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Vieira VA, Herbert N, Cromhout G, Adland E, Goulder P. Role of Early Life Cytotoxic T Lymphocyte and Natural Killer Cell Immunity in Paediatric HIV Cure/Remission in the Anti-Retroviral Therapy Era. Front Immunol 2022; 13:886562. [PMID: 35634290 PMCID: PMC9130627 DOI: 10.3389/fimmu.2022.886562] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 04/13/2022] [Indexed: 11/13/2022] Open
Abstract
Only three well-characterised cases of functional cure have been described in paediatric HIV infection over the past decade. This underlines the fact that early initiation of combination antiretroviral therapy (cART), whilst minimising the size of the viral reservoir, is insufficient to achieve cure, unless other factors contribute. In this review, we consider these additional factors that may facilitate functional cure in paediatric infection. Among the early life immune activity, these include HIV-specific cytotoxic T-lymphocyte (CTL) and natural killer (NK) cell responses. The former have less potent antiviral efficacy in paediatric compared with adult infection, and indeed, in early life, NK responses have greater impact in suppressing viral replication than CTL. This fact may contribute to a greater potential for functional cure to be achieved in paediatric versus adult infection, since post-treatment control in adults is associated less with highly potent CTL activity, and more with effective antiviral NK cell responses. Nonetheless, antiviral CTL responses can play an increasingly effective role through childhood, especially in individuals expressing then 'protective' HLA-I molecules HLA-B*27/57/58:01/8101. The role of the innate system on preventing infection, in shaping the particular viruses transmitted, and influencing outcome is discussed. The susceptibility of female fetuses to in utero mother-to-child transmission, especially in the setting of recent maternal infection, is a curiosity that also provides clues to mechanisms by which cure may be achieved, since initial findings are that viral rebound is less frequent among males who interrupt cART. The potential of broadly neutralising antibody therapy to facilitate cure in children who have received early cART is discussed. Finally, we draw attention to the impact of the changing face of the paediatric HIV epidemic on cure potential. The effect of cART is not limited to preventing AIDS and reducing the risk of transmission. cART also affects which mothers transmit. No longer are mothers who transmit those who carry genes associated with poor immune control of HIV. In the cART era, a high proportion (>70% in our South African study) of transmitting mothers are those who seroconvert in pregnancy or who for social reasons are diagnosed late in pregnancy. As a result, now, genes associated with poor immune control of HIV are not enriched in mothers who transmit HIV to their child. These changes will likely influence the effectiveness of HLA-associated immune responses and therefore cure potential among children.
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Affiliation(s)
- Vinicius A. Vieira
- Peter Medawar Building for Pathogen Research, Department of Paediatrics, University of Oxford, Oxford, United Kingdom
| | - Nicholas Herbert
- Africa Health Research Institute (AHRI), Nelson R Mandela School of Medicine, Durban, South Africa
| | - Gabriela Cromhout
- HIV Pathogenesis Programme, Doris Duke Medical Research Institute, Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Emily Adland
- Peter Medawar Building for Pathogen Research, Department of Paediatrics, University of Oxford, Oxford, United Kingdom
| | - Philip Goulder
- Peter Medawar Building for Pathogen Research, Department of Paediatrics, University of Oxford, Oxford, United Kingdom,Africa Health Research Institute (AHRI), Nelson R Mandela School of Medicine, Durban, South Africa,HIV Pathogenesis Programme, Doris Duke Medical Research Institute, Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa,*Correspondence: Philip Goulder,
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La Rosa AM, Harrison LJ, Taiwo B, Wallis CL, Zheng L, Kim P, Kumarasamy N, Hosseinipour MC, Jarocki B, Mellors JW, Collier AC. Raltegravir in second-line antiretroviral therapy in resource-limited settings (SELECT): a randomised, phase 3, non-inferiority study. Lancet HIV 2016; 3:e247-58. [PMID: 27240787 PMCID: PMC4914044 DOI: 10.1016/s2352-3018(16)30011-x] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2016] [Revised: 03/15/2016] [Accepted: 03/16/2016] [Indexed: 12/20/2022]
Abstract
