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Habermann D, Kharimzadeh H, Walker A, Li Y, Yang R, Kaiser R, Brumme ZL, Timm J, Roggendorf M, Hoffmann D. HAMdetector: A Bayesian regression model that integrates information to detect HLA-associated mutations. Bioinformatics 2022; 38:2428-2436. [PMID: 35238330 DOI: 10.1093/bioinformatics/btac134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 11/21/2021] [Accepted: 02/28/2022] [Indexed: 11/13/2022] Open
Abstract
MOTIVATION A key process in anti-viral adaptive immunity is that the Human Leukocyte Antigen system (HLA) presents epitopes as Major Histocompatibility Complex I (MHC I) protein-peptide complexes on cell surfaces and in this way alerts CD8+ cytotoxic T-Lymphocytes (CTLs). This pathway exerts strong selection pressure on viruses, favoring viral mutants that escape recognition by the HLA/CTL system. Naturally, such immune escape mutations often emerge in highly variable viruses, e.g. HIV or HBV, as HLA-associated mutations (HAMs), specific to the hosts MHC I proteins. The reliable identification of HAMs is not only important for understanding viral genomes and their evolution, but it also impacts the development of broadly effective anti-viral treatments and vaccines against variable viruses. By their very nature, HAMs are amenable to detection by statistical methods in paired sequence/HLA data. However, HLA alleles are very polymorphic in the human host population which makes the available data relatively sparse and noisy. Under these circumstances, one way to optimize HAM detection is to integrate all relevant information in a coherent model. Bayesian inference offers a principled approach to achieve this. RESULTS We present a new Bayesian regression model for the detection of HAMs that integrates a sparsity-inducing prior, epitope predictions, and phylogenetic bias assessment, and that yields easily interpretable quantitative information on HAM candidates. The model predicts experimentally confirmed HAMs as having high posterior probabilities, and it performs well in comparison to state-of-the-art models for several data sets from individuals infected with HBV, HDV, and HIV. AVAILABILITY The source code of this software is available at https://github.com/HAMdetector/Escape.jl under a permissive MIT license. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Daniel Habermann
- Bioinformatics and Computational Biophysics, Faculty of Biology, University of Duisburg-Essen, Essen, 45117, Germany
| | - Hadi Kharimzadeh
- Division of Clinical Pharmacology, University Hospital, LMU Munich, Munich, Germany
| | - Andreas Walker
- Institute of Virology, Medical Faculty, University Hospital Düsseldorf, Heinrich-Heine-Universität, Düsseldorf, 40225, Germany
| | - Yang Li
- AIDS and HIV Research Group, State Key Laboratory of Virology, Wuhan Institute of Virology,Chinese Academy of Science, Wuhan, P. R. China
| | - Rongge Yang
- AIDS and HIV Research Group, State Key Laboratory of Virology, Wuhan Institute of Virology,Chinese Academy of Science, Wuhan, P. R. China
| | - Rolf Kaiser
- Institute of Virology, University of Cologne, Faculty of Medicine and University Hospital of Cologne, Cologne, 50935, Germany
| | - Zabrina L Brumme
- Faculty of Health Sciences, Simon Fraser University, Burnaby, Canada.,British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | - Jörg Timm
- Institute of Virology, Medical Faculty, University Hospital Düsseldorf, Heinrich-Heine-Universität, Düsseldorf, 40225, Germany
| | - Michael Roggendorf
- Institute of Virology, School of Medicine, Technical University of Munich/Helmholtz Zentrum München, Munich, Germany
| | - Daniel Hoffmann
- Bioinformatics and Computational Biophysics, Faculty of Biology, University of Duisburg-Essen, Essen, 45117, Germany.,Center of Medical Biotechnology, University of Duisburg-Essen, Essen, Germany.,Center for Computational Sciences and Simulation, University of Duisburg-Essen, Essen, Germany
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2
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Leonard MA, Cindi Z, Bradford Y, Bourgi K, Koethe J, Turner M, Norwood J, Woodward B, Erdem H, Basham R, Baker P, Rebeiro PF, Sterling TR, Hulgan T, Daar ES, Gulick R, Riddler SA, Sinxadi P, Ritchie MD, Haas DW. Efavirenz Pharmacogenetics and Weight Gain Following Switch to Integrase Inhibitor-Containing Regimens. Clin Infect Dis 2021; 73:e2153-e2163. [PMID: 32829410 PMCID: PMC8492125 DOI: 10.1093/cid/ciaa1219] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 08/14/2020] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Unwanted weight gain affects some people living with human immunodeficiency virus (HIV) who are prescribed integrase strand transfer inhibitors (INSTIs). Mechanisms and risk factors are incompletely understood. METHODS We utilized 2 cohorts to study pharmacogenetics of weight gain following switch from efavirenz- to INSTI-based regimens. In an observational cohort, we studied weight gain at 48 weeks following switch from efavirenz- to INSTI-based regimens among patients who had been virologically suppressed for at least 2 years at a clinic in the United States. Associations were characterized with CYP2B6 and UGT1A1 genotypes that affect efavirenz and INSTI metabolism, respectively. In a clinical trials cohort, we studied weight gain at 48 weeks among treatment-naive participants who were randomized to receive efavirenz-containing regimens in AIDS Clinical Trials Group studies A5095, A5142, and A5202 and did not receive INSTIs. RESULTS In the observational cohort (n = 61), CYP2B6 slow metabolizers had greater weight gain after switch (P = .01). This was seen following switch to elvitegravir or raltegravir, but not dolutegravir. UGT1A1 genotype was not associated with weight gain. In the clinical trials cohort (n = 462), CYP2B6 slow metabolizers had lesser weight gain at week 48 among participants receiving efavirenz with tenofovir disoproxil fumarate (P = .001), but not those receiving efavirenz with abacavir (P = .65). Findings were consistent when stratified by race/ethnicity and by sex. CONCLUSIONS Among patients who switched from efavirenz- to INSTI-based therapy, CYP2B6 genotype was associated with weight gain, possibly reflecting withdrawal of the inhibitory effect of higher efavirenz concentrations on weight gain. The difference by concomitant nucleoside analogue is unexplained.
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Affiliation(s)
| | - Zinhle Cindi
- Division of Clinical Pharmacology, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Yuki Bradford
- Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Kassem Bourgi
- Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - John Koethe
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Megan Turner
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Jamison Norwood
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | | | | | - Rebecca Basham
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Paxton Baker
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Peter F Rebeiro
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | | | - Todd Hulgan
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Eric S Daar
- Lundquist Institute at Harbor-UCLA Medical Center, Torrance, California, USA
| | - Roy Gulick
- Weill Cornell Medicine, New York, New York, USA
| | | | - Phumla Sinxadi
- Division of Clinical Pharmacology, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Marylyn D Ritchie
- Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Institute for Biomedical Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - David W Haas
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Meharry Medical College, Nashville, Tennessee, USA
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3
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Haas DW, Bradford Y, Verma A, Verma SS, Eron JJ, Gulick RM, Riddler S, Sax PE, Daar ES, Morse GD, Acosta EP, Ritchie MD. Brain neurotransmitter transporter/receptor genomics and efavirenz central nervous system adverse events. Pharmacogenet Genomics 2018; 28:179-187. [PMID: 29847509 PMCID: PMC6010221 DOI: 10.1097/fpc.0000000000000341] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
OBJECTIVE We characterized associations between central nervous system (CNS) adverse events and brain neurotransmitter transporter/receptor genomics among participants randomized to efavirenz-containing regimens in AIDS Clinical Trials Group studies in the USA. PARTICIPANTS AND METHODS Four clinical trials randomly assigned treatment-naive participants to efavirenz-containing regimens. Genome-wide genotype and PrediXcan were used to infer gene expression levels in tissues including 10 brain regions. Multivariable regression models stratified by race/ethnicity were adjusted for CYP2B6/CYP2A6 genotypes that predict plasma efavirenz exposure, age, and sex. Combined analyses also adjusted for genetic ancestry. RESULTS Analyses included 167 cases with grade 2 or greater efavirenz-consistent CNS adverse events within 48 weeks of study entry, and 653 efavirenz-tolerant controls. CYP2B6/CYP2A6 genotype level was independently associated with CNS adverse events (odds ratio: 1.07; P=0.044). Predicted expression of six genes postulated to mediate efavirenz CNS side effects (SLC6A2, SLC6A3, PGR, HTR2A, HTR2B, HTR6) were not associated with CNS adverse events after correcting for multiple testing, the lowest P value being for PGR in hippocampus (P=0.012), nor were polymorphisms in these genes or AR and HTR2C, the lowest P value being for rs12393326 in HTR2C (P=6.7×10(-4)). As a positive control, baseline plasma bilirubin concentration was associated with predicted liver UGT1A1 expression level (P=1.9×10(-27)). CONCLUSION Efavirenz-related CNS adverse events were not associated with predicted neurotransmitter transporter/receptor gene expression levels in brain or with polymorphisms in these genes. Variable susceptibility to efavirenz-related CNS adverse events may not be explained by brain neurotransmitter transporter/receptor genomics.
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Affiliation(s)
- David W. Haas
- Vanderbilt University School of Medicine, Nashville, TN
- Meharry Medical College, Nashville, TN
| | - Yuki Bradford
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
| | - Anurag Verma
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
- Institute for Biomedical Informatics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
| | - Shefali S. Verma
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
| | - Joseph J. Eron
- University of North Carolina at Chapel Hill, Department of Medicine, Chapel Hill, NC
| | - Roy M. Gulick
- Weill Cornell Medicine, Department of Medicine, New York, NY
| | | | - Paul E. Sax
- Brigham and Women's Hospital and Harvard Medical School, Department of Medicine, Boston, MA
| | - Eric S. Daar
- Los Angeles Biomedical Research Institute at Harbor–UCLA Medical Center, David Geffen School of Medicine at UCLA, Los Angeles, CA
| | | | | | - Marylyn D. Ritchie
- Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
- Institute for Biomedical Informatics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA
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Ramsuran V, Naranbhai V, Horowitz A, Qi Y, Martin MP, Yuki Y, Gao X, Walker-Sperling V, Del Prete GQ, Schneider DK, Lifson JD, Fellay J, Deeks SG, Martin JN, Goedert JJ, Wolinsky SM, Michael NL, Kirk GD, Buchbinder S, Haas D, Ndung'u T, Goulder P, Parham P, Walker BD, Carlson JM, Carrington M. Elevated HLA-A expression impairs HIV control through inhibition of NKG2A-expressing cells. Science 2018; 359:86-90. [PMID: 29302013 PMCID: PMC5933048 DOI: 10.1126/science.aam8825] [Citation(s) in RCA: 104] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Revised: 10/16/2017] [Accepted: 12/04/2017] [Indexed: 12/12/2022]
Abstract
The highly polymorphic human leukocyte antigen (HLA) locus encodes cell surface proteins that are critical for immunity. HLA-A expression levels vary in an allele-dependent manner, diversifying allele-specific effects beyond peptide-binding preference. Analysis of 9763 HIV-infected individuals from 21 cohorts shows that higher HLA-A levels confer poorer control of HIV. Elevated HLA-A expression provides enhanced levels of an HLA-A-derived signal peptide that specifically binds and determines expression levels of HLA-E, the ligand for the inhibitory NKG2A natural killer (NK) cell receptor. HLA-B haplotypes that favor NKG2A-mediated NK cell licensing (i.e., education) exacerbate the deleterious effect of high HLA-A on HIV control, consistent with NKG2A-mediated inhibition impairing NK cell clearance of HIV-infected targets. Therapeutic blockade of HLA-E:NKG2A interaction may yield benefit in HIV disease.
