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Identification of human-to-human transmissibility factors in PB2 proteins of influenza A by large-scale mutual information analysis

Identifieur interne : 000443 ( Pmc/Curation ); précédent : 000442; suivant : 000444

Identification of human-to-human transmissibility factors in PB2 proteins of influenza A by large-scale mutual information analysis

Auteurs : Olivo Miotto [Singapour] ; At Heiny [Singapour] ; Tin Wee Tan [Singapour] ; J Thomas August [États-Unis] ; Vladimir Brusic [États-Unis, Australie]

Source :

RBID : PMC:2259419

Abstract

Background

The identification of mutations that confer unique properties to a pathogen, such as host range, is of fundamental importance in the fight against disease. This paper describes a novel method for identifying amino acid sites that distinguish specific sets of protein sequences, by comparative analysis of matched alignments. The use of mutual information to identify distinctive residues responsible for functional variants makes this approach highly suitable for analyzing large sets of sequences. To support mutual information analysis, we developed the AVANA software, which utilizes sequence annotations to select sets for comparison, according to user-specified criteria. The method presented was applied to an analysis of influenza A PB2 protein sequences, with the objective of identifying the components of adaptation to human-to-human transmission, and reconstructing the mutation history of these components.

Results

We compared over 3,000 PB2 protein sequences of human-transmissible and avian isolates, to produce a catalogue of sites involved in adaptation to human-to-human transmission. This analysis identified 17 characteristic sites, five of which have been present in human-transmissible strains since the 1918 Spanish flu pandemic. Sixteen of these sites are located in functional domains, suggesting they may play functional roles in host-range specificity. The catalogue of characteristic sites was used to derive sequence signatures from historical isolates. These signatures, arranged in chronological order, reveal an evolutionary timeline for the adaptation of the PB2 protein to human hosts.

Conclusion

By providing the most complete elucidation to date of the functional components participating in PB2 protein adaptation to humans, this study demonstrates that mutual information is a powerful tool for comparative characterization of sequence sets. In addition to confirming previously reported findings, several novel characteristic sites within PB2 are reported. Sequence signatures generated using the characteristic sites catalogue characterize concisely the adaptation characteristics of individual isolates. Evolutionary timelines derived from signatures of early human influenza isolates suggest that characteristic variants emerged rapidly, and remained remarkably stable through subsequent pandemics. In addition, the signatures of human-infecting H5N1 isolates suggest that this avian subtype has low pandemic potential at present, although it presents more human adaptation components than most avian subtypes.