BACKGROUND For second-line antiretroviral therapy, WHO recommends a boosted protease inhibitor plus nucleoside or nucleotide reverse transcriptase inhibitors (NRTIs). However, concerns about toxicity and cross-resistance motivated a search for regimens that do not contain NRTIs. We aimed to assess whether boosted lopinavir plus raltegravir would be non-inferior to boosted lopinavir plus NRTIs for virological suppression in resource-limited settings. METHODS A5273 was a randomised, open-label, phase 3, non-inferiority study at 15 AIDS Clinical Trials Group (ACTG) research sites in nine resource-limited countries (three sites each in India and South Africa, two each in Malawi and Peru, and one each in Brazil, Kenya, Tanzania, Thailand, and Zimbabwe). Adults with plasma HIV-1 RNA concentrations of at least 1000 copies per mL after at least 24 weeks on a regimen based on a non-NRTI inhibitor were randomly assigned (1:1) to receive oral ritonavir-boosted lopinavir (100 mg ritonavir, 400 mg lopinavir) plus 400 mg raltegravir twice a day (raltegravir group) or to ritonavir-boosted lopinavir plus two or three NRTIs selected from an algorithm (eg, zidovudine after failure with tenofovir and vice versa; NRTI group). Randomised group assignment was done with a computer algorithm concealed to site personnel, and stratified by HIV-1 RNA viral load, CD4 cell count, and intention to use zidovudine, with the groups balanced by each site. The primary endpoint was time to confirmed virological failure (two measurements of HIV-1 RNA viral load >400 copies per mL) at or after week 24 in the intention-to-treat population. Non-inferiority (10% margin) was assessed by comparing the cumulative probability of virological failure by 48 weeks. This trial was registered with ClinicalTrials.gov, NCT01352715. FINDINGS Between March 13, 2012, and Oct 2, 2013, we randomly assigned 515 participants: 260 to the raltegravir group and 255 to the NRTI group; two participants in the raltegravir group and one in the NRTI group were excluded from analyses because of ineligibility. By the end of follow-up (October, 2014), 96 participants had virological failure (46 in the raltegravir group and 50 in the NRTI group). By 48 weeks, the cumulative probability of virological failure was 10·3% (95% CI 6·5-14·0) in the raltegravir group and 12·4% (8·3-16·5) in the NRTI group, with a weighted difference of -3·4% (-8·4 to 1·5), indicating that raltegravir was non-inferior, but not superior, to NRTIs. 62 (24%) participants in the raltegravir group and 81 (32%) in the NRTI group had grade 3 or higher adverse events; 19 (7%) and 29 (11%), respectively, had serious adverse events. Three participants in each group died, all from HIV-related causes. INTERPRETATION In settings with extensive NRTI resistance but no available resistance testing, our data support WHO's recommendation for ritonavir-boosted lopinavir plus NRTI for second-line antiretroviral therapy. Ritonavir-boosted lopinavir plus raltegravir is an appropriate alternative, especially if NRTI use is limited by toxicity. FUNDING National Institutes of Health.
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Affiliation(s)
| | | | | | | | - Lu Zheng
- Harvard T H Chan School of Public Health, Boston, MA, USA
| | - Peter Kim
- Division of AIDS, National Institute of Allergy and Infectious Diseases, Bethesda, MD, USA
| | | | - Mina C Hosseinipour
- University of North Carolina, Chapel Hill, NC, USA; UNC Project, Lilongwe, Malawi
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Martrus G, Nevot M, Andres C, Clotet B, Martinez MA. Changes in codon-pair bias of human immunodeficiency virus type 1 have profound effects on virus replication in cell culture. Retrovirology 2013; 10:78. [PMID: 23885919 PMCID: PMC3726367 DOI: 10.1186/1742-4690-10-78] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2013] [Accepted: 07/18/2013] [Indexed: 11/29/2022] Open
Abstract
Background Human immunodeficiency virus type 1 (HIV-1) has a biased nucleotide composition different from human genes. This raises the question of how evolution has chosen the nucleotide sequence of HIV-1 that is observed today, or to what extent the actual encoding contributes to virus replication capacity, evolvability and pathogenesis. Here, we applied the previously described synthetic attenuated virus engineering (SAVE) approach to HIV-1. Results Using synonymous codon pairs, we rationally recoded and codon pair–optimized and deoptimized different moieties of the HIV-1 gag and pol genes. Deoptimized viruses had significantly lower viral replication capacity in MT-4 and peripheral blood mononuclear cells (PBMCs). Varying degrees of ex vivo attenuation were obtained, depending upon both the specific deoptimized region and the number of deoptimized codons. A protease optimized virus carrying 38 synonymous mutations was not attenuated and displayed a replication capacity similar to that of the wild-type virus in MT-4 cells and PBMCs. Although attenuation is based on several tens of nucleotide changes, deoptimized HIV-1 reverted to wild-type virulence after serial passages in MT-4 cells. Remarkably, no reversion was observed in the optimized virus. Conclusion These data demonstrate that SAVE is a useful strategy to phenotypically affect the replicative properties of HIV-1.
