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Abstract
This is an exciting time for immunology because the future promises to be replete with exciting new discoveries that can be translated to improve health and treat disease in novel ways. Immunologists are attempting to answer increasingly complex questions concerning phenomena that range from the genetic, molecular, and cellular scales to that of organs, whole animals or humans, and populations of humans and pathogens. An important goal is to understand how the many different components involved interact with each other within and across these scales for immune responses to emerge, and how aberrant regulation of these processes causes disease. To aid this quest, large amounts of data can be collected using high-throughput instrumentation. The nonlinear, cooperative, and stochastic character of the interactions between components of the immune system as well as the overwhelming amounts of data can make it difficult to intuit patterns in the data or a mechanistic understanding of the phenomena being studied. Computational models are increasingly important in confronting and overcoming these challenges. I first describe an iterative paradigm of research that integrates laboratory experiments, clinical data, computational inference, and mechanistic computational models. I then illustrate this paradigm with a few examples from the recent literature that make vivid the power of bringing together diverse types of computational models with experimental and clinical studies to fruitfully interrogate the immune system.
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Affiliation(s)
- Arup K Chakraborty
- Institute for Medical Engineering and Science, Departments of Chemical Engineering, Physics, Chemistry, and Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; .,Ragon Institute of MGH, MIT and Harvard, Cambridge, Massachusetts 02139
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Guichet E, Aghokeng A, Serrano L, Bado G, Toure-Kane C, Eymard-Duvernay S, Villabona-Arenas CJ, Delaporte E, Ciaffi L, Peeters M. Short Communication: High Viral Load and Multidrug Resistance Due to Late Switch to Second-Line Regimens Could Be a Major Obstacle to Reach the 90-90-90 UNAIDS Objectives in Sub-Saharan Africa. AIDS Res Hum Retroviruses 2016; 32:1159-1162. [PMID: 27342228 DOI: 10.1089/aid.2016.0010] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
In the context of lifelong antiretroviral treatment (ART) as early as possible and to end the HIV/AIDS epidemic as a public health treat by 2030, it is important to evaluate the potential risk of transmission of HIV-1 drug resistance (HIVDR) in resource-limited countries (RLCs). Since HIV transmission is driven by HIV-1 RNA viral load (VL), we studied the association between plasma VL and HIVDR profiles in 451 adults failing first-line ART from the 2LADY-ANRS12169/EDCTP trial in Burkina Faso, Cameroon, and Senegal. Median duration on first-line ART was 49 months (IQR: 33-69) and 91% patients were asymptomatic. Genotypic drug resistance testing was successful for 446 patients and 98.7% of them were resistant to at least one of the first-line drugs; 40.6% and 55.8% were resistant to two or three drugs of their ongoing first-line ART, respectively. The median VL was higher in patients with HIVDR to all ongoing first-line drugs than in those still susceptible to at least one drug; 4.7 log10 copies/ml (IQR: 4.3-5.2) versus 4.2 log10 copies/ml (IQR: 3.7-4.7), respectively (p < .001). The proportion of patients with HIVDR to all ongoing first-line drugs was highest (77.9% [95/122]) in patients with VL >5.0 log10 copies/ml. High rates of cross-resistance to other nucleoside reverse-transcriptase inhibitors were observed and were also highest in patients with high VL. Without improvement of patient monitoring to avoid late switch to second-line regimens, a potential new epidemic caused by HIVDR strains could emerge in sub-Saharan Africa and compromise all efforts to reach 90-90-90 UNAIDS objective by 2020.
