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Scallon AJ, Hassan SA, Qian SR, Gao Y, Oyaro P, Brown E, Wagude J, Mukui I, Kinywa E, Oluoch F, Odhiambo F, Oyaro B, Kingwara L, Yongo N, Karauki E, Otieno L, John-Stewart GC, Abuogi LL, Patel RC. "I feel drug resistance testing allowed us to make an informed decision": qualitative insights on the role of HIV drug resistance mutation testing among children and pregnant women living with HIV in western Kenya. BMC Health Serv Res 2023; 23:908. [PMID: 37620855 PMCID: PMC10463841 DOI: 10.1186/s12913-023-09804-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 07/10/2023] [Indexed: 08/26/2023] Open
Abstract
BACKGROUND Pregnant women and children living with HIV in Kenya achieve viral suppression (VS) at lower rates than other adults. While many factors contribute to these low rates, the acquisition and development of HIV drug resistance mutations (DRMs) are a contributing factor. Recognizing the significance of DRMs in treatment decisions, resource-limited settings are scaling up national DRM testing programs. From provider and patient perspectives, however, optimal ways to operationalize and scale-up DRM testing in such settings remain unclear. METHODS Our mixed methods study evaluates the attitudes towards, facilitators to, and barriers to DRM testing approaches among children and pregnant women on antiretroviral therapy (ART) in five HIV treatment facilities in Kenya. We conducted 68 key informant interviews (KIIs) from December 2019 to December 2020 with adolescents, caregivers, pregnant women newly initiating ART or with a high viral load, and providers, laboratory/facility leadership, and policy makers. Our KII guides covered the following domains: (1) DRM testing experiences in routine care and through our intervention and (2) barriers and facilitators to routine and point-of-care DRM testing scale-up. We used inductive coding and thematic analysis to identify dominant themes with convergent and divergent subthemes. RESULTS The following themes emerged from our analysis: (1) DRM testing and counseling were valuable to clinical decision-making and reassuring to patients, with timely results allowing providers to change patient ART regimens faster; (2) providers and policymakers desired an amended and potentially decentralized DRM testing process that incorporates quicker sample-to-results turn-around-time, less burdensome procedures, and greater patient and provider "empowerment" to increase comfort with testing protocols; (3) facility-level delays, deriving from overworked facilities and sample tracking difficulties, were highlighted as areas for improvement. CONCLUSIONS DRM testing has the potential to considerably improve patient health outcomes. Key informants recognized several obstacles to implementation and desired a more simplified, time-efficient, and potentially decentralized DRM testing process that builds provider comfort and confidence with DRM testing protocols. Further investigating the implementation, endurance, and effectiveness of DRM testing training is critical to addressing the barriers and areas of improvement highlighted in our study. TRIAL REGISTRATION NCT03820323.
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Affiliation(s)
- Andrea J Scallon
- Jackson School of International Studies, University of Washington, Seattle, USA
| | - Shukri A Hassan
- Department of Medicine, University of Washington, 325 9th Ave, Seattle, WA, 98105, USA
| | | | - Yuandi Gao
- School of Public Health, University of Washington, Seattle, USA
| | | | | | | | - Irene Mukui
- Drugs for Neglected Diseases Initiative, Nairobi, Kenya
| | | | | | - Francesca Odhiambo
- Family AIDS Care and Education Services, Kenya Medical Research Institute, Kisumu, Kenya
| | - Boaz Oyaro
- Kenya Medical Research Institute-CDC, Kisian, Kenya
| | - Leonard Kingwara
- National HIV Reference Laboratory, Ministry of Health, Nairobi, Kenya
| | | | | | - Lindah Otieno
- Family AIDS Care and Education Services, Kenya Medical Research Institute, Kisumu, Kenya
| | - Grace C John-Stewart
- Department of Medicine, University of Washington, 325 9th Ave, Seattle, WA, 98105, USA
- Departments of Global Health, University of Washington, 325 9th Ave, WA, 98105, Seattle, USA
- Department of Pediatrics, University of Washington, Seattle, USA
- Department of Epidemiology, University of Washington, Seattle, USA
| | - Lisa L Abuogi
- Department of Pediatrics, University of Colorado, Denver, USA
| | - Rena C Patel
- Department of Medicine, University of Washington, 325 9th Ave, Seattle, WA, 98105, USA.
- Departments of Global Health, University of Washington, 325 9th Ave, WA, 98105, Seattle, USA.
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Chu C, Armenia D, Walworth C, Santoro MM, Shafer RW. Genotypic Resistance Testing of HIV-1 DNA in Peripheral Blood Mononuclear Cells. Clin Microbiol Rev 2022; 35:e0005222. [PMID: 36102816 PMCID: PMC9769561 DOI: 10.1128/cmr.00052-22] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
HIV-1 DNA exists in nonintegrated linear and circular episomal forms and as integrated proviruses. In patients with plasma viremia, most peripheral blood mononuclear cell (PBMC) HIV-1 DNA consists of recently produced nonintegrated virus DNA while in patients with prolonged virological suppression (VS) on antiretroviral therapy (ART), most PBMC HIV-1 DNA consists of proviral DNA produced months to years earlier. Drug-resistance mutations (DRMs) in PBMCs are more likely to coexist with ancestral wild-type virus populations than they are in plasma, explaining why next-generation sequencing is particularly useful for the detection of PBMC-associated DRMs. In patients with ongoing high levels of active virus replication, the DRMs detected in PBMCs and in plasma are usually highly concordant. However, in patients with lower levels of virus replication, it may take several months for plasma virus DRMs to reach detectable levels in PBMCs. This time lag explains why, in patients with VS, PBMC genotypic resistance testing (GRT) is less sensitive than historical plasma virus GRT, if previous episodes of virological failure and emergent DRMs were either not prolonged or not associated with high levels of plasma viremia. Despite the increasing use of PBMC GRT in patients with VS, few studies have examined the predictive value of DRMs on the response to a simplified ART regimen. In this review, we summarize what is known about PBMC HIV-1 DNA dynamics, particularly in patients with suppressed plasma viremia, the methods used for PBMC HIV-1 GRT, and the scenarios in which PBMC GRT has been used clinically.
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Affiliation(s)
- Carolyn Chu
- Department of Family and Community Medicine, University of California San Francisco, San Francisco, California, USA
| | - Daniele Armenia
- UniCamillus, Saint Camillus International University of Health Sciences, Rome, Italy
| | - Charles Walworth
- LabCorp-Monogram Biosciences, South San Francisco, California, USA
| | - Maria M. Santoro
- Department of Experimental Medicine, University of Rome “Tor Vergata”, Rome, Italy
| | - Robert W. Shafer
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, California, USA
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Siedner MJ, Moosa MYS, McCluskey S, Gilbert RF, Pillay S, Aturinda I, Ard K, Muyindike W, Musinguzi N, Masette G, Pillay M, Moodley P, Brijkumar J, Rautenberg T, George G, Gandhi RT, Johnson BA, Sunpath H, Bwana MB, Marconi VC. Resistance Testing for Management of HIV Virologic Failure in Sub-Saharan Africa : An Unblinded Randomized Controlled Trial. Ann Intern Med 2021; 174:1683-1692. [PMID: 34698502 PMCID: PMC8688215 DOI: 10.7326/m21-2229] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Virologic failure in HIV predicts the development of drug resistance and mortality. Genotypic resistance testing (GRT), which is the standard of care after virologic failure in high-income settings, is rarely implemented in sub-Saharan Africa. OBJECTIVE To estimate the effectiveness of GRT for improving virologic suppression rates among people with HIV in sub-Saharan Africa for whom first-line therapy fails. DESIGN Pragmatic, unblinded, randomized controlled trial. (ClinicalTrials.gov: NCT02787499). SETTING Ambulatory HIV clinics in the public sector in Uganda and South Africa. PATIENTS Adults receiving first-line antiretroviral therapy with a recent HIV RNA viral load of 1000 copies/mL or higher. INTERVENTION Participants were randomly assigned to receive standard of care (SOC), including adherence counseling sessions and repeated viral load testing, or immediate GRT. MEASUREMENTS The primary outcome of interest was achievement of an HIV RNA viral load below 200 copies/mL 9 months after enrollment. RESULTS The trial enrolled 840 persons, divided equally between countries. Approximately half (51%) were women. Most (72%) were receiving a regimen of tenofovir, emtricitabine, and efavirenz at enrollment. The rate of virologic suppression did not differ 9 months after enrollment between the GRT group (63% [263 of 417]) and SOC group (61% [256 of 423]; odds ratio [OR], 1.11 [95% CI, 0.83 to 1.49]; P = 0.46). Among participants with persistent failure (HIV RNA viral load ≥1000 copies/mL) at 9 months, the prevalence of drug resistance was higher in the SOC group (76% [78 of 103] vs. 59% [48 of 82]; OR, 2.30 [CI, 1.22 to 4.35]; P = 0.014). Other secondary outcomes, including 9-month survival and retention in care, were similar between groups. LIMITATION Participants were receiving nonnucleoside reverse transcriptase inhibitor-based therapy at enrollment, limiting the generalizability of the findings. CONCLUSION The addition of GRT to routine care after first-line virologic failure in Uganda and South Africa did not improve rates of resuppression. PRIMARY FUNDING SOURCE The President's Emergency Plan for AIDS Relief and the National Institute of Allergy and Infectious Diseases.
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Affiliation(s)
- Mark J Siedner
- Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, Mbarara University of Science and Technology, Mbarara, Uganda, Africa Health Research Institute, KwaZulu-Natal, South Africa, and University of KwaZulu-Natal, Durban, South Africa (M.J.S.)
| | | | - Suzanne McCluskey
- Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts (S.M., K.A., R.T.G.)
| | | | - Selvan Pillay
- University of KwaZulu-Natal, Durban, South Africa (M.S.M., S.P., J.B., G.G., H.S.)
| | - Isaac Aturinda
- Mbarara University of Science and Technology, Mbarara, Uganda (I.A., W.M., N.M., G.M., M.B.B.)
| | - Kevin Ard
- Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts (S.M., K.A., R.T.G.)
| | - Winnie Muyindike
- Mbarara University of Science and Technology, Mbarara, Uganda (I.A., W.M., N.M., G.M., M.B.B.)
| | - Nicholas Musinguzi
- Mbarara University of Science and Technology, Mbarara, Uganda (I.A., W.M., N.M., G.M., M.B.B.)
| | - Godfrey Masette
- Mbarara University of Science and Technology, Mbarara, Uganda (I.A., W.M., N.M., G.M., M.B.B.)
| | - Melendhran Pillay
- National Health Laboratory Service, Durban, South Africa (M.P., P.M.)
| | | | - Jaysingh Brijkumar
- University of KwaZulu-Natal, Durban, South Africa (M.S.M., S.P., J.B., G.G., H.S.)
| | | | - Gavin George
- University of KwaZulu-Natal, Durban, South Africa (M.S.M., S.P., J.B., G.G., H.S.)
| | - Rajesh T Gandhi
- Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts (S.M., K.A., R.T.G.)
| | | | - Henry Sunpath
- University of KwaZulu-Natal, Durban, South Africa (M.S.M., S.P., J.B., G.G., H.S.)
| | - Mwebesa B Bwana
- Mbarara University of Science and Technology, Mbarara, Uganda (I.A., W.M., N.M., G.M., M.B.B.)
| | - Vincent C Marconi
- Emory University School of Medicine and Rollins School of Public Health, Atlanta, Georgia (V.C.M.)