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Affiliation(s)
- Veron Ramsuran
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139, USA
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), Durban, South Africa
| | - Vivek Naranbhai
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139, USA
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), Durban, South Africa
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Amir Horowitz
- Department of Oncological Sciences, Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ying Qi
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Maureen P Martin
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Yuko Yuki
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Xiaojiang Gao
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Victoria Walker-Sperling
- Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA
| | - Gregory Q Del Prete
- AIDS and Cancer Virus Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Douglas K Schneider
- AIDS and Cancer Virus Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Jeffrey D Lifson
- AIDS and Cancer Virus Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Jacques Fellay
- School of Life Sciences, École Polytechnique Fédérale de Lausanne, and Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Steven G Deeks
- Department of Medicine University of California, San Francisco, CA 94143, USA
| | - Jeffrey N Martin
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA 94143, USA
| | - James J Goedert
- Infections and Immunoepidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD 20850, USA
| | - Steven M Wolinsky
- Division of Infectious Diseases, The Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Nelson L Michael
- U.S. Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Gregory D Kirk
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Susan Buchbinder
- Department of Medicine University of California, San Francisco, CA 94143, USA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA 94143, USA
- San Francisco Department of Public Health, HIV Research Section, San Francisco, CA 94102, USA
| | - David Haas
- Vanderbilt University School of Medicine, Nashville, TN 37232, USA
| | - Thumbi Ndung'u
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139, USA
- African Health Research Institute, Durban, South Africa
- HIV Pathogenesis Programme, Doris Duke Medical Research Institute, Nelson R. Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Max Planck Institute for Infection Biology, Berlin, Germany
| | - Philip Goulder
- African Health Research Institute, Durban, South Africa
- Department of Paediatrics, University of Oxford, Oxford, UK
| | - Peter Parham
- Departments of Structural Biology and Microbiology and Immunology, Stanford University, Stanford, CA 94305, USA
| | - Bruce D Walker
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139, USA
- African Health Research Institute, Durban, South Africa
- Institute for Medical and Engineering Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | | | - Mary Carrington
- Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139, USA
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Mollan KR, Tierney C, Hellwege JN, Eron JJ, Hudgens MG, Gulick RM, Haubrich R, Sax PE, Campbell TB, Daar ES, Robertson KR, Ventura D, Ma Q, Edwards DRV, Haas DW. Race/Ethnicity and the Pharmacogenetics of Reported Suicidality With Efavirenz Among Clinical Trials Participants. J Infect Dis 2017; 216:554-564. [PMID: 28931220 PMCID: PMC5853681 DOI: 10.1093/infdis/jix248] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Accepted: 05/26/2017] [Indexed: 01/11/2023] Open
Abstract
Background We examined associations between suicidality and genotypes that predict plasma efavirenz exposure among AIDS Clinical Trials Group study participants in the United States. Methods Four clinical trials randomly assigned treatment-naive participants to efavirenz-containing regimens; suicidality was defined as reported suicidal ideation or attempted or completed suicide. Genotypes that predict plasma efavirenz exposure were defined by CYP2B6 and CYP2A6 polymorphisms. Associations were evaluated with weighted Cox proportional hazards models stratified by race/ethnicity. Additional analyses adjusted for genetic ancestry and selected covariates. Results Among 1833 participants, suicidality was documented in 41 in exposed analyses, and 34 in on-treatment analyses. In unadjusted analyses based on 12 genotype levels, suicidality increased per level in exposed (hazard ratio, 1.11; 95% confidence interval, .96-1.27) and on-treatment 1.16; 1.01-1.34) analyses. In the on-treatment analysis, the association was strongest among white but nearly null among black participants. Considering 3 metabolizer levels (extensive, intermediate and slow), slow metabolizers were at increased risk. Results were similar after baseline covariate-adjustment for genetic ancestry, sex, age, weight, injection drug use history, and psychiatric history or recent psychoactive medication. Conclusions Genotypes that predict higher plasma efavirenz exposure were associated with increased risk of suicidality. Strength of association varied by race/ethnicity.
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Affiliation(s)
| | - Camlin Tierney
- Center for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, and
| | | | - Joseph J Eron
- Center for AIDS Research and Departments of
- Medicine, University of North Carolina at Chapel Hill
| | | | - Roy M Gulick
- Weill Cornell Medicine, Department of Medicine, New York, and
| | | | - Paul E Sax
- Division of Infectious Diseases and Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
| | | | - Eric S Daar
- Los Angeles Biomedical Research Institute at Harbor–UCLA Medical Center, David Geffen School of Medicine at UCLA, California; and
| | | | - Diana Ventura
- Center for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, and
| | - Qing Ma
- University at Buffalo, Department of Pharmacy Practice, New York
| | - Digna R. Velez Edwards
- Department of Obstetrics and Gynecology, Vanderbilt Genetics Institute, Vanderbilt University Medical Center
| | - David W Haas
- Department of Medicine, Vanderbilt University School of Medicine, and
- Department of Internal Medicine, Meharry Medical College, Nashville, Tennessee
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Abstract
Human leukocyte antigen class I (HLA)-restricted CD8(+) T lymphocyte (CTL) responses are crucial to HIV-1 control. Although HIV can evade these responses, the longer-term impact of viral escape mutants remains unclear, as these variants can also reduce intrinsic viral fitness. To address this, we here developed a metric to determine the degree of HIV adaptation to an HLA profile. We demonstrate that transmission of viruses that are pre-adapted to the HLA molecules expressed in the recipient is associated with impaired immunogenicity, elevated viral load and accelerated CD4(+) T cell decline. Furthermore, the extent of pre-adaptation among circulating viruses explains much of the variation in outcomes attributed to the expression of certain HLA alleles. Thus, viral pre-adaptation exploits 'holes' in the immune response. Accounting for these holes may be key for vaccine strategies seeking to elicit functional responses from viral variants, and to HIV cure strategies that require broad CTL responses to achieve successful eradication of HIV reservoirs.
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Genomewide association study of tenofovir pharmacokinetics and creatinine clearance in AIDS Clinical Trials Group protocol A5202. Pharmacogenet Genomics 2016; 25:450-61. [PMID: 26148204 DOI: 10.1097/fpc.0000000000000156] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
BACKGROUND Tenofovir disoproxil fumarate (TDF) causes kidney toxicity in some patients. We carried out genomewide analyses to identify associations with plasma tenofovir clearance and change in creatinine clearance (CrCl) during the first 6 months after initiating therapy among patients randomized to TDF/emtricitabine-containing regimens in AIDS Clinical Trials Group protocol A5202. METHODS Pharmacokinetic analyses involved 501 patients randomized to the tenofovir arm. CrCl analyses involved 1096 patients, including 548 controls randomized to abacavir-containing regimens. All had been randomized to also receive atazanavir/ritonavir or efavirenz. Multivariable linear regression and generalized least squares models were used to test for associations between polymorphisms and tenofovir clearance and CrCl change, with Bonferroni correction. Planned subanalyses considered candidate genes and polymorphisms. RESULTS Median CrCl at baseline was 116 ml/min (interquartile range 99.8-135.5). The median change in CrCl after 6 months was -0.5 ml/min (-10.7 to +10.8) and 2.2 (interquartile range -9.9 to +13.2) in tenofovir and abacavir arms, respectively. In genomewide analyses SLC17A1 rs12662869 was found to be associated with an increase in tenofovir clearance (P=7.1×10). In candidate gene analysis for tenofovir clearance, most polymorphisms evaluated were in ABCC4. In the ABCC4 region, the lowest P-value was for CLDN10 rs12866697 (P=1.4×10). Among African Americans, SLC22A2 rs3127573 was associated with a greater 6-month CrCl increase in the tenofovir arm after correcting for multiple comparisons (P=3.3×10). CONCLUSION Among patients randomized to receive TDF/emtricitabine in A5202, there were no significant genomewide associations with change in CrCl. This study did not replicate polymorphisms previously implicated in tenofovir-associated renal injury.
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Genome-wide association study of virologic response with efavirenz-containing or abacavir-containing regimens in AIDS clinical trials group protocols. Pharmacogenet Genomics 2015; 25:51-9. [PMID: 25461247 DOI: 10.1097/fpc.0000000000000106] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
BACKGROUND Efavirenz and abacavir are components of recommended first-line regimens for HIV-1 infection. We used genome-wide genotyping and clinical data to explore genetic associations with virologic failure among patients randomized to efavirenz-containing or abacavir-containing regimens in AIDS Clinical Trials Group (ACTG) protocols. PARTICIPANTS AND METHODS Virologic response and genome-wide genotype data were available from treatment-naive patients randomized to efavirenz-containing (n=1596) or abacavir-containing (n = 786) regimens in ACTG protocols 384, A5142, A5095, and A5202. RESULTS Meta-analysis of association results across race/ethnic groups showed no genome-wide significant associations (P < 5 × 10) with virologic response for either efavirenz or abacavir. Our sample size provided 80% power to detect a genotype relative risk of 1.8 for efavirenz and 2.4 for abacavir. Analyses focused on CYP2B genotypes that define the lowest plasma efavirenz exposure stratum did not show associations nor did analysis limited to gene sets predicted to be relevant to efavirenz and abacavir disposition. CONCLUSION No single polymorphism is associated strongly with virologic failure with efavirenz-containing or abacavir-containing regimens. Analyses to better consider context, and that minimize confounding by nongenetic factors, may show associations not apparent here.
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Vardhanabhuti S, Ribaudo HJ, Landovitz RJ, Ofotokun I, Lennox JL, Currier JS, Olson LM, Haas DW. Screening for UGT1A1 Genotype in Study A5257 Would Have Markedly Reduced Premature Discontinuation of Atazanavir for Hyperbilirubinemia. Open Forum Infect Dis 2015; 2:ofv085. [PMID: 26180834 PMCID: PMC4498287 DOI: 10.1093/ofid/ofv085] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2015] [Accepted: 05/29/2015] [Indexed: 01/11/2023] Open
Abstract
Background. Some patients are not prescribed atazanavir because of concern about possible jaundice. Atazanavir-associated hyperbilirubinemia correlates with UGT1A1 rs887829 genotype. We examined bilirubin-related discontinuation of atazanavir in participants from AIDS Clinical Trials Group Study A5257. Methods. Discriminatory properties of UGT1A1 T/T genotype for predicting bilirubin-related atazanavir discontinuation through 96 weeks after antiretroviral initiation were estimated. Results. Genetic analyses involved 1450 participants, including 481 who initiated randomized atazanavir/ritonavir. Positive predictive values of rs887829 T/T for bilirubin-related discontinuation of atazanavir (with 95% confidence intervals [CIs]) were 20% (CI, 9%-36%) in Black, 60% (CI, 32%-84%) in White, and 29% (CI, 8%-58%) in Hispanic participants; negative predictive values were 97% (CI, 93%-99%), 95% (CI, 90%-98%), and 97% (CI, 90%-100%), respectively. Conclusions. Bilirubin-related discontinuation of atazanavir was rare in participants not homozygous for rs887829 T/T, regardless of race or ethnicity. We hypothesize that the higher rate of discontinuation among White participants homozygous for rs887829 T/T may reflect differences in physical manifestations of jaundice by race and ethnicity. Selective avoidance of atazanavir initiation among individuals with T/T genotypes would markedly reduce the likelihood of bilirubin-related discontinuation of atazanavir while allowing atazanavir to be prescribed to the majority of individuals. This genetic association will also affect atazanavir/cobicistat.