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Affiliation(s)
- Emilande Guichet
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
| | - Avelin Aghokeng
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
- Centre de Recherche sur les Maladies Emergentes et Réémergentes (CREMER), Virology Laboratory IMPM-IRD, Yaoundé, Cameroon
| | - Laetitia Serrano
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
| | - Guillaume Bado
- Day Care Unit, University Hospital Souro Sanou, Bobo-Dioulasso, Burkina Faso
| | - Coumba Toure-Kane
- Laboratory de Bacteriology-Virology, University Cheikh Anta Diop of Dakar, Dakar, Senegal
| | - Sabrina Eymard-Duvernay
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
| | - Christian-Julian Villabona-Arenas
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
- Institut de Biologie Computationnelle (IBC), LIRMM, Université de Montpellier, Montpellier, France
| | - Eric Delaporte
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
| | - Laura Ciaffi
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
| | - Martine Peeters
- UMI233-TransVIHMI, Institut de Recherche pour le Développement (IRD), INSERM U1175, Université de Montpellier, Montpellier, France
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Increasing prevalence of K65K and K66K in HIV-1 subtype B reverse transcriptase. AIDS 2016; 30:2787-2793. [PMID: 27677159 DOI: 10.1097/qad.0000000000001272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Synonymous substitutions K65K/K66K in HIV-1 reverse transcriptase alleviate fitness and fidelity defects in HIV-1 molecular clones harboring thymidine analogue mutations (TAMs); however, their potential for transmission and persistence is unknown. Here, we investigated the temporal appearance of K65K/K66K relative to TAMs in a HIV-1 cohort, their prevalence over time, and their impact on viral fitness in the context of patient-derived reverse transcriptase sequences. METHODS Retrospective analyses of the temporal appearance and longitudinal prevalence of synonymous substitutions and drug resistance mutations were performed using the British Columbia Centre for Excellence in HIV/AIDS Drug Treatment Program (DTP) database. Plasma-derived HIV-1 from the DTP was used to generate infectious molecular clones. Growth competition assays were performed to determine viral fitness. RESULTS The prevalence of K65K/K66K in drug-naïve individuals tripled from 11% in 1997 to 37% in 2014 (P < 0.0001, n = 5221), with K66K mainly accounting for the increase. These mutations emerged in drug-treated individuals without TAMs in 14% of the cohort and conferred a fitness advantage in the context of patient-derived multidrug-resistant (MDR) virus in the absence of drug. CONCLUSION The appearance of K65K/K66K in drug-treated individuals was largely independent of TAMs, suggesting alternative factors are likely associated with their emergence. The increasing K65K/K66K prevalence to over a third of treatment-naïve individuals in the mostly subtype B DTP cohort and their ability to confer a fitness advantage to multidrug-resistant virus might explain the transmission and persistence of virus harbouring K65K/K66K in untreated individuals, and highlights their role in adaptive HIV-1 evolution.
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In-depth analysis of HIV-1 drug resistance mutations in HIV-infected individuals failing first-line regimens in West and Central Africa. AIDS 2016; 30:2577-2589. [PMID: 27603287 DOI: 10.1097/qad.0000000000001233] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
OBJECTIVE In resource-limited countries, antiretroviral therapy (ART) has been scaled up, but individual monitoring is still suboptimal. Here, we studied whether or not ART had an impact on the frequency and selection of drug resistance mutations (DRMs) under these settings. We also examined whether differences exist between HIV-1 genetic variants. DESIGN A total of 3736 sequences from individuals failing standard first-line ART (n = 1599, zidovudine/stavudine + lamivudine + neviparine/efavirenz) were analyzed and compared with sequences from reverse transcriptase inhibitor (RTI)-naive individuals (n = 2137) from 10 West and Central African countries. METHODS Fisher exact tests and corrections for multiple comparisons were used to assess the significance of associations. RESULTS All RTI-DRM from the 2015 International Antiviral Society list, except F227C, and nine mutations from other expert lists were observed to confer extensive resistance and cross-resistance. Five additional independently selected mutations (I94L, L109I, V111L, T139R and T165L) were statistically associated with treatment. The proportion of sequences with multiple mutations and the frequency of all thymidine analog mutations, M184V, certain NNRTIS, I94L and L109I showed substantial increase with time on ART. Only one nucleoside and two nonnucleoside RTI-DRMs differed by subtype/circulating recombinant form. CONCLUSION This study validates the global robustness of the actual DRM repertoire, in particular for circulating recombinant form 02 predominating in West and Central Africa, despite our finding of five additional selected mutations. However, long-term ART without virological monitoring clearly leads to the accumulation of mutations and the emergence of additional variations, which limit drug options for treatment and can be transmitted. Improved monitoring and optimization of ART are necessary for the long-term effectiveness of ART.