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Fox J, South M, Khan O, Kennedy C, Ashby P, Bechtel J. OpenClinical.net: Artificial intelligence and knowledge engineering at the point of care. BMJ Health Care Inform 2021; 27:bmjhci-2020-100141. [PMID: 32723855 PMCID: PMC7388886 DOI: 10.1136/bmjhci-2020-100141] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 05/11/2020] [Accepted: 05/22/2020] [Indexed: 12/20/2022] Open
Abstract
Objective OpenClinical.net is a way of disseminating clinical guidelines to improve quality of care whose distinctive feature is to combine the benefits of clinical guidelines and other human-readable material with the power of artificial intelligence to give patient-specific recommendations. A key objective is to empower healthcare professionals to author, share, critique, trial and revise these ‘executable’ models of best practice. Design OpenClinical.net Alpha (www.openclinical.net) is an operational publishing platform that uses a class of artificial intelligence techniques called knowledge engineering to capture human expertise in decision-making, care planning and other cognitive skills in an intuitive but formal language called PROforma.3 PROforma models can be executed by a computer to yield patient-specific recommendations, explain the reasons and provide supporting evidence on demand. Results PROforma has been validated in a wide range of applications in diverse clinical settings and specialties, with trials published in high impact peer-reviewed journals. Trials have included patient workup and risk assessment; decision support (eg, diagnosis, test and treatment selection, prescribing); adaptive care pathways and care planning. The OpenClinical software platform presently supports authoring, testing, sharing and maintenance. OpenClinical’s open-access, open-source repository Repertoire currently carries approximately 50+ diverse examples (https://openclinical.net/index.php?id=69). Conclusion OpenClinical.net is a showcase for a PROforma-based approach to improving care quality, safety, efficiency and better patient experience in many kinds of routine clinical practice. This human-centred approach to artificial intelligence will help to ensure that it is developed and used responsibly and in ways that are consistent with professional priorities and public expectations.
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Affiliation(s)
| | | | - Omar Khan
- Institute for Digital Healthcare, Warwick University, Coventry, UK
| | | | - Peter Ashby
- OpenClinical CIC and Ashby Projects Ltd, Oxford, UK
| | - John Bechtel
- OpenClinical CIC and Badgerpass Ltd, Cambridge, UK
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Effect of genetics clinical decision support tools on health-care providers’ decision making: a mixed-methods systematic review. Genet Med 2021; 23:593-602. [DOI: 10.1038/s41436-020-01045-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 11/12/2020] [Accepted: 11/13/2020] [Indexed: 02/05/2023] Open
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Barreto Vasconcelos AL, Monteiro-Cunha JP. HIVfird: A Tool for Detection of Resistance to Fusion Inhibitor Drugs in HIV-1 Sequences. AIDS Res Hum Retroviruses 2019; 35:941-947. [PMID: 31280582 DOI: 10.1089/aid.2019.0116] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Fusion inhibitors are antiretroviral (ARV) drugs that prevent HIV-1 entry into host cells. Enfuvirtide (ENF) is the only ARV drug marketed in this class and, like other HIV drugs, it has been associated with the emergence and selection of therapeutic-resistant HIV-1 strains. The aims of this work were to develop a computational tool capable of identifying and classifying mutations associated with resistance to Enfuvirtide and to evaluate the prevalence of these mutations among the HIV-1 sequences deposited in public databases. The HIVfird (HIV-1 fusion inhibitor resistance detector) was developed using the PHP programming language, using 30 DNA bases obtained from the HIV-1 HXB2 gp41 protein as a reference. To assess the level of resistance in HIV-1 populations, sequences were retrieved from the Los Alamos National Laboratory (LANL) database. The HIVfird is hosted at www.hivfird.ics.ufba.br, fully functional and available for public use. Twenty-five amino acid substitutions and 15 combinations were found to be associated with some level of resistance to ENF. These mutations are located at positions 36-45 of gp41, with 36, 38, 43, and 44 having the greatest diversity and frequency of variations associated with drug resistance. Resistance mutations were found in 3.16% and 4.67% of the circulating HIV-1 isolates in the world and Brazil, respectively. Subtype B showed a significantly higher ENF resistance rate (4.9%) compared to other genetic forms, while subtype C presented the lowest rate (0.9%). We present here HIVfird, an online tool that might assist in the therapeutic management of HIV-1 patients with multiple drug failure and in population-based analysis of drug resistance.
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Abstract
Approximately 20% of people with HIV in the United States prescribed antiretroviral therapy are not virally suppressed. Thus, optimal management of virologic failure has a critical role in the ability to improve viral suppression rates to improve long-term health outcomes for those infected and to achieve epidemic control. This article discusses the causes of virologic failure, the use of resistance testing to guide management after failure, interpretation and relevance of HIV drug resistance patterns, considerations for selection of second-line and salvage therapies, and management of virologic failure in special populations.
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Affiliation(s)
- Suzanne M McCluskey
- Division of Infectious Diseases, Harvard Medical School, Massachusetts General Hospital, 55 Fruit Street, GRJ5, Boston, MA 02114, USA.
| | - Mark J Siedner
- Division of Infectious Diseases, Harvard Medical School, Massachusetts General Hospital, 55 Fruit Street, GRJ5, Boston, MA 02114, USA
| | - Vincent C Marconi
- Division of Infectious Diseases, Department of Global Health, Emory University School of Medicine, Rollins School of Public Health, Health Sciences Research Building, 1760 Haygood Dr NE, Room W325, Atlanta, GA 30322, USA
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Abstract
BACKGROUND Resistance to antiretroviral therapy (ART) among people living with human immunodeficiency virus (HIV) compromises treatment effectiveness, often leading to virological failure and mortality. Antiretroviral drug resistance tests may be used at the time of initiation of therapy, or when treatment failure occurs, to inform the choice of ART regimen. Resistance tests (genotypic or phenotypic) are widely used in high-income countries, but not in resource-limited settings. This systematic review summarizes the relative merits of resistance testing in treatment-naive and treatment-exposed people living with HIV. OBJECTIVES To evaluate the effectiveness of antiretroviral resistance testing (genotypic or phenotypic) in reducing mortality and morbidity in HIV-positive people. SEARCH METHODS We attempted to identify all relevant studies, regardless of language or publication status, through searches of electronic databases and conference proceedings up to 26 January 2018. We searched MEDLINE, Embase, the Cochrane Central Register of Controlled Trials (CENTRAL), in the Cochrane Library, the World Health Organization (WHO) International Clinical Trials Registry Platform (ICTRP), and ClinicalTrials.gov to 26 January 2018. We searched Latin American and Caribbean Health Sciences Literature (LILACS) and the Web of Science for publications from 1996 to 26 January 2018. SELECTION CRITERIA We included all randomized controlled trials (RCTs) and observational studies that compared resistance testing to no resistance testing in people with HIV irrespective of their exposure to ART.Primary outcomes of interest were mortality and virological failure. Secondary outcomes were change in mean CD4-T-lymphocyte count, clinical progression to AIDS, development of a second or new opportunistic infection, change in viral load, and quality of life. DATA COLLECTION AND ANALYSIS Two review authors independently assessed each reference for prespecified inclusion criteria. Two review authors then independently extracted data from each included study using a standardized data extraction form. We analysed data on an intention-to-treat basis using a random-effects model. We performed subgroup analyses for the type of resistance test used (phenotypic or genotypic), use of expert advice to interpret resistance tests, and age (children and adolescents versus adults). We followed standard Cochrane methodological procedures. MAIN RESULTS Eleven RCTs (published between 1999 and 2006), which included 2531 participants, met our inclusion criteria. All of these trials exclusively enrolled patients who had previous exposure to ART. We found no observational studies. Length of follow-up time, study settings, and types of resistance testing varied greatly. Follow-up ranged from 12 to 150 weeks. All studies were conducted in Europe, USA, or South America. Seven studies used genotypic testing, two used phenotypic testing, and two used both phenotypic and genotypic testing. Only one study was funded by a manufacturer of resistance tests.Resistance testing made little or no difference in mortality (odds ratio (OR) 0.89, 95% confidence interval (CI) 0.36 to 2.22; 5 trials, 1140 participants; moderate-certainty evidence), and may have slightly reduced the number of people with virological failure (OR 0.70, 95% CI 0.56 to 0.87; 10 trials, 1728 participants; low-certainty evidence); and probably made little or no difference in change in CD4 cell count (mean difference (MD) -1.00 cells/mm³, 95% CI -12.49 to 10.50; 7 trials, 1349 participants; moderate-certainty evidence) or progression to AIDS (OR 0.64, 95% CI 0.31 to 1.29; 3 trials, 809 participants; moderate-certainty evidence). Resistance testing made little or no difference in adverse events (OR 0.89, 95% CI 0.51 to 1.55; 4 trials, 808 participants; low-certainty evidence) and probably reduced viral load (MD -0.23, 95% CI -0.35 to -0.11; 10 trials, 1837 participants; moderate-certainty evidence). No studies reported on development of new opportunistic infections or quality of life. We found no statistically significant heterogeneity for any outcomes, and the I² statistic value ranged from 0 to 25%. We found no subgroup effects for types of resistance testing (genotypic versus phenotypic), the addition of expert advice to interpretation of resistance tests, or age. Results for mortality were consistent when we compared studies at high or unclear risk of bias versus studies at low risk of bias. AUTHORS' CONCLUSIONS Resistance testing probably improved virological outcomes in people who have had virological failure in trials conducted 12 or more years ago. We found no evidence in treatment-naive people. Resistance testing did not demonstrate important patient benefits in terms of risk of death or progression to AIDS. The trials included very few participants from low- and middle-income countries.
