Ultra-Deep Pyrosequencing (UDPS) Data Treatment to Study Amplicon HCV Minor Variants

被引:47
作者
Gregori, Josep [1 ,2 ]
Esteban, Juan I. [1 ,3 ,4 ]
Cubero, Maria [1 ,3 ]
Garcia-Cehic, Damir [1 ,3 ]
Perales, Celia [3 ,5 ]
Casillas, Rosario [1 ,6 ]
Alvarez-Tejado, Miguel [2 ]
Rodriguez-Frias, Francisco [3 ,4 ,6 ]
Guardia, Jaume [1 ,3 ,4 ]
Domingo, Esteban [3 ,5 ]
Quer, Josep [1 ,3 ,4 ]
机构
[1] VHIR HUVH, Lab Malalties Hepatiques, Liver Unit, Barcelona, Spain
[2] Roche Diagnost SL, Sant Cugat Del Valles, Spain
[3] Inst Salud Carlos III, CIBERehd, Madrid, Spain
[4] Univ Autonoma Barcelona, Bellaterra, Spain
[5] UAM, Ctr Biol Mol Severo Ochoa CBM, Madrid, Spain
[6] HUVH, Biochem Unit, Barcelona, Spain
来源
PLOS ONE | 2013年 / 8卷 / 12期
关键词
HEPATITIS-C VIRUS; GENERATION SEQUENCING DATA; QUASI-SPECIES RECONSTRUCTION; ERROR-CORRECTION; INFECTION; POPULATION; RESISTANCE; DIVERSITY; ACCURACY; SOFTWARE;
D O I
10.1371/journal.pone.0083361
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We have investigated the reliability and reproducibility of HCV viral quasispecies quantification by ultra-deep pyrosequencing (UDPS) methods. Our study has been divided in two parts. First of all, by UDPS sequencing of clone mixes samples we have established the global noise level of UDPS and fine tuned a data treatment workflow previously optimized for HBV sequence analysis. Secondly, we have studied the reproducibility of the methodology by comparing 5 amplicons from two patient samples on three massive sequencing platforms (FLX+, FLX and Junior) after applying the error filters developed from the clonal/control study. After noise filtering the UDPS results, the three replicates showed the same 12 polymorphic sites above 0.7%, with a mean CV of 4.86%. Two polymorphic sites below 0.6% were identified by two replicates and one replicate respectively. A total of 25, 23 and 26 haplotypes were detected by GS-Junior, GS-FLX and GS-FLX+. The observed CVs for the normalized Shannon entropy (Sn), the mutation frequency (Mf), and the nucleotidic diversity (Pi) were 1.46%, 3.96% and 3.78%. The mean absolute difference in the two patients (5 amplicons each), in the GS-FLX and GS-FLX+, were 1.46%, 3.96% and 3.78% for Sn, Mf and Pi. No false polymorphic site was observed above 0.5%. Our results indicate that UDPS is an optimal alternative to molecular cloning for quantitative study of HCV viral quasispecies populations, both in complexity and composition. We propose an UDPS data treatment workflow for amplicons from the RNA viral quasispecies which, at a sequencing depth of at least 10,000 reads per strand, enables to obtain sequences and frequencies of consensus haplotypes above 0.5% abundance with no erroneous mutations, with high confidence, resistant mutants as minor variants at the level of 1%, with high confidence that variants are not missed, and highly confident measures of quasispecies complexity.
引用
收藏
页数:13
相关论文
共 35 条
  • [1] [Anonymous], R LANG ENV STAT COMP
  • [2] Ultra-deep sequencing for the analysis of viral populations
    Beerenwinkel, Niko
    Zagordi, Osvaldo
    [J]. CURRENT OPINION IN VIROLOGY, 2011, 1 (05) : 413 - 418
  • [3] Naturally occurring NS3-protease-inhibitor resistant mutant A156T in the liver of an untreated chronic hepatitis C patient
    Cubero, Maria
    Esteban, Juan Ignacio
    Otero, Teresa
    Sauleda, Silvia
    Bes, Marta
    Esteban, Rafael
    Guardia, Jaurne
    Quer, Josep
    [J]. VIROLOGY, 2008, 370 (02) : 237 - 245
  • [4] DOMINGO E, 1988, RNA GENETICS, P3
  • [5] Domingo Esteban, 1994, P161
  • [6] Viral population estimation using pyrosequencing
    Eriksson, Nicholas
    Pachter, Lior
    Mitsuya, Yumi
    Rhee, Soo-Yon
    Wang, Chunlin
    Gharizadeh, Baback
    Ronaghi, Mostafa
    Shafer, Robert W.
    Beerenwinkel, Niko
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (05)
  • [7] Ultrasensitive detection of rare mutations using next-generation targeted resequencing
    Flaherty, Patrick
    Natsoulis, Georges
    Muralidharan, Omkar
    Winters, Mark
    Buenrostro, Jason
    Bell, John
    Brown, Sheldon
    Holodniy, Mark
    Zhang, Nancy
    Ji, Hanlee P.
    [J]. NUCLEIC ACIDS RESEARCH, 2012, 40 (01) : e2
  • [8] Bioconductor: open software development for computational biology and bioinformatics
    Gentleman, RC
    Carey, VJ
    Bates, DM
    Bolstad, B
    Dettling, M
    Dudoit, S
    Ellis, B
    Gautier, L
    Ge, YC
    Gentry, J
    Hornik, K
    Hothorn, T
    Huber, W
    Iacus, S
    Irizarry, R
    Leisch, F
    Li, C
    Maechler, M
    Rossini, AJ
    Sawitzki, G
    Smith, C
    Smyth, G
    Tierney, L
    Yang, JYH
    Zhang, JH
    [J]. GENOME BIOLOGY, 2004, 5 (10)
  • [9] Accuracy and quality assessment of 454 GS-FLX Titanium pyrosequencing
    Gilles, Andre
    Meglecz, Emese
    Pech, Nicolas
    Ferreira, Stephanie
    Malausa, Thibaut
    Martin, Jean-Francois
    [J]. BMC GENOMICS, 2011, 12
  • [10] Dynamics of HIV-1 Quasispecies during Antiviral Treatment Dissected Using Ultra-Deep Pyrosequencing
    Hedskog, Charlotte
    Mild, Mattias
    Jernberg, Johanna
    Sherwood, Ellen
    Bratt, Goran
    Leitner, Thomas
    Lundeberg, Joakim
    Andersson, Bjorn
    Albert, Jan
    [J]. PLOS ONE, 2010, 5 (07):