• DocumentCode
    2764729
  • Title

    QColors: An algorithm for conservative viral quasispecies reconstruction from short and non-contiguous next generation sequencing reads

  • Author

    Huang, Austin ; Kantor, Rami ; DeLong, Allison ; Schreier, Leeann ; Istrail, Sorin

  • Author_Institution
    Div. of Infectious Disease, Brown Univ. Providence, Providence, RI, USA
  • fYear
    2011
  • fDate
    12-15 Nov. 2011
  • Firstpage
    130
  • Lastpage
    136
  • Abstract
    Next generation sequencing technologies have been successfully applied to HIV-infected patients in order to obtain the mutational spectrum of heterogeneous viral populations within individuals, known as quasispecies. However, the metage-nomics problem of quasispecies sequence reconstruction from next generation sequencing reads is not-yet widely applied in current practice and remains an emerging area of research. Furthermore, the majority of research methodology in HIV has focused on 454 sequencing, while many next-generation sequencing platforms are limited to shorter read lengths relative to 454 sequencing. Little work has been done in determining how best to address the read length limitations of other platforms. The approach described here incorporates graph representations of both read differences and read overlap to conservatively determine the regions of the sequence with sufficient variability to separate quasispecies sequences. Within these tractable regions of quasispecies inference, we use constraint programming to solve for an optimal quasispecies subsequence determination via vertex coloring of the conflict graph, a representation which also lends itself to data with non-contiguous reads such as paired-end sequencing. We demonstrate the utility of the method by successfully applying it to simulations based on actual intra-patient clonal HIV-1 sequencing data.
  • Keywords
    algorithm theory; constraint handling; diseases; genomics; graph colouring; graphs; microorganisms; HIV-infected patients; QColors; algorithm; conservative viral quasispecies reconstruction; constraint programming; graph representations; heterogeneous viral populations; intrapatient clonal HIV-1 sequencing data; metagenomics problem; mutational spectrum; noncontiguous next generation sequencing reads; paired-end sequencing; read length limitations; Bioinformatics; Error correction; Genomics; Human immunodeficiency virus; Image color analysis; Immune system; Programming; HIV; constraint programming; graph coloring; quasispecies; virology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedicine Workshops (BIBMW), 2011 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • Print_ISBN
    978-1-4577-1612-6
  • Type

    conf

  • DOI
    10.1109/BIBMW.2011.6112365
  • Filename
    6112365