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Affiliation(s)
- Saran Vardhanabhuti
- Statistical Data Analysis Center , Harvard School of Public Health , Boston, Massachusetts
| | - Heather J Ribaudo
- Statistical Data Analysis Center , Harvard School of Public Health , Boston, Massachusetts
| | - Raphael J Landovitz
- UCLA Center for Clinical AIDS Research and Education , Los Angeles, California
| | | | | | - Judith S Currier
- UCLA Center for Clinical AIDS Research and Education , Los Angeles, California
| | - Lana M Olson
- Vanderbilt University School of Medicine , Nashville, Tennessee
| | - David W Haas
- Vanderbilt University School of Medicine , Nashville, Tennessee
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Sinxadi PZ, Leger PD, McIlleron HM, Smith PJ, Dave JA, Levitt NS, Maartens G, Haas DW. Pharmacogenetics of plasma efavirenz exposure in HIV-infected adults and children in South Africa. Br J Clin Pharmacol 2015; 80:146-56. [PMID: 25611810 DOI: 10.1111/bcp.12590] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2014] [Revised: 12/09/2014] [Accepted: 01/06/2015] [Indexed: 12/22/2022] Open
Abstract
AIMS Genetic factors, notably CYP2B6 516G→T [rs3745274] and 983T→C [rs28399499], explain much of the interindividual variability in efavirenz pharmacokinetics, but data from Africa are limited. We characterized relationships between genetic polymorphisms and plasma efavirenz concentrations in HIV-infected Black South African adults and children. METHODS Steady-state mid-dosing interval efavirenz concentrations were measured. We genotyped 241 polymorphisms in genes potentially relevant to efavirenz metabolism and transport, including ABCB1, CYP2A6, CYP2B6, CYP3A4, CYP3A5, NR1I2 and NR1I3. RESULTS Among 113 participants (59 adults and 54 children), minor allele frequencies for CYP2B6 516G→T, 983T→C, and 15582C→T [rs4803419] were 0.36, 0.07, and 0.09, respectively. Based on composite CYP2B6 15582/516/983 genotype, there were 33 extensive metabolizer, 62 intermediate metabolizer and 18 slow metabolizer genotypes. Median (IQR) mid-dose efavirenz concentrations were 1.44 (1.21-1.93) µg ml(-1), 2.08 (1.68-2.94) µg ml(-1) and 7.26 (4.82-8.34) µg ml(-1) for extensive, intermediate and slow metabolizers, respectively. In univariate analyses, a model that included composite genotype best predicted efavirenz concentrations (β = 0.28, 95% CI 0.21, 0.35, P = 2.4 × 10(-11)). Among individual CYP2B6 polymorphisms, 516G→T best predicted efavirenz concentrations (β = 0.22, 95% CI 0.13, 0.30, P = 1.27 × 10(-6)). There was also associations with 983T→C (β = 0.27, 95% CI 0.10, 0.44, P = 0.002) and 15582C→T (β = 0.11, 95% CI 0.01, 0.22, P = 0.04). Associations were consistent in adults and children. No other polymorphisms were independently associated with efavirenz concentrations. CONCLUSIONS Composite CYP2B6 genotype based on CYP2B6 516G→T, 983T→C, and 15582C→T best described efavirenz exposure in HIV-infected Black South African adults and children.
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Affiliation(s)
- Phumla Z Sinxadi
- Division of Clinical of Pharmacology, Division of Exercise and Endocrine Metabolism, University of Cape Town, Cape Town, South Africa
| | - Paul D Leger
- Vanderbilt University Medical Center, Department of Medicine, Nashville, Tennessee, United States of America
| | - Helen M McIlleron
- Division of Clinical of Pharmacology, Division of Exercise and Endocrine Metabolism, University of Cape Town, Cape Town, South Africa
| | - Peter J Smith
- Division of Clinical of Pharmacology, Division of Exercise and Endocrine Metabolism, University of Cape Town, Cape Town, South Africa
| | - Joel A Dave
- Division of Exercise and Endocrine Metabolism, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Naomi S Levitt
- Division of Exercise and Endocrine Metabolism, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Gary Maartens
- Division of Clinical of Pharmacology, Division of Exercise and Endocrine Metabolism, University of Cape Town, Cape Town, South Africa
| | - David W Haas
- Vanderbilt University School of Medicine, Department of Medicine, Nashville, Tennessee, United States of America
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Genomewide association study of atazanavir pharmacokinetics and hyperbilirubinemia in AIDS Clinical Trials Group protocol A5202. Pharmacogenet Genomics 2015; 24:195-203. [PMID: 24557078 DOI: 10.1097/fpc.0000000000000034] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
BACKGROUND Atazanavir-associated hyperbilirubinemia can cause premature discontinuation of atazanavir and avoidance of its initial prescription. We used genomewide genotyping and clinical data to characterize determinants of atazanavir pharmacokinetics and hyperbilirubinemia in AIDS Clinical Trials Group protocol A5202. METHODS Plasma atazanavir pharmacokinetics and indirect bilirubin concentrations were characterized in HIV-1-infected patients randomized to atazanavir/ritonavir-containing regimens. A subset had genomewide genotype data available. RESULTS Genomewide assay data were available from 542 participants, of whom 475 also had data on estimated atazanavir clearance and relevant covariates available. Peak bilirubin concentration and relevant covariates were available for 443 participants. By multivariate analysis, higher peak on-treatment bilirubin levels were found to be associated with the UGT1A1 rs887829 T allele (P=6.4×10(-12)), higher baseline hemoglobin levels (P=4.9×10(-13)), higher baseline bilirubin levels (P=6.7×10(-12)), and slower plasma atazanavir clearance (P=8.6×10(-11)). For peak bilirubin levels greater than 3.0 mg/dl, the positive predictive value of a baseline bilirubin level of 0.5 mg/dl or higher with hemoglobin concentrations of 14 g/dl or higher was 0.51, which increased to 0.85 with rs887829 TT homozygosity. For peak bilirubin levels of 3.0 mg/dl or lower, the positive predictive value of a baseline bilirubin level less than 0.5 mg/dl with a hemoglobin concentration less than 14 g/dl was 0.91, which increased to 0.96 with rs887829 CC homozygosity. No polymorphism predicted atazanavir pharmacokinetics at genomewide significance. CONCLUSION Atazanavir-associated hyperbilirubinemia is best predicted by considering UGT1A1 genotype, baseline bilirubin level, and baseline hemoglobin level in combination. Use of ritonavir as a pharmacokinetic enhancer may have abrogated genetic associations with atazanavir pharmacokinetics.
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12
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Evaluation of DNA/RNAshells for Room Temperature Nucleic Acids Storage. Biopreserv Biobank 2015; 13:49-55. [DOI: 10.1089/bio.2014.0060] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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13
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Henrich TJ, McLaren PJ, Rao SSP, Lin NH, Hanhauser E, Giguel F, Gulick RM, Ribaudo H, de Bakker PIW, Kuritzkes DR. Genome-Wide Association Study of Human Immunodeficiency Virus (HIV)-1 Coreceptor Usage in Treatment-Naive Patients from An AIDS Clinical Trials Group Study. Open Forum Infect Dis 2014; 1:ofu018. [PMID: 25734091 PMCID: PMC4324186 DOI: 10.1093/ofid/ofu018] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Accepted: 04/03/2014] [Indexed: 01/17/2023] Open
Abstract
Phenotypic determination of HIV-1 coreceptor usage was performed on 593 pre-treatment plasma HIV-1 samples from treatment-naive participants in ACTG A5095. No human genetic variants were significantly associated with virus able to use CXCR4 for entry at the genome-wide level. Objectives. We conducted a genome-wide association study to explore whether common host genetic variants (>5% frequency) were associated with presence of virus able to use CXCR4 for entry. Methods. Phenotypic determination of human immunodeficiency virus (HIV)-1 coreceptor usage was performed on pretreatment plasma HIV-1 samples from treatment-naive participants in AIDS Clinical Trials Group A5095, a study of initial antiretroviral regimens. Associations between genome-wide single-nucleotide polymorphisms (SNPs), CCR5 Δ32 genotype, and human leukocyte antigen (HLA) class I alleles and viral coreceptor usage were explored. Results. Viral phenotypes were obtained from 593 patients with available genome-wide SNP data. Forty-four percent of subjects had virus capable of using CXCR4 for entry as determined by phenotyping. Overall, no associations, including those between polymorphisms in genes encoding viral coreceptors and their promoter regions or in HLA genes previously associated with HIV-1 disease progression, passed the statistical threshold for genome-wide significance (P < 5.0 × 10−8) in any comparison. However, the presence of viruses able to use CXCR4 for entry was marginally associated with the CCR5 Δ32 genotype in the nongenome-wide analysis. Conclusions. No human genetic variants were significantly associated with virus able to use CXCR4 for entry at the genome-wide level. Although the sample size had limited power to definitively exclude genetic associations, these results suggest that host genetic factors, including those that influence coreceptor expression or the immune pressures leading to viral envelope diversity, are either rare or have only modest effects in determining HIV-1 coreceptor usage.
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Affiliation(s)
- Timothy J Henrich
- Division of Infectious Diseases , Brigham and Women's Hospital , Boston, Massachusetts ; Harvard Medical School , Boston, Massachusetts
| | - Paul J McLaren
- École Polytechnique Fédérale de Lausanne and University of Lausanne , Switzerland ; University Hospital and University of Lausanne , Switzerland ; Swiss Institute of Bioinformatics , Switzerland
| | | | - Nina H Lin
- Massachusetts General Hospital , Boston, Massachusetts ; Harvard Medical School , Boston, Massachusetts
| | - Emily Hanhauser
- Division of Infectious Diseases , Brigham and Women's Hospital , Boston, Massachusetts
| | | | - Roy M Gulick
- Weill Medical College of Cornell University, New York, New York
| | - Heather Ribaudo
- Harvard Medical School , Boston, Massachusetts ; Harvard School of Public Health
| | - Paul I W de Bakker
- Harvard Medical School , Boston, Massachusetts ; Program in Medical and Population Genetics , Broad Institute of Harvard and MIT , Boston, Massachusetts ; Department of Medical Genetics and Department of Epidemiology , University Medical Center Utrecht , Utrecht , The Netherlands ; Divison of Genetics , Brigham and Women's Hospital , Boston, Massachusetts
| | - Daniel R Kuritzkes
- Division of Infectious Diseases , Brigham and Women's Hospital , Boston, Massachusetts ; Harvard Medical School , Boston, Massachusetts
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Haas DW, Kwara A, Richardson DM, Baker P, Papageorgiou I, Acosta EP, Morse GD, Court MH. Secondary metabolism pathway polymorphisms and plasma efavirenz concentrations in HIV-infected adults with CYP2B6 slow metabolizer genotypes. J Antimicrob Chemother 2014; 69:2175-82. [PMID: 24729586 DOI: 10.1093/jac/dku110] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVES Efavirenz is widely prescribed for HIV-1 infection, and CYP2B6 polymorphisms 516G→T and 983T→C define efavirenz slow metabolizer genotypes. To identify genetic predictors of higher plasma efavirenz concentrations beyond these two common functional alleles, we characterized associations with mid-dosing interval efavirenz concentrations in 84 HIV-infected adults, all carrying two copies of these major loss-of-function CYP2B6 alleles. METHODS Study participants had been randomized to efavirenz-containing regimens in prospective clinical trials and had available plasma efavirenz assay data. Analyses focused on secondary metabolism pathway polymorphisms CYP2A6 -48T→G (rs28399433), UGT2B7 735A→G (rs28365062) and UGT2B7 802T→C (rs7439366). Exploratory analyses also considered 196 polymorphisms and 8 copy number variants in 41 drug metabolism/transport genes. Mid-dosing interval efavirenz concentrations at steady-state were obtained ≥8 h but <19 h post-dose. Linear regression was used to test for associations between polymorphisms and log-transformed efavirenz concentrations. RESULTS Increased efavirenz concentrations were associated with CYP2A6 -48T→G in all subjects (P = 3.8 × 10(-4)) and in Black subjects (P = 0.027) and White subjects (P = 0.0011) analysed separately; and with UGT2B7 735 G/G homozygosity in all subjects (P = 0.006) and in Black subjects (P = 0.046) and White subjects (P = 0.062) analysed separately. In a multivariable model, CYP2A6 -48T→G and UGT2B7 735 G/G homozygosity remained significant (P < 0.05 for each). No additional polymorphisms or copy number variants were significantly associated with efavirenz concentrations. CONCLUSIONS Among individuals with a CYP2B6 slow metabolizer genotype, CYP2A6 and possibly UGT2B7 polymorphisms contribute to even higher efavirenz concentrations.
