![]() | ![]() |
Formats:
|
||||||||||||||
Copyright © 2008, American Society for Microbiology Genetic and Epidemiological Analysis of Influenza Virus Epidemics in Taiwan during 2003 to 2006 †Research & Diagnostic Center, Centers for Disease Control, Taipei, Taiwan, Republic of China,1 Department of Computer Science & Information Engineering,2 Research Center for Emerging Viral Infections, Chang Gung University, Taoyuan, Taiwan, Republic of China,3 Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan, Republic of China,4 School of Medical Laboratory Science and Biotechnology, Taipei Medical University, Taipei, Taiwan, Republic of China,5 Department of Medical Biotechnology & Laboratory Science, Chang Gung University, Taoyuan, Taiwan, Republic of China6 *Corresponding author. Mailing address for Shin-Ru Shih (virology questions): Department of Medical Biotechnology and Laboratory Science, Chang Gung University, 259 Wen-Hua 1st Road, Kweishan, Taoyuan, 333 Taiwan, Republic of China. Phone: 886-3-2118800, ext. 5497. Fax: 886-3-2118174. E-mail: srshih/at/mail.cgu.edu.tw. Mailing address for Ho-Sheng Wu (other questions): Research & Diagnostic Center, Centers for Disease Control, No. 161, Kun-Yang Street, Taipei, 115, Taiwan, Republic of China. Phone: 886-2-26531377. Fax: 886-2-27837779. E-mail: wuhs/at/cdc.gov.tw ‡These authors contributed equally to this work. Received August 5, 2007; Revised December 19, 2007; Accepted January 24, 2008. This article has been cited by other articles in PMC.Abstract The genetic characterization of Taiwanese influenza A and B viruses on the basis of analyses of pairwise amino acid variations, genetic clustering, and phylogenetics was performed. A total of 548, 2,123, and 1,336 sequences of the HA1 genes of influenza A virus subtypes H1 and H3 and influenza B virus, respectively, collected during 2003 to 2006 from an island-wide surveillance network were determined. Influenza A virus H3 showed activity during all periods, although it was dominant only in the winters of 2002-2003 and 2003-2004. Instead, influenza B virus and influenza A virus H1 were dominant in the winters of 2004-2005 and 2005-2006, respectively. Additionally, two influenza A virus H3 peaks were found in the summers of 2004 and 2005. From clustering analysis, similar characteristics of high sequence diversity and short life spans for the influenza A virus H1 and H3 clusters were observed, despite their distinct seasonal patterns. In contrast, clusters with longer life spans and fewer but larger clusters were found among the influenza B viruses. We also noticed that more amino acid changes at antigenic sites, especially at sites B and D in the H3 viruses, were found in 2003 and 2004 than in the following 2 years. The only epidemic of the H1 viruses, which occurred in the winter of 2005-2006, was caused by two genetically distinct lineages, and neither of them showed apparent antigenic changes compared with the antigens of the vaccine strain. For the influenza B viruses, the multiple dominant lineages of Yamagata-like strains with large genetic variations observed reflected the evolutionary pressure caused by the Yamagata-like vaccine strain. On the other hand, only one dominant lineage of Victoria-like strains circulated from 2004 to 2006. Influenza A virus subtypes H1 and H3 and influenza B viruses have been the three kinds of influenza viruses most commonly isolated from humans during the past 40 years. It has been estimated that 250,000 to 500,000 deaths are directly associated with influenza virus epidemics around the world every year (21). In addition, genetic mutations in its hemagglutinin (HA) protein, often referred as antigenic drift, are considered the major way in which influenza viruses escape host defense mechanisms and are thus able to continuously infect humans and other species. For example, five antigenic sites on the HA1 domain of the H3 subtype were identified in antibody-combining or receptor binding sites by structural analysis (22, 23). Significantly more nonsynonymous than synonymous nucleotide substitutions were observed at these sites (8). Similar antigenic sites were also proposed for the H1 subtype (4), but none has been identified for influenza B virus. Furthermore, 18 residues of the HA1 domain of H3 were believed to be undergoing positive selection, as determined by empirical studies of global sequences (2, 3). An obvious codon bias for the HA gene instead of other internal genes was also observed (16). Other studies have inspected the relationship between amino