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Correction for Founder Effects in Host-Viral Association Studies via Principal Components

Author

Listed:
  • Reeves Karyn L.

    (Murdoch University)

  • McKinnon Elizabeth J.

    (Murdoch University)

  • James Ian R.

    (Murdoch University)

Abstract

Viruses such as HIV and Hepatitis C (HCV) replicate rapidly and with high transcription error rates, which may facilitate their escape from immune detection through the encoding of mutations at key positions within human leukocyte antigen (HLA)-specific peptides, thus impeding T-cell recognition. Large-scale population-based host-viral association studies are conducted as hypothesis-generating analyses which aim to determine the positions within the viral sequence at which host HLA immune pressure may have led to these viral escape mutations. When transmission of the virus to the host is HLA-associated, however, standard tests of association can be confounded by the viral relatedness of contemporarily circulating viral sequences, as viral sequences descended from a common ancestor may share inherited patterns of polymorphisms, termed 'founder effects'. Recognizing the correspondence between this problem and the confounding of case-control genome-wide association studies by population stratification, we adapt methods taken from that field to the analysis of host-viral associations. In particular, we consider methods based on principal components analysis within a logistic regression framework motivated by alternative formulations in the Frisch-Waugh-Lovell Theorem. We demonstrate via simulation their utility in detecting true host-viral associations whilst minimizing confounding by associations generated by founder effects. The proposed methods incorporate relatively robust, standard statistical procedures which can be easily implemented using widely available software, and provide alternatives to the more complex computer intensive methods often implemented in this area.

Suggested Citation

  • Reeves Karyn L. & McKinnon Elizabeth J. & James Ian R., 2012. "Correction for Founder Effects in Host-Viral Association Studies via Principal Components," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 11(4), pages 1-17, July.
  • Handle: RePEc:bpj:sagmbi:v:11:y:2012:i:4:n:8
    DOI: 10.1515/1544-6115.1827
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    References listed on IDEAS

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    1. Michael C. Lovell, 1963. "Seasonal Adjustment of Economic Time Series and Multiple Regression," Cowles Foundation Discussion Papers 151, Cowles Foundation for Research in Economics, Yale University.
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    3. Jonathan M Carlson & Zabrina L Brumme & Christine M Rousseau & Chanson J Brumme & Philippa Matthews & Carl Kadie & James I Mullins & Bruce D Walker & P Richard Harrigan & Philip J R Goulder & David He, 2008. "Phylogenetic Dependency Networks: Inferring Patterns of CTL Escape and Codon Covariation in HIV-1 Gag," PLOS Computational Biology, Public Library of Science, vol. 4(11), pages 1-23, November.
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