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Günthard HF, Saag MS, Benson CA, del Rio C, Eron JJ, Gallant JE, Hoy JF, Mugavero MJ, Sax PE, Thompson MA, Gandhi RT, Landovitz RJ, Smith DM, Jacobsen DM, Volberding PA. Antiretroviral Drugs for Treatment and Prevention of HIV Infection in Adults: 2016 Recommendations of the International Antiviral Society-USA Panel. JAMA 2016; 316:191-210. [PMID: 27404187 PMCID: PMC5012643 DOI: 10.1001/jama.2016.8900] [Citation(s) in RCA: 477] [Impact Index Per Article: 59.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
IMPORTANCE New data and therapeutic options warrant updated recommendations for the use of antiretroviral drugs (ARVs) to treat or to prevent HIV infection in adults. OBJECTIVE To provide updated recommendations for the use of antiretroviral therapy in adults (aged ≥18 years) with established HIV infection, including when to start treatment, initial regimens, and changing regimens, along with recommendations for using ARVs for preventing HIV among those at risk, including preexposure and postexposure prophylaxis. EVIDENCE REVIEW A panel of experts in HIV research and patient care convened by the International Antiviral Society-USA reviewed data published in peer-reviewed journals, presented by regulatory agencies, or presented as conference abstracts at peer-reviewed scientific conferences since the 2014 report, for new data or evidence that would change previous recommendations or their ratings. Comprehensive literature searches were conducted in the PubMed and EMBASE databases through April 2016. Recommendations were by consensus, and each recommendation was rated by strength and quality of the evidence. FINDINGS Newer data support the widely accepted recommendation that antiretroviral therapy should be started in all individuals with HIV infection with detectable viremia regardless of CD4 cell count. Recommended optimal initial regimens for most patients are 2 nucleoside reverse transcriptase inhibitors (NRTIs) plus an integrase strand transfer inhibitor (InSTI). Other effective regimens include nonnucleoside reverse transcriptase inhibitors or boosted protease inhibitors with 2 NRTIs. Recommendations for special populations and in the settings of opportunistic infections and concomitant conditions are provided. Reasons for switching therapy include convenience, tolerability, simplification, anticipation of potential new drug interactions, pregnancy or plans for pregnancy, elimination of food restrictions, virologic failure, or drug toxicities. Laboratory assessments are recommended before treatment, and monitoring during treatment is recommended to assess response, adverse effects, and adherence. Approaches are recommended to improve linkage to and retention in care are provided. Daily tenofovir disoproxil fumarate/emtricitabine is recommended for use as preexposure prophylaxis to prevent HIV infection in persons at high risk. When indicated, postexposure prophylaxis should be started as soon as possible after exposure. CONCLUSIONS AND RELEVANCE Antiretroviral agents remain the cornerstone of HIV treatment and prevention. All HIV-infected individuals with detectable plasma virus should receive treatment with recommended initial regimens consisting of an InSTI plus 2 NRTIs. Preexposure prophylaxis should be considered as part of an HIV prevention strategy for at-risk individuals. When used effectively, currently available ARVs can sustain HIV suppression and can prevent new HIV infection. With these treatment regimens, survival rates among HIV-infected adults who are retained in care can approach those of uninfected adults.