acid substitutions and the corresponding changes in antigenicity in natural virus isolates (13, 14). Starting in 2003, the Centers for Disease Control (CDC) of Taiwan has been receiving influenza virus isolates from its 12 contract virology laboratories around the island and has sequenced the HA1 region of many of these isolates. By July 2006, more than 3,000 HA1 sequences were obtained from influenza A viruses H1 and H3 and influenza B virus. In this study we used these sequences to determine the evolutionary properties of these Taiwanese influenza viruses by integrating their genetic features with local epidemiological information. Distance-based sequence clustering and phylogenetic analysis were both used to reveal the evolutionary pattern and important amino acid variations between Taiwanese isolates and the corresponding vaccine strains or global strains found in databases in the public domain. MATERIALS AND METHODS Sample collection and sequencing. Details about the virology laboratories and the specimen collection, virus isolation, RNA extraction, reverse transcription-PCR, and nucleotide sequencing methods used can be found in a previous report (18). In summary, 12 virology laboratories throughout the island of Taiwan collected clinical samples and sent them to the core sequencing laboratory at the CDC of Taiwan for reverse transcription-PCR and nucleotide sequencing. This surveillance network consists of about 750 sentinel physicians and spans 22 metropolitan cities or counties. Approximately 75% of the 352 basic administrative units of Taiwan (cities, townships, or districts) are covered. A total of 34,312 samples from patients who were suspected of having respiratory tract infections from 2003 to 2006 were collected for virus isolation and further analysis. In addition to the normal negative control for PCR, we also checked the sequencing quality monthly by resequencing some specimens. Furthermore, sequence assembly tasks were carried out with the commercial program Sequencher (Gene Code Inc., Ann Arbor, MI), and all results were inspected manually. The counts for the isolates and the positions of the sequences of each type of influenza virus tested are listed in Table 1.
Sequence preprocessing and clustering. All nucleotide sequences were first translated into amino acid sequences and prealigned with the sequences of the corresponding vaccine strains for establishment of the correct amino acid positions, as suggested by the World Health Organization, by using the BLAST2 program (1). The sequences were inspected manually and were removed if any erroneous residues were found. We then trimmed the sequences such that they covered most of the known antigenic sites of the HA1 genes of the H1 and H3 subtypes. Note that most of the available sequences contained only partial HA regions (Table 1) due to the original sequencing strategy for surveillance purposes. Finally, a 507-nucleotide (nt) segment for influenza A virus subtype H1 (genomic positions 147 to 653, based on strain A/Puerto Rico/8/34 [GenBank accession no. NC_002017]), a 786-nt segment for influenza A virus subtype H3 (genomic positions 178 to 963, based on strain A/Hong Kong/1/68 [GenBank accession no. AF348176]), and a 660-nt segment for influenza B virus (genomic positions 232 to 891, based on strain B/Lee/40 [GenBank accession no. NC_002207]) were each selected from the HA1 domain for sequence analysis. The average number of amino acid differences for the antigenic sites and the nonantigenic sites for H1 and H3 were calculated as We subsequently performed protein sequence clustering for the Taiwanese influenza A virus subtypes H1 and H3 and influenza B viruses collected. Two sequences were assigned to a different cluster as long as there was one amino acid difference in the HA1 region analyzed. We then classified a cluster as dominant if it contained five or more sequences. Statistical analysis. The Student t test (two-tailed, two-sample test with unequal variance) was used to determine the significance in the average number of amino acid differences at antigenic sites and nonantigenic sites for influenza A virus subtypes H1 and H3 by use of SPSS software (version 13.0; SPSS Inc., Chicago, IL). Phylogenetic construction. Phylogenetic analysis of a partial region of HA1 (as shown in Table 1) of influenza A virus subtypes H1 and H3 and influenza B virus was performed on the basis of the nucleotide sequences. The MEGA program (11) was used for tree building by use of the neighbor-joining method and the Kimura two-parameter