MTGIpick allows robust identification of genomic islands from a single genome

被引:48
作者
Dai, Qi [1 ,2 ]
Bao, Chaohui [1 ]
Hai, Yabing [1 ]
Ma, Sheng [1 ]
Zhou, Tao [1 ]
Wang, Cong [1 ]
Wang, Yunfei [2 ]
Huo, Wenwen [2 ]
Liu, Xiaoqing [3 ]
Yao, Yuhua [1 ]
Xuan, Zhenyu [2 ]
Chen, Min [4 ]
Zhang, Michael Q. [2 ,5 ]
机构
[1] Zhejiang Sci Tech Univ, Coll Life Sci, Hangzhou 310018, Zhejiang, Peoples R China
[2] Univ Texas Dallas, Ctr Syst Biol, Richardson, TX 75080 USA
[3] Hangzhou Dianzi Univ, Coll Sci, Hangzhou, Zhejiang, Peoples R China
[4] Univ Texas Dallas, Dept Math Sci, Richardson, TX 75083 USA
[5] Tsinghua Univ, Ctr Syst Biol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
genomic island detection; genomic signature; feature selection; multiscale statistical test; boundary detection; HORIZONTAL GENE-TRANSFER; PATHOGENICITY ISLANDS; PROKARYOTIC GENOMES; BACTERIAL GENOMES; COMMON THEMES; TRANSFER-RNA; DATABASE; VISUALIZATION; ISLANDVIEWER; EVOLUTION;
D O I
10.1093/bib/bbw118
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Genomic islands (GIs) that are associated with microbial adaptations and carry sequence patterns different from that of the host are sporadically distributed among closely related species. This bias can dominate the signal of interest in GI detection. However, variations still exist among the segments of the host, although no uniform standard exists regarding the best methods of discriminating GIs from the rest of the genome in terms of compositional bias. In the present work, we proposed a robust software, MTGIpick, which used regions with pattern bias showing multiscale difference levels to identify GIs from the host. MTGIpick can identify GIs from a single genome without annotated information of genomes or prior knowledge from other data sets. When real biological data were used, MTGIpick demonstrated better performance than existing methods, as well as revealed potential GIs with accurate sizes missed by existing methods because of a uniform standard. Software and supplementary are freely available at http://bioinfo.zstu.edu.cn/MTGI or https://github.com/bioinfo0706/MTGIpick.
引用
收藏
页码:361 / 373
页数:13
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