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1.
Nat Med ; 22(6): 606-13, 2016 06.
Article En | MEDLINE | ID: mdl-27183217

Human leukocyte antigen class I (HLA)-restricted CD8(+) T lymphocyte (CTL) responses are crucial to HIV-1 control. Although HIV can evade these responses, the longer-term impact of viral escape mutants remains unclear, as these variants can also reduce intrinsic viral fitness. To address this, we here developed a metric to determine the degree of HIV adaptation to an HLA profile. We demonstrate that transmission of viruses that are pre-adapted to the HLA molecules expressed in the recipient is associated with impaired immunogenicity, elevated viral load and accelerated CD4(+) T cell decline. Furthermore, the extent of pre-adaptation among circulating viruses explains much of the variation in outcomes attributed to the expression of certain HLA alleles. Thus, viral pre-adaptation exploits 'holes' in the immune response. Accounting for these holes may be key for vaccine strategies seeking to elicit functional responses from viral variants, and to HIV cure strategies that require broad CTL responses to achieve successful eradication of HIV reservoirs.


Adaptation, Physiological/immunology , CD8-Positive T-Lymphocytes/immunology , HIV Infections/transmission , HIV-1/immunology , Histocompatibility Antigens Class I/immunology , Immune Evasion/immunology , AIDS Vaccines/immunology , Africa, Southern , British Columbia , CD4 Lymphocyte Count , Cohort Studies , Evolution, Molecular , HIV Infections/immunology , HIV-1/genetics , Humans , Immune Evasion/genetics , Immunity, Cellular/immunology , Linear Models , Models, Immunological , Proportional Hazards Models , Receptors, Antigen, T-Cell/immunology , Viral Load , Virus Replication/genetics
2.
J Virol ; 88(22): 12937-48, 2014 Nov.
Article En | MEDLINE | ID: mdl-25165115

UNLABELLED: We investigated the hypothesis that the correlation between the class I HLA types of an individual and whether that individual spontaneously controls HIV-1 is mediated by the targeting of specific epitopes by CD8(+) T cells. By measuring gamma interferon enzyme-linked immunosorbent spot (ELISPOT) assay responses to a panel of 257 optimally defined epitopes in 341 untreated HIV-infected persons, including persons who spontaneously control viremia, we found that the correlation between HLA types and control is mediated by the targeting of specific epitopes. Moreover, we performed a graphical model-based analysis that suggested that the targeting of specific epitopes is a cause of such control--that is, some epitopes are protective rather than merely associated with control--and identified eight epitopes that are significantly protective. In addition, we use an in silico analysis to identify protein regions where mutations are likely to affect the stability of a protein, and we found that the protective epitopes identified by the ELISPOT analysis correspond almost perfectly to such regions. This in silico analysis thus suggests a possible mechanism for control and could be used to identify protective epitopes that are not often targeted in natural infection but that may be potentially useful in a vaccine. Our analyses thus argue for the inclusion (and exclusion) of specific epitopes in an HIV vaccine. IMPORTANCE: Some individuals naturally control HIV replication in the absence of antiretroviral therapy, and this ability to control is strongly correlated with the HLA class I alleles that they express. Here, in a large-scale experimental study, we provide evidence that this correlation is mediated largely by the targeting of specific CD8(+) T-cell epitopes, and we identify eight epitopes that are likely to cause control. In addition, we provide an in silico analysis indicating that control occurs because mutations within these epitopes change the stability of the protein structures. This in silico analysis also identified additional epitopes that are not typically targeted in natural infection but may lead to control when included in a vaccine, provided that other epitopes that would otherwise distract the immune system from targeting them are excluded from the vaccine.


CD8-Positive T-Lymphocytes/immunology , Epitopes/immunology , HIV Infections/immunology , HIV-1/immunology , Histocompatibility Antigens Class I/immunology , Interferon-gamma/metabolism , Adult , Cohort Studies , Computational Biology , Enzyme-Linked Immunospot Assay , Female , Humans , Male , Middle Aged
3.
Science ; 345(6193): 1254031, 2014 Jul 11.
Article En | MEDLINE | ID: mdl-25013080

Heterosexual transmission of HIV-1 typically results in one genetic variant establishing systemic infection. We compared, for 137 linked transmission pairs, the amino acid sequences encoded by non-envelope genes of viruses in both partners and demonstrate a selection bias for transmission of residues that are predicted to confer increased in vivo fitness on viruses in the newly infected, immunologically naïve recipient. Although tempered by transmission risk factors, such as donor viral load, genital inflammation, and recipient gender, this selection bias provides an overall transmission advantage for viral quasispecies that are dominated by viruses with high in vivo fitness. Thus, preventative or therapeutic approaches that even marginally reduce viral fitness may lower the overall transmission rates and offer long-term benefits even upon successful transmission.