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Affiliation(s)
- Theresa Aves
- McMaster UniversityDepartment of Health Research Methods, Evidence, and Impact1280 Main St WHamiltonOntarioCanadaL8S 4L8
| | - Joshua Tambe
- Yaoundé Central HospitalCentre for the Development of Best Practices in Health (CDBPH)YaoundéCameroon
| | - Reed AC Siemieniuk
- McMaster UniversityDepartment of Health Research Methods, Evidence, and Impact1280 Main St WHamiltonOntarioCanadaL8S 4L8
| | - Lawrence Mbuagbaw
- McMaster UniversityDepartment of Health Research Methods, Evidence, and Impact1280 Main St WHamiltonOntarioCanadaL8S 4L8
- Yaoundé Central HospitalCentre for the Development of Best Practices in Health (CDBPH)YaoundéCameroon
- South African Medical Research CouncilSouth African Cochrane CentreTygerbergSouth Africa
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Tarasova O, Poroikov V. HIV Resistance Prediction to Reverse Transcriptase Inhibitors: Focus on Open Data. Molecules 2018; 23:E956. [PMID: 29671808 PMCID: PMC6017644 DOI: 10.3390/molecules23040956] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 04/16/2018] [Accepted: 04/17/2018] [Indexed: 12/16/2022] Open
Abstract
Research and development of new antiretroviral agents are in great demand due to issues with safety and efficacy of the antiretroviral drugs. HIV reverse transcriptase (RT) is an important target for HIV treatment. RT inhibitors targeting early stages of the virus-host interaction are of great interest for researchers. There are a lot of clinical and biochemical data on relationships between the occurring of the single point mutations and their combinations in the pol gene of HIV and resistance of the particular variants of HIV to nucleoside and non-nucleoside reverse transcriptase inhibitors. The experimental data stored in the databases of HIV sequences can be used for development of methods that are able to predict HIV resistance based on amino acid or nucleotide sequences. The data on HIV sequences resistance can be further used for (1) development of new antiretroviral agents with high potential for HIV inhibition and elimination and (2) optimization of antiretroviral therapy. In our communication, we focus on the data on the RT sequences and HIV resistance, which are available on the Internet. The experimental methods, which are applied to produce the data on HIV-1 resistance, the known data on their concordance, are also discussed.
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Affiliation(s)
- Olga Tarasova
- Institute of Biomedical Chemistry, 10 building 8, Pogodinskaya st., Moscow 119121, Russia.
| | - Vladimir Poroikov
- Institute of Biomedical Chemistry, 10 building 8, Pogodinskaya st., Moscow 119121, Russia.
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Siedner MJ, Bwana MB, Moosa MYS, Paul M, Pillay S, McCluskey S, Aturinda I, Ard K, Muyindike W, Moodley P, Brijkumar J, Rautenberg T, George G, Johnson B, Gandhi RT, Sunpath H, Marconi VC. The REVAMP trial to evaluate HIV resistance testing in sub-Saharan Africa: a case study in clinical trial design in resource limited settings to optimize effectiveness and cost effectiveness estimates. HIV CLINICAL TRIALS 2017; 18:149-155. [PMID: 28720039 DOI: 10.1080/15284336.2017.1349028] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
BACKGROUND In sub-Saharan Africa, rates of sustained HIV virologic suppression remain below international goals. HIV resistance testing, while common in resource-rich settings, has not gained traction due to concerns about cost and sustainability. OBJECTIVE We designed a randomized clinical trial to determine the feasibility, effectiveness, and cost-effectiveness of routine HIV resistance testing in sub-Saharan Africa. APPROACH We describe challenges common to intervention studies in resource-limited settings, and strategies used to address them, including: (1) optimizing generalizability and cost-effectiveness estimates to promote transition from study results to policy; (2) minimizing bias due to patient attrition; and (3) addressing ethical issues related to enrollment of pregnant women. METHODS The study randomizes people in Uganda and South Africa with virologic failure on first-line therapy to standard of care virologic monitoring or immediate resistance testing. To strengthen external validity, study procedures are conducted within publicly supported laboratory and clinical facilities using local staff. To optimize cost estimates, we collect primary data on quality of life and medical resource utilization. To minimize losses from observation, we collect locally relevant contact information, including Whatsapp account details, for field-based tracking of missing participants. Finally, pregnant women are followed with an adapted protocol which includes an increased visit frequency to minimize risk to them and their fetuses. CONCLUSIONS REVAMP is a pragammatic randomized clinical trial designed to test the effectiveness and cost-effectiveness of HIV resistance testing versus standard of care in sub-Saharan Africa. We anticipate the results will directly inform HIV policy in sub-Saharan Africa to optimize care for HIV-infected patients.
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Affiliation(s)
- Mark J Siedner
- a Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Mwebesa B Bwana
- b Faculty of Medicine , Mbarara University of Science and Technology , Mbarara , Uganda
| | | | - Michelle Paul
- a Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Selvan Pillay
- c Division of Medicine , University of KwaZulu-Natal , Durban , South Africa
| | - Suzanne McCluskey
- a Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Isaac Aturinda
- b Faculty of Medicine , Mbarara University of Science and Technology , Mbarara , Uganda
| | - Kevin Ard
- a Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Winnie Muyindike
- b Faculty of Medicine , Mbarara University of Science and Technology , Mbarara , Uganda
| | | | - Jaysingh Brijkumar
- c Division of Medicine , University of KwaZulu-Natal , Durban , South Africa
| | - Tamlyn Rautenberg
- c Division of Medicine , University of KwaZulu-Natal , Durban , South Africa
| | - Gavin George
- c Division of Medicine , University of KwaZulu-Natal , Durban , South Africa
| | - Brent Johnson
- e Department of Biostatistics and Computational Biology , University of Rochester , Rochester , NY , USA
| | - Rajesh T Gandhi
- a Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Henry Sunpath
- c Division of Medicine , University of KwaZulu-Natal , Durban , South Africa
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Tambe J, Aves T, Siemieniuk R, Mbuagbaw L. Antiretroviral resistance testing in people living with HIV. Hippokratia 2017. [DOI: 10.1002/14651858.cd006495.pub4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Joshua Tambe
- Yaoundé Central Hospital; Centre for the Development of Best Practices in Health (CDBPH); Yaoundé Cameroon
| | - Theresa Aves
- McMaster University; Department of Health Research Methods, Evidence, and Impact; 1280 Main St W Hamilton Ontario Canada L8S 4L8
| | - Reed Siemieniuk
- McMaster University; Department of Health Research Methods, Evidence, and Impact; 1280 Main St W Hamilton Ontario Canada L8S 4L8
| | - Lawrence Mbuagbaw
- Yaoundé Central Hospital; Centre for the Development of Best Practices in Health (CDBPH); Yaoundé Cameroon
- McMaster University; Department of Health Research Methods, Evidence, and Impact; 1280 Main St W Hamilton Ontario Canada L8S 4L8
- South African Medical Research Council; South African Cochrane Centre; Tygerberg South Africa
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Dingens AS, Haddox HK, Overbaugh J, Bloom JD. Comprehensive Mapping of HIV-1 Escape from a Broadly Neutralizing Antibody. Cell Host Microbe 2017; 21:777-787.e4. [PMID: 28579254 DOI: 10.1016/j.chom.2017.05.003] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Revised: 04/27/2017] [Accepted: 05/09/2017] [Indexed: 11/24/2022]
Abstract
Precisely defining how viral mutations affect HIV's sensitivity to antibodies is vital to develop and evaluate vaccines and antibody immunotherapeutics. Despite great effort, a full map of escape mutants has not been delineated for an anti-HIV antibody. We describe a massively parallel experimental approach to quantify how all single amino acid mutations to HIV Envelope (Env) affect neutralizing antibody sensitivity in the context of replication-competent virus. We apply this approach to PGT151, a broadly neutralizing antibody recognizing a combination of Env residues and glycans. We confirm sites previously defined by structural and functional studies and reveal additional sites of escape, such as positively charged mutations in the antibody-Env interface. Evaluating the effect of each amino acid at each site lends insight into biochemical mechanisms of escape throughout the epitope, highlighting roles for charge-charge repulsions. Thus, comprehensively mapping HIV antibody escape gives a quantitative, mutation-level view of Env evasion of neutralization.
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Affiliation(s)
- Adam S Dingens
- Division of Basic Sciences and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Division of Human Biology and Epidemiology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Molecular and Cellular Biology PhD Program, University of Washington, Seattle, WA 98195, USA
| | - Hugh K Haddox
- Division of Basic Sciences and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Molecular and Cellular Biology PhD Program, University of Washington, Seattle, WA 98195, USA
| | - Julie Overbaugh
- Division of Human Biology and Epidemiology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
| | - Jesse D Bloom
- Division of Basic Sciences and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
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13
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Cognitive systems at the point of care: The CREDO program. J Biomed Inform 2017; 68:83-95. [DOI: 10.1016/j.jbi.2017.02.008] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2016] [Revised: 02/06/2017] [Accepted: 02/10/2017] [Indexed: 11/19/2022]
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Brumme CJ, Poon AFY. Promises and pitfalls of Illumina sequencing for HIV resistance genotyping. Virus Res 2016; 239:97-105. [PMID: 27993623 DOI: 10.1016/j.virusres.2016.12.008] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Revised: 12/15/2016] [Accepted: 12/15/2016] [Indexed: 12/13/2022]
Abstract
Genetic sequencing ("genotyping") plays a critical role in the modern clinical management of HIV infection. This virus evolves rapidly within patients because of its error-prone reverse transcriptase and short generation time. Consequently, HIV variants with mutations that confer resistance to one or more antiretroviral drugs can emerge during sub-optimal treatment. There are now multiple HIV drug resistance interpretation algorithms that take the region of the HIV genome encoding the major drug targets as inputs; expert use of these algorithms can significantly improve to clinical outcomes in HIV treatment. Next-generation sequencing has the potential to revolutionize HIV resistance genotyping by lowering the threshold that rare but clinically significant HIV variants can be detected reproducibly, and by conferring improved cost-effectiveness in high-throughput scenarios. In this review, we discuss the relative merits and challenges of deploying the Illumina MiSeq instrument for clinical HIV genotyping.
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Affiliation(s)
- Chanson J Brumme
- BC Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Art F Y Poon
- Department of Pathology & Laboratory Medicine, Western University, London, Ontario, Canada.