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Affiliation(s)
- David W Haas
- Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Awewura Kwara
- Warren Alpert Medical School of Brown University, Providence, RI, USA
| | | | - Paxton Baker
- Vanderbilt University School of Medicine, Nashville, TN, USA
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Zhang X, Tierney C, Albrecht M, Demeter LM, Morse G, DiFrancesco R, Dykes C, Jiang H, Haas DW. Discordant associations between SLCO1B1 521T→C and plasma levels of ritonavir-boosted protease inhibitors in AIDS clinical trials group study A5146. Ther Drug Monit 2013; 35:209-16. [PMID: 23503447 DOI: 10.1097/ftd.0b013e318280d0ad] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
OBJECTIVE Among HIV-positive patients prescribed ritonavir-boosted lopinavir, SLCO1B1 521T→C (rs4149056) is associated with increased plasma lopinavir exposure. Protease inhibitors (PIs) are also substrates for cytochrome P450 (CYP) 3A and ABCB1, which are induced by NR1I2. We characterized relationships between ABCB1, CYP3A4, CYP3A5, NR1I2, and SLCO1B1 polymorphisms and trough PI concentrations among AIDS Clinical Trials Group study A5146 participants. METHODS At study entry, subjects with virologic failure on PI-containing regimens initiated new ritonavir-boosted PI regimens. We studied associations between week 2 PI plasma trough concentrations and 143 polymorphisms in these genes, including 4 targeted polymorphisms. RESULTS Among 275 subjects with both drug concentrations and genetic data, allelic frequencies of SLCO1B1 521T→C were 15%, 1%, and 8% in whites, blacks, and Hispanics, respectively. Further analyses were limited to 268 white, black, or Hispanic subjects who initiated ritonavir-boosted lopinavir (n = 98), fosamprenavir (n = 69), or saquinavir (n = 99). Of targeted polymorphisms, SLCO1B1 521T→C tended to be associated with higher lopinavir concentrations, with a 1.38-fold increase in the mean per C allele (95% confidence interval, 0.97-1.96; n = 98; P = 0.07). With fosamprenavir, SLCO1B1 521T→C was associated with lower amprenavir concentrations, with a 35% decrease in the mean per C allele (geometric mean ratio 0.65; 95% confidence interval, 0.44-0.94; n = 69; adjusted P = 0.02). There was no significant association with saquinavir concentrations, and none of the remaining 139 exploratory polymorphisms were statistically significant after correcting for multiple comparisons. CONCLUSIONS With ritonavir-boosted PIs, a SLCO1B1 polymorphism that predicts higher lopinavir trough concentrations seems to predict lower amprenavir trough concentrations. The mechanism underlying this discordant association is uncertain.
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Affiliation(s)
- Xinyan Zhang
- Center for Biostatistics in AIDS Research, Harvard School of Public Health, Boston, Massachusetts, USA
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16
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Genome-wide association study of plasma efavirenz pharmacokinetics in AIDS Clinical Trials Group protocols implicates several CYP2B6 variants. Pharmacogenet Genomics 2013; 22:858-67. [PMID: 23080225 DOI: 10.1097/fpc.0b013e32835a450b] [Citation(s) in RCA: 116] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
OBJECTIVES Prior candidate gene studies have associated CYP2B6 516G→T [rs3745274] and 983T→C [rs28399499] with increased plasma efavirenz exposure. We sought to identify novel variants associated with efavirenz pharmacokinetics. MATERIALS AND METHODS Antiretroviral therapy-naive AIDS Clinical Trials Group studies A5202, A5095, and ACTG 384 included plasma sampling for efavirenz pharmacokinetics. Log-transformed trough efavirenz concentrations (Cmin) were previously estimated by population pharmacokinetic modeling. Stored DNA was genotyped with Illumina HumanHap 650Y or 1MDuo platforms, complemented by additional targeted genotyping of CYP2B6 and CYP2A6 with MassARRAY iPLEX Gold. Associations were identified by linear regression, which included principal component vectors to adjust for genetic ancestry. RESULTS Among 856 individuals, CYP2B6 516G→T was associated with efavirenz estimated Cmin (P=8.5×10). After adjusting for CYP2B6 516G→T, CYP2B6 983T→C was associated (P=9.9×10). After adjusting for both CYP2B6 516G→T and 983T→C, a CYP2B6 variant (rs4803419) in intron 3 was associated (P=4.4×10). After adjusting for all the three variants, non-CYP2B6 polymorphisms were associated at P-value less than 5×10. In a separate cohort of 240 individuals, only the three CYP2B6 polymorphisms replicated. These three polymorphisms explained 34% of interindividual variability in efavirenz estimated Cmin. The extensive metabolizer phenotype was best defined by the absence of all three polymorphisms. CONCLUSION Three CYP2B6 polymorphisms were independently associated with efavirenz estimated Cmin at genome-wide significance, and explained one-third of interindividual variability. These data will inform continued efforts to translate pharmacogenomic knowledge into optimal efavirenz utilization.
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Apps R, Qi Y, Carlson JM, Chen H, Gao X, Thomas R, Yuki Y, Del Prete GQ, Goulder P, Brumme ZL, Brumme CJ, John M, Mallal S, Nelson G, Bosch R, Heckerman D, Stein JL, Soderberg KA, Moody MA, Denny TN, Zeng X, Fang J, Moffett A, Lifson JD, Goedert JJ, Buchbinder S, Kirk GD, Fellay J, McLaren P, Deeks SG, Pereyra F, Walker B, Michael NL, Weintrob A, Wolinsky S, Liao W, Carrington M. Influence of HLA-C expression level on HIV control. Science 2013; 340:87-91. [PMID: 23559252 PMCID: PMC3784322 DOI: 10.1126/science.1232685] [Citation(s) in RCA: 295] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
A variant upstream of human leukocyte antigen C (HLA-C) shows the most significant genome-wide effect on HIV control in European Americans and is also associated with the level of HLA-C expression. We characterized the differential cell surface expression levels of all common HLA-C allotypes and tested directly for effects of HLA-C expression on outcomes of HIV infection in 5243 individuals. Increasing HLA-C expression was associated with protection against multiple outcomes independently of individual HLA allelic effects in both African and European Americans, regardless of their distinct HLA-C frequencies and linkage relationships with HLA-B and HLA-A. Higher HLA-C expression was correlated with increased likelihood of cytotoxic T lymphocyte responses and frequency of viral escape mutation. In contrast, high HLA-C expression had a deleterious effect in Crohn's disease, suggesting a broader influence of HLA expression levels in human disease.
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Affiliation(s)
- Richard Apps
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | - Ying Qi
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | | | - Haoyan Chen
- Department of Dermatology, University of California, San Francisco, CA 94115, USA
- Department of Gastroenterology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Institute of Digestive Diseases, Shanghai 200001, China
| | - Xiaojiang Gao
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | - Rasmi Thomas
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Yuko Yuki
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | - Greg Q. Del Prete
- AIDS and Cancer Virus Program, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Philip Goulder
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
- HIV Pathogenesis Programme, Doris Duke Medical Research Institute, Nelson R. Mandela School of Medicine, University of KwaZulu Natal, Durban, South Africa
- Department of Paediatrics, Oxford University, Oxford OX1 3SY, UK
| | - Zabrina L. Brumme
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada V6Z 1Y6
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada V5A 1S6
| | - Chanson J. Brumme
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, BC, Canada V6Z 1Y6
| | - Mina John
- Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia, 6150
| | - Simon Mallal
- Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia, 6150
| | - George Nelson
- Basic Research Program, Center for Cancer Research Genetics Core, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Ronald Bosch
- Center for Biostatistics in AIDS Research, Harvard School of Public Health, Boston, MA 02115, USA
| | - David Heckerman
- Microsoft Research, eScience Group, Los Angeles, CA 90024, USA
| | - Judy L. Stein
- Duke Human Vaccine Institute, Duke University, Durham, NC 27710, USA
| | | | - M. Anthony Moody
- Duke Human Vaccine Institute, Duke University, Durham, NC 27710, USA
| | - Thomas N. Denny
- Duke Human Vaccine Institute, Duke University, Durham, NC 27710, USA
| | - Xue Zeng
- Department of Dermatology, University of California, San Francisco, CA 94115, USA
- Department of Dermatology, Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China
| | - Jingyuan Fang
- Department of Gastroenterology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Institute of Digestive Diseases, Shanghai 200001, China
| | - Ashley Moffett
- Department of Pathology, University of Cambridge, CB2 1QP, UK
| | - Jeffrey D. Lifson
- AIDS and Cancer Virus Program, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - James J. Goedert
- Infectious and Immunoepidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD 20892, USA
| | - Susan Buchbinder
- San Francisco Department of Public Health, Bridge HIV, San Francisco, CA 94102, USA
| | - Gregory D. Kirk
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Jacques Fellay
- Institute of Microbiology, University Hospital Lausanne and School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Paul McLaren
- Institute of Microbiology, University Hospital Lausanne and School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Steven G. Deeks
- Department of Medicine, University of California, San Francisco, CA 94105, USA
| | - Florencia Pereyra
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | - Bruce Walker
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
| | - Nelson L. Michael
- U.S. Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Amy Weintrob
- Infectious Disease Clinical Research Program, Uniformed Services University, Bethesda, MD, 20817, USA
| | - Steven Wolinsky
- Division of Infectious Diseases, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Wilson Liao
- Department of Dermatology, University of California, San Francisco, CA 94115, USA
| | - Mary Carrington
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, Science Applications International Corporation (SAIC)-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Boston, MA 02114, USA
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Abstract
OBJECTIVE To define the relative frequencies of different mechanisms of viral escape. DESIGN A population-based approach to examine the distribution of HIV polymorphism associated with diverse population human leucocyte antigens (HLAs) at sites within and flanking CD8 T-cell epitopes as a correlate of likely mechanisms of viral escape. METHODS Sequence windows surrounding 874 HLA allele-specific polymorphisms across the full HIV-1 proteomic consensus sequence were scanned by an epitope-prediction programme. Either already known or probable CD8 T-cell epitopes with HLA restriction matching that of the proximal HLA association were identified and synthesized. These peptides were used as stimulating antigens in automated enzyme-linked immunospot (ELISpot) assays. Peptide arrays were customized to each individual based on their HLA genotype. RESULTS Among HLA-associated HIV polymorphisms detected in the viral sequences of a cohort of 800 individuals with chronic subtype B HIV infection, those which were likely to affect HLA peptide binding were significantly more common than polymorphisms at nonanchor HLA binding sites. HIV epitopes with such polymorphisms were associated with reduced IFNγ responses in ELISpot assays. HIV escape at sites affecting T-cell receptor (TCR) engagement and epitope processing were also evident. CONCLUSION HIV escape from HLA-peptide binding predominates as an effective viral evasion strategy and therefore has implications for inclusion of HLA-adapted epitopes in vaccine immunogens.
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Carlson JM, Brumme CJ, Martin E, Listgarten J, Brockman MA, Le AQ, Chui CKS, Cotton LA, Knapp DJHF, Riddler SA, Haubrich R, Nelson G, Pfeifer N, DeZiel CE, Heckerman D, Apps R, Carrington M, Mallal S, Harrigan PR, John M, Brumme ZL. Correlates of protective cellular immunity revealed by analysis of population-level immune escape pathways in HIV-1. J Virol 2012; 86:13202-16. [PMID: 23055555 PMCID: PMC3503140 DOI: 10.1128/jvi.01998-12] [Citation(s) in RCA: 91] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2012] [Accepted: 10/02/2012] [Indexed: 12/11/2022] Open
Abstract
HLA class I-associated polymorphisms identified at the population level mark viral sites under immune pressure by individual HLA alleles. As such, analysis of their distribution, frequency, location, statistical strength, sequence conservation, and other properties offers a unique perspective from which to identify correlates of protective cellular immunity. We analyzed HLA-associated HIV-1 subtype B polymorphisms in 1,888 treatment-naïve, chronically infected individuals using phylogenetically informed methods and identified characteristics of HLA-associated immune pressures that differentiate protective and nonprotective alleles. Over 2,100 HLA-associated HIV-1 polymorphisms were identified, approximately one-third of which occurred inside or within 3 residues of an optimally defined cytotoxic T-lymphocyte (CTL) epitope. Differential CTL escape patterns between closely related HLA alleles were common and increased with greater evolutionary distance between allele group members. Among 9-mer epitopes, mutations at HLA-specific anchor residues represented the most frequently detected escape type: these occurred nearly 2-fold more frequently than expected by chance and were computationally predicted to reduce peptide-HLA binding nearly 10-fold on average. Characteristics associated with protective HLA alleles (defined using hazard ratios for progression to AIDS from natural history cohorts) included the potential to mount broad immune selection pressures across all HIV-1 proteins except Nef, the tendency to drive multisite and/or anchor residue escape mutations within known CTL epitopes, and the ability to strongly select mutations in conserved regions within HIV's structural and functional proteins. Thus, the factors defining protective cellular immune responses may be more complex than simply targeting conserved viral regions. The results provide new information to guide vaccine design and immunogenicity studies.