distance matrix. The number of bootstrap replications was set to 1,000, and bootstrap values were labeled on major tree branches for reference. Note that clustering based on nucleotides was first performed for the Taiwanese strains, and only dominant clusters were used to infer phylogenetic relationships. Similar to the clustering scheme used for the amino acid sequences, two strains with any observed nucleotide difference were assigned to different clusters, and a dominant cluster contained at least five sequences. The cluster counts and the lifetimes of the dominant clusters for nucleotide-based and amino acid-based clustering can be different due to synonymous substitutions at the nucleotide level. Aside from the definition of a dominant cluster for the purpose of selecting representative strains for phylogenetic analysis, we further defined a strongly dominant cluster as one that contained 20 or more sequences, for the purpose of the later discussion. Nucleotide sequence accession numbers. All sequences newly reported in this study have been deposited in the GenBank database under accession numbers EU068114 to EU068198. RESULTS Epidemiological distributions versus sequence diversities. Clinical isolates collected by 12 virology laboratories in the influenza virus surveillance network were used to represent the influenza virus activities in Taiwan. Figure Figure1A1A
To better understand the relationship between influenza virus activities and their genetic diversities, the average number of amino acid differences in the sequences from viruses causing disease onset in the same month along with the monthly isolation counts is shown separately in Fig. 1B to D It is apparent that from October 2003 to June 2004 the sequence diversity at the antigenic sites was higher than that during any other period. This observation is in line with laboratory hemagglutination inhibition (HI) test results (data not shown), which showed that a major antigenic drift from A/Panama/2007/99-like to A/Fujian/411/2002-like strains was first seen in the winter of 2003-2004, followed by detection of the first batch of local strains that were antigenically distinguishable from A/Fujian/411/2002 in the summer of 2004. Three subsequent smaller peaks of antigenic sites occurred in March 2005, September 2005, and May 2006, with only the one in March 2005 being followed by a major peak of H3. We also calculated the average amino acid differences for five antigenic sites of H3 separately (data not shown) and found that antigenic sites B and D had higher degrees of diversity than the other three sites from 2003 to mid-2006, suggesting that these two sites were important hot spots when antigenic drift was seen in 2004 and 2005, when the Fujian-like strains were transformed into California-like strains. Finally, fewer amino acid differences were seen at the nonantigenic sites for H3 in 2003 and 2004 than in 2005 and 2006. The average numbers of differences at antigenic and nonantigenic sites in 2003 and 2004 were 2.76 and 0.43, respectively, while the average numbers of differences at antigenic and nonantigenic sites in 2005 and 2006 were 1.88 and 0.91, respectively. The less apparent gap between them in the two most recent years analyzed might suggest stabilization of the Fujian-like strains in the population, without further antigenic drift in the near future. The corresponding activity of influenza A virus H1 in terms of the amino acid diversity at the antigenic and nonantigenic sites is shown in Fig. Fig.1C.1C It was reported that both the Victoria and the Yamagata lineages of influenza B viruses have cocirculated in Taiwan in recent years. Reassortants from these two lineages were detected in as early as 2002 and became dominant in the winter of 2004-2005 (5, 12, 19). Classification in either the Yamagata or the Victoria lineage was based on a BLAST search of their HA1 gene regions and comparison with the sequences in the nucleotide database of the National Center for Biotechnology Information. The Yamagata-lineage strains steadily showed a greater average amino acid difference (3.93) prior to May 2005, after which they became obsolete (Fig. (Fig.1D).1D General features of sequence clusters. The statistics for HA1 sequence clustering are summarized in Table 1. Each cluster, according to our definition that sequences are placed in separate clusters whenever a single amino acid difference exists between an aligned pair, has an HA1 region amino acid composition that is unique. The numbers of cluster (i.e., genetic variants) in