Motivation: The advancement of high-throughput PPI profiling techniques results in generating a large amount of PPI data. The alignment of the PPI networks uncovers the relationship between the species that can help understand the biological systems. The comparative study reveals the conserved biological interactions of the proteins across the species. It can also help study the biological pathways and signal networks of the cells. Although several network alignment algorithms are developed to study and compare the PPI data, the development of the aligner that aligns the PPI networks with high biological similarity and coverage is still challenging. Results: This paper presents a novel global network alignment algorithm, BioAlign, that incorporates a significant amount of biological information. Existing studies use global sequence and/or 3D-structure similarity to align the PPI networks. In contrast, BioAlign uses the local sequence similarity, predicted secondary structure motifs, and remote homology in addition to global sequence and 3D-structure similarity. The extra sources of biological information help BioAlign to align the proteins with high biological similarity. BioAlign produces significantly better results in terms of AFS and Coverage (6-32 and 7-34 with respect to MF and BP, respectively) than the existing algorithms. BioAlign aligns a much larger number of proteins that have high biological similarities as compared to the existing aligners. BioAlign helps in studying the functionally similar protein pairs across the species.
机构:
Chinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Peoples R ChinaChinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
Hao, Fusheng
He, Fengxiang
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机构:
JDcom, JD Explore Acad, Beijing 100176, Peoples R ChinaChinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
He, Fengxiang
Cheng, Jun
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机构:
Chinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Peoples R ChinaChinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
Cheng, Jun
Tao, Dacheng
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机构:
JDcom, JD Explore Acad, Beijing 100176, Peoples R ChinaChinese Acad Sci, Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen 518055, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R China
Xu, Huaiyuan
Liao, Jing
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City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R China
Liao, Jing
Liu, Huaping
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机构:
Tsinghua Univ, Inst Artificial Intelligence, Dept Comp Sci & Technol, Beijing 100084, Peoples R ChinaHong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R China
Liu, Huaping
Sun, Yuxiang
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机构:
Hong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R China
机构:
Henan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Henan Univ Chinese Med, Clin Med Coll 1, Zhengzhou, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Jiang, Yutong
Zhang, Rongrong
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Henan Univ Chinese Med, Clin Med Coll 1, Zhengzhou, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Zhang, Rongrong
Fang, Yuxuan
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Henan Univ Chinese Med, Clin Med Coll 1, Zhengzhou, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Fang, Yuxuan
Zhao, Ruixia
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Henan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Zhao, Ruixia
Fu, Yu
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Henan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Fu, Yu
Ren, Pingping
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机构:
Henan Univ Chinese Med, Clin Med Coll 1, Zhengzhou, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Ren, Pingping
Zhan, Qingqing
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机构:
Henan Univ Chinese Med, Clin Med Coll 1, Zhengzhou, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China
Zhan, Qingqing
Shao, Mingyi
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Henan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R ChinaHenan Univ Chinese Med, Affiliated Hosp 1, 19 Renmin Rd, Zhengzhou 450000, Henan, Peoples R China