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Affiliation(s)
| | - Chanson J. Brumme
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | - Eric Martin
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | | | - Mark A. Brockman
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Anh Q. Le
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Celia K. S. Chui
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
| | - Laura A. Cotton
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | | | - Sharon A. Riddler
- Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Richard Haubrich
- Department of Medicine, University of California San Diego, San Diego, California, USA
| | - George Nelson
- Basic Research Program, Center for Cancer Research Genetics Core, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA
| | - Nico Pfeifer
- Microsoft Research, Los Angeles, California, USA
| | | | | | - Richard Apps
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA, and Ragon Institute of Massachusetts General Hospital, MIT, and Harvard, Charlestown, Massachusetts, USA
| | - Mary Carrington
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA, and Ragon Institute of Massachusetts General Hospital, MIT, and Harvard, Charlestown, Massachusetts, USA
| | - Simon Mallal
- Centre for Clinical Immunology and Biomedical Statistics, Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia, Australia
- Department of Clinical Immunology, Royal Perth Hospital, Perth, Western Australia, Australia
| | | | - Mina John
- Centre for Clinical Immunology and Biomedical Statistics, Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia, Australia
- Department of Clinical Immunology, Royal Perth Hospital, Perth, Western Australia, Australia
| | - Zabrina L. Brumme
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - the International HIV Adaptation Collaborative
- Microsoft Research, Los Angeles, California, USA
- British Columbia Centre for Excellence in HIV/AIDS, Vancouver, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
- Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Medicine, University of California San Diego, San Diego, California, USA
- Basic Research Program, Center for Cancer Research Genetics Core, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA
- Cancer and Inflammation Program, Laboratory of Experimental Immunology, SAIC-Frederick, Inc., Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA, and Ragon Institute of Massachusetts General Hospital, MIT, and Harvard, Charlestown, Massachusetts, USA
- Centre for Clinical Immunology and Biomedical Statistics, Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia, Australia
- Department of Clinical Immunology, Royal Perth Hospital, Perth, Western Australia, Australia
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Ribaudo HJ, Daar ES, Tierney C, Morse GD, Mollan K, Sax PE, Fischl MA, Collier AC, Haas DW. Impact of UGT1A1 Gilbert variant on discontinuation of ritonavir-boosted atazanavir in AIDS Clinical Trials Group Study A5202. J Infect Dis 2012; 207:420-5. [PMID: 23148286 DOI: 10.1093/infdis/jis690] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
The UGT1A1*28 variant has been associated with hyperbilirubinemia and atazanavir discontinuation. Protocol A5202 randomly assigned human immunodeficiency virus type 1 (HIV-1)-infected patients to receive atazanavir/ritonavir (atazanavir/r) or efavirenz, with tenofovir/emtricitabine or abacavir/lamivudine. A total of 646 atazanavir/r recipients were evaluable for UGT1A1. Homozygosity for *28/*28 was present in 8% of whites, 24% of blacks, and 18% of Hispanics and was associated with increased bilirubin concentrations. There was an association between *28/*28 and increased atazanavir/r discontinuation among Hispanic participants (P = .005) but not among white or black participants (P = .79 and P = .46, respectively). The positive predictive value of 28*/28* for atazanavir/r discontinuation among Hispanic participants was only 32% (95% confidence interval, 16%-52%).
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Affiliation(s)
- Heather J Ribaudo
- Center for Biostatistics in AIDS Research, Harvard School of Public Health, Boston, Massachusetts, USA
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21
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Grady BJ, Samuels DC, Robbins GK, Selph D, Canter JA, Pollard RB, Haas DW, Shafer R, Kalams SA, Murdock DG, Ritchie MD, Hulgan T. Mitochondrial genomics and CD4 T-cell count recovery after antiretroviral therapy initiation in AIDS clinical trials group study 384. J Acquir Immune Defic Syndr 2011; 58:363-70. [PMID: 21792066 PMCID: PMC3204178 DOI: 10.1097/qai.0b013e31822c688b] [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] [Indexed: 12/31/2022]
Abstract
BACKGROUND Mitochondrial DNA (mtDNA) variation has been associated with time to progression to AIDS and adverse effects from antiretroviral therapy (ART). In this study, full mitochondrial DNA (mtDNA) sequence data from US-based adult participants in the AIDS Clinical Trials Group study 384 was used to assess associations between mtDNA variants and CD4 T-cell recovery with ART. METHODS Full mtDNA sequence was determined using chip-based array sequencing. Sequence and CD4 cell count data was available at baseline and after ART initiation for 423 subjects with HIV RNA levels <400 copies per milliliter plasma. The primary outcome was change in CD4 count of ≥100 cells per cubic millimeter from baseline. Analyses were adjusted for baseline age, CD4 cell count, HIV RNA, and naive:memory CD4 cell ratio. RESULTS Race-stratified analysis of mtDNA variants with a minor allele frequency >1% revealed multiple mtDNA variants marginally associated (P < 0.05 before Bonferroni correction) with CD4 cell recovery. The most significant single nucleotide polymorphism associations were those tagging the African L2 haplogroup, which was associated with a decreased likelihood of ≥100 cells per cubic millimeter CD4 count increase at week 48 in non-Hispanic blacks (adjusted odds ratio = 0.17; 95% confidence interval = 0.06 to 0.53; P = 0.002). CONCLUSIONS An African mtDNA haplogroup was associated with CD4 cell recovery after ART in this clinical trial population. These initial findings warrant replication and further investigation to confirm the role of mtDNA variation in CD4 cell recovery during ART.
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Affiliation(s)
- Benjamin J. Grady
- Vanderbilt University Center for Human Genetics Research, Nashville, TN
| | - David C. Samuels
- Vanderbilt University Center for Human Genetics Research, Nashville, TN
| | | | - Doug Selph
- Vanderbilt University Center for Human Genetics Research, Nashville, TN
| | - Jeffrey A. Canter
- Vanderbilt University Center for Human Genetics Research, Nashville, TN
| | | | - David W. Haas
- Vanderbilt University School of Medicine, Nashville, TN
| | | | | | | | | | - Todd Hulgan
- Vanderbilt University School of Medicine, Nashville, TN
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Almeida CAM, Bronke C, Roberts SG, McKinnon E, Keane NM, Chopra A, Kadie C, Carlson J, Haas DW, Riddler SA, Haubrich R, Heckerman D, Mallal S, John M. Translation of HLA-HIV associations to the cellular level: HIV adapts to inflate CD8 T cell responses against Nef and HLA-adapted variant epitopes. THE JOURNAL OF IMMUNOLOGY 2011; 187:2502-13. [PMID: 21821798 DOI: 10.4049/jimmunol.1100691] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Strong statistical associations between polymorphisms in HIV-1 population sequences and carriage of HLA class I alleles have been widely used to identify possible sites of CD8 T cell immune selection in vivo. However, there have been few attempts to prospectively and systematically test these genetic hypotheses arising from population-based studies at a cellular, functional level. We assayed CD8 T cell epitope-specific IFN-γ responses in 290 individuals from the same cohort, which gave rise to 874 HLA-HIV associations in genetic analyses, taking into account autologous viral sequences and individual HLA genotypes. We found immunological evidence for 58% of 374 associations tested as sites of primary immune selection and identified up to 50 novel HIV-1 epitopes using this reverse-genomics approach. Many HLA-adapted epitopes elicited equivalent or higher-magnitude IFN-γ responses than did the nonadapted epitopes, particularly in Nef. At a population level, inclusion of all of the immunoreactive variant CD8 T cell epitopes in Gag, Pol, Nef, and Env suggested that HIV adaptation leads to an inflation of Nef-directed immune responses relative to other proteins. We concluded that HLA-HIV associations mark viral epitopes subject to CD8 T cell selection. These results can be used to guide functional studies of specific epitopes and escape mutations, as well as to test, train, and evaluate analytical models of viral escape and fitness. The inflation of Nef and HLA-adapted variant responses may have negative effects on natural and vaccine immunity against HIV and, therefore, has implications for diversity coverage approaches in HIV vaccine design.
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Affiliation(s)
- Coral-Ann M Almeida
- Centre for Clinical Immunology and Biomedical Statistics, Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia 6150, Australia
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23
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Shankarkumar U, Shankarkumar A, Ghosh K. Human immunodeficiency virus therapeutics and pharmacogenomics. INDIAN JOURNAL OF HUMAN GENETICS 2011; 17 Suppl 1:S22-6. [PMID: 21747583 PMCID: PMC3125049 DOI: 10.4103/0971-6866.80354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Pharmacogenomics and pharmacogenetics are promising in development of a personalized treatment approach They are of paramount importance for basic immunology, for peptide based vaccine design (vaccinomics) drug monitoring in clinical setting and molecular pathophysiology of multifactorial diseases like cancer, tuberculosis, cardiac disorders, diabetes, asthma, HIV, etc.
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Affiliation(s)
- U. Shankarkumar
- National Institute of Immunohaematology, 13 floor, KEM Hospital, Parel, Mumbai, Maharashtra, India
| | - A. Shankarkumar
- National Institute of Immunohaematology, 13 floor, KEM Hospital, Parel, Mumbai, Maharashtra, India
| | - K. Ghosh
- National Institute of Immunohaematology, 13 floor, KEM Hospital, Parel, Mumbai, Maharashtra, India
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24
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European mitochondrial DNA haplogroups and metabolic changes during antiretroviral therapy in AIDS Clinical Trials Group Study A5142. AIDS 2011; 25:37-47. [PMID: 20871389 DOI: 10.1097/qad.0b013e32833f9d02] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
BACKGROUND Mitochondrial DNA (mtDNA) influences metabolic diseases and perhaps antiretroviral therapy (ART) complications. We explored associations between European mtDNA haplogroups and metabolic changes among A5142 participants. METHODS Seven hundred and fifty-seven ART-naive patients were randomized to one of three class-sparing ART regimens including efavirenz and/or lopinavir/ritonavir with or without nucleoside reverse transcriptase inhibitors (NRTIs). Nonrandomized NRTIs included stavudine, tenofovir, or zidovudine, each with lamivudine. Fasting lipid profiles and whole-body dual-energy X-ray absorptiometry (DEXA) were performed. Nine European mtDNA haplogroups were determined for 231 self-identified non-Hispanic white individuals. Metabolic changes from baseline to 96 weeks were analyzed by haplogroup. RESULTS Median age was 39 years, 9% were women, and 37, 32, and 30 were randomized to NRTI-containing regimens with either efavirenz or lopinavir/ritonavir, and an NRTI-sparing regimen, respectively. Among NRTI-containing regimens, 51% included zidovudine, 28% tenofovir, and 21% stavudine. Compared with other haplogroups, mtDNA haplogroup I (N = 10) had higher baseline non-HDL cholesterol [160 mg/dl (interquartile range 137-171) vs. 120 mg/dl (104-136); P = 0.005], a decrease in non-HDL cholesterol over 96 weeks [-14% (-20 to 6) vs. +25% (8 to 51); P < 0.001], tended to have more baseline extremity fat, and had more extremity fat loss by DEXA [-13% (-13 to 12) vs. +9% (-13 to 26); P = 0.08] and lipoatrophy (50 vs. 20%; P = 0.04). Haplogroup W (N = 5; all randomized to NRTI-sparing regimens) had the greatest increase in extremity fat [+35.5% (26.8 to 54.9); P = 0.02]. CONCLUSIONS Lipids and extremity fat were associated with European mtDNA haplogroups in this HIV-infected population. These preliminary results suggest that mitochondrial genomics may influence metabolic parameters before and during ART.