HIV Infections/transmission , HIV-1/genetics , Heterosexuality , Selection, Genetic , Amino Acid Sequence , Consensus Sequence , DNA Mutational Analysis , Disease Transmission, Infectious/statistics & numerical data , Female , High-Throughput Nucleotide Sequencing , Human Immunodeficiency Virus Proteins/genetics , Humans , Male , Models, Statistical , Molecular Sequence Data , Point Mutation , Risk Factors , Viral Load
4.
J Virol ; 86(24): 13202-16, 2012 Dec.
Article En | MEDLINE | ID: mdl-23055555

HLA class I-associated polymorphisms identified at the population level mark viral sites under immune pressure by individual HLA alleles. As such, analysis of their distribution, frequency, location, statistical strength, sequence conservation, and other properties offers a unique perspective from which to identify correlates of protective cellular immunity. We analyzed HLA-associated HIV-1 subtype B polymorphisms in 1,888 treatment-naïve, chronically infected individuals using phylogenetically informed methods and identified characteristics of HLA-associated immune pressures that differentiate protective and nonprotective alleles. Over 2,100 HLA-associated HIV-1 polymorphisms were identified, approximately one-third of which occurred inside or within 3 residues of an optimally defined cytotoxic T-lymphocyte (CTL) epitope. Differential CTL escape patterns between closely related HLA alleles were common and increased with greater evolutionary distance between allele group members. Among 9-mer epitopes, mutations at HLA-specific anchor residues represented the most frequently detected escape type: these occurred nearly 2-fold more frequently than expected by chance and were computationally predicted to reduce peptide-HLA binding nearly 10-fold on average. Characteristics associated with protective HLA alleles (defined using hazard ratios for progression to AIDS from natural history cohorts) included the potential to mount broad immune selection pressures across all HIV-1 proteins except Nef, the tendency to drive multisite and/or anchor residue escape mutations within known CTL epitopes, and the ability to strongly select mutations in conserved regions within HIV's structural and functional proteins. Thus, the factors defining protective cellular immune responses may be more complex than simply targeting conserved viral regions. The results provide new information to guide vaccine design and immunogenicity studies.


HIV-1/immunology , Immune Evasion , Immunity, Cellular , Alleles , Epitopes/immunology , HLA Antigens/genetics , Humans
5.
Bioinformatics ; 23(8): 1029-31, 2007 Apr 15.
Article En | MEDLINE | ID: mdl-17470480

MOTIVATION: Many transcription factors bind to sites that are long and loosely related to each other. De novo identification of such motifs is computationally challenging. In this article, we propose a novel semi-greedy algorithm over the space of all IUPAC degenerate strings to identify the most over-represented highly degenerate motifs. RESULTS: We present an implementation of this algorithm, named SPACER (Separated Pattern-based Algorithm for cis-Element Recognition) and demonstrate its effectiveness in identifying 'gapped' and highly degenerate motifs. We compare SPACER's performance against ten motif finders on 42 experimentally defined regulons from Bacillus subtilis, Escherichia coli and Saccharomyces cerevisiae. These motif finders cover a wide range of both enumerative and statistical approaches, including programs specifically designed for prokaryotic and 'gapped' motifs. AVAILABILITY: A Java 1.4 implementation is freely available on the Web at http://genie.Dartmouth.edu/SPACER/


Algorithms , Regulatory Elements, Transcriptional/genetics , Sequence Alignment/methods , Sequence Analysis, DNA/methods , Software , Transcription Factors/chemistry , Transcription Factors/genetics , Amino Acid Motifs , Base Sequence , Binding Sites , Molecular Sequence Data , Protein Binding
6.
Nucleic Acids Res ; 35(Web Server issue): W259-64, 2007 Jul.
Article En | MEDLINE | ID: mdl-17485471

SCOPE is a novel parameter-free method for the de novo identification of potential regulatory motifs in sets of coordinately regulated genes. The SCOPE algorithm combines the output of three component algorithms, each designed to identify a particular class of motifs. Using an ensemble learning approach, SCOPE identifies the best candidate motifs from its component algorithms. In tests on experimentally determined datasets, SCOPE identified motifs with a significantly higher level of accuracy than a number of other web-based motif finders run with their default parameters. Because SCOPE has no adjustable parameters, the web server has an intuitive interface, requiring only a set of gene names or FASTA sequences and a choice of species. The most significant motifs found by SCOPE are displayed graphically on the main results page with a table containing summary statistics for each motif. Detailed motif information, including the sequence logo, PWM, consensus sequence and specific matching sites can be viewed through a single click on a motif. SCOPE's efficient, parameter-free search strategy has enabled the development of a web server that is readily accessible to the practising biologist while providing results that compare favorably with those of other motif finders. The SCOPE web server is at .


Algorithms , Computational Biology/methods , DNA/chemistry , Sequence Alignment/methods , Sequence Analysis, DNA/methods , Transcription Factors/chemistry , Base Sequence , Binding Sites , Conserved Sequence , DNA/genetics , Molecular Sequence Data , Pattern Recognition, Automated , Saccharomyces cerevisiae/genetics , Sequence Homology, Amino Acid , Software , Transcription Factors/genetics , User-Computer Interface
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