Abstract:
:Using wavelet packet decomposition, the energy coefficients in the fifth level of viral protein sequences were achieved to predict interspecies transmission. Since avian-origin influenza viruses could have high sequence similarities with human-origin avian influenza virus and could have the phenotype of interspecies transmission, viral data should be filtered to prevent the misconduct of feature selection and false performance of predicting models. Considering the balance of data size, the empirical cut-off value 97% was used to screen avian-origin influenza virus with high sequence similarity. The excellent performances of cross validation show that the SVM model has the best capability of predicting transmission and evaluating the contribution of five amino acid factors. The robust model was finally used to evaluate the filtered data of avian-origin virus and the results confirmed that double check for ambiguous phenotype of avian-origin virus with high sequence similarity was necessary and part of them have the ability to across species barriers.
journal_name
Comput Biol Chemjournal_title
Computational biology and chemistryauthors
Qiang X,Kou Zdoi
10.1016/j.compbiolchem.2018.11.029subject
Has Abstractpub_date
2019-02-01 00:00:00pages
455-459eissn
1476-9271issn
1476-928Xpii
S1476-9271(18)30793-Xjournal_volume
78pub_type
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journal_title:Computational biology and chemistry
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journal_title:Computational biology and chemistry
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doi:10.1016/j.compbiolchem.2006.01.001
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journal_title:Computational biology and chemistry
pub_type: 杂志文章
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journal_title:Computational biology and chemistry
pub_type: 杂志文章
doi:10.1016/j.compbiolchem.2015.07.012
更新日期:2015-10-01 00:00:00
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journal_title:Computational biology and chemistry
pub_type: 杂志文章
doi:10.1016/j.compbiolchem.2011.07.003
更新日期:2011-10-12 00:00:00
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journal_title:Computational biology and chemistry
pub_type: 杂志文章
doi:10.1016/j.compbiolchem.2018.04.004
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journal_title:Computational biology and chemistry
pub_type: 杂志文章,评审
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