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Grady BJ, Torstenson ES, McLaren PJ, DE Bakker PIW, Haas DW, Robbins GK, Gulick RM, Haubrich R, Ribaudo H, Ritchie MD. Use of biological knowledge to inform the analysis of gene-gene interactions involved in modulating virologic failure with efavirenz-containing treatment regimens in ART-naïve ACTG clinical trials participants. PACIFIC SYMPOSIUM ON BIOCOMPUTING. PACIFIC SYMPOSIUM ON BIOCOMPUTING 2010:253-64. [PMID: 21121053 DOI: 10.1142/9789814335058_0027] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Personalized medicine is a high priority for the future of health care. The idea of tailoring an individual's wellness plan to their unique genetic code is one which we hope to realize through the use of pharmacogenomics. There have been examples of tremendous success in pharmacogenomic associations however there are many such examples in which only a small proportion of trait variance has been explained by the genetic variation. Although the increased use of GWAS could help explain more of this variation, it is likely that a significant proportion of the genetic architecture of these pharmacogenomic traits are due to complex genetic effects such as epistasis, also known as gene-gene interactions, as well as gene-drug interactions. In this study, we utilize the Biofilter software package to look for candidate epistasis contributing to risk for virologic failure with efavirenz-containing antiretroviral therapy (ART) regimens in treatment-naïve participants of AIDS Clinical Trials Group (ACTG) randomized clinical trials. A total of 904 individuals from three ACTG trials with data on efavirenz treatment are analyzed after race-stratification into white, black, and Hispanic ethnic groups. Biofilter was run considering 245 candidate ADME (absorption, distribution, metabolism, and excretion) genes and using database knowledge of gene and protein interaction networks to produce approximately 2 million SNP-SNP interaction models within each ethnic group. These models were evaluated within the PLATO software package using pair wise logistic regression models. Although no interaction model remained significant after correction for multiple comparisons, an interaction between SNPs in the TAP1 and ABCC9 genes was one of the top models before correction. The TAP1 protein is responsible for intracellular transport of antigen to MHC class I molecules, while ABCC9 codes for a transporter which is part of the subfamily of ABC transporters associated with multi-drug resistance. This study demonstrates the utility of the Biofilter method to prioritize the search for gene-gene interactions in large-scale genomic datasets, although replication in a larger cohort is required to confirm the validity of this particular TAP1-ABCC9 finding.
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Affiliation(s)
- Benjamin J Grady
- Center for Human Genetics Research, Vanderbilt University, Nashville, TN 37232, USA
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26
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John M, Heckerman D, James I, Park LP, Carlson JM, Chopra A, Gaudieri S, Nolan D, Haas DW, Riddler SA, Haubrich R, Mallal S. Adaptive interactions between HLA and HIV-1: highly divergent selection imposed by HLA class I molecules with common supertype motifs. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2010; 184:4368-77. [PMID: 20231689 PMCID: PMC3011274 DOI: 10.4049/jimmunol.0903745] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Currently, 1.1 million individuals in the United States are living with HIV-1 infection. Although this is a relatively small proportion of the global pandemic, the remarkable mix of ancestries in the United States, drawn together over the past two centuries of continuous population migrations, provides an important and unique perspective on adaptive interactions between HIV-1 and human genetic diversity. HIV-1 is a rapidly adaptable organism and mutates within or near immune epitopes that are determined by the HLA class I genotype of the infected host. We characterized HLA-associated polymorphisms across the full HIV-1 proteome in a large, ethnically diverse national United States cohort of HIV-1-infected individuals. We found a striking divergence in the immunoselection patterns associated with HLA variants that have very similar or identical peptide-binding specificities but are differentially distributed among racial/ethnic groups. Although their similarity in peptide binding functionally clusters these HLA variants into supertypes, their differences at sites within the peptide-binding groove contribute to race-specific selection effects on circulating HIV-1 viruses. This suggests that the interactions between the HLA/HIV peptide complex and the TCR vary significantly within HLA supertype groups, which, in turn, influences HIV-1 evolution.
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Affiliation(s)
- Mina John
- Centre for Clinical Immunology and Biomedical Statistics, Institute for Immunology and Infectious Diseases, Murdoch University, Perth, Western Australia, Australia.
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27
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Lakhman SS, Ma Q, Morse GD. Pharmacogenomics of CYP3A: considerations for HIV treatment. Pharmacogenomics 2010; 10:1323-39. [PMID: 19663676 DOI: 10.2217/pgs.09.53] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
The understanding of the cytochrome P450 3A SNP in antiretroviral therapy is important, because it is highly inducible, extremely polymorphic and metabolizes many of the drugs that are key components of highly active antiretroviral therapy regimens. This enzyme is prolific and promiscuous towards drug and xenobiotic substrate selection and it is also unpredictable among individuals, having a 5- to 20-fold variability in its ability to contribute to drug clearance. The importance of human CYP3A pharmacogenetics is also gaining attention in other established areas of pharmacotherapy as it may contribute to the goal of predicting efficacy and/or toxicity, specifically with the discovery of null allele CYP3A4*20. This review summarizes the current understanding, implications of genetic variation in the CYP3A enzymes, the central role of CYP3A in linking human genetics, the pharmacokinetics and resulting pharmacodynamic responses to certain antiretroviral drugs, and their eventual place in applied clinical pharmacotherapy.
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Affiliation(s)
- Sukhwinder S Lakhman
- Department of Pharmaceutical Sciences, DYC School of Pharmacy, Buffalo, NY 14201 USA
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28
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Basham RJ, Richardson DM, Sutcliffe CB, Haas DW. Effect of HIV-1 infection on human DNA yield from saliva. HIV CLINICAL TRIALS 2009; 10:282-5. [PMID: 19723616 DOI: 10.1310/hct1004-282] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE Saliva is a good source of DNA for genomic research, and leukocytes are a predominant source of DNA in human saliva. Advanced human immunodeficiency virus (HIV)-type 1 infection disrupts tonsillar architecture and depletes tonsillar lymphocytes. We tested whether HIV-1 infection reduces extracted human DNA yield from saliva. METHODS Approximately 2 mL of expectorated saliva was collected from HIV-infected adults during routine primary care clinic visits and from healthy, HIV-negative controls. Human DNA was manually extracted and was specifically quantified by assaying for the RNAse P gene. RESULTS Seventy-five individuals were studied, including 25 HIV-infected adults with <200 CD4+ T cells/mm(3) (i.e., acquired immunodeficiency syndrome), 25 with >200 CD4+ T cells/mm3, and 25 HIV-negative controls. Overall DNA yield was 64.7 microg [29.0-139.7 microg] (median [interquartile range]). Yields were comparable among HIV-infected individuals with lower CD4+ T cell counts (74.3 microg [39.4-151.4 microg]), higher CD4+ T cell counts (63.9 microg [29.2-172.1 microg]), and HIV-negative controls (61.4 microg [28.4-123.4 microg]) (p > .05). CONCLUSION Infection with HIV-1 does not reduce human DNA yield from saliva. Expectorated saliva should provide sufficient extracted native DNA for genomic studies in HIV-infected individuals.
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Affiliation(s)
- Rebecca J Basham
- Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee 37203, USA
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Brumme ZL, John M, Carlson JM, Brumme CJ, Chan D, Brockman MA, Swenson LC, Tao I, Szeto S, Rosato P, Sela J, Kadie CM, Frahm N, Brander C, Haas DW, Riddler SA, Haubrich R, Walker BD, Harrigan PR, Heckerman D, Mallal S. HLA-associated immune escape pathways in HIV-1 subtype B Gag, Pol and Nef proteins. PLoS One 2009; 4:e6687. [PMID: 19690614 PMCID: PMC2723923 DOI: 10.1371/journal.pone.0006687] [Citation(s) in RCA: 138] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2009] [Accepted: 05/27/2009] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Despite the extensive genetic diversity of HIV-1, viral evolution in response to immune selective pressures follows broadly predictable mutational patterns. Sites and pathways of Human Leukocyte-Antigen (HLA)-associated polymorphisms in HIV-1 have been identified through the analysis of population-level data, but the full extent of immune escape pathways remains incompletely characterized. Here, in the largest analysis of HIV-1 subtype B sequences undertaken to date, we identify HLA-associated polymorphisms in the three HIV-1 proteins most commonly considered in cellular-based vaccine strategies. Results are organized into protein-wide escape maps illustrating the sites and pathways of HLA-driven viral evolution. METHODOLOGY/PRINCIPAL FINDINGS HLA-associated polymorphisms were identified in HIV-1 Gag, Pol and Nef in a multicenter cohort of >1500 chronically subtype-B infected, treatment-naïve individuals from established cohorts in Canada, the USA and Western Australia. At q< or =0.05, 282 codons commonly mutating under HLA-associated immune pressures were identified in these three proteins. The greatest density of associations was observed in Nef (where close to 40% of codons exhibited a significant HLA association), followed by Gag then Pol (where approximately 15-20% of codons exhibited HLA associations), confirming the extensive impact of immune selection on HIV evolution and diversity. Analysis of HIV codon covariation patterns identified over 2000 codon-codon interactions at q< or =0.05, illustrating the dense and complex networks of linked escape and secondary/compensatory mutations. CONCLUSIONS/SIGNIFICANCE The immune escape maps and associated data are intended to serve as a user-friendly guide to the locations of common escape mutations and covarying codons in HIV-1 subtype B, and as a resource facilitating the systematic identification and classification of immune escape mutations. These resources should facilitate research in HIV epitope discovery and host-pathogen co-evolution, and are relevant to the continued search for an effective CTL-based AIDS vaccine.
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Efficacy evidences in prevention of HIV infection in developing countries. A critical appraisal from population-based studies. ACTA ACUST UNITED AC 2009. [DOI: 10.1007/s12682-009-0019-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Kallianpur AR, Hulgan T. Pharmacogenetics of nucleoside reverse-transcriptase inhibitor-associated peripheral neuropathy. Pharmacogenomics 2009; 10:623-37. [PMID: 19374518 DOI: 10.2217/pgs.09.14] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Peripheral neuropathy is an important complication of antiretroviral therapy. Nucleoside reverse-transcriptase inhibitor (NRTI)-associated mitochondrial dysfunction, inflammation and nutritional factors are implicated in its pathogenesis. Pharmacogenetic and genomic studies investigating NRTI neurotoxicity have only recently become possible via the linkage of HIV clinical studies to large DNA repositories. Preliminary case-control studies using these resources suggest that host mitochondrial DNA haplogroup polymorphisms in the hemochromatosis gene and proinflammatory cytokine genes may influence the risk of peripheral neuropathy during antiretroviral therapy. These putative risk factors await confirmation in other HIV-infected populations but they have strong biological plausibility. Work to identify underlying mechanisms for these associations is ongoing. Large-scale studies incorporating clearly defined and validated methods of neuropathy assessment and the use of novel laboratory models of NRTI-associated neuropathy to clarify its pathophysiology are now needed. Such investigations may facilitate the development of more effective strategies to predict, prevent and ameliorate this debilitating treatment toxicity in diverse clinical settings.
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Affiliation(s)
- Asha R Kallianpur
- Department of Medicine, Vanderbilt University, 2525 West End Avenue, Suite 600, Nashville, TN 37203-31738, USA.
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IL1A alleles associate with a virological response to antiretroviral therapy in HIV patients beginning therapy with advanced disease. AIDS 2009; 23:1173-6. [PMID: 19462524 DOI: 10.1097/qad.0b013e32832c4118] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Among Australians treated for advanced HIV disease, a suboptimal virological response was associated with allele 2 at interleukin 1 alpha (IL1A)-889 and IL1A+4845. This is confirmed and investigated using patients from AIDS Clinical Trials Group study 384 (n=532). Among non-African-American patients with CD4 T-cell count of< or = 100 cells/microl at baseline, IL1A+4845(*)TT was associated with poor virological outcome (P=0.03). Differences were smaller with higher baseline CD4 T-cell counts. IL1A-889 and IL1A+4845 were not in linkage disequilibrium in African-American patients, and IL1A+4845(*)T did not affect outcome.
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Smurzynski M, Collier AC, Koletar SL, Bosch RJ, Wu K, Bastow B, Benson CA. AIDS clinical trials group longitudinal linked randomized trials (ALLRT): rationale, design, and baseline characteristics. HIV CLINICAL TRIALS 2008; 9:269-82. [PMID: 18753121 DOI: 10.1310/hct0904-269] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE ALLRT is a longitudinal cohort study of HIV-infected subjects prospectively randomized into selected clinical trials for antiretroviral (ARV) treatment-naïve and ARV treatment-experienced individuals conducted by the AIDS Clinical Trials Group (ACTG). We describe the rationale, design, and baseline characteristics of the ALLRT cohort and its potential to address important research questions related to ARV therapy. METHOD Standardized visits occur every 16 weeks to evaluate long-term clinical, virologic, and immunologic outcomes associated with ARV treatment. RESULTS A total of 4,371 subjects enrolled in ALLRT from January 2000 through June 2007. Of these, 3,146 (72%) were ARV naïve at parent study entry (18% female, 44% white, 32% black, 21% Hispanic; median age 37 years, CD4 count 218 cells/microL, follow-up 3.6 years; 343 [11%] followed > or = 8 years) and 1,225 (28%) were treatment experienced (13% female, 59% white, 20% black, 17% Hispanic; median age 42 years, CD4 count 325 cells/microL, follow-up 5.7 years). CONCLUSIONS ALLRT provides the opportunity to understand long-term ramifications of therapeutic ARV choices and determine whether these vary by treatment regimen, timing of treatment initiation, or treatment changes over long-term follow-up. Investigations based on uniform data and specimen collection in the context of randomized ARV treatments will be critical to developing more successful long-term therapeutic strategies for HIV treatment.