influenza A viruses H1 and H3, the influenza B virus Victoria lineage, and the influenza B virus Yamagata lineage were 201, 497, 87, and 96, respectively. After normalization for their time spans, it is clear that the cluster counts per month for influenza A viruses H1 and H3 are comparable. They were, however, more prevalent than influenza B viruses, suggesting that influenza A viruses were more likely to evolve over the time period investigated. The influenza B virus Victoria lineage was found to be the largest cluster of all four subtypes, with the sequences of isolates of this lineage comprising 71.5% (534 of 767) of the sequence counts. On the other hand, the largest cluster of influenza A virus H1 sequences contained only 53 (9.9%) of 535 sequences, suggesting the presence of a dominant strain (from a genetic diversity point of view) among the influenza B virus Victoria-like strains, while such dominance was the least apparent for influenza A virus H1. This was also reflected by the cluster density, which was computed by dividing the total number of sequences by the total number of clusters, from which it was clear that influenza A virus isolates are far less dense (2.66 and 2.88 for H1 and H3, respectively) than influenza B viruses (8.59 and 5.57 for the Victoria and Yamagata lineages, respectively). In other words, more genetic variants of influenza A virus than genetic variants of influenza B virus circulated during 2003 to 2006 in Taiwan. The small percentage of dominant clusters (6.9 to 8.4%), in which each cluster contained five or more sequences, indicates that the prevalence of many of those clusters (over 90%) was sparse and the isolates failed to prevail in the general population. Among those clusters that dominated, influenza B virus Victoria strains seem to have aggregated as a limited number of genetic variants. We also defined the duration or the lifetime of a dominant cluster as the time that elapsed (measured in months) from the earliest to the latest time of onset of sequences within that cluster. The lifetimes were found to be similar for the two influenza A virus subtypes according to either the average or the longest duration. However, for influenza B viruses, the lifetimes were double those for the influenza A viruses. This observation is in line with the findings of cluster analysis, mentioned above, that the influenza B viruses circulating in Taiwan over the past few years showed better genetic coherence into a number of major strains than the influenza A viruses did and thus were able to survive and cause disease for longer durations. The monthly compositions of the cluster counts for each subtype were also computed and are shown in Fig. Fig.2.2
Phylogenetic analysis. Figure Figure3A3A
Figure Figure3B3B Figure Figure3C3C DISCUSSION We have reported on comprehensive influenza virus surveillance activities performed in Taiwan over the past four flu seasons (2003 to 2006). In addition to those four winters, during which strong influenza virus activities were observed, as in other countries or regions, two summer influenza virus subtype H3 peaks were found in 2004 and 2005 (Fig. (Fig.1A).1A Another interesting observation for H3 is the relative amino acid sequence variations between antigenic sites and nonantigenic sites. From April 2003 to June 2004, the ratio of the number of antigenic site changes to the total number of variations was higher than that during any other month. This period corresponds to a time when certain antigenic changes and strain transitions from Moscow (or Panama) to Fujian strains and, following that, to California (or Wellington) strains were observed. It seems that Fujian strains were converted to California strains in a short period of time, and they were closer in terms of their evolutionary distance than the Moscow and Fujian strains. In contrast, from April 2005 to February 2006, the ratio of the number of antigenic changes to the total number of variations was the lowest among those that occurred during the period of time under investigation. Indeed, A/California/7/2004 was used as the vaccine strain in the winter of 2005 and had apparently relieved some positive selection pressure on the antigenic sites for H3 cases from the fall of 2005 and beyond. In contrast to the circulating H3 viruses, for which several peaks were found during the 4 years of surveillance and the antigenic changes were overwhelmingly higher than the nonantigenic ones, only one H1 peak, which occurred in the winter of 2005-2006, was found, and the amino acid