Url:
DOI: 10.1186/1471-2105-9-S1-S18
PubMed: 18315849
PubMed Central: 2259419

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<title>Background</title>
<p>The identification of mutations that confer unique properties to a pathogen, such as host range, is of fundamental importance in the fight against disease. This paper describes a novel method for identifying amino acid sites that distinguish specific sets of protein sequences, by comparative analysis of matched alignments. The use of mutual information to identify distinctive residues responsible for functional variants makes this approach highly suitable for analyzing large sets of sequences. To support mutual information analysis, we developed the AVANA software, which utilizes sequence annotations to select sets for comparison, according to user-specified criteria. The method presented was applied to an analysis of influenza A PB2 protein sequences, with the objective of identifying the components of adaptation to human-to-human transmission, and reconstructing the mutation history of these components.</p>
</sec>
<sec>
<title>Results</title>
<p>We compared over 3,000 PB2 protein sequences of human-transmissible and avian isolates, to produce a catalogue of sites involved in adaptation to human-to-human transmission. This analysis identified 17 characteristic sites, five of which have been present in human-transmissible strains since the 1918 Spanish flu pandemic. Sixteen of these sites are located in functional domains, suggesting they may play functional roles in host-range specificity. The catalogue of characteristic sites was used to derive sequence signatures from historical isolates. These signatures, arranged in chronological order, reveal an evolutionary timeline for the adaptation of the PB2 protein to human hosts.</p>
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<sec>
<title>Conclusion</title>
<p>By providing the most complete elucidation to date of the functional components participating in PB2 protein adaptation to humans, this study demonstrates that mutual information is a powerful tool for comparative characterization of sequence sets. In addition to confirming previously reported findings, several novel characteristic sites within PB2 are reported. Sequence signatures generated using the characteristic sites catalogue characterize concisely the adaptation characteristics of individual isolates. Evolutionary timelines derived from signatures of early human influenza isolates suggest that characteristic variants emerged rapidly, and remained remarkably stable through subsequent pandemics. In addition, the signatures of human-infecting H5N1 isolates suggest that this avian subtype has low pandemic potential at present, although it presents more human adaptation components than most avian subtypes.</p>
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<journal-title>BMC Bioinformatics</journal-title>
<issn pub-type="epub">1471-2105</issn>
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<publisher-name>BioMed Central</publisher-name>
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<article-id pub-id-type="pmid">18315849</article-id>
<article-id pub-id-type="pmc">2259419</article-id>
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<name>
<surname>Miotto</surname>
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<email>olivo@nus.edu.sg</email>
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<name>
<surname>Heiny</surname>
<given-names>AT</given-names>
</name>
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<email>heiny@nus.edu.sg</email>
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<name>
<surname>Tan</surname>
<given-names>Tin Wee</given-names>
</name>
<xref ref-type="aff" rid="I1">1</xref>
<email>tinwee@bic.nus.edu.sg</email>
</contrib>
<contrib id="A4" contrib-type="author">
<name>
<surname>August</surname>
<given-names>J Thomas</given-names>
</name>
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<email>taugust@jhmi.edu</email>
</contrib>
<contrib id="A5" contrib-type="author">
<name>
<surname>Brusic</surname>
<given-names>Vladimir</given-names>
</name>
<xref ref-type="aff" rid="I4">4</xref>
<xref ref-type="aff" rid="I5">5</xref>
<email>vladimir_brusic@dfci.harvard.edu</email>
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<aff id="I1">
<label>1</label>
Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, Singapore</aff>
<aff id="I2">
<label>2</label>
Institute of Systems Science, National University of Singapore, 25 Heng Mui Keng Terrace, Singapore</aff>
<aff id="I3">
<label>3</label>
Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, 725 North Wolfe Street, Baltimore, USA</aff>
<aff id="I4">
<label>4</label>
Cancer Vaccine Center, Dana-Farber Cancer Institute, 77 Avenue Louis Pasteur, Boston, USA</aff>
<aff id="I5">
<label>5</label>
School of Land, Food, and Crop Sciences, University of Queensland, Brisbane 4072, Australia</aff>
<pub-date pub-type="collection">
<year>2008</year>
</pub-date>
<pub-date pub-type="epub">
<day>13</day>
<month>2</month>
<year>2008</year>
</pub-date>
<volume>9</volume>
<issue>Suppl 1</issue>
<supplement>
<named-content content-type="supplement-title">Asia Pacific Bioinformatics Network (APBioNet) Sixth International Conference on Bioinformatics (InCoB2007)</named-content>
<named-content content-type="supplement-editor">Shoba Ranganathan, Michael Gribskov and Tin Wee Tan</named-content>
</supplement>
<fpage>S18</fpage>
<lpage>S18</lpage>
<ext-link ext-link-type="uri" xlink:href="http://www.biomedcentral.com/1471-2105/9/S1/S18"></ext-link>
<permissions>
<copyright-statement>Copyright © 2008 Miotto et al; licensee BioMed Central Ltd.</copyright-statement>
<copyright-year>2008</copyright-year>
<copyright-holder>Miotto et al; licensee BioMed Central Ltd.</copyright-holder>
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<p>This is an open access article distributed under the terms of the Creative Commons Attribution License (
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/2.0"></ext-link>
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<pmc-comment> Miotto Olivo olivo@nus.edu.sg Identification of human-to-human transmissibility factors in PB2 proteins of influenza A by large-scale mutual information analysis 2008BMC Bioinformatics 9(Suppl 1): S18-. (2008)1471-2105(2008)9:Suppl 1urn:ISSN:1471-2105</pmc-comment>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>The identification of mutations that confer unique properties to a pathogen, such as host range, is of fundamental importance in the fight against disease. This paper describes a novel method for identifying amino acid sites that distinguish specific sets of protein sequences, by comparative analysis of matched alignments. The use of mutual information to identify distinctive residues responsible for functional variants makes this approach highly suitable for analyzing large sets of sequences. To support mutual information analysis, we developed the AVANA software, which utilizes sequence annotations to select sets for comparison, according to user-specified criteria. The method presented was applied to an analysis of influenza A PB2 protein sequences, with the objective of identifying the components of adaptation to human-to-human transmission, and reconstructing the mutation history of these components.</p>
</sec>
<sec>
<title>Results</title>
<p>We compared over 3,000 PB2 protein sequences of human-transmissible and avian isolates, to produce a catalogue of sites involved in adaptation to human-to-human transmission. This analysis identified 17 characteristic sites, five of which have been present in human-transmissible strains since the 1918 Spanish flu pandemic. Sixteen of these sites are located in functional domains, suggesting they may play functional roles in host-range specificity. The catalogue of characteristic sites was used to derive sequence signatures from historical isolates. These signatures, arranged in chronological order, reveal an evolutionary timeline for the adaptation of the PB2 protein to human hosts.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>By providing the most complete elucidation to date of the functional components participating in PB2 protein adaptation to humans, this study demonstrates that mutual information is a powerful tool for comparative characterization of sequence sets. In addition to confirming previously reported findings, several novel characteristic sites within PB2 are reported. Sequence signatures generated using the characteristic sites catalogue characterize concisely the adaptation characteristics of individual isolates. Evolutionary timelines derived from signatures of early human influenza isolates suggest that characteristic variants emerged rapidly, and remained remarkably stable through subsequent pandemics. In addition, the signatures of human-infecting H5N1 isolates suggest that this avian subtype has low pandemic potential at present, although it presents more human adaptation components than most avian subtypes.</p>
</sec>
</abstract>
<conference>
<conf-date>27–30 August 2007</conf-date>
<conf-name>Sixth International Conference on Bioinformatics (InCoB2007)</conf-name>
<conf-loc>Hong Kong</conf-loc>
</conference>
</article-meta>
</front>
</pmc>
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