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Olanrewaju AO, Sullivan BP, Gim AH, Craig CA, Sevenler D, Bender AT, Drain PK, Posner JD. REverSe TRanscrIptase chain termination (RESTRICT) for selective measurement of nucleotide analogs used in HIV care and prevention. Bioeng Transl Med 2023; 8:e10369. [PMID: 36684094 PMCID: PMC9842053 DOI: 10.1002/btm2.10369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 06/16/2022] [Accepted: 06/20/2022] [Indexed: 01/25/2023] Open
Abstract
Sufficient drug concentrations are required for efficacy of antiretroviral drugs used in HIV care and prevention. Measurement of nucleotide analogs, included in most HIV medication regimens, enables monitoring of short- and long-term adherence and the risk of treatment failure. The REverSe TRanscrIptase Chain Termination (RESTRICT) assay rapidly infers the concentration of intracellular nucleotide analogs based on the inhibition of DNA synthesis by HIV reverse transcriptase enzyme. Here, we introduce a probabilistic model for RESTRICT and demonstrate selective measurement of multiple nucleotide analogs using DNA templates designed according to the chemical structure of each drug. We measure clinically relevant concentrations of tenofovir diphosphate, emtricitabine triphosphate, lamivudine triphosphate, and azidothymidine triphosphate with agreement between experiment and theory. RESTRICT represents a new class of activity-based assays for therapeutic drug monitoring in HIV care and could be extended to other diseases treated with nucleotide analogs.
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Affiliation(s)
- Ayokunle O. Olanrewaju
- Department of Mechanical EngineeringUniversity of WashingtonSeattleWashingtonUSA
- Department of BioengineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Benjamin P. Sullivan
- Department of Mechanical EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Alicia H. Gim
- Department of Chemical EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Cosette A. Craig
- Department of Mechanical EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Derin Sevenler
- Center for Engineering in Medicine and SurgeryMassachusetts General HospitalBostonMassachusettsUSA
| | - Andrew T. Bender
- Department of Mechanical EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Paul K. Drain
- Department of EpidemiologyUniversity of WashingtonSeattleWashingtonUSA
- Department of Global HealthUniversity of WashingtonSeattleWashingtonUSA
- Department of MedicineUniversity of WashingtonSeattleWashingtonUSA
| | - Jonathan D. Posner
- Department of Mechanical EngineeringUniversity of WashingtonSeattleWashingtonUSA
- Department of Chemical EngineeringUniversity of WashingtonSeattleWashingtonUSA
- Department of Family MedicineUniversity of WashingtonSeattleWashingtonUSA
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Zhang JY, Zhang Y, Bender AT, Sullivan BP, Olanrewaju AO, Lillis L, Boyle D, Drain PK, Posner JD. HIV pre-exposure prophylaxis adherence test using reverse transcription isothermal amplification inhibition assay. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2022; 14:1361-1370. [PMID: 35297917 PMCID: PMC8991996 DOI: 10.1039/d2ay00008c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Current HIV antiretroviral therapy (ART) or pre-exposure prophylaxis (PrEP) therapy adherence monitoring relies on either patient self-reported adherence or monitored drug dispensing, which are not reliable. We report a proof-of-concept adherence monitoring assay which directly measures nucleotide reverse transcriptase inhibitor (NRTI) concentration using a reverse transcription isothermal amplification inhibition assay. We measure the concentration of Tenofovir diphosphate (TFV-DP) - an NRTI that functions as a deoxyadenosine triphosphate (dATP) analog and long-term adherence marker for PrEP - by measuring the inhibition of the reverse transcription of an RNA template. The completion or inhibition of reverse transcription is evaluated by recombinase polymerase amplification (RPA), an isothermal nucleic acid amplification assay commonly used for point-of-care diagnostics. We present and validate a model that predicts the amplification probability as a function of dATP and TFV-DP concentrations, nucleotide insertion sites on the RNA template, and RNA template concentration. The model can be used to rationally design and optimize the assay to operate at clinically relevant TFV-DP concentrations. We provide statistical analysis that demonstrates how the assay may be used as a qualitative or semi-quantitative tool for measuring adherence to NRTI drugs and used to support patient compliance. Due to its simple instrumentation and short runtime (<1 hour), this assay has the potential for implementation in low-complexity laboratories or point-of-care settings, which may improve access to ART and PrEP adherence monitoring.
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Affiliation(s)
- Jane Y Zhang
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA.
| | - Yu Zhang
- Department of Chemical Engineering, University of Washington, Seattle, WA, USA
| | - Andrew T Bender
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA.
| | - Benjamin P Sullivan
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA.
| | | | | | | | - Paul K Drain
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Jonathan D Posner
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA.