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Inzaule SC, Ondoa P, Peter T, Mugyenyi PN, Stevens WS, de Wit TFR, Hamers RL. Affordable HIV drug-resistance testing for monitoring of antiretroviral therapy in sub-Saharan Africa. THE LANCET. INFECTIOUS DISEASES 2016; 16:e267-e275. [PMID: 27569762 DOI: 10.1016/s1473-3099(16)30118-9] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 04/28/2016] [Accepted: 05/05/2016] [Indexed: 12/19/2022]
Abstract
Increased provision of antiretroviral therapy in sub-Saharan Africa has led to a growing number of patients with therapy failure and acquired drug-resistant HIV, driving the demand for more costly further lines of antiretroviral therapy. In conjunction with accelerated access to viral load monitoring, feasible and affordable technologies to detect drug-resistant HIV could help maximise the durability and rational use of available drug regimens. Potential low-cost technologies include in-house Sanger and next-generation sequencing in centralised laboratories, and point mutation assays and genotype-free systems that predict response to antiretroviral therapy at point-of-care. Strengthening of centralised high-throughput laboratories, including efficient systems for sample referral and results delivery, will increase economies-of-scale while reducing costs. Access barriers can be mitigated by standardisation of in-house assays into commercial kits, use of polyvalent instruments, and adopting price-reducing strategies. A stepwise rollout approach should improve feasibility, prioritising WHO-recommended population-based surveillance and management of complex patient categories, such as patients failing protease inhibitor-based antiretroviral therapy. Implementation research, adaptations of existing WHO guidance, and political commitment, will be key to support the appropriate investments and policy changes. In this Personal View, we discuss the potential role of HIV drug resistance testing for population-based surveillance and individual patient management in sub-Saharan Africa. We review the strengths and challenges of promising low-cost technologies and how they can be implemented.
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Affiliation(s)
- Seth C Inzaule
- Department of Global Health, Academic Medical Center of the University of Amsterdam, Amsterdam, Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands
| | - Pascale Ondoa
- Department of Global Health, Academic Medical Center of the University of Amsterdam, Amsterdam, Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands
| | - Trevor Peter
- African Society for Laboratory Medicine, Addis Abeba, Ethiopia; Clinton Health Access Initiative, Gaborone, Botswana
| | | | - Wendy S Stevens
- Department of Molecular Medicine and Haematology, University of the Witwatersrand and National Health Laboratory Service, Johannesburg, South Africa
| | - Tobias F Rinke de Wit
- Department of Global Health, Academic Medical Center of the University of Amsterdam, Amsterdam, Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands
| | - Raph L Hamers
- Department of Global Health and Department of Internal Medicine, Division of Infectious Diseases, Academic Medical Center of the University of Amsterdam, Amsterdam, Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands.
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Poon AFY, Gustafson R, Daly P, Zerr L, Demlow SE, Wong J, Woods CK, Hogg RS, Krajden M, Moore D, Kendall P, Montaner JSG, Harrigan PR. Near real-time monitoring of HIV transmission hotspots from routine HIV genotyping: an implementation case study. Lancet HIV 2016; 3:e231-8. [PMID: 27126490 PMCID: PMC4853759 DOI: 10.1016/s2352-3018(16)00046-1] [Citation(s) in RCA: 145] [Impact Index Per Article: 18.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Revised: 03/09/2016] [Accepted: 03/10/2016] [Indexed: 11/15/2022]
Abstract
BACKGROUND HIV evolves rapidly and therefore infections with similar genetic sequences are likely linked by recent transmission events. Clusters of related infections can represent subpopulations with high rates of transmission. We describe the implementation of an automated near real-time system to monitor and characterise HIV transmission hotspots in British Columbia, Canada. METHODS In this implementation case study, we applied a monitoring system to the British Columbia drug treatment database, which holds more than 32 000 anonymised HIV genotypes for nearly 9000 residents of British Columbia living with HIV. On average, five to six new HIV genotypes are deposited in the database every day, which triggers an automated reanalysis of the entire database. We extracted clusters of five or more individuals with short phylogenetic distances between their respective HIV sequences. The system generated monthly reports of the growth and characteristics of clusters that were distributed to public health officers. FINDINGS In June, 2014, the monitoring system detected the expansion of a cluster by 11 new cases during 3 months, including eight cases with transmitted drug resistance. This cluster generally comprised young men who have sex with men. The subsequent report precipitated an enhanced public health follow-up to ensure linkage to care and treatment initiation in the affected subpopulation. Of the nine cases associated with this follow-up, all had already been linked to care and five cases had started treatment. Subsequent to the follow-up, three additional cases started treatment and most cases achieved suppressed viral loads. During the next 12 months, we detected 12 new cases in this cluster with reduction in the onward transmission of drug resistance. INTERPRETATION Our findings show the first application of an automated phylogenetic system monitoring a clinical database to detect a recent HIV outbreak and support the ensuing public health response. By making secondary use of routinely collected HIV genotypes, this approach is cost-effective, attains near real-time monitoring of new cases, and can be implemented in all settings in which HIV genotyping is the standard of care. FUNDING BC Centre for Excellence in HIV/AIDS, the Canadian Institutes for Health Research, the Genome Canada-CIHR Partnership in Genomics and Personalized Health, and the US National Institute on Drug Abuse.
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Affiliation(s)
- Art F Y Poon
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Department of Medicine, University of British Columbia, Vancouver, BC, Canada.
| | - Réka Gustafson
- Vancouver Coastal Health Authority, Vancouver, BC, Canada
| | - Patricia Daly
- Vancouver Coastal Health Authority, Vancouver, BC, Canada
| | - Laura Zerr
- Vancouver Coastal Health Authority, Vancouver, BC, Canada
| | - S Ellen Demlow
- Vancouver Coastal Health Authority, Vancouver, BC, Canada
| | - Jason Wong
- BC Centre for Disease Control, Vancouver, BC, Canada
| | - Conan K Woods
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada
| | - Robert S Hogg
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Mel Krajden
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada; BC Centre for Disease Control, Vancouver, BC, Canada
| | - David Moore
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; BC Centre for Disease Control, Vancouver, BC, Canada
| | - Perry Kendall
- Office of the Provincial Health Officer, Ministry of Health, Government of British Columbia, Victoria, BC, Canada
| | - Julio S G Montaner
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - P Richard Harrigan
- BC Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada; Department of Medicine, University of British Columbia, Vancouver, BC, Canada
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IAPAC Guidelines for Optimizing the HIV Care Continuum for Adults and Adolescents. J Int Assoc Provid AIDS Care 2015; 14 Suppl 1:S3-S34. [PMID: 26527218 DOI: 10.1177/2325957415613442] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND An estimated 50% of people living with HIV (PLHIV) globally are unaware of their status. Among those who know their HIV status, many do not receive antiretroviral therapy (ART) in a timely manner, fail to remain engaged in care, or do not achieve sustained viral suppression. Barriers across the HIV care continuum prevent PLHIV from achieving the therapeutic and preventive effects of ART. METHODS A systematic literature search was conducted, and 6132 articles, including randomized controlled trials, observational studies with or without comparators, cross-sectional studies, and descriptive documents, met the inclusion criteria. Of these, 1047 articles were used to generate 36 recommendations to optimize the HIV care continuum for adults and adolescents. RECOMMENDATIONS Recommendations are provided for interventions to optimize the HIV care environment; increase HIV testing and linkage to care, treatment coverage, retention in care, and viral suppression; and monitor the HIV care continuum.
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18
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Combine operations research with molecular biology to stretch pharmacogenomics and personalized medicine—A case study on HIV/AIDS. Comput Chem Eng 2015. [DOI: 10.1016/j.compchemeng.2015.05.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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19
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Sekiya H, Kawamoto M, Togo M, Yoshimura H, Imai Y, Kohara N. [HIV encephalopathy due to drug resistance despite 2-year suppression of HIV viremia by cART]. Rinsho Shinkeigaku 2015; 54:721-5. [PMID: 25283826 DOI: 10.5692/clinicalneurol.54.721] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
A 57-year-old man presented with subacute progression of cognitive impairment (MMSE 22/30). He had been diagnosed as AIDS two years before and taking atazanavir, abacavir, and lamivudine. HIV RNA of plasma had been negative. On admission, HIV RNA was 4,700 copy/ml and 5,200 copy/ml in plasma and in cerebrospinal fluid respectively, suggesting treatment failure of cART. The brain magnetic resonance imaging showed high intensity areas in the white matter of the both frontal lobes and brain stem. The drug-resistance test revealed the resistance of lamivudine and abacavir. We introduced the CNS penetration effectiveness (CPE) score to evaluate the drug penetration of HIV drugs. As the former regimen had low points (7 points), we optimized the regimen to raltegravir, zidovudine, and darunavir/ritonavir (scoring 10 points). His cognitive function improved as normal (MMSE 30/30) in 2 weeks and HIV-RNA became undetectable both in plasma and CSF in a month. In spite of the cognitive improvement, the white matter hyperintensity expanded. To rule out malignant lymphoma or glioblastoma, the brain biopsy was performed from the right frontal lobe. It revealed microglial hyperplasia and diffuse perivascular infiltration by CD8+/CD4-lymphocytes. No malignant cells were found and the polymerase chain reaction analyses excluded other viruses. Considering the drug penetration to the central nervous system is important for treating HIV encephalopathy.
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Affiliation(s)
- Hiroaki Sekiya
- Department of Neurology, Kobe City Medical Center General Hospital
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20
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Abstract
OBJECTIVES To describe regional differences and trends in resistance testing among individuals experiencing virological failure and the prevalence of detected resistance among those individuals who had a genotypic resistance test done following virological failure. DESIGN Multinational cohort study. METHODS Individuals in EuroSIDA with virological failure (>1 RNA measurement >500 on ART after >6 months on ART) after 1997 were included. Adjusted odds ratios (aORs) for resistance testing following virological failure and aORs for the detection of resistance among those who had a test were calculated using logistic regression with generalized estimating equations. RESULTS Compared to 74.2% of ART-experienced individuals in 1997, only 5.1% showed evidence of virological failure in 2012. The odds of resistance testing declined after 2004 (global P < 0.001). Resistance was detected in 77.9% of the tests, NRTI resistance being most common (70.3%), followed by NNRTI (51.6%) and protease inhibitor (46.1%) resistance. The odds of detecting resistance were lower in tests done in 1997-1998, 1999-2000 and 2009-2010, compared to those carried out in 2003-2004 (global P < 0.001). Resistance testing was less common in Eastern Europe [aOR 0.72, 95% confidence interval (CI) 0.55-0.94] compared to Southern Europe, whereas the detection of resistance given that a test was done was less common in Northern (aOR 0.29, 95% CI 0.21-0.39) and Central Eastern (aOR 0.47, 95% CI 0.29-0.76) Europe, compared to Southern Europe. CONCLUSIONS Despite a concurrent decline in virological failure and testing, drug resistance was commonly detected. This suggests a selective approach to resistance testing. The regional differences identified indicate that policy aiming to minimize the emergence of resistance is of particular relevance in some European regions, notably in the countries in Eastern Europe.