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Affiliation(s)
- Huldrych F Günthard
- University Hospital Zurich and Institute of Medical Virology, University of Zurich, Zurich, Switzerland
| | | | | | - Carlos del Rio
- Emory University Rollins School of Public Health and School of Medicine, Atlanta, Georgia
| | - Joseph J Eron
- University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | | | - Jennifer F Hoy
- Alfred Hospital and Monash University, Melbourne, Australia
| | | | - Paul E Sax
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | | | - Rajesh T Gandhi
- Massachusetts General Hospital and Harvard Medical School, Boston
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Deep Sequencing of HIV-1 RNA and DNA in Newly Diagnosed Patients with Baseline Drug Resistance Showed No Indications for Hidden Resistance and Is Biased by Strong Interference of Hypermutation. J Clin Microbiol 2016; 54:1605-1615. [PMID: 27076656 DOI: 10.1128/jcm.00030-16] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Accepted: 04/01/2016] [Indexed: 12/29/2022] Open
Abstract
Deep sequencing of plasma RNA or proviral DNA may be an interesting alternative to population sequencing for the detection of baseline transmitted HIV-1 drug resistance. Using a Roche 454 GS Junior HIV-1 prototype kit, we performed deep sequencing of the HIV-1 protease and reverse transcriptase genes on paired plasma and buffy coat samples from newly diagnosed HIV-1-positive individuals. Selection was based on the outcome of population sequencing and included 12 patients with either a revertant amino acid at codon 215 of the reverse transcriptase or a singleton resistance mutation, 4 patients with multiple resistance mutations, and 4 patients with wild-type virus. Deep sequencing of RNA and DNA detected 6 and 43 mutations, respectively, that were not identified by population sequencing. A subsequently performed hypermutation analysis, however, revealed hypermutation in 61.19% of 3,188 DNA reads with a resistance mutation. The removal of hypermutated reads dropped the number of additional mutations in DNA from 43 to 17. No hypermutation evidence was found in the RNA reads. Five of the 6 additional RNA mutations and all additional DNA mutations, after full exclusion of hypermutation bias, were observed in the 3 individuals with multiple resistance mutations detected by population sequencing. Despite focused selection of patients with T215 revertants or singleton mutations, deep sequencing failed to identify the resistant T215Y/F or M184V or any other resistance mutation, indicating that in most of these cases there is no hidden resistance and that the virus detected at diagnosis by population sequencing is the original infecting variant.
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Scherrer AU, von Wyl V, Yang WL, Kouyos RD, Böni J, Yerly S, Klimkait T, Aubert V, Cavassini M, Battegay M, Furrer H, Calmy A, Vernazza P, Bernasconi E, Günthard HF, Aubert V, Battegay M, Bernasconi E, Böni J, Braun DL, Bucher HC, Burton-Jeangros C, Calmy A, Cavassini M, Dollenmaier G, Egger M, Elzi L, Fehr J, Fellay J, Furrer H, Fux CA, Gorgievski M, Günthard H, Haerry D, Hasse B, Hirsch HH, Hoffmann M, Hösli I, Kahlert C, Kaiser L, Keiser O, Klimkait T, Kouyos R, Kovari H, Ledergerber B, Martinetti G, Martinez de Tejada B, Marzolini C, Metzner K, Müller N, Nadal D, Nicca D, Pantaleo G, Rauch A, Regenass S, Rudin C, Schöni-Affolter F, Schmid P, Speck R, Stöckle M, Tarr P, Trkola A, Vernazza P, Weber R, Yerly S. Emergence of Acquired HIV-1 Drug Resistance Almost Stopped in Switzerland: A 15-Year Prospective Cohort Analysis. Clin Infect Dis 2016; 62:1310-1317. [PMID: 26962075 DOI: 10.1093/cid/ciw128] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Accepted: 01/05/2016] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Drug resistance is a major barrier to successful antiretroviral treatment (ART). Therefore, it is important to monitor time trends at a population level. METHODS We included 11 084 ART-experienced patients from the Swiss HIV Cohort Study (SHCS) between 1999 and 2013. The SHCS is highly representative and includes 72% of patients receiving ART in