- Department of Chemical Engineering, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
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Peterson S, Ibrahim M, Anderson PL, Moore CM, MaWhinney S. A comparison of covariate selection techniques applied to pre-exposure prophylaxis (PrEP) drug concentration data in men and transgender women at risk for HIV. J Pharmacokinet Pharmacodyn 2021; 48:655-669. [PMID: 34013454 DOI: 10.1007/s10928-021-09763-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 05/05/2021] [Indexed: 11/30/2022]
Abstract
Pre-exposure prophylaxis (PrEP) containing antiretrovirals tenofovir disoproxil fumarate (TDF) or tenofovir alafenamide (TAF) can reduce the risk of acquiring HIV. Concentrations of intracellular tenofovir-diphosphate (TFV-DP) measured in dried blood spots (DBS) have been used to quantify PrEP adherence; although even under directly observed dosing, unexplained between-subject variation remains. Here, we wish to identify patient-specific factors associated with TFV-DP levels. Data from the iPrEX Open Label Extension (OLE) study were used to compare multiple covariate selection methods for determining demographic and clinical covariates most important for drug concentration estimation. To allow for the possibility of non-linear relationships between drug concentration and explanatory variables, the component selection and smoothing operator (COSSO) was implemented. We compared COSSO to LASSO, a commonly used machine learning approach, and traditional forward and backward selection. Training (N = 387) and test (N = 166) datasets were utilized to compare prediction accuracy across methods. LASSO and COSSO had the best predictive ability for the test data. Both predicted increased drug concentration with increases in age and self-reported adherence, the latter with a steeper trajectory among Asians. TFV-DP reductions were associated with increasing eGFR, hemoglobin and transgender status. COSSO also predicted lower TFV-DP with increasing weight and South American countries. COSSO identified non-linear relationships between log(TFV-DP) and adherence, weight and eGFR, with differing trajectories for some races. COSSO identified non-linear log(TFV-DP) trajectories with a subset of covariates, which may better explain variation and enhance prediction. Future research is needed to examine differences identified in trajectories by race and country.
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Affiliation(s)
- Skyler Peterson
- Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado, 13001 E 17th Pl, Aurora, CO, 80045, USA
- Department of Pediatrics, University of Utah, Salt Lake City, UT, 84108, USA
| | - Mustafa Ibrahim
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado, University of Colorado Anschutz Medical Campus, V20-C238, Room 4101, 12850 E. Montview Blvd, Aurora, CO, 80045, USA
| | - Peter L Anderson
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado, University of Colorado Anschutz Medical Campus, V20-C238, Room 4101, 12850 E. Montview Blvd, Aurora, CO, 80045, USA
| | - Camille M Moore
- Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado, 13001 E 17th Pl, Aurora, CO, 80045, USA
- Center for Genes, Environment and Health, National Jewish Health, 1400 Jackson St., Denver, CO, 80206, USA
| | - Samantha MaWhinney
- Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado, 13001 E 17th Pl, Aurora, CO, 80045, USA.
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Olanrewaju AO, Sullivan BP, Bardon AR, Lo TJ, Cressey TR, Posner JD, Drain PK. Pilot evaluation of an enzymatic assay for rapid measurement of antiretroviral drug concentrations. Virol J 2021; 18:77. [PMID: 33858461 PMCID: PMC8048217 DOI: 10.1186/s12985-021-01543-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 04/03/2021] [Indexed: 01/16/2023] Open
Abstract
Objective Maintaining adequate drug adherence is crucial to ensure the HIV prevention benefits of pre-exposure prophylaxis (PrEP). We developed an enzymatic assay for rapidly measuring tenofovir-diphosphate (TFV-DP) concentrations—a metabolite that indicates long-term PrEP adherence. Setting The study was conducted at the Madison HIV Clinic at Harborview Medical Center in Seattle. Methods We enrolled adults receiving standard oral PrEP, and individuals not receiving any antiretrovirals. We measured TFV-DP concentrations in diluted whole blood using our novel REverSe TRanscrIptase Chain Termination (RESTRICT) assay, based on inhibition of HIV reverse transcriptase (RT) enzyme. Blood samples were diluted in water, DNA templates, nucleotides, RT, and intercalating dye added, and results measured with a fluorescence reader—stronger fluorescence indicated higher RT activity. We compared RESTRICT assay results to TFV-DP concentrations from matched dried blood spot samples measured by liquid chromatography tandem mass spectrometry (LC–MS/MS) using ≥ 700 fmol/punch TFV-DP as a threshold for adequate adherence (≥ 4 doses/week). Results Among 18 adults enrolled, 4 of 7 participants receiving PrEP had TFV-DP levels ≥ 700 fmol/punch by LC–MS/MS. RESTRICT fluorescence correlated with LC–MS/MS measurements (r = − 0.845, p < 0.0001). Median fluorescence was 93.3 (95% confidence interval [CI] 90.9 to 114) for samples < 700 fmol/punch and 54.4 (CI 38.0 to 72.0) for samples ≥ 700 fmol/punch. When calibrated to an a priori defined threshold of 82.7, RESTRICT distinguished both groups with 100% sensitivity and 92.9% specificity. Conclusions This novel enzymatic assay for measuring HIV reverse transcriptase activity may be suitable for distinguishing TFV-DP concentrations in blood that correspond to protective PrEP adherence.
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Affiliation(s)
| | - Benjamin P Sullivan
- Department of Mechanical Engineering, University of Washington, Seattle, USA
| | - Ashley R Bardon
- Department of Global Health, Schools of Medicine and Public Health, University of Washington, Seattle, USA
| | - Tiffany J Lo
- Department of Materials Science and Engineering, University of Washington, Seattle, USA
| | - Tim R Cressey
- PHPT/IRD 174, Department of Medical Technology, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai, Thailand.,Harvard T.H. Chan School of Public Health, Harvard University, Boston, USA.,Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | - Jonathan D Posner
- Department of Mechanical Engineering, University of Washington, Seattle, USA.,Department of Chemical Engineering, University of Washington, Seattle, USA.,Department of Family Medicine, University of Washington, Seattle, USA
| | - Paul K Drain
- Department of Global Health, Schools of Medicine and Public Health, University of Washington, Seattle, USA. .,Department of Medicine, School of Medicine, University of Washington, Seattle, USA. .,Department of Epidemiology, School of Public Health, University of Washington, Seattle, USA.
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