnc-GFP is evaluated on protein-coding and lncRNA genes. Cross-validation tests on protein-coding genes with known function annotations indicate that our method can achieve a precision up to 95%, with a suitable parameter setting. Among the 1713 lncRNAs in the bi-colored network, the 1625 (94.9%) lncRNAs in the maximum connected component are all functionally characterized. For the lncRNAs expressed in mouse embryo stem cells and neuronal cells, the inferred putative functions by our method highly match those in the known literature.
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Affiliation(s)
- Xingli Guo
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Lin Gao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Qi Liao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Hui Xiao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Xiaoke Ma
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Xiaofei Yang
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Haitao Luo
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Guoguang Zhao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Dechao Bu
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Fei Jiao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Qixiang Shao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - RunSheng Chen
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
| | - Yi Zhao
- School of computer science and technology, XIDIAN
UNIVERSITY, 2 South Taibai Road, Xi’an Shaanxi, 710071, PR China,
Bioinformatics Research Group, Key Laboratory of Intelligent Information
Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese
Academy of Sciences, No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing,
100190, PR China, School of Software Engineering, XIDIAN UNIVERSITY, 2 South
Taibai Road, Xi‘an Shaanxi, 710071, PR China, Institute of Biochemistry
and Molecular Biology, School of Medicine, Ningbo University, 818 Fenghua Road Ningbo
Zhejiang, 315211, PR China, University of Chinese Academy of Sciences, No.19A
Yuquan Road, Beijing, 100049, PR China, Department of Biochemistry and Molecular
Biology, Binzhou Medical College, 346 GuanHai Road, Yantai Shandong, 264003, PR China,
Department of Immunology, School of Medical Science and Laboratory Medicine,
Jiangsu University, 301 Xuefu Road, Zhenjiang Jiangsu, 212013, PR China and
Bioinformatics Laboratory and National Laboratory of Biomacromolecules,
Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District,
Beijing, 100101, PR China
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