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Abstract
HIV Attachment. In this cross section, HIV is shown at the top and a target cell is shown at the bottom in blues. HIV envelope protein (A) has bound to the receptor CD4 (B) and then to coreceptor CCR5 (C), causing a change in conformation that inserts fusion peptides into the cellular membrane Antiretroviral therapy changed the face of HIV/AIDS from that of soon and certain death to that of a chronic disease in the years following introduction of highly active antiretroviral therapy in 1995-1996 (initially termed HAART, but now most often abbreviated to ART since not all combinations of regimens are equally active). Since then, many new agents have been developed and introduced in response to problems of resistance, toxicity, and tolerability, and great advances have been achieved in accessibility of HIV drugs in resource-poor global regions. Potential challenges that providers of HIV therapy will face in the coming decade include continuing problems with resistance, especially where access to drugs is inconsistent, determining how best to combine new and existing agents, defining the role of preventive treatment (pre-exposure prophylaxis or PrEP), and evaluating the potential of strategies for cure in some populations.
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Fox J, Gutenstein M, Khan O, South M, Thomson R. OpenClinical.net: A platform for creating and sharing knowledge and promoting best practice in healthcare. COMPUT IND 2015. [DOI: 10.1016/j.compind.2014.10.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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23
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Poon AFY, Joy JB, Woods CK, Shurgold S, Colley G, Brumme CJ, Hogg RS, Montaner JSG, Harrigan PR. The impact of clinical, demographic and risk factors on rates of HIV transmission: a population-based phylogenetic analysis in British Columbia, Canada. J Infect Dis 2014; 211:926-35. [PMID: 25312037 DOI: 10.1093/infdis/jiu560] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND The diversification of human immunodeficiency virus (HIV) is shaped by its transmission history. We therefore used a population based province wide HIV drug resistance database in British Columbia (BC), Canada, to evaluate the impact of clinical, demographic, and behavioral factors on rates of HIV transmission. METHODS We reconstructed molecular phylogenies from 27,296 anonymized bulk HIV pol sequences representing 7747 individuals in BC-about half the estimated HIV prevalence in BC. Infections were grouped into clusters based on phylogenetic distances, as a proxy for variation in transmission rates. Rates of cluster expansion were reconstructed from estimated dates of HIV seroconversion. RESULTS Our criteria grouped 4431 individuals into 744 clusters largely separated with respect to risk factors, including large established clusters predominated by injection drug users and more-recently emerging clusters comprising men who have sex with men. The mean log10 viral load of an individual's phylogenetic neighborhood (composed of 5 other individuals with shortest phylogenetic distances) increased their odds of appearing in a cluster by >2-fold per log10 viruses per milliliter. CONCLUSIONS Hotspots of ongoing HIV transmission can be characterized in near real time by the secondary analysis of HIV resistance genotypes, providing an important potential resource for targeting public health initiatives for HIV prevention.
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Affiliation(s)
- Art F Y Poon
- BC Centre for Excellence in HIV/AIDS Department of Medicine, University of British Columbia, Vancouver
| | | | | | | | | | | | - Robert S Hogg
- BC Centre for Excellence in HIV/AIDS Faculty of Health Sciences, Simon Fraser University, Burnaby, Canada
| | - Julio S G Montaner
- BC Centre for Excellence in HIV/AIDS Department of Medicine, University of British Columbia, Vancouver
| | - P Richard Harrigan
- BC Centre for Excellence in HIV/AIDS Department of Medicine, University of British Columbia, Vancouver
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Wolf T, Fuß B, Khaykin P, Berger A, Knecht G, Gute P, Brodt HR, Goepel S, Bickel M, Stuermer M, Stephan C. Improved virological and immunological efficacy of resistance-guided switch in antiretroviral therapy: a Frankfurt HIV cohort analysis. Med Microbiol Immunol 2014; 203:409-14. [PMID: 25148909 DOI: 10.1007/s00430-014-0350-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2014] [Accepted: 07/29/2014] [Indexed: 12/15/2022]
Abstract
To evaluate the treatment outcome of antiretroviral therapy, depending on the use and utility of a concept of resistance-guided switch, patients from the Frankfurt HIV cohort have been followed for 24 weeks. If available, prior resistance data have been evaluated and patients were grouped into their expected viral response. The data of 354 patients were thus analysed, taking into account the genotypic sensitivity score of the administered medication (> or ≤2). When looking at the proportion of patients who achieved a viral load of <50/ml, the response rates differed significantly better for patients with a favourable resistance scoring as compared to an unfavourable one (71.9 % as compared to 56.0 %, p = 0.008). Interestingly, patients with a favourable resistance score also showed a better immunological response, as measured by median CD4 cell count of 391/µl [interquartal range (IQR) 250-530/µl] against 287/µl (IQR 174-449/µl) and a larger total increase of 141/µl against 38/µl. A significant virological and immunological benefit could be demonstrated for patients of a cohort with resistance-guided antiretroviral therapy adjustments.
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Affiliation(s)
- T Wolf
- Infectious Diseases Unit at Medical Department No. 2, HIVCENTER, Hospital of the Johann Wolfgang Goethe-University, Theodor Stern Kai 7, 60590, Frankfurt, Germany
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Richardson ET, Grant PM, Zolopa AR. Evolution of HIV treatment guidelines in high- and low-income countries: converging recommendations. Antiviral Res 2014; 103:88-93. [PMID: 24374148 PMCID: PMC4193472 DOI: 10.1016/j.antiviral.2013.12.007] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Revised: 12/16/2013] [Accepted: 12/17/2013] [Indexed: 12/20/2022]
Abstract
Over the past 15 years, antiretroviral treatment guidelines for HIV infection have evolved significantly, reflecting the major advances in this therapeutic area. Evidenced-based recommendations have largely replaced expert opinion, while diagnostic monitoring and therapeutic interventions have become more sophisticated and effective. Just 10 years ago, there was a marked difference in access to antiretroviral therapy for patients in wealthy and impoverished countries. The increasing availability of therapy across the globe, however, has made it possible for international guidelines to resemble more closely those in high-income countries. This article compares the evolution of antiretroviral therapy treatment guidelines from the United States Department of Health and Human Services and the World Health Organization, focusing on when to initiate ART in asymptomatic patients and in those with an opportunistic infection; initial regimens in the general population and in special populations; when to change and what to change; and laboratory monitoring.
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Affiliation(s)
- Eugene T Richardson
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA
| | - Philip M Grant
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA
| | - Andrew R Zolopa
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA.
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Richman DD. Editorial Commentary: Extending HIV drug resistance testing to low levels of plasma viremia. Clin Infect Dis 2014; 58:1174-5. [PMID: 24429434 DOI: 10.1093/cid/ciu025] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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Gonzalez-Serna A, Min JE, Woods C, Chan D, Lima VD, Montaner JSG, Harrigan PR, Swenson LC. Performance of HIV-1 drug resistance testing at low-level viremia and its ability to predict future virologic outcomes and viral evolution in treatment-naive individuals. Clin Infect Dis 2014; 58:1165-73. [PMID: 24429436 DOI: 10.1093/cid/ciu019] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Low-level viremia (LLV; human immunodeficiency virus [HIV-1] RNA 50-999 copies/mL) occurs frequently in patients receiving antiretroviral therapy (ART), but there are few or no data available demonstrating that HIV-1 drug resistance testing at a plasma viral load (pVL) <1000 copies/mL provides potentially clinically useful information. Here, we assess the ability to perform resistance testing by genotyping at LLV and whether it is predictive of future virologic outcomes in patients beginning ART. METHODS Resistance testing by genotyping at LLV was attempted on 4915 plasma samples from 2492 patients. A subset of previously ART-naive patients was analyzed who achieved undetectable pVL and subsequently rebounded with LLV (n = 212). A genotypic sensitivity score (GSS) was calculated based on therapy and resistance testing results by genotyping, and stratified according to number of active drugs. RESULTS Eighty-eight percent of LLV resistance assays produced useable sequences, with higher success at higher pVL. Overall, 16 of 212 (8%) patients had pretherapy resistance. Thirty-eight of 196 (19%) patients without pretherapy resistance evolved resistance to 1 or more drug classes, primarily the nucleoside reverse transcriptase (14%) and/or nonnucleoside reverse transcriptase (9%) inhibitors. Patients with resistance at LLV (GSS <3) had a 2.1-fold higher risk of virologic failure (95% confidence interval, 1.2- to 3.7-fold) than those without resistance (P = .007). Progressively lower GSS scores at LLV were associated with a higher increase in pVL over time (P < .001). Acquisition of additional resistance mutations to a new class of antiretroviral drugs during LLV was not found in a subset of patients. CONCLUSIONS Routine HIV-1 genotyping of LLV samples can be performed with a reasonably high success rate, and the results appear predictive of future virologic outcomes.
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Abstract
In industrialized countries, highly active antiretroviral therapy has resulted in significant reductions in morbidity and mortality in patients with HIV/AIDS. At the same time, the management of the HIV-infected individual has become exceedingly complex due to the increasing number of antiretroviral medications and resistance to them. New medications are needed that are effective against the drug-resistant virus. The key advances in the management of HIV/AIDS as seen through the eyes of a front-line HIV physician who has been actively involved in patient care, clinical drug trials and as an educator for the past 15 years will be discussed.
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Affiliation(s)
- Corklin R Steinhart
- Florida/Caribbean AIDS Education Training Center, Mercy Hospital, 3161 S. Miami Avenue no. 806, Miami, Florida, USA.
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Abstract
The emergence of drug resistance remains one of the most challenging issues in the treatment of HIV-1 infection. The extreme replication dynamics of HIV facilitates its escape from the selective pressure exerted by the human immune system and by the applied combination drug therapy. This article reviews computational methods whose combined use can support the design of optimal antiretroviral therapies based on viral genotypic and phenotypic data. Genotypic assays are based on the analysis of mutations associated with reduced drug susceptibility, but are difficult to interpret due to the numerous mutations and mutational patterns that confer drug resistance. Phenotypic resistance or susceptibility can be experimentally evaluated by measuring the inhibition of the viral replication in cell culture assays. However, this procedure is expensive and time consuming.
