中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Inferring the hosts of coronavirus using dual statistical models based on nucleotide composition

文献类型:期刊论文

作者Tang, Qin1,2; Song, Yulong1,2; Shi, Mijuan1; Cheng, Yingyin1; Zhang, Wanting1; Xia, Xiao-Qin1
刊名SCIENTIFIC REPORTS
出版日期2015-11-26
卷号5
ISSN号2045-2322
英文摘要Many coronaviruses are capable of interspecies transmission. Some of them have caused worldwide panic as emerging human pathogens in recent years, e.g., severe acute respiratory syndrome coronavirus (SARS-CoV) and Middle East respiratory syndrome coronavirus (MERS-CoV). In order to assess their threat to humans, we explored to infer the potential hosts of coronaviruses using a dual-model approach based on nineteen parameters computed from spike genes of coronaviruses. Both the support vector machine (SVM) model and the Mahalanobis distance (MD) discriminant model achieved high accuracies in leave-one-out cross-validation of training data consisting of 730 representative coronaviruses (99.86% and 98.08% respectively). Predictions on 47 additional coronaviruses precisely conformed to conclusions or speculations by other researchers. Our approach is implemented as a web server that can be accessed at http://bioinfo.ihb.ac.cn/seq2hosts.
WOS标题词Science & Technology
类目[WOS]Multidisciplinary Sciences
研究领域[WOS]Science & Technology - Other Topics
关键词[WOS]RESPIRATORY SYNDROME CORONAVIRUS ; RECEPTOR-BINDING DOMAIN ; INFLUENZA-A VIRUSES ; CODON USAGE ; SARS CORONAVIRUS ; RNA VIRUSES ; PALM CIVET ; SEQUENCE ; GENOMES ; BETACORONAVIRUS
收录类别SCI
语种英语
WOS记录号WOS:000365390700001
源URL[http://ir.ihb.ac.cn/handle/342005/27422]  
专题水生生物研究所_水生生物分子与细胞生物学研究中心_期刊论文
作者单位1.Chinese Acad Sci, Inst Hydrobiol, Ctr Mol & Cellular Biol Aquat Organisms, Wuhan 430072, Peoples R China
2.Univ Chinese Acad Sci, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Tang, Qin,Song, Yulong,Shi, Mijuan,et al. Inferring the hosts of coronavirus using dual statistical models based on nucleotide composition[J]. SCIENTIFIC REPORTS,2015,5.
APA Tang, Qin,Song, Yulong,Shi, Mijuan,Cheng, Yingyin,Zhang, Wanting,&Xia, Xiao-Qin.(2015).Inferring the hosts of coronavirus using dual statistical models based on nucleotide composition.SCIENTIFIC REPORTS,5.
MLA Tang, Qin,et al."Inferring the hosts of coronavirus using dual statistical models based on nucleotide composition".SCIENTIFIC REPORTS 5(2015).

入库方式: OAI收割

来源:水生生物研究所

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