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Affiliation(s)
- Gloria Martrus
- Fundació irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), Badalona 08916, Spain
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Wright DW, Coveney PV. Resolution of discordant HIV-1 protease resistance rankings using molecular dynamics simulations. J Chem Inf Model 2011; 51:2636-49. [PMID: 21902276 DOI: 10.1021/ci200308r] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The emergence of drug resistance is a major challenge for the effective treatment of HIV. In this article, we explore the application of atomistic molecular dynamics simulations to quantify the level of resistance of a patient-derived HIV-1 protease sequence to the inhibitor lopinavir. A comparative drug ranking methodology was developed to compare drug resistance rankings produced by the Stanford HIVdb, ANRS, and RegaDB clinical decision support systems. The methodology was used to identify a patient sequence for which the three rival online tools produced differing resistance rankings. Mutations at only three positions ( L10I , A71IV, and L90M ) influenced the resistance level assigned to the sequence. We use ensemble molecular dynamics simulations to elucidate the origin of these discrepancies and the mechanism of resistance. By simulating not only the full patient sequences but also systems containing the constituent mutations, we gain insight into why resistance estimates vary and the interactions between the various mutations. In the same way, we also gain valuable knowledge of the mechanistic causes of resistance. In particular, we identify changes in the relative conformation of the two beta sheets that form the protease dimer interface which suggest an explanation of the relative frequency of different amino acids observed in patients at residue 71.
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Affiliation(s)
- David W Wright
- Centre for Computational Science, Department of Chemistry, University College London, London WC1H 0AJ, UK
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Paredes R, Clotet B. Clinical management of HIV-1 resistance. Antiviral Res 2009; 85:245-65. [PMID: 19808056 DOI: 10.1016/j.antiviral.2009.09.015] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2009] [Revised: 09/28/2009] [Accepted: 09/30/2009] [Indexed: 11/18/2022]
Abstract
Antiretroviral drug resistance is a fundamental survival strategy for the virus that stems from its vast capacity to generate diversity. With the recent availability of new ARV drugs and classes, it is now possible to prescribe fully active ART to most HIV-infected subjects and achieve viral suppression even in those with multidrug-resistant HIV. It is uncertain, however, if this scenario will endure. Given that ART must be given for life, and new compounds other than second-generation integrase inhibitors may not reach the clinic soon, all efforts must be done to avoid the development of resistance to the new agents. Here, we discuss relevant aspects for the clinical management of antiretroviral drug resistance, leaving detailed explanations of mechanisms and mutation patterns to other articles in this issue. This article forms part of a special issue of Antiviral Research marking the 25th anniversary of antiretroviral drug discovery and development, vol. 85, issue 1, 2010.
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Affiliation(s)
- Roger Paredes
- Institut de Recerca de SIDA - irsiCaixa & Fundació Lluita contra SIDA, Servei de Medicina Interna, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona, Catalonia, Spain.
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Puertas MC, Buzón MJ, Artese A, Alcaro S, Menendez-Arias L, Perno CF, Clotet B, Ceccherini-Silberstein F, Martinez-Picado J. Effect of the human immunodeficiency virus type 1 reverse transcriptase polymorphism Leu-214 on replication capacity and drug susceptibility. J Virol 2009; 83:7434-9. [PMID: 19457988 PMCID: PMC2708641 DOI: 10.1128/jvi.00487-09] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2009] [Accepted: 05/14/2009] [Indexed: 11/20/2022] Open
Abstract
A negative association between polymorphism Leu-214 and type-1 thymidine analogue mutations (TAM1) and a positive association with a clinically favorable virological response to thymidine analogue-based combination antiretroviral therapy have been described. In this study, the impact of Leu-214 on replication capacity and resistance to zidovudine (ZDV) of viruses containing TAM1 or TAM2 was determined. Leu-214 decreased the growth rate of viruses bearing Tyr-215, as well as their resistance to ZDV. This observation was confirmed by structural and molecular modeling data, suggesting a regulatory role for Leu-214 in the emergence and phenotypic resistance of TAM1.