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Affiliation(s)
- Frank Cordes
- Division Scientific Computing, Department Numerical Analysis & Modeling, Konrad-Zuse-Zentrum, Takustr. 7, D-14195 Berlin-Dahlem, Germany.
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Abstract
With the widespread availability of antiretroviral therapy, there is a dramatic decline in HIV related morbidity and mortality in both developed and developing countries. Further, the current antiretroviral drug combinations are safer and the availability of newer monitoring assays and guidelines has vastly improved the patient management. The clinician needs to evaluate several key issues prior to institution of antiretroviral regimen including the correct stage of starting the treatment and the kind of regimen to initiate. In addition to various disease related factors, it is also critical to assess the patient's general condition including nutritional status, presence of co-morbidities and mental preparedness prior to starting the therapy. The patients need to develop an overall understanding of the treatment and its benefits and the importance of lifelong adherence to the drugs. The presence of special situations like pediatric age, older patients, pregnancy, lactation and presence of opportunistic infections also require modification of the therapy. This review briefly summarizes issues relevant to the clinician prior to the initiation of antiretroviral therapy.
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Affiliation(s)
- Deepika Pandhi
- Department of Dermatology and Sexually Transmitted Diseases, University College of Medical Sciences and Associated Guru Teg Bahadur Hospital, University of Delhi, Delhi, India
| | - Pallavi Ailawadi
- Department of Dermatology and Sexually Transmitted Diseases, University College of Medical Sciences and Associated Guru Teg Bahadur Hospital, University of Delhi, Delhi, India
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[Consensus Statement by GeSIDA/National AIDS Plan Secretariat on antiretroviral treatment in adults infected by the human immunodeficiency virus (Updated January 2013)]. Enferm Infecc Microbiol Clin 2013; 31:602.e1-602.e98. [PMID: 24161378 DOI: 10.1016/j.eimc.2013.04.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2013] [Accepted: 04/08/2013] [Indexed: 02/08/2023]
Abstract
OBJECTIVE This consensus document is an update of combined antiretroviral therapy (cART) guidelines for HIV-1 infected adult patients. METHODS To formulate these recommendations a panel composed of members of the GeSIDA/National AIDS Plan Secretariat (Grupo de Estudio de Sida and the Secretaría del Plan Nacional sobre el Sida) reviewed the efficacy and safety advances in clinical trials, cohort and pharmacokinetic studies published in medical journals (PubMed and Embase) or presented in medical scientific meetings. The strength of the recommendations and the evidence which support them are based on a modification of the criteria of Infectious Diseases Society of America. RESULTS cART is recommended in patients with symptoms of HIV infection, in pregnant women, in serodiscordant couples with high risk of transmission, in hepatitisB co-infection requiring treatment, and in HIV nephropathy. cART is recommended in asymptomatic patients if CD4 is <500cells/μl. If CD4 are >500cells/μl cART should be considered in the case of chronic hepatitisC, cirrhosis, high cardiovascular risk, plasma viral load >100.000 copies/ml, proportion of CD4 cells <14%, neurocognitive deficits, and in people aged >55years. The objective of cART is to achieve an undetectable viral load. The first cART should include 2 reverse transcriptase inhibitors (RTI) nucleoside analogs and a third drug (a non-analog RTI, a ritonavir boosted protease inhibitor, or an integrase inhibitor). The panel has consensually selected some drug combinations, for the first cART and specific criteria for cART in acute HIV infection, in tuberculosis and other HIV related opportunistic infections, for the women and in pregnancy, in hepatitisB or C co-infection, in HIV-2 infection, and in post-exposure prophylaxis. CONCLUSIONS These new guidelines update previous recommendations related to first cART (when to begin and what drugs should be used), how to monitor, and what to do in case of viral failure or adverse drug reactions. cART specific criteria in comorbid patients and special situations are similarly updated.
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Garcia-Diaz A, Guerrero-Ramos A, McCormick A, Macartney M, Conibear T, Johnson M, Haque T, Webster D. Evaluation of the Roche prototype 454 HIV-1 ultradeep sequencing drug resistance assay in a routine diagnostic laboratory. J Clin Virol 2013; 58:468-73. [DOI: 10.1016/j.jcv.2013.07.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 07/10/2013] [Accepted: 07/12/2013] [Indexed: 11/28/2022]
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Beerenwinkel N, Montazeri H, Schuhmacher H, Knupfer P, von Wyl V, Furrer H, Battegay M, Hirschel B, Cavassini M, Vernazza P, Bernasconi E, Yerly S, Böni J, Klimkait T, Cellerai C, Günthard HF. The individualized genetic barrier predicts treatment response in a large cohort of HIV-1 infected patients. PLoS Comput Biol 2013; 9:e1003203. [PMID: 24009493 PMCID: PMC3757085 DOI: 10.1371/journal.pcbi.1003203] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Accepted: 07/14/2013] [Indexed: 12/12/2022] Open
Abstract
The success of combination antiretroviral therapy is limited by the evolutionary escape dynamics of HIV-1. We used Isotonic Conjunctive Bayesian Networks (I-CBNs), a class of probabilistic graphical models, to describe this process. We employed partial order constraints among viral resistance mutations, which give rise to a limited set of mutational pathways, and we modeled phenotypic drug resistance as monotonically increasing along any escape pathway. Using this model, the individualized genetic barrier (IGB) to each drug is derived as the probability of the virus not acquiring additional mutations that confer resistance. Drug-specific IGBs were combined to obtain the IGB to an entire regimen, which quantifies the virus' genetic potential for developing drug resistance under combination therapy. The IGB was tested as a predictor of therapeutic outcome using between 2,185 and 2,631 treatment change episodes of subtype B infected patients from the Swiss HIV Cohort Study Database, a large observational cohort. Using logistic regression, significant univariate predictors included most of the 18 drugs and single-drug IGBs, the IGB to the entire regimen, the expert rules-based genotypic susceptibility score (GSS), several individual mutations, and the peak viral load before treatment change. In the multivariate analysis, the only genotype-derived variables that remained significantly associated with virological success were GSS and, with 10-fold stronger association, IGB to regimen. When predicting suppression of viral load below 400 cps/ml, IGB outperformed GSS and also improved GSS-containing predictors significantly, but the difference was not significant for suppression below 50 cps/ml. Thus, the IGB to regimen is a novel data-derived predictor of treatment outcome that has potential to improve the interpretation of genotypic drug resistance tests.
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Affiliation(s)
- Niko Beerenwinkel
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland.
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HIV genotype resistance testing in antiretroviral (ART) exposed Indian children--a need of the hour. Indian J Pediatr 2013; 80:340-2. [PMID: 22544694 DOI: 10.1007/s12098-012-0752-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2011] [Accepted: 04/04/2012] [Indexed: 11/27/2022]
Abstract
Development of drug resistance in HIV infected children with treatment failure is a major impediment to selection of appropriate therapy. HIV genotype resistance assays predict drug resistance on the basis of mutations in the viral genome. However, their clinical utility, especially in a resource limited setting is still a subject of debate. The authors report two cases in which both the children suffered from treatment failure of various antiretroviral therapy regimes. In both the cases, Genotype Resistance Testing (GRT) prompted a radical change from proposed failure therapy as per existing guidelines. GRT was specifically important for the selection of a new dual Nucleoside reverse transcriptase inhibitors (NRTI) component of failure regimen by identifying TAMS and M184V mutations in the HIV genome. These case reports highlight the importance of GRT in children failing multiple antiretroviral regimes; and emphasizes the need to recognize situations where GRT is absolutely essential to guide appropriate therapy, even in a resource limited setting.
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Buskin SE, Zhang S, Thibault CS. Prevalence of and viral outcomes associated with primary HIV-1 drug resistance. Open AIDS J 2012; 6:181-7. [PMID: 23049668 PMCID: PMC3462330 DOI: 10.2174/1874613601206010181] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2011] [Revised: 08/18/2011] [Accepted: 09/19/2011] [Indexed: 11/26/2022] Open
Abstract
Primary, or transmitted, HIV antiretroviral resistance is an ongoing concern despite continuing development of
new antiretroviral therapies. We examined HIV surveillance data, including both patient demographic characteristics and
laboratory data, combined with HIV genotypic test results to evaluate the comprehensiveness of drug resistance
surveillance, prevalence of primary drug resistance, and impact, if any, of primary resistance on population-based
virological outcomes. The King County, WA Variant, Atypical, and Resistant HIV Surveillance (VARHS) system
increased coverage of eligible genotypic testing – within three months of an HIV diagnosis among antiretroviral naïve
individuals -- from – 15% in 2003 to 69% in 2010. VARHS under-represented females, Blacks, Native Americans, and
injection drug users. Primary drug resistance was more common among males, individuals aged 20 – 29 years, men who
had sex with men, and individuals with an initial CD4+ lymphocyte count of 200 cells/µL and higher. High level
resistance to two or three antiretroviral classes declined over time. Over 90% of sequences were HIV-1 subtype B. The
proportion of individuals with a most recent viral load (closest to April 2011) that was undetectable (<50 copies/mL) was
not statistically significantly associated with primary drug resistance. This was true for both number and type of
antiretroviral drug class; although small numbers of specimens with drug resistance may have limited our statistical
power. In summary, although we found disparities in testing coverage and prevalence of drug resistance, we were unable
to detect a significantly deleterious impact of primary drug resistance based on a most recent viral load.
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Affiliation(s)
- S E Buskin
- Public Health - Seattle & King County, Seattle, WA, USA ; University of Washington, Seattle, WA, USA
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Welch BM, Kawamoto K. Clinical decision support for genetically guided personalized medicine: a systematic review. J Am Med Inform Assoc 2012; 20:388-400. [PMID: 22922173 DOI: 10.1136/amiajnl-2012-000892] [Citation(s) in RCA: 79] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
OBJECTIVE To review the literature on clinical decision support (CDS) for genetically guided personalized medicine (GPM). MATERIALS AND METHODS MEDLINE and Embase were searched from 1990 to 2011. The manuscripts included were summarized, and notable themes and trends were identified. RESULTS Following a screening of 3416 articles, 38 primary research articles were identified. Focal areas of research included family history-driven CDS, cancer management, and pharmacogenomics. Nine randomized controlled trials of CDS interventions for GPM were identified, seven of which reported positive results. The majority of manuscripts were published on or after 2007, with increased recent focus on genotype-driven CDS and the integration of CDS within primary clinical information systems. DISCUSSION Substantial research has been conducted to date on the use of CDS to enable GPM. In a previous analysis of CDS intervention trials, the automatic provision of CDS as a part of routine clinical workflow had been identified as being critical for CDS effectiveness. There was some indication that CDS for GPM could potentially be effective without the CDS being provided automatically, but we did not find conclusive evidence to support this hypothesis. CONCLUSION To maximize the clinical benefits arising from ongoing discoveries in genetics and genomics, additional research and development is recommended for identifying how best to leverage CDS to bridge the gap between the promise and realization of GPM.