changes were mostly nonantigenic. Although the average number of amino acid differences at the H3 antigenic sites was greater than the number at the H1 antigenic sites in our studies (2.63 and 0.90, respectively), it should be noted that the average number of amino acid differences per residue at H1 antigenic sites (0.04) was larger than the average number at H3 antigenic sites (0.02). Nevertheless, it is our belief that the number of amino acid variations at all antigenic sites determined the overall antigenic variations in the HA1 region. Evidence for this is that most H1 strains isolated in Taiwan, based on their HI test data, still showed high titers against A/New Caledonia/20/99. Furthermore, the lower level of fitness of H3 during the winter mentioned above might have given H1 a chance to cause an epidemic, as we have described here. It seems that the H3 and H1 viruses were competing somewhat and were holding each other up over these 4 years. That is, there were almost no cases of H1 infection in Taiwan prior to the winter of 2005-2006, over which this long period of time H3 was dominant and revealed major strain transitions from Moscow to Fujian to California. On the other hand, H1 viruses took over in the winter of 2005-2006, when less H3 activity was found. Although no antigenic site has been reported for influenza B viruses, higher levels of variation in the HA gene of the Yamagata lineage might indicate that this lineage had been under more evolutionary pressure than the Victoria lineage. The choice of vaccine strain could be the possible reason for this observation. In the winter of 2004-2005, the Shanghai strain (which is of the Yamagata lineage) was used as the vaccine strain and offered only limited protection against viruses of the Victoria lineage. In other words, the reassortment of these Victoria-like strains could describe another means by which they gained a better chance of survival and the competitive ability to cause epidemics. The positive correlation found between the isolates and the number of clusters indicates that although one or some limited number of dominant strains contributed to one epidemic, other related strains also appeared during the epidemic, and the scenario seems to be similar to that for a “swarm” defined in a previous study (17). Different patterns of cluster distributions in these three subtypes also illustrated the disparity of the strategy of evolution for HA. For H1 and H3 viruses that had higher mutation rates, a shorter life span of the clusters is expected. Actually, no apparent difference between the cluster count per month, the average cluster size, the average lifetime, or the longest lifetime was found between the H1 and the H3 viruses (Table 1). Although the H1 viruses showed notable activity only in 2005-2006, the H1 and H3 subtypes revealed common characteristics by cluster analysis. For the influenza B viruses, on the other hand, very different cluster statistics were observed. In addition, the two lineages of influenza B viruses showed similar patterns in cluster statistics, although the Yamagata viruses revealed more sequence variations than the Victoria viruses. The summer outbreaks caused by H3 were mainly caused by cluster H3-285 (which contained 91 sequences) in 2004 and by cluster H3-507 (which contained 162 sequences) and H3-567 (which contained 33 sequences) in 2005 (Fig. (Fig.1B1B Unlike the situation in which only one dominant strain of Taiwanese H3 viruses circulated in one season, two genetically distinct lineages of influenza A virus H1 cocirculated in Taiwan in the winter of 2005-2006. There was no apparent antigenic change in these H1 viruses, according to the results of the HI test (data not shown). From the analysis of the amino acid variations, we also saw a closer antigenic similarity of H1 to A/New Caledonia/20/99, which was used as the vaccine strain from 1999 to 2006. As A/Solomon Islands/3/2006 was selected as the 2007-2008 vaccine strain, it was indeed found to have a higher degree of sequence identity with the clade H1a viruses, which represented the dominant lineage in 2006. Among the influenza B viruses, the dominant clusters in the Yamagata lineage were separated into three subclades, while in the Victoria lineage there was a major dominant cluster (cluster V-2) that contained 376 sequences and that was prevalent from March 2004 to June 2006. The observation that the dominant strains in the Yamagata lineage had shorter prevalence times than those in the Victoria lineage might have resulted from recently