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Affiliation(s)
- Maria Carmen Puertas
- irsiCaixa Foundation, Hospital Germans Trias i Pujol, Badalona, Barcelona, Spain
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Palella FJ, Armon C, Buchacz K, Cole SR, Chmiel JS, Novak RM, Wood K, Moorman AC, Brooks JT. The association of HIV susceptibility testing with survival among HIV-infected patients receiving antiretroviral therapy: a cohort study. Ann Intern Med 2009; 151:73-84. [PMID: 19620160 DOI: 10.7326/0003-4819-151-2-200907210-00003] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND HIV-1 genotypic and phenotypic susceptibility testing (GPT) optimizes antiretroviral selection, but its effect on survival is unknown. OBJECTIVE To evaluate the association between GPT and survival. DESIGN Cohort study. SETTING 10 U.S. HIV clinics. PATIENTS 2699 HIV-infected patients eligible for GPT (plasma HIV RNA level >1000 copies/mL) seen from 1999 through 2005. MEASUREMENTS Demographic characteristics, clinical factors, GPT use, all-cause mortality, and crude and adjusted hazard ratios (HRs) for the association of GPT with survival. RESULTS Patients were followed for a median of 3.3 years; 915 (34%) had GPT. Patients who had GPT had lower mortality rates than those who did not (2.0 vs. 2.7 deaths per 100 person-years). In standard Cox models, GPT was associated with improved survival (adjusted HR, 0.69 [95% CI, 0.51 to 0.94]; P = 0.017) after controlling for demographic characteristics, CD4+ cell count, HIV RNA level, and intensity of clinical follow-up. In subgroup analyses, GPT was associated with improved survival for the 2107 highly active antiretroviral therapy (HAART)-experienced patients (2.2 vs. 3.2 deaths per 100 person-years for patients who had GPT vs. those who did not have GPT; adjusted HR, 0.60 [CI, 0.43 to 0.82]; P = 0.002) and for the 921 triple antiretroviral class-experienced patients (2.1 vs. 3.1 deaths per 100 person-years; adjusted HR, 0.61 [CI 0.40 to 0.93]; P = 0.022). Marginal structural models supported associations between GPT and improved survival in the overall cohort (adjusted HR, 0.54; P = 0.001) and in the HAART-experienced group (adjusted HR, 0.56; P = 0.003). LIMITATIONS Use of GPT was not randomized. Residual confounding may exist. CONCLUSION Use of GPT was independently associated with improved survival among HAART-experienced patients. PRIMARY FUNDING SOURCE Centers for Disease Control and Prevention.
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Affiliation(s)
- Frank J Palella
- Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, Illinois 60611, USA.
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Ho SK, Coman RM, Bunger JC, Rose SL, O'Brien P, Munoz I, Dunn BM, Sleasman JW, Goodenow MM. Drug-associated changes in amino acid residues in Gag p2, p7(NC), and p6(Gag)/p6(Pol) in human immunodeficiency virus type 1 (HIV-1) display a dominant effect on replicative fitness and drug response. Virology 2008; 378:272-81. [PMID: 18599104 DOI: 10.1016/j.virol.2008.05.029] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2008] [Revised: 02/27/2008] [Accepted: 05/29/2008] [Indexed: 10/21/2022]
Abstract
Regions of HIV-1 gag between p2 and p6(Gag)/p6(Pol), in addition to protease (PR), develop genetic diversity in HIV-1 infected individuals who fail to suppress virus replication by combination protease inhibitor (PI) therapy. To elucidate functional consequences for viral replication and PI susceptibility by changes in Gag that evolve in vivo during PI therapy, a panel of recombinant viruses was constructed. Residues in Gag p2/p7(NC) cleavage site and p7(NC), combined with residues in the flap of PR, defined novel fitness determinants that restored replicative capacity to the posttherapy virus. Multiple determinants in Gag have a dominant effect on PR phenotype and increase susceptibility to inhibitors of drug-resistant or drug-sensitive PR genes. Gag determinants of drug sensitivity and replication alter the fitness landscape of the virus, and viral replicative capacity can be independent of drug sensitivity. The functional linkage between Gag and PR provides targets for novel therapeutics to inhibit drug-resistant viruses.