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Affiliation(s)
- Brandon M Welch
- Department of Biomedical Informatics and Program in Personalized Health Care, University of Utah, Salt Lake City, UT 84092, USA
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Wright DW, Wan S, Shublaq N, Zasada SJ, Coveney PV. From base pair to bedside: molecular simulation and the translation of genomics to personalized medicine. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2012; 4:585-98. [PMID: 22899636 DOI: 10.1002/wsbm.1186] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Despite the promises made that genomic sequencing would transform therapy by introducing a new era of personalized medicine, relatively few tangible breakthroughs have been made. This has led to the recognition that complex interactions at multiple spatial, temporal, and organizational levels may often combine to produce disease. Understanding this complexity requires that existing and future models are used and interpreted within a framework that incorporates knowledge derived from investigations at multiple levels of biological function. It also requires a computational infrastructure capable of dealing with the vast quantities of data generated by genomic approaches. In this review, we discuss the use of molecular modeling to generate quantitative and qualitative insights at the smallest scales of the systems biology hierarchy, how it can play an important role in the development of a systems understanding of disease and in the application of such knowledge to help discover new therapies and target existing ones on a personal level.
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Affiliation(s)
- David W Wright
- Centre for Computational Science, University College London, London, UK
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Singh Y, Mars M. HIV Drug-Resistant Patient Information Management, Analysis, and Interpretation. JMIR Res Protoc 2012; 1:e3. [PMID: 23611761 PMCID: PMC3626142 DOI: 10.2196/resprot.1930] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2011] [Revised: 01/27/2012] [Accepted: 04/22/2012] [Indexed: 02/05/2023] Open
Abstract
Introduction The science of information systems, management, and interpretation plays an important part in the continuity of care of patients. This is becoming more evident in the treatment of human immunodeficiency virus (HIV) and acquired immune deficiency syndrome (AIDS), the leading cause of death in sub-Saharan Africa. The high replication rates, selective pressure, and initial infection by resistant strains of HIV infer that drug resistance will inevitably become an important health care concern. This paper describes proposed research with the aim of developing a physician-administered, artificial intelligence-based decision support system tool to facilitate the management of patients on antiretroviral therapy. Methods This tool will consist of (1) an artificial intelligence computer program that will determine HIV drug resistance information from genomic analysis; (2) a machine-learning algorithm that can predict future CD4 count information given a genomic sequence; and (3) the integration of these tools into an electronic medical record for storage and management. Conclusion The aim of the project is to create an electronic tool that assists clinicians in managing and interpreting patient information in order to determine the optimal therapy for drug-resistant HIV patients.
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Affiliation(s)
- Yashik Singh
- Department of TeleHealth, Nelson R Mandela school of Medicine, University of KwaZulu-Natal, Durban, South Africa.
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[Consensus document of Gesida and Spanish Secretariat for the National Plan on AIDS (SPNS) regarding combined antiretroviral treatment in adults infected by the human immunodeficiency virus (January 2012)]. Enferm Infecc Microbiol Clin 2012; 30:e1-89. [PMID: 22633764 DOI: 10.1016/j.eimc.2012.03.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2012] [Accepted: 03/19/2012] [Indexed: 11/20/2022]
Abstract
This consensus document has been prepared by a panel consisting of members of the AIDS Study Group (Gesida) and the Spanish Secretariat for the National Plan on AIDS (SPNS) after reviewing the efficacy and safety results of clinical trials, cohort and pharmacokinetic studies published in medical journals, or presented in medical scientific meetings. Gesida has prepared an objective and structured method to prioritise combined antiretroviral treatment (cART) in naïve patients. Recommendations strength (A, B, C) and the evidence which supports them (I, II, III) are based on a modification of the Infectious Diseases Society of America criteria. The current antiretroviral treatment (ART) of choice for chronic HIV infection is the combination of three drugs. ART is recommended in patients with symptomatic HIV infection, in pregnancy, in serodiscordant couples with high transmission risk, hepatitis B fulfilling treatment criteria, and HIV nephropathy. Guidelines on ART treatment in patients with concurrent diagnosis of HIV infection and an opportunistic type C infection are included. In asymptomatic patients ART is recommended on the basis of CD4 lymphocyte counts, plasma viral load and patient co-morbidities, as follows: 1) therapy should be started in patients with CD4 counts <350 cells/μL; 2) when CD4 counts are between 350 and 500 cells/μL, therapy will be recommended and only delayed if patient is reluctant to take it, the CD4 are stabilised, and the plasma viral load is low; 3) therapy could be deferred when CD4 counts are above 500 cells/μL, but should be considered in cases of cirrhosis, chronic hepatitis C, high cardiovascular risk, plasma viral load >10(5) copies/mL, proportion of CD4 cells <14%, and in people aged >55 years. ART should include 2 reverse transcriptase inhibitors nucleoside analogues and a third drug (non-analogue reverse transcriptase inhibitor, ritonavir boosted protease inhibitor or integrase inhibitor). The panel has consensually selected and given priority to using the Gesida score for some drug combinations, some of them co-formulated. The objective of ART is to achieve an undetectable viral load. Adherence to therapy plays an essential role in maintaining antiviral response. Therapeutic options are limited after ART failures, but an undetectable viral load may be possible nowadays. Adverse events are a fading problem of ART. Guidelines in acute HIV infection, in women, in pregnancy, and to prevent mother-to-child transmission and pre- and post-exposition prophylaxis are commented upon. Management of hepatitis B or C co-infection, other co-morbidities, and the characteristics of ART in HIV-2 infection are included.
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Devi U, Locarnini S. Role of Resistance Testing During Oral Antiviral Therapy of Chronic Hepatitis B. ACTA ACUST UNITED AC 2012. [DOI: 10.1007/s11901-012-0132-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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Obermeier M, Pironti A, Berg T, Braun P, Däumer M, Eberle J, Ehret R, Kaiser R, Kleinkauf N, Korn K, Kücherer C, Müller H, Noah C, Stürmer M, Thielen A, Wolf E, Walter H. HIV-GRADE: a publicly available, rules-based drug resistance interpretation algorithm integrating bioinformatic knowledge. Intervirology 2012; 55:102-7. [PMID: 22286877 DOI: 10.1159/000331999] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Genotypic drug resistance testing provides essential information for guiding treatment in HIV-infected patients. It may either be used for identifying patients with transmitted drug resistance or to clarify reasons for treatment failure and to check for remaining treatment options. While different approaches for the interpretation of HIV sequence information are already available, no other available rules-based systems specifically have looked into the effects of combinations of drugs. HIV-GRADE (Genotypischer Resistenz Algorithmus Deutschland) was planned as a countrywide approach to establish standardized drug resistance interpretation in Germany and also to introduce rules for estimating the influence of mutations on drug combinations. The rules for HIV-GRADE are taken from the literature, clinical follow-up data and from a bioinformatics-driven interpretation system (geno2pheno([resistance])). HIV-GRADE presents the option of seeing the rules and results of other drug resistance algorithms for a given sequence simultaneously. METHODS The HIV-GRADE rules-based interpretation system was developed by the members of the HIV-GRADE registered society. For continuous updates, this expert committee meets twice a year to analyze data from various sources. Besides data from clinical studies and the centers involved, published correlations for mutations with drug resistance and genotype-phenotype correlation data information from the bioinformatic models of geno2pheno are used to generate the rules for the HIV-GRADE interpretation system. A freely available online tool was developed on the basis of the Stanford HIVdb rules interpretation tool using the algorithm specification interface. Clinical validation of the interpretation system was performed on the data of treatment episodes consisting of sequence information, antiretroviral treatment and viral load, before and 3 months after treatment change. Data were analyzed using multiple linear regression. RESULTS As the developed online tool allows easy comparison of different drug resistance interpretation systems, coefficients of determination (R(2)) were compared for the freely available rules-based systems. HIV-GRADE (R(2) = 0.40), Stanford HIVdb (R(2) = 0.40), REGA algorithm (R(2) = 0.36) and ANRS (R(2) = 0.35) had a very similar performance using this multiple linear regression model. CONCLUSION The performance of HIV-GRADE is comparable to alternative rules-based interpretation systems. While there is still room for improvement, HIV-GRADE has been made publicly available to allow access to our approach regarding the interpretation of resistance against single drugs and drug combinations.
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Impaired CD4+ cell recovery during antiretroviral therapy in patients with HIV resistance mutations. Arch Virol 2011; 157:433-40. [DOI: 10.1007/s00705-011-1191-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2011] [Accepted: 12/01/2011] [Indexed: 11/25/2022]
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Souza DC, Sucupira MCA, Brindeiro RM, Fernandez JCC, Sabino EC, Inocencio LA, Diaz RS. The Brazilian network for HIV-1 genotyping external quality control assurance programme. J Int AIDS Soc 2011; 14:45. [PMID: 21936945 PMCID: PMC3192700 DOI: 10.1186/1758-2652-14-45] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Accepted: 09/21/2011] [Indexed: 11/10/2022] Open
Abstract
The Brazilian network for genotyping is composed of 21 laboratories that perform and analyze genotyping tests for all HIV-infected patients within the public system, performing approximately 25,000 tests per year. We assessed the interlaboratory and intralaboratory reproducibility of genotyping systems by creating and implementing a local external quality control evaluation. Plasma samples from HIV-1-infected individuals (with low and intermediate viral loads) or RNA viral constructs with specific mutations were used. This evaluation included analyses of sensitivity and specificity of the tests based on qualitative and quantitative criteria, which scored laboratory performance on a 100-point system. Five evaluations were performed from 2003 to 2008, with 64% of laboratories scoring over 80 points in 2003, 81% doing so in 2005, 56% in 2006, 91% in 2007, and 90% in 2008 (Kruskal-Wallis, p = 0.003). Increased performance was aided by retraining laboratories that had specific deficiencies. The results emphasize the importance of investing in laboratory training and interpretation of DNA sequencing results, especially in developing countries where public (or scarce) resources are used to manage the AIDS epidemic.