reported reassortants and might have involved their HA and neuraminidase genes (5, 12, 19). During the winter of 2006-2007, these reassortants caused one serious epidemic that was even larger than the other epidemics that occurred after 2000 (9). In contrast, the introduction of vaccine strain B/Shanghai/361/2002 during this time period, which set up greater evolutionary pressure for the Yamagata viruses, apparently drove them to evolve into more different subclades. Despite these genetic transitions, however, they seemed to have less of a competitive advantage than the Victoria strains in the winter of 2006-2007 that followed (data not shown). In this work we performed the genetic characterization of Taiwanese influenza viruses on the basis of pairwise analysis of amino acid variations (at antigenic and nonantigenic sites), genetic clustering, and phylogenetic analyses. Although they have provided a good description of the evolutionary story for HA, some questions remain to be answered. One is the evolutionary relationship between these clusters. For example, we are interested in knowing whether the dominant clusters were located in the center of the sequence space for all clusters found in the same epidemic. Another important task is to find the most likely ancestor of these dominant clusters so that the transition between epidemics may be better described. In addition to clustering analysis, we measured the relationship of these clusters with the vaccine strain and other local strains that cocirculated, which may also provide more insight into the evolution of the HA gene in influenza A and B viruses. [Supplemental material]
Acknowledgments This study was supported by grants from the National Science Council (grants 94-0324-19-F-01-00-00-00-35, 95-0324-19-F-01-00-00-00-35, and 96-0324-19-F-01-00-00-00-35) and the CDC, Department of Health, Taiwan. We thank the investigators of the CDC-Taiwan Contracted Virology Reference Laboratory Network for collecting and providing clinical samples: Chuan-Liang Kao, National Taiwan University Hospital, Taipei; Jang-Jih Lu, Tri-Service General Hospital, Taipei; Yu-Jiun Chan, Veterans General Hospital, Taipei; Kuo-Chien Tsao, Chang Gung Memorial Hospital, Linkou; Ming-Jer Ding, Veterans General Hospital, Taichung; Mu-Chin Shih, Chinese Medical University Hospital, Taichung; Jen-Shiou Lin, Changhua Christian Hospital, Changhua; Jen-Ren Wang, National Cheng Kung University Hospital, Tainan; Kuei-Hsiang Lin, Kaohsiung Medical University Hospital, Kaohsiung; Yung-Ching Liu, Veterans General Hospital, Kaohsiung; Hock-Liew Eng, Chang Gung Memorial Hospital, Kaohsiung; and Li-Kuang Chen, Tzuchi Hospital, Hualien. Footnotes Published ahead of print on 6 February 2008.†Supplemental material for this article may be found at http://jcm.asm.org/. REFERENCES 1. Altschul, S. F., T. L. Madden, A. A. Schaffer, J. Zhang, Z. Zhang, W. Miller, and D. J. Lipman. 1997. Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 253389-3402. [PubMed] 2. Bush, R. M., C. A. Bender, K. Subbarao, N. J. Cox, and W. M. Fitch. 1999. Predicting the evolution of human influenza A. Science 2861921-1925. [PubMed] 3. Bush, R. M., W. M. Fitch, C. A. Bender, and N. J. Cox. 1999. Positive selection on the H3 hemagglutinin gene of human influenza virus A. Mol. Biol. Evol. 161457-1465. [PubMed] 4. Caton, A. J., G. G. Brownlee, J. W. Yewdell, and W. Gerhard. 1982. The antigenic structure of the influenza virus A/PR/8/34 hemagglutinin (H1 subtype). Cell 31417-427. [PubMed] 5. Chen, G. W., S. R. Shih, M. R. Hsiao, S. C. Chang, S. H. Lin, C. F. Sun, and K. C. Tsao. 2007. Multiple genotypes of influenza B viruses cocirculated in Taiwan in 2004 and 2005. J. Clin. Microbiol. 451515-1522. [PubMed] 6. Earn, D. J. D., J. Dushoff, and S. A. Levin. 2002. Ecology and evolution of the flu. Trends Ecol. Evol. 17334-340. 7. Ferguson, N. M., A. P. Galvani, and R. M. Bush. 2003. Ecological and immunological determinants of influenza evolution. Nature 422428-433. [PubMed] 8. Fitch, W. M., R. M. Bush, C. A. Bender, and N. J. Cox. 1997. Long term trends in the evolution of H(3) HA1 human influenza type A. Proc. Natl. Acad. Sci. USA 947712-7718. [PubMed] 9. Jian, J. W., C. T. Lai, C. Y. Kuo, S. H. Kuo, L. C. Hsu, P. J. Chen, H. S. Wu, and M. T. Liu. 2007. Genetic analysis and evaluation of the reassortment of influenza B viruses isolated in Taiwan during the 2004-2005 and 2006-2007 epidemics. Virus Res. 131243-249. [PubMed] 10. Koelle, K., S. Cobey, B. Grenfell, and M. Pascual. 