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Affiliation(s)
- Marlene Smurzynski
- Center for Biostatistics in AIDS Research, Harvard School of Public Health, Boston, Massachusetts 02115, USA.
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The pharmacokinetics and pharmacogenomics of efavirenz and lopinavir/ritonavir in HIV-infected persons requiring hemodialysis. AIDS 2008; 22:1919-27. [PMID: 18784455 DOI: 10.1097/qad.0b013e32830e011f] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
OBJECTIVE To evaluate the pharmacokinetics and pharmacogenomics of efavirenz (EFV) and lopinavir/ritonavir (LPV/RTV) in HIV-infected persons requiring hemodialysis. DESIGN Prospective, observational study of HIV-infected hemodialysis patients receiving one 600 mg tablet daily of EFV (N = 13) or three 133.3/33.3 mg capsules twice daily of LPV/RTV (N = 13). METHODS Twenty-four-hour EFV and 12-h LPV/RTV pharmacokinetics were assessed. Geometric mean ratios were calculated using historical controls with normal renal function. The effects of several candidate gene polymorphisms were also explored. RESULTS The geometric mean [95% confidence interval (CI); percentage of coefficient of variation (% CV)] Cmin, Cmax, and area under the curve (AUC) for the EFV group were 1.81 microg/ml (0.93, 3.53; 103%), 5.04 microg/ml (3.48, 7.29; 72%), and 71.5 microg h/ml (43.2, 118.3; 93%), respectively. These parameters were 2.76 microg/ml (1.86, 4.11; 53%), 8.45 microg/ml (6.41, 11.15; 52%), and 69.6 microg h/ml (55.6, 87.2; 37%) for LPV and 0.08 microg/ml (0.05, 0.14; 63%), 0.58 microg/ml (0.44, 0.76; 41%), and 3.74 microg h/ml (2.91, 4.80; 37%) for RTV. The AUC geometric mean ratios (90% CI) for EFV, LPV, and RTV were 132% (89, 197), 81% (67, 97), and 92% (76, 111), respectively. LPV Cmin was lower than expected in the hemodialysis group. Higher EFV concentrations were associated with the CYP2B6 516G>T polymorphism. CONCLUSION The pharmacokinetics of EFV and LPV/RTV in hemodialysis suggests that no dosing adjustments are necessary in treatment-naive patients. As HIV-infected hemodialysis patients are disproportionately black, the increased frequency of the CYP2B6 516G>T polymorphism may lead to higher EFV levels. The potentially lower LPV trough levels in this population suggest that LPV/RTV should be used with caution in protease-inhibitor-experienced patients.
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Hulgan T, Tebas P, Canter JA, Mulligan K, Haas DW, Dubé M, Grinspoon S, Robbins GK, Motsinger AA, Kallianpur AR. Hemochromatosis gene polymorphisms, mitochondrial haplogroups, and peripheral lipoatrophy during antiretroviral therapy. J Infect Dis 2008; 197:858-66. [PMID: 18419350 DOI: 10.1086/528697] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Antiretroviral therapy (ART)-associated lipoatrophy involves mitochondrial dysfunction. Iron metabolism impacts mitochondrial function and oxidative stress. Mitochondrial haplogroups and hemochromatosis gene (HFE) polymorphisms have been associated with ART-induced neuropathy. We assessed relationships between these variants and lipoatrophy. METHODS The AIDS Clinical Trials Group 384 study randomized ART-naive individuals to receive didanosine-stavudine or zidovudine-lamivudine, combined with efavirenz and/or nelfinavir. Substudy A5005s evaluated fat distribution by dual-energy X-ray absorptiometry (DEXA). We characterized HFE polymorphisms 845G>A and 187C>G and European mitochondrial haplogroups in A5005s participants who consented to genetic analyses. RESULTS Among 96 participants (58% were white, and 10% were female) with baseline and 48 or 64 week DEXA data, the median limb fat change was -8.8% (interquartile range, -28.7% to +15.6%). HFE 187C/G heterozygotes (n = 23) had less limb fat loss than 187C/C homozygotes (n = 71) (+6.1% vs. -12.5%; P = .02) and were less likely to develop lipoatrophy after adjustment for age, sex, race, and ART randomization (odds ratio, 0.31; 95% confidence interval, 0.10-0.95; P = .04). Among non-Hispanic white participants, median limb fat change was +26.1% among 5 participants with mitochondrial haplogroup J, compared with -9.7% among 49 participants with other mitochondrial haplogroups (P = .07). CONCLUSIONS HFE 187C>G and, possibly, mitochondrial haplogroup J gave relative protection against lipoatrophy during ART in A5005s. These associations should be replicated in other studies.
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Affiliation(s)
- Todd Hulgan
- Division of Infectious Diseases, Vanderbilt University School of Medicine, Nashville, Tennessee 37203, USA.
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Canter JA, Haas DW, Kallianpur AR, Ritchie MD, Robbins GK, Shafer RW, Clifford DB, Murdock DG, Hulgan T. The mitochondrial pharmacogenomics of haplogroup T: MTND2*LHON4917G and antiretroviral therapy-associated peripheral neuropathy. THE PHARMACOGENOMICS JOURNAL 2007; 8:71-7. [PMID: 17684475 DOI: 10.1038/sj.tpj.6500470] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Peripheral neuropathy (PN) due to mitochondrial injury complicates HIV therapy with some nucleoside reverse transcriptase inhibitors (NRTIs). Variation in the mitochondrial genome may influence susceptibility to NRTI toxicities. Two non-synonymous mitochondrial DNA polymorphisms, MTND1*LHON4216C (4216C) and MTND2*LHON4917G (4917G) were characterized in HIV-infected participants exposed to NRTIs in a randomized clinical trial. Among 250 self-identified white, non-Hispanic participants, symptomatic PN (> or = grade 1) developed in 70 (28%). Both 4216C (odds ratio (OR)=1.98 (95% confidence interval (CI) 1.05-3.75); P=0.04) and 4917G (OR=2.93 (95% CI 1.25-6.89); P=0.01) were more frequent in PN cases. These two polymorphisms remained independently associated with PN after adjusting for age, baseline CD4 count, plasma HIV RNA level, and NRTI randomization arm; 4216C (OR=2.0 (95% CI 1.1-4.0) P=0.04) and 4917G (OR=5.5 (95% CI 1.6-18.7) P<0.01). When 4917G individuals were excluded from the analysis, the association with 4216C was no longer seen. The mitochondrial 4917G polymorphism may increase susceptibility to NRTI-associated PN.
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Affiliation(s)
- J A Canter
- Center for Human Genetics Research, Department of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37212, USA.
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Abstract
Access to potent antiretroviral medications greatly reduces morbidity and mortality due to HIV/AIDS, but drug toxicity limits treatment success in many individuals. The field of pharmacogenomics strives to understand the influence of human genetic variants in response to medications. Investigators have begun to identify associations among human genetic variants, predisposition to HIV drug toxicities, and likelihood of virologic response. These include associations among abacavir hypersensitivity reactions, HLA type, and hsp70-hom genotypes, and among CYP2B6 polymorphisms, efavirenz pharmacokinetics, and central nervous system symptoms. Pharmacogenomics also holds great promise to suggest novel targets for drug development. The discovery that a naturally occurring, nonfunctional variant of the HIV receptor gene CCR5 protected against HIV infection encouraged the development of CCR5 antagonists. Through continued translational and applied research, pharmacogenomics will ultimately benefit persons living with HIV worldwide by identifying new therapeutic targets and through individualized drug prescribing that is informed by human genetic testing.
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Affiliation(s)
- David W Haas
- Vanderbilt AIDS Clinical Trials Center, 345 24th Avenue North, Suite 105, Nashville, TN 37203, USA.
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Motsinger AA, Ritchie MD, Shafer RW, Robbins GK, Morse GD, Labbe L, Wilkinson GR, Clifford DB, D'Aquila RT, Johnson VA, Pollard RB, Merigan TC, Hirsch MS, Donahue JP, Kim RB, Haas DW. Multilocus genetic interactions and response to efavirenz-containing regimens: an adult AIDS clinical trials group study. Pharmacogenet Genomics 2007; 16:837-45. [PMID: 17047492 DOI: 10.1097/01.fpc.0000230413.97596.fa] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE For the HIV-1 reverse transcriptase inhibitor efavirenz, variant drug transporter gene ABCB1 may predict virologic response but not plasma efavirenz exposure. Conversely, variant drug metabolizing enzyme gene CYP2B6 predicts greater plasma efavirenz exposure but not virologic response. We examined whether long-term responses to efavirenz, and/or plasma efavirenz exposure, are better predicted by multilocus genetic interactions than by individual polymorphisms. MATERIALS AND METHODS We studied antiretroviral-naïve study participants randomized to receive efavirenz (with or without nelfinavir) plus two nucleoside analogues in study ACTG 384, and who had DNA available for analysis. Participants were followed up for up to 3 years. Nine single nucleotide polymorphisms in ABCB1, CYP2B6, CYP3A4, CYP3A5 and CYP2C19 were identified. Gene-gene interactions were identified using multifactor dimensionality reduction. RESULTS Among 340 efavirenz recipients, higher efavirenz AUC24 h values were associated with a single locus model involving CYP2B6 516G>T (73% accuracy; P<0.001). This was also the best model among blacks (69% accuracy; P<0.001), whereas among whites the best model involved a gene-gene interaction between CYP2B6 516G>T and ABCB1 2677G>T (82% accuracy, P<0.001). Among 155 participants who received efavirenz without nelfinavir, virologic failure was associated with a two-locus interaction between ABCB1 2677G>T and CYP2B6 516G>T (65% accuracy, P<0.001). Toxicity failure was best predicted by an interaction between ABCB1 2677G>T and ABCB1 3435C>T (71% accuracy, P<0.001). CONCLUSIONS Multilocus genetic interactions between variant drug metabolism and transporter genes may predict efavirenz pharmacokinetics and treatment responses. This finding may have implications for better individualizing antiretroviral therapy.
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Affiliation(s)
- Alison A Motsinger
- Vanderbilt University School of Medicine, Nashville, Tennessee 37203, USA
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Rotger M, Csajka C, Telenti A. Genetic, ethnic, and gender differences in the pharmacokinetics of antiretroviral agents. Curr HIV/AIDS Rep 2006; 3:118-25. [PMID: 16970838 DOI: 10.1007/bf02696655] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Variable antiretroviral therapy (ART) drug response likely reflects the combined influence of environment, underlying disease, concurrent drugs, and genetics. Gender exerts modest or negligible effects on ART disposition, and it is expected to have limited clinical implication, although it should be accounted for in large population studies. Ethnic denominations have, with the notable exception of efavirenz, no clear influence on ART disposition. Exploration of genetic factors might offer a better comprehension to the largely unpredictable and unresolved variability in ART concentrations and related toxicity or treatment outcome. Despite the negative perception of genetic research among the general public, this type of investigation is now widely accepted by concerned parties: patients, relatives, and study volunteers.
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Affiliation(s)
- Margalida Rotger
- Institute of Microbiology and University Hospital, Lausanne, Switzerland
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Abstract
Genomics is now a core element in the effort to develop a vaccine against HIV-1. Thanks to unprecedented progress in high-throughput genotyping and sequencing, in knowledge about genetic variation in humans, and in evolutionary genomics, it is finally possible to systematically search the genome for common genetic variants that influence the human response to HIV-1. The identification of such variants would help to determine which aspects of the response to the virus are the most promising targets for intervention. However, a key obstacle to progress remains the scarcity of appropriate human cohorts available for genomic research.