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Abstract
Combination antiretroviral therapy for HIV-1 infection has resulted in profound reductions in viremia and is associated with marked improvements in morbidity and mortality. Therapy is not curative, however, and prolonged therapy is complicated by drug toxicity and the emergence of drug resistance. Management of clinical drug resistance requires in depth evaluation, and includes extensive history, physical examination and laboratory studies. Appropriate use of resistance testing provides valuable information useful in constructing regimens for treatment-experienced individuals with viremia during therapy. This review outlines the emergence of drug resistance in vivo, and describes clinical evaluation and therapeutic options of the individual with rebound viremia during therapy.
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Hong SY, Nachega JB, Kelley K, Bertagnolio S, Marconi VC, Jordan MR. The global status of HIV drug resistance: clinical and public-health approaches for detection, treatment and prevention. Infect Disord Drug Targets 2011; 11:124-33. [PMID: 21406052 PMCID: PMC3295930 DOI: 10.2174/187152611795589744] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2010] [Accepted: 11/10/2010] [Indexed: 11/22/2022]
Abstract
Antiretroviral therapy (ART) scale-up in resource limited settings (RLS) has been successful, utilizing a standardized population-based approach to ART delivery. An unintended consequence of treatment scale-up is the inevitable emergence of HIV drug resistance (HIV DR) in populations even when patient adherence to ART is optimally supported. HIV DR has the potential to undermine the dramatic gains that ART has had in reducing the morbidity and mortality of HIV-infected patients in RLS. Sustaining and expanding ART coverage in RLS will depend upon the ability of ART programs to deliver ART in a way that minimizes the emergence of HIVDR. Fortunately, current evidence demonstrates that HIVDR in RLS has neither emerged nor been transmitted to the degree that had initially been feared. However, due to a lack of standardized methodologies, HIVDR data from RLS can be difficult to interpret and may not provide the programmatic evidence necessary for public health action. The World Health Organization has developed simple, standardized surveys that generate comparable results to assess acquired and transmitted HIVDR for routine public health implementation in RLS. These HIVDR surveys are designed to be implemented in conjunction with annual monitoring of program and site factors known to create situations favorable to the developments of HIV DR.
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Affiliation(s)
- Steven Y Hong
- Division of Geographic Medicine and Infectious Diseases, Tufts Medical Center, Tufts University School of Medicine, 150 Harrison Avenue, Boston, MA 02111, USA.
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Swenson LC, Pollock G, Wynhoven B, Mo T, Dong W, Hogg RS, Montaner JSG, Harrigan PR. "Dynamic range" of inferred phenotypic HIV drug resistance values in clinical practice. PLoS One 2011; 6:e17402. [PMID: 21390218 PMCID: PMC3044728 DOI: 10.1371/journal.pone.0017402] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2010] [Accepted: 02/01/2011] [Indexed: 12/04/2022] Open
Abstract
Background ‘Virtual’ or inferred phenotypes (vPhenotypes) are commonly used to assess resistance to antiretroviral agents in patients failing therapy. In this study, we provide a clinical context for understanding vPhenotype values. Methods All HIV-infected persons enrolled in the British Columbia Drug Treatment Program with a baseline plasma viral load (pVL) and follow-up genotypic resistance and pVL results were included up to October 29, 2008 (N = 5,277). Change from baseline pVL was determined as a function of Virco vPhenotype, and the “dynamic range” (defined here by the 10th and 90th percentiles for fold-change in IC50 amongst all patients) was estimated from the distribution of vPhenotye fold-changes across the cohort. Results The distribution of vPhenotypes from a large cohort of HIV patients who have failed therapy are presented for all available antiretroviral agents. A maximum change in IC50 of at least 13-fold was observed for all drugs. The dideoxy drugs, tenofovir and most PIs exhibited small “dynamic ranges” with values of <4-fold change observed in >99% of samples. In contrast, zidovudine, lamivudine, emtricitabine and the non-nucleoside reverse transcriptase inihibitors (excluding etravirine) had large dynamic ranges. Conclusion We describe the populational distribution of vPhenotypes such that vPhenotype results can be interpreted relative to other patients in a drug-specific manner.
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Affiliation(s)
- Luke C. Swenson
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Graham Pollock
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Brian Wynhoven
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Theresa Mo
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Winnie Dong
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Robert S. Hogg
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Julio S. G. Montaner
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
- Division of AIDS, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - P. Richard Harrigan
- BC Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, British Columbia, Canada
- Division of AIDS, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- * E-mail:
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Fehr J, Glass TR, Louvel S, Hamy F, Hirsch HH, von Wyl V, Böni J, Yerly S, Bürgisser P, Cavassini M, Fux CA, Hirschel B, Vernazza P, Martinetti G, Bernasconi E, Günthard HF, Battegay M, Bucher HC, Klimkait T. Replicative phenotyping adds value to genotypic resistance testing in heavily pre-treated HIV-infected individuals--the Swiss HIV Cohort Study. J Transl Med 2011; 9:14. [PMID: 21255386 PMCID: PMC3032678 DOI: 10.1186/1479-5876-9-14] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2010] [Accepted: 01/21/2011] [Indexed: 12/03/2022] Open
Abstract
Background Replicative phenotypic HIV resistance testing (rPRT) uses recombinant infectious virus to measure viral replication in the presence of antiretroviral drugs. Due to its high sensitivity of detection of viral minorities and its dissecting power for complex viral resistance patterns and mixed virus populations rPRT might help to improve HIV resistance diagnostics, particularly for patients with multiple drug failures. The aim was to investigate whether the addition of rPRT to genotypic resistance testing (GRT) compared to GRT alone is beneficial for obtaining a virological response in heavily pre-treated HIV-infected patients. Methods Patients with resistance tests between 2002 and 2006 were followed within the Swiss HIV Cohort Study (SHCS). We assessed patients' virological success after their antiretroviral therapy was switched following resistance testing. Multilevel logistic regression models with SHCS centre as a random effect were used to investigate the association between the type of resistance test and virological response (HIV-1 RNA <50 copies/mL or ≥1.5log reduction). Results Of 1158 individuals with resistance tests 221 with GRT+rPRT and 937 with GRT were eligible for analysis. Overall virological response rates were 85.1% for GRT+rPRT and 81.4% for GRT. In the subgroup of patients with >2 previous failures, the odds ratio (OR) for virological response of GRT+rPRT compared to GRT was 1.45 (95% CI 1.00-2.09). Multivariate analyses indicate a significant improvement with GRT+rPRT compared to GRT alone (OR 1.68, 95% CI 1.31-2.15). Conclusions In heavily pre-treated patients rPRT-based resistance information adds benefit, contributing to a higher rate of treatment success.
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Affiliation(s)
- Jan Fehr
- Division of Infectious Diseases & Hospital Epidemiology, University Hospital of Basel, Petersgraben 4, CH-4031 Basel, Switzerland
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Qadir M, Malik S. Genetic variation in the HR region of the env gene of HIV: A perspective for resistance to HIV fusion inhibitors. AIDS Res Hum Retroviruses 2011; 27:57-63. [PMID: 20874419 DOI: 10.1089/aid.2010.0098] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
HIV fusion inhibitors may be classified into three groups. Peptides binding to HR1 include T1249, C30, and T20 (enfuvirtide). Peptides binding to HR2 include 5-helix. XTT formazan, NB-2, and NB-64 are nonpeptide fusion inhibitors. Genotypic testing for drug resistance is used more commonly than phenotypic testing because of its lower cost, wider availability, and shorter turnaround time. The aim of the study was to predict the efficacy of fusion inhibitors for AIDS patients in our population. A total of 100 specimens were collected. The viral RNA was isolated and nucleotides of the required regions were sequenced using the BigDye terminator method. It is concluded from this study that viruses in our population may show resistance to C30 and T20 whereas the other fusion inhibitors may be effectively used for our population.
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Affiliation(s)
- M.I. Qadir
- College of Pharmacy, GC University, Faisalabad, Pakistan
| | - S.A. Malik
- Department of Biochemistry, Faculty of Biological Sciences, Quaid-i-Azam University, Islamabad, Pakistan
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Diaz RS, Sucupira MCA, Vergara TR, Brites C, Bianco RD, Filho FB, Colares GKB, Portela E, Cherman LA, Barcelos NT, Tupinambas U, Turcato G, Allamasey L, Bacheler L, Tuohy M. HIV-1 resistance testing influences treatment decision-making. Braz J Infect Dis 2010. [DOI: 10.1016/s1413-8670(10)70098-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
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Comparison of HIV-1 genotypic resistance test interpretation systems in predicting virological outcomes over time. PLoS One 2010; 5:e11505. [PMID: 20634893 PMCID: PMC2901338 DOI: 10.1371/journal.pone.0011505] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2010] [Accepted: 06/10/2010] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Several decision support systems have been developed to interpret HIV-1 drug resistance genotyping results. This study compares the ability of the most commonly used systems (ANRS, Rega, and Stanford's HIVdb) to predict virological outcome at 12, 24, and 48 weeks. METHODOLOGY/PRINCIPAL FINDINGS Included were 3763 treatment-change episodes (TCEs) for which a HIV-1 genotype was available at the time of changing treatment with at least one follow-up viral load measurement. Genotypic susceptibility scores for the active regimens were calculated using scores defined by each interpretation system. Using logistic regression, we determined the association between the genotypic susceptibility score and proportion of TCEs having an undetectable viral load (<50 copies/ml) at 12 (8-16) weeks (2152 TCEs), 24 (16-32) weeks (2570 TCEs), and 48 (44-52) weeks (1083 TCEs). The Area under the ROC curve was calculated using a 10-fold cross-validation to compare the different interpretation systems regarding the sensitivity and specificity for predicting undetectable viral load. The mean genotypic susceptibility score of the systems was slightly smaller for HIVdb, with 1.92+/-1.17, compared to Rega and ANRS, with 2.22+/-1.09 and 2.23+/-1.05, respectively. However, similar odds ratio's were found for the association between each-unit increase in genotypic susceptibility score and undetectable viral load at week 12; 1.6 [95% confidence interval 1.5-1.7] for HIVdb, 1.7 [1.5-1.8] for ANRS, and 1.7 [1.9-1.6] for Rega. Odds ratio's increased over time, but remained comparable (odds ratio's ranging between 1.9-2.1 at 24 weeks and 1.9-2.2 at 48 weeks). The Area under the curve of the ROC did not differ between the systems at all time points; p = 0.60 at week 12, p = 0.71 at week 24, and p = 0.97 at week 48. CONCLUSIONS/SIGNIFICANCE Three commonly used HIV drug resistance interpretation systems ANRS, Rega and HIVdb predict virological response at 12, 24, and 48 weeks, after change of treatment to the same extent.
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