Abstract
The quasispecies model is ubiquitous in the study of viruses. While having lead to a number of insights that have stood the test of time, the quasispecies model has mostly been discussed in a theoretical fashion with little support of data. With next-generation sequencing (NGS), this situation is changing and a wealth of data can now be produced in a time- and cost-efficient manner. NGS can, after removal of technical errors, yield an exceedingly detailed picture of the viral population structure. The widespread availability of cross-sectional data can be used to study fitness landscapes of viral populations in the quasispecies model. This chapter highlights methods that estimate the strength of selection in selective sweeps, assesses marginal fitness effects of quasispecies, and finally infers the fitness landscape of a viral quasispecies, all on the basis of NGS data.
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References
Acevedo A, Brodsky L, Andino R (2014) Mutational and fitness landscapes of an RNA virus revealed through population sequencing. Nature 505(7485):686–690
Astrovskaya I, Tork B, Mangul S, Westbrooks K, Măndoiu I, Balfe P, Zelikovsky A (2011) Inferring viral quasispecies spectra from 454 pyrosequencing reads. BMC Bioinformatics 12(Suppl 6):S1
Beerenwinkel N, Pachter L, Sturmfels B (2007) Epistasis and shapes of fitness landscapes. Statistica Sinica 17:1317–1342
Beerenwinkel N, Montazeri H, Schuhmacher H, Knupfer P, von Wyl V, Furrer H, Battegay M, Hirschel B, Cavassini M, Vernazza P et al (2013) The individualized genetic barrier predicts treatment response in a large cohort of HIV-1 infected patients. PLOS Comput Biol 9(8):e1003203
Covacci A, Rappuoli R (1998) Helicobacter pylori: molecular evolution of a bacterial quasi-species. Curr Opin Microbiol 1(1):96–102
Di Giallonardo F, Töpfer A, Rey M, Prabhakaran S, Duport Y, Leemann C, Schmutz S, Campbell NK, Joos B, Lecca MR et al (2014) Full-length haplotype reconstruction to infer the structure of heterogeneous virus populations. Nucleic Acids Res 42(14):e115
Domingo E, Sabo D, Taniguchi T, Weissmann C (1978) Nucleotide sequence heterogeneity of an RNA phage population. Cell 13(4):735–744
Falugi P, Giarré L (2009) Identification and validation of quasispecies models for biological systems. Syst Control Lett 58(7):529–539
Herrmann E, Lee JH, Marinos G, Modi M, Zeuzem S (2003) Effect of ribavirin on hepatitis C viral kinetics in patients treated with pegylated interferon. Hepatology 37(6):1351–1358
Hinkley T, Martins J, Chappey C, Haddad M, Stawiski E, Whitcomb JM, Petropoulos CJ, Bonhoeffer S (2011) A systems analysis of mutational effects in HIV-1 protease and reverse transcriptase. Nat Genet 43(5):487–489
Jabara CB, Jones CD, Roach J, Anderson JA, Swanstrom R (2011) Accurate sampling and deep sequencing of the HIV-1 protease gene using a primer ID. Proc Natl Acad Sci 108(50):20166–20171
Lou DI, Hussmann JA, McBee RM, Acevedo A, Andino R, Press WH, Sawyer SL (2013) High-throughput DNA sequencing errors are reduced by orders of magnitude using circle sequencing. Proc Natl Acad Sci 110(49):19872–19877
Messer PW, Neher RA (2012) Estimating the strength of selective sweeps from deep population diversity data. Genetics 191(2):593–605
Minoche AE, Dohm JC, Himmelbauer H et al (2011) Evaluation of genomic high-throughput sequencing data generated on Illumina HiSeq and genome analyzer systems. Genome Biol 12(11):R112
Musso F (2012) On the relation between the Eigen model and the asexual Wright-Fisher model. Bull Math Biol 74(1):103–115
Prabhakaran S, Rey M, Zagordi O, Beerenwinkel N, Roth V (2014) HIV Haplotype inference using a propagating Dirichlet process mixture model. IEEE/ACM Trans Comput Biol Bioinform 11:182
Prosperi MC, Salemi M (2012) QuRe: software for viral quasispecies reconstruction from next-generation sequencing data. Bioinformatics 28(1):132–133
Sanjuán R, Cuevas JM, Furió V, Holmes EC, Moya A (2007) Selection for robustness in mutagenized RNA viruses. PLoS Genet 3(6):e93
Seifert D, Di Giallonardo F, Metzner KJ, Günthard HF, Beerenwinkel N (2015) A framework for inferring fitness landscapes of patient-derived viruses using quasispecies theory. Genetics 199(1):191–203
Sheward DJ, Murrell B, Williamson C (2012) Degenerate primer IDs and the birthday problem. Proc Natl Acad Sci 109(21):E1330
Steinhauer D, de la Torre JC, Meier E, Holland J (1989) Extreme heterogeneity in populations of vesicular stomatitis virus. J Virol 63(5):2072–2080
Töpfer A, Zagordi O, Prabhakaran S, Roth V, Halperin E, Beerenwinkel N (2013) Probabilistic inference of viral quasispecies subject to recombination. J Comput Biol 20(2):113–123
Töpfer A, Marschall T, Bull RA, Luciani F, Schönhuth A, Beerenwinkel N (2014) Viral Quasispecies assembly via maximal clique enumeration. PLOS Comput Biol 10(3):e1003515
Wang C, Mitsuya Y, Gharizadeh B, Ronaghi M, Shafer RW (2007) Characterization of mutation spectra with ultra-deep pyrosequencing: application to HIV-1 drug resistance. Genome Res 17(8):1195–1201
Wilke CO, Wang JL, Ofria C, Lenski RE, Adami C (2001) Evolution of digital organisms at high mutation rates leads to survival of the flattest. Nature 412(6844):331–333
Wolf JB, Brodie ED, Wade MJ (2000) Epistasis and the evolutionary process. Oxford University Press, Oxford
Wright S (1932) The roles of mutation, inbreeding, crossbreeding and selection in evolution. In: Proceedings of the sixth international congress on genetics, vol 1, pp 356–366
Zagordi O, Bhattacharya A, Eriksson N, Beerenwinkel N (2011) ShoRAH: estimating the genetic diversity of a mixed sample from next-generation sequencing data. BMC Bioinformatics 12(1):119
Zagordi O, Däumer M, Beisel C, Beerenwinkel N (2012) Read length versus depth of coverage for viral quasispecies reconstruction. PLOS ONE 7(10):e47046
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Seifert, D., Beerenwinkel, N. (2015). Estimating Fitness of Viral Quasispecies from Next-Generation Sequencing Data. In: Domingo, E., Schuster, P. (eds) Quasispecies: From Theory to Experimental Systems. Current Topics in Microbiology and Immunology, vol 392. Springer, Cham. https://doi.org/10.1007/82_2015_462
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DOI: https://doi.org/10.1007/82_2015_462
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