2006. Epochal evolution shapes the phylodynamics of interpandemic influenza A (H3N2) in humans. Science 3141898-1903. [PubMed] 11. Kumar, S., K. Tamura, and M. Nei. 2004. MEGA3: integrated software for molecular evolutionary genetics analysis and sequence alignment. Brief. Bioinform. 5150-163. [PubMed] 12. Lin, J. H., S. C. Chiu, M. W. Shaw, Y. C. Lin, C. H. Lee, H. Y. Chen, and A. Klimov. 2006. Characterization of the epidemic influenza B viruses isolated during 2004-2005 season in Taiwan. Virus Res. 124204-211. [PubMed] 13. Nakajima, K., E. Nobusawa, A. Nagy, and S. Nakajima. 2005. Accumulation of amino acid substitutions promotes irreversible structural changes in the hemagglutinin of human influenza AH3 virus during evolution. J. Virol. 796472-6477. [PubMed] 14. Nakajima, K., E. Nobusawa, K. Tonegawa, and S. Nakajima. 2003. Restriction of amino acid change in influenza A virus H3HA: comparison of amino acid changes observed in nature and in vitro. J. Virol. 7710088-10098. [PubMed] 15. Nelson, M. I., L. Simonsen, C. Viboud, M. A. Miller, J. Taylor, K. S. George, S. B. Griesemer, E. Ghedi, N. A. Sengamalay, D. J. Spiro, I. Volkov, B. T. Grenfell, D. J. Lipman, J. K. Taubenberger, and E. C. Holmes. 2006. Stochastic processes are key determinants of short-term evolution in influenza A virus. PLoS Pathog. 2e125. [PubMed] 16. Plotkin, J. B., and J. Dushoff. 2003. Codon bias and frequency-dependent selection on the hemagglutinin epitopes of influenza A virus. Proc. Natl. Acad. Sci. USA 1007152-7157. [PubMed] 17. Plotkin, J. B., J. Dushoff, and S. A. Levin. 2002. Hemagglutinin sequence clusters and the antigenic evolution of influenza A virus. Proc. Natl. Acad. Sci. USA 996263-6268. [PubMed] 18. Shih, S. R., G. W. Chen, C. C. Yang, W. Z. Yang, D. P. Liu, J. H. Lin, S. C. Chiu, H. Y. Chen, K. C. Tsao, C. G. Huang, Y. L. Huang, C. K. Mok, C. J. Chen, T. Y. Lin, J. R. Wang, C. L. Kao, K. H. Lin, L. K. Chen, H. L. Eng, Y. C. Liu, P. Y. Chen, J. S. Lin, J. H. Wang, C. W. Lin, Y. J. Chan, J. J. Lu, C. A. Hsiung, P. J. Chen, and I. J. Su. 2005. Laboratory-based surveillance and molecular epidemiology of influenza virus in Taiwan. J. Clin. Microbiol. 431651-1661. [PubMed] 19. Tsai, H. P., H. C. Wang, D. Kiang, S. W. Huang, P. H. Kuo, C. C. Liu, I. J. Su, and J. R. Wang. 2006. Increasing appearance of reassortant influenza B virus in Taiwan from 2002 to 2005. J. Clin. Microbiol. 442705-2713. [PubMed] 20. van Nimwegen, E. 2006. Epidemiology. Influenza escapes immunity along neutral networks. Science 3141884-1886. [PubMed] 21. WHO. 2002. Influenza vaccines. Wkly. Epidemiol. Rec. 28230-239. 22. Wiley, D. C., I. A. Wilson, and J. J. Skehel. 1981. Structural identification of the antibody-binding sites of Hong Kong influenza haemagglutinin and their involvement in antigenic variation. Nature 289373-378. [PubMed] 23. Wilson, I. A., and N. J. Cox. 1990. Structural basis of immune recognition of influenza virus hemagglutinin. Annu. Rev. Immunol. 8737-771. [PubMed] 24. Wolf, Y. I., C. Viboud, E. C. Holmes, E. V. Koonin, and D. J. Lipman. 2006. Long intervals of stasis punctuated by bursts of positive selection in the seasonal evolution of influenza A virus. Biol. Direct. 134. [PubMed] |
PubMed related articles
Your browsing activity is empty. Activity recording is turned off. |
|||||||||||||
Nature. 1981 Jan 29; 289(5796):373-8.
[Nature. 1981]Annu Rev Immunol. 1990; 8():737-71.
[Annu Rev Immunol. 1990]Proc Natl Acad Sci U S A. 1997 Jul 22; 94(15):7712-8.
[Proc Natl Acad Sci U S A. 1997]Cell. 1982 Dec; 31(2 Pt 1):417-27.
[Cell. 1982]Science. 1999 Dec 3; 286(5446):1921-5.
[Science. 1999]J Clin Microbiol. 2005 Apr; 43(4):1651-61.
[J Clin Microbiol. 2005]Nucleic Acids Res. 1997 Sep 1; 25(17):3389-402.
[Nucleic Acids Res. 1997]Brief Bioinform. 2004 Jun; 5(2):150-63.
[Brief Bioinform. 2004]Biol Direct. 2006 Oct 26; 1():34.
[Biol Direct. 2006]J Clin Microbiol. 2007 May; 45(5):1515-22.
[J Clin Microbiol. 2007]Virus Res. 2007 Mar; 124(1-2):204-11.
[Virus Res. 2007]J Clin Microbiol. 2006 Aug; 44(8):2705-13.
[J Clin Microbiol. 2006]Nature. 2003 Mar 27; 422(6930):428-33.
[Nature. 2003]PLoS Pathog. 2006 Dec; 2(12):e125.
[PLoS Pathog. 2006]Proc Natl Acad Sci U S A. 2002 Apr 30; 99(9):6263-8.
[Proc Natl Acad Sci U S A. 2002]Science. 2006 Dec 22; 314(5807):1898-903.
[Science. 2006]Science. 2006 Dec 22; 314(5807):1884-6.
[Science. 2006]J Clin Microbiol. 2007 May; 45(5):1515-22.
[J Clin Microbiol. 2007]Virus Res. 2007 Mar; 124(1-2):204-11.
[Virus Res. 2007]J Clin Microbiol. 2006 Aug; 44(8):2705-13.
[J Clin Microbiol. 2006]Virus Res. 2008 Feb; 131(2):243-9.
[Virus Res. 2008]