Switzerland. Drug resistance was defined as the presence of ≥1 major mutation in a genotypic resistance test. To estimate the prevalence of drug resistance, data for patients with no resistance test was imputed based on the patient's risk of harboring drug-resistant viruses. RESULTS The emergence of new drug resistance mutations declined dramatically from 401 to 23 patients between 1999 and 2013. The upper estimated prevalence limit of drug resistance among ART-experienced patients decreased from 57.0% in 1999 to 37.1% in 2013. The prevalence of 3-class resistance decreased from 9.0% to 4.4% and was always <0.4% for patients who initiated ART after 2006. Most patients actively participating in the SHCS in 2013 with drug-resistant viruses initiated ART before 1999 (59.8%). Nevertheless, in 2013, 94.5% of patients who initiated ART before 1999 had good remaining treatment options based on Stanford algorithm. CONCLUSIONS Human immunodeficiency virus type 1 drug resistance among ART-experienced patients in Switzerland is a well-controlled relic from the era before combination ART. Emergence of drug resistance can be virtually stopped with new potent therapies and close monitoring.
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Affiliation(s)
- Alexandra U Scherrer
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich.,Institute of Medical Virology
| | - Viktor von Wyl
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich
| | - Wan-Lin Yang
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich.,Institute of Medical Virology
| | - Roger D Kouyos
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich.,Institute of Medical Virology
| | | | - Sabine Yerly
- Laboratory of Virology, Division of Infectious Diseases
| | | | | | | | - Manuel Battegay
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Basel
| | - Hansjakob Furrer
- Department of Infectious Diseases, Berne University Hospital and University of Berne
| | - Alexandra Calmy
- HIV/AIDS Unit, Infectious Disease Service, Geneva University Hospital
| | - Pietro Vernazza
- Division of Infectious Diseases, Cantonal Hospital St Gallen
| | - Enos Bernasconi
- Division of Infectious Diseases, Regional Hospital Lugano, Switzerland
| | - Huldrych F Günthard
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich.,Institute of Medical Virology
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Ariën KK, Venkatraj M, Michiels J, Joossens J, Vereecken K, Van der Veken P, Heeres J, De Winter H, Heyndrickx L, Augustyns K, Vanham G. Resistance and cross-resistance profile of the diaryltriazine NNRTI and candidate microbicide UAMC01398. J Antimicrob Chemother 2016; 71:1159-68. [PMID: 26850721 DOI: 10.1093/jac/dkv501] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2015] [Accepted: 12/26/2015] [Indexed: 02/03/2023] Open
Abstract
OBJECTIVES The resistance development, cross-resistance to other NNRTIs and the impact of resistance on viral replicative fitness were studied for the new and potent NNRTI UAMC01398. METHODS Resistance was selected by dose escalation and by single high-dose selection against a comprehensive panel of NNRTIs used as therapeutics and NNRTIs under investigation for pre-exposure prophylaxis of sexual HIV transmission. A panel of 27 site-directed mutants with single mutations or combinations of mutations involved in reverse transcriptase (RT) inhibitor-mediated resistance was developed and used to confirm resistance to UAMC01398. Cross-resistance to other NNRTIs was assessed, as well as susceptibility of UAMC01398-resistant HIV to diarylpyrimidine-resistant viruses. Finally, the impact of UAMC01398 resistance on HIV replicative fitness was studied. RESULTS We showed that UAMC01398 has potent activity against dapivirine-resistant HIV, that at least four mutations in the RT are required in concert for resistance and that the resistance profile is similar to rilpivirine, both genotypically and phenotypically. Resistance development to UAMC01398 is associated with a severe fitness cost. CONCLUSIONS These data, together with the enhanced safety profile and good solubility in aqueous gels, make UAMC01398 an excellent candidate for HIV topical prevention.