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Affiliation(s)
- Sarah K Ho
- Department of Pathology, Immunology, and Laboratory Medicine, Box 103633, University of Florida College of Medicine, 1376 Mowry Road, Gainesville, FL 32610-3633, USA
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Dykes C, Demeter LM. Clinical significance of human immunodeficiency virus type 1 replication fitness. Clin Microbiol Rev 2007; 20:550-78. [PMID: 17934074 PMCID: PMC2176046 DOI: 10.1128/cmr.00017-07] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The relative fitness of a variant, according to population genetics theory, is that variant's relative contribution to successive generations. Most drug-resistant human immunodeficiency virus type 1 (HIV-1) variants have reduced replication fitness, but at least some of these deficits can be compensated for by the accumulation of second-site mutations. HIV-1 replication fitness also appears to influence the likelihood of a drug-resistant mutant emerging during treatment failure and is postulated to influence clinical outcomes. A variety of assays are available to measure HIV-1 replication fitness in cell culture; however, there is no agreement regarding which assays best correlate with clinical outcomes. A major limitation is that there is no high-throughput assay that incorporates an internal reference strain as a control and utilizes intact virus isolates. Some retrospective studies have demonstrated statistically significant correlations between HIV-1 replication fitness and clinical outcomes in some patient populations. However, different studies disagree as to which clinical outcomes are most closely associated with fitness. This may be in part due to assay design, sample size limitations, and differences in patient populations. In addition, the strength of the correlations between fitness and clinical outcomes is modest, suggesting that, at present, it would be difficult to utilize these assays for clinical management.
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Affiliation(s)
- Carrie Dykes
- Infectious Diseases Division, Department of Medicine, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642, USA
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Villena C, Prado JG, Puertas MC, Martínez MA, Clotet B, Ruiz L, Parkin NT, Menéndez-Arias L, Martinez-Picado J. Relative fitness and replication capacity of a multinucleoside analogue-resistant clinical human immunodeficiency virus type 1 isolate with a deletion of codon 69 in the reverse transcriptase coding region. J Virol 2007; 81:4713-21. [PMID: 17314158 PMCID: PMC1900151 DOI: 10.1128/jvi.02135-06] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Deletions, insertions, and amino acid substitutions in the beta3-beta4 hairpin loop-coding region of human immunodeficiency virus type 1 (HIV-1) reverse transcriptase (RT) have been associated with resistance to nucleoside RT inhibitors when appearing in combination with other mutations in the RT-coding region. In this work, we have measured the in vivo fitness of HIV-1 variants containing a deletion of 3 nucleotides affecting codon 69 (Delta69) of the viral RT as well as the replication capacity (RC) ex vivo of a series of recombinant HIV-1 variants carrying an RT bearing the Delta69 deletion or the T69A mutation in a multidrug-resistant (MDR) sequence background, including the Q151M complex and substitutions M184V, K103N, Y181C, and G190A. Patient-derived viral clones having RTs with Delta69 together with S163I showed increased RCs under drug pressure. These data were consistent with the viral population dynamics observed in a long-term-treated HIV-1-infected patient. In the absence of drugs, viral clones containing T69A replicated more efficiently than those having Delta69, but only when patient-derived sequences corresponding to RT residues 248 to 527 were present. These effects could be attributed to a functional interaction between the C-terminal domain of the p66 subunit (RNase H domain) and the DNA polymerase domain of the RT. Finally, recombinant HIV-1 clones bearing RTs with MDR-associated mutations, including deletions at codon 69, showed increased susceptibilities to protease inhibitors in phenotypic assays. These effects correlated with impaired Gag cleavage and could be attributed to delayed maturation and decreased production of active protease in those variants.