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Affiliation(s)
- Amalio Telenti
- Institute of Microbiology, University Hospital, University of Lausanne, 1011 Lausanne, Switzerland.
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Kallianpur AR, Hulgan T, Canter JA, Ritchie MD, Haines JL, Robbins GK, Shafer RW, Clifford DB, Haas DW. Hemochromatosis (HFE) gene mutations and peripheral neuropathy during antiretroviral therapy. AIDS 2006; 20:1503-13. [PMID: 16847405 DOI: 10.1097/01.aids.0000237366.56864.3c] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Peripheral neuropathy (PN) often complicates nucleoside reverse transcriptase inhibitor (NRTI) therapy of HIV infection and may involve mitochondrial dysfunction. Since iron deficiency is associated with some types of PN, and iron is essential for mitochondrial function, we tested the hypothesis that hemochromatosis (HFE) gene mutations influence susceptibility to NRTI-induced PN. DESIGN Case-control study involving multicenter, AIDS Clinical Trials Group (ACTG) protocol 384 and ACTG Human DNA Repository specimens. METHODS Study participants were randomized to receive three- or four-drug antiretroviral therapy with didanosine (ddI) plus stavudine (d4T) or zidovudine plus lamivudine, given with efavirenz, nelfinavir, or both, with up to three years of follow-up. PN was ascertained based on signs and symptoms. HFE C282Y and H63D genotypes were determined, and associations with PN were assessed using logistic regression. RESULTS : Of 509 participants, 147 (29%) developed PN, 73% of whom had been randomized to receive ddI plus d4T. Among ddI/d4T-ever-treated individuals, HFE C282Y heterozygotes developed PN on ddI/d4T significantly less often than C282Y non-carriers, adjusting for age, CD4 lymphocyte count and viral load at baseline, and concomitant antiretroviral drugs [6% vs. 35%, respectively, in whites; adjusted odds ratio (OR), 0.17; 95% confidence interval (CI) 0.03-0.83; P = 0.021]. Regardless of race/ethnicity, ddI/d4T-associated PN was uncommon in C282Y heterozygotes [race-adjusted OR, 0.30; 95% CI 0.09-0.96); P = 0.042]. CONCLUSIONS Iron-loading HFE mutations such as C282Y are associated with a decreased risk of PN during antiretroviral therapy. This finding has potential implications for the prediction and prevention of NRTI-associated PN, particularly in populations at risk of iron deficiency.
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Affiliation(s)
- Asha R Kallianpur
- Department of Medicine, Divisions of General Internal Medicine & Public Health, Nashville, TN, USA.
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Abstract
Mallon discusses a new study that describes associations between apoC-III polymorphisms and triglyceride concentrations in a large population of HIV-infected patients from a variety of ethnic backgrounds.
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Affiliation(s)
- Patrick W G Mallon
- National Centre in HIV Epidemiology and Clinical Research, University of New South Wales, St. Vincent's Medical Centre, Sydney, Australia. p.mallon@cfi .unsw.edu.au
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Abstract
Susceptibility to HIV-1 and the rate of disease progression reflect the influence of the genetic diversity of the virus as well as the variation in host factors. The virus will co-evolve with the host, escaping and adapting to host-determined influences. Dominant host factors currently identified include diversity in the major histocompatibility complex class I, and alleles of chemokine, chemokine receptor and cytokine genes. Recent work proposes new variants in life cycle genes and in antiviral innate defense, which modify HIV-1 susceptibility. Comparative genomics generates information on host cell barriers that may explain the current distribution of these viruses among human and nonhuman primates. A greater understanding of the genetic basis of human susceptibility to HIV-1 contributes to an understanding of the pathogenesis of the disease, helps identify new targets for prophylaxis and vaccine development and will lead to predictive tools to identify those at risk of rapid disease progression.
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Affiliation(s)
- Amalio Telenti
- University of Lausanne, Institute of Microbiology and University Hospital, Bugnon 48 – CHUV,1011 Lausanne, Switzerland
| | - Gabriela Bleiber
- University of Lausanne, Institute of Microbiology and University Hospital, Bugnon 48 – CHUV,1011 Lausanne, Switzerland and GlaxoSmithKline, Infectious Diseases Medicines Development Center, Greenford, UK
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Ribaudo HJ, Haas DW, Tierney C, Kim RB, Wilkinson GR, Gulick RM, Clifford DB, Marzolini C, Fletcher CV, Tashima KT, Kuritzkes DR, Acosta EP. Pharmacogenetics of plasma efavirenz exposure after treatment discontinuation: an Adult AIDS Clinical Trials Group Study. Clin Infect Dis 2005; 42:401-7. [PMID: 16392089 DOI: 10.1086/499364] [Citation(s) in RCA: 157] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2005] [Accepted: 09/19/2005] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Efavirenz has a long plasma half-life and a low genetic barrier to resistance. Simultaneously stopping treatment with all agents in efavirenz-containing regimens may result in functional efavirenz monotherapy that selects for drug-resistant human immunodeficiency virus type 1. Lower plasma efavirenz clearance is associated with a cytochrome P450 2B6 gene (CYP2B6) polymorphism (516G-->T) that is more frequent among African American individuals than among European American individuals. METHODS We characterized relationships between this polymorphism and predicted plasma efavirenz concentration-time profiles after discontinuation of therapy with use of data obtained from subjects receiving therapy. Pharmacokinetic parameters were estimated using population-based methods. Concentrations after discontinuation of therapy were predicted from subject-specific estimates. RESULTS. Median estimated efavirenz half-lives were 23, 27, and 48 h for patients with CYP2B6 position 516 GG (78 patients), GT (60), and TT (14) genotypes, respectively (P<.001). After therapy was stopped, plasma efavirenz concentrations in patients with GG, GT, and TT genotypes were predicted to exceed 46.7 ng/mL (the estimated protein-adjusted 95% inhibitory concentration for wild-type virus) for a median of 5.8 days (interquartile range [IQR], 4.4-8.3 days), 7.0 days (IQR, 5.0-8.0 days), and 14 days (IQR, 11.1-21.2 days), respectively (P<.001). Plasma efavirenz levels were predicted to exceed 46.7 ng/mL for >21 days in 5% of subjects with GG genotype, 5% of subjects with GT genotype, and 29% of subjects with TT genotype. CONCLUSIONS The CYP2B6 position 516 TT genotype or a prolonged measured elimination half-life may predict increased risk of developing drug resistance among patients who discontinue efavirenz-containing regimens. This has implications for strategies to safely discontinue antiretroviral regimens while avoiding the emergence of drug resistance.
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Affiliation(s)
- Heather J Ribaudo
- Statistical Data Analysis Center, Harvard School of Public Health, Harvard Medical School, Boston, MA, USA
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Hulgan T, Haas DW, Haines JL, Ritchie MD, Robbins GK, Shafer RW, Clifford DB, Kallianpur AR, Summar M, Canter JA. Mitochondrial haplogroups and peripheral neuropathy during antiretroviral therapy: an adult AIDS clinical trials group study. AIDS 2005; 19:1341-9. [PMID: 16103764 DOI: 10.1097/01.aids.0000180786.02930.a1] [Citation(s) in RCA: 102] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE HIV nucleoside reverse transcriptase inhibitors (NRTI) can cause peripheral neuropathy that is a result of mitochondrial injury. Polymorphisms in the mitochondrial genome define haplogroups that may have functional implications. The objective of this study was to determine if NRTI-associated peripheral neuropathy is associated with European mitochondrial haplogroups. DESIGN Case-control study of Adult AIDS Clinical Trials Group (ACTG) study 384 and ACTG Human DNA Repository participants. METHODS ACTG study 384 was a treatment strategy trial of antiretroviral therapy with didanosine (ddI) plus stavudine (d4T) or zidovudine plus lamivudine given with efavirenz, nelfinavir, or both. Subjects were followed for up to 3 years. Peripheral neuropathy was ascertained based on signs and symptoms. For this analysis, polymorphisms that define European mitochondrial haplogroups were characterized in a majority of ACTG 384 participants, and associations with peripheral neuropathy were assessed using logistic regression. RESULTS A total of 509 subjects were included in this analysis of whom 250 (49%) were self-identified as white, non-Hispanic. Mitochondrial haplogroup T was more frequent in subjects who developed peripheral neuropathy. Among 137 white subjects randomized to receive ddI plus d4T, 20.8% of those who developed peripheral neuropathy belonged to mitochondrial haplogroup T compared to 4.5% of control subjects (odds ratio, 5.4; 95% confidence interval, 1.4-25.1; P = 0.009). Independent predictors of peripheral neuropathy were randomization to receive ddI plus d4T, older age, and mitochondrial haplogroup T. CONCLUSIONS A common European mitochondrial haplogroup may predict NRTI-associated peripheral neuropathy. Future studies should validate this relationship, and evaluate non-European mitochondrial haplogroups and other NRTI toxicities.
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Affiliation(s)
- Todd Hulgan
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee 37203, USA.
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Penny MA, McHale D. Pharmacogenomics and the drug discovery pipeline: when should it be implemented? ACTA ACUST UNITED AC 2005; 5:53-62. [PMID: 15727489 DOI: 10.2165/00129785-200505010-00005] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
One of the key factors in developing improved medicines lies in understanding the molecular basis of the complex diseases we treat. Investigation of genetic associations with disease utilizing advances in linkage disequilibrium-based whole genome association strategies will provide novel targets for therapy and define relevant pathways contributing to disease pathogenesis. Genetic studies in conjunction with gene expression, proteomic, and metabonomic analyses provide a powerful tool to identify molecular subtypes of disease. Using these molecular data, pharmacogenomics has the potential to impact on the drug discovery and development process at many stages of the pipeline, contributing to both target identification and increased confidence in the therapeutic rationale. This is exemplified by the identified association of 5-lipoxygenase-activating protein (ALOX5AP/FLAP) with increased risk of myocardial infarction, and of the chemokine receptor 5 (CCR5) with HIV infection and therapy. Pharmacogenomics has already been used in oncology to demonstrate that molecular data facilitates assessment of disease heterogeneity, and thus identification of molecular markers of response to drugs such as imatinib mesylate (Gleevec) and trastuzumab (Herceptin). Knowledge of genetic variation in a target allows early assessment of the clinical significance of polymorphism through the appropriate design of preclinical studies and use of relevant animal models. A focussed pharmacogenomic strategy at the preclinical phase of drug development will produce data to inform the pharmacogenomic plan for exploratory and full development of compounds. Opportunities post-approval show the value of large well-characterized data sets for a systematic assessment of the contribution of genetic determinants to adverse drug reactions and efficacy. The availability of genomic samples in large phase IV trials also provides a valuable resource for further understanding the molecular basis of disease heterogeneity, providing data that feeds back into the drug discovery process in target identification and validation for the next generation of improved medicines.
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Affiliation(s)
- Michelle A Penny
- Clinical Pharmacogenomics, Pfizer Global Research and Development, Sandwich Laboratories (ipc 746), Sandwich, Kent, Ramsgate Road, CT13 9NJ, UK.
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Malin B, Sweeney L. How (not) to protect genomic data privacy in a distributed network: using trail re-identification to evaluate and design anonymity protection systems. J Biomed Inform 2005; 37:179-92. [PMID: 15196482 DOI: 10.1016/j.jbi.2004.04.005] [Citation(s) in RCA: 155] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2003] [Indexed: 02/02/2023]
Abstract
The increasing integration of patient-specific genomic data into clinical practice and research raises serious privacy concerns. Various systems have been proposed that protect privacy by removing or encrypting explicitly identifying information, such as name or social security number, into pseudonyms. Though these systems claim to protect identity from being disclosed, they lack formal proofs. In this paper, we study the erosion of privacy when genomic data, either pseudonymous or data believed to be anonymous, are released into a distributed healthcare environment. Several algorithms are introduced, collectively called RE-Identification of Data In Trails (REIDIT), which link genomic data to named individuals in publicly available records by leveraging unique features in patient-location visit patterns. Algorithmic proofs of re-identification are developed and we demonstrate, with experiments on real-world data, that susceptibility to re-identification is neither trivial nor the result of bizarre isolated occurrences. We propose that such techniques can be applied as system tests of privacy protection capabilities.
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Affiliation(s)
- Bradley Malin
- Data Privacy Laboratory, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213-3890, USA.
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