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Affiliation(s)
- Kevin K Ariën
- Department of Biomedical Sciences, Institute of Tropical Medicine, B-2000 Antwerp, Belgium
| | - Muthusamy Venkatraj
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Johan Michiels
- Department of Biomedical Sciences, Institute of Tropical Medicine, B-2000 Antwerp, Belgium
| | - Jurgen Joossens
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Katleen Vereecken
- Department of Biomedical Sciences, Institute of Tropical Medicine, B-2000 Antwerp, Belgium
| | - Pieter Van der Veken
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Jan Heeres
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Hans De Winter
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Leo Heyndrickx
- Department of Biomedical Sciences, Institute of Tropical Medicine, B-2000 Antwerp, Belgium
| | - Koen Augustyns
- Laboratory of Medicinal Chemistry, University of Antwerp, B-2000 Antwerp, Belgium
| | - Guido Vanham
- Department of Biomedical Sciences, Institute of Tropical Medicine, B-2000 Antwerp, Belgium Department of Biomedical Sciences, University of Antwerp, B-2000 Antwerp, Belgium
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HIV-1 genotypic drug resistance testing: digging deep, reaching wide? Curr Opin Virol 2015; 14:16-23. [DOI: 10.1016/j.coviro.2015.06.001] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2015] [Revised: 06/10/2015] [Accepted: 06/10/2015] [Indexed: 12/26/2022]
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Abstract
Objectives: Surveillance drug resistance mutations (SDRMs) in drug-naive patients are typically used to survey HIV-1-transmitted drug resistance (TDR). We test here how SDRMs in patients failing treatment, the original source of TDR, contribute to assessing TDR, transmissibility and transmission source of SDRMs. Design: This is a retrospective observational study analyzing a Portuguese cohort of HIV-1-infected patients. Methods: The prevalence of SDRMs to protease inhibitors, nucleoside reverse transcriptase inhibitors (NRTIs) and nonnucleoside reverse transcriptase inhibitors (NNRTIs) in drug-naive and treatment-failing patients was measured for 3554 HIV-1 subtype B patients. Transmission ratio (prevalence in drug-naive/prevalence in treatment-failing patients), average viral load and robust linear regression with outlier detection (prevalence in drug-naive versus in treatment-failing patients) were analyzed and used to interpret transmissibility. Results: Prevalence of SDRMs in drug-naive and treatment-failing patients were linearly correlated, but some SDRMs were classified as outliers – above (PRO: D30N, N88D/S, L90 M, RT: G190A/S/E) or below (RT: M184I/V) expectations. The normalized regression slope was 0.073 for protease inhibitors, 0.084 for NRTIs and 0.116 for NNRTIs. Differences between SDRMs transmission ratios were not associated with differences in viral loads. Conclusion: The significant linear correlation between prevalence of SDRMs in drug-naive and in treatment-failing patients indicates that the prevalence in treatment-failing patients can be useful to predict levels of TDR. The slope is a cohort-dependent estimate of rate of TDR per drug class and outlier detection reveals comparative persistence of SDRMs. Outlier SDRMs with higher transmissibility are more persistent and more likely to have been acquired from drug-naive patients. Those with lower transmissibility have faster reversion dynamics after transmission and are associated with acquisition from treatment-failing patients.
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Kouyos RD, Günthard HF. Editorial Commentary: The Irreversibility of HIV Drug Resistance. Clin Infect Dis 2015; 61:837-9. [PMID: 25991467 PMCID: PMC4530727 DOI: 10.1093/cid/civ400] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2015] [Accepted: 05/09/2015] [Indexed: 11/12/2022] Open
Affiliation(s)
- Roger D. Kouyos
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich
- Institute of Medical Virology, University of Zurich, Switzerland
| | - Huldrych F. Günthard
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich
- Institute of Medical Virology, University of Zurich, Switzerland
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