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Affiliation(s)
- Cristina Villena
- irsiCaixa Foundation, Hospital Germans Trias i Pujol, Ctra. de Canyet s/n, 08916 Badalona, Spain
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Rhee SY, Taylor J, Wadhera G, Ben-Hur A, Brutlag DL, Shafer RW. Genotypic predictors of human immunodeficiency virus type 1 drug resistance. Proc Natl Acad Sci U S A 2006; 103:17355-60. [PMID: 17065321 PMCID: PMC1622926 DOI: 10.1073/pnas.0607274103] [Citation(s) in RCA: 139] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Understanding the genetic basis of HIV-1 drug resistance is essential to developing new antiretroviral drugs and optimizing the use of existing drugs. This understanding, however, is hampered by the large numbers of mutation patterns associated with cross-resistance within each antiretroviral drug class. We used five statistical learning methods (decision trees, neural networks, support vector regression, least-squares regression, and least angle regression) to relate HIV-1 protease and reverse transcriptase mutations to in vitro susceptibility to 16 antiretroviral drugs. Learning methods were trained and tested on a public data set of genotype-phenotype correlations by 5-fold cross-validation. For each learning method, four mutation sets were used as input features: a complete set of all mutations in > or =2 sequences in the data set, the 30 most common data set mutations, an expert panel mutation set, and a set of nonpolymorphic treatment-selected mutations from a public database linking protease and reverse transcriptase sequences to antiretroviral drug exposure. The nonpolymorphic treatment-selected mutations led to the best predictions: 80.1% accuracy at classifying sequences as susceptible, low/intermediate resistant, or highly resistant. Least angle regression predicted susceptibility significantly better than other methods when using the complete set of mutations. The three regression methods provided consistent estimates of the quantitative effect of mutations on drug susceptibility, identifying nearly all previously reported genotype-phenotype associations and providing strong statistical support for many new associations. Mutation regression coefficients showed that, within a drug class, cross-resistance patterns differ for different mutation subsets and that cross-resistance has been underestimated.
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Affiliation(s)
- Soo-Yon Rhee
- Division of Infectious Diseases, Departments of *Medicine
| | | | - Gauhar Wadhera
- Division of Infectious Diseases, Departments of *Medicine
| | - Asa Ben-Hur
- Biochemistry, Stanford University, Stanford, CA 94305
| | | | - Robert W. Shafer
- Division of Infectious Diseases, Departments of *Medicine
- To whom correspondence should be addressed at:
Division of Infectious Diseases, Room S-169, Stanford University, Stanford, CA 94305. E-mail:
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Wagner TA, Frenkel LM. Clinical Significance of HIV-1 Drug Resistance Mutations. Lab Med 2006. [DOI: 10.1309/uch8a9gr5ka01vpu] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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Smith RA, Anderson DJ, Preston BD. Hypersusceptibility to substrate analogs conferred by mutations in human immunodeficiency virus type 1 reverse transcriptase. J Virol 2006; 80:7169-78. [PMID: 16809322 PMCID: PMC1489025 DOI: 10.1128/jvi.00322-06] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2006] [Accepted: 04/29/2006] [Indexed: 11/20/2022] Open
Abstract
Human immunodeficiency virus type 1 (HIV-1) reverse transcriptase (RT) contains four structural motifs (A, B, C, and D) that are conserved in polymerases from diverse organisms. Motif B interacts with the incoming nucleotide, the template strand, and key active-site residues from other motifs, suggesting that motif B is an important determinant of substrate specificity. To examine the functional role of this region, we performed "random scanning mutagenesis" of 11 motif B residues and screened replication-competent mutants for altered substrate analog sensitivity in culture. Single amino acid replacements throughout the targeted region conferred resistance to lamivudine and/or hypersusceptibility to zidovudine (AZT). Substitutions at residue Q151 increased the sensitivity of HIV-1 to multiple nucleoside analogs, and a subset of these Q151 variants was also hypersusceptible to the pyrophosphate analog phosphonoformic acid (PFA). Other AZT-hypersusceptible mutants were resistant to PFA and are therefore phenotypically similar to PFA-resistant variants selected in vitro and in infected patients. Collectively, these data show that specific amino acid replacements in motif B confer broad-spectrum hypersusceptibility to substrate analog inhibitors. Our results suggest that motif B influences RT-deoxynucleoside triphosphate interactions at multiple steps in the catalytic cycle of polymerization.
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Affiliation(s)
- Robert A Smith
- Department of Pathology, University of Washington, K-084 HSB, Box 357705, 1959 NE Pacific St., Seattle, 98195, USA.
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Wang K, Mittler JE, Samudrala R. Comment on "Evidence for positive epistasis in HIV-1". Science 2006; 312:848; author reply 848. [PMID: 16690844 DOI: 10.1126/science.1109904] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Bonhoeffer et al. (Reports, 26 November 2004, p. 1547) presented evidence for positive epistasis in a clinical data set of HIV-1 mutants and corresponding fitness values. We demonstrate that biases in the original and simulated data sets may lead to erroneous evidence for epistasis. More rigorous statistical tests must be used to account for such biases before one can infer epistasis.
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Affiliation(s)
- Kai Wang
- Department of Microbiology, University of Washington, Seattle, WA 98195, USA
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