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Tompkins LAR, Khoei A, Kapeljushnik O, Dumond J, Kashuba ADM, Tropsha A, Hubal R, Cottrell ML. HIV Pharmacology Data Repository: Setting the New Information-Sharing Standard for Clinical and Preclinical Pharmacokinetic Studies. Clin Pharmacol Ther 2025. [PMID: 40354181 DOI: 10.1002/cpt.3699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2025] [Accepted: 04/17/2025] [Indexed: 05/14/2025]
Abstract
Drug development approaches increasingly harness computational modeling to predict drug behavior. These in silico approaches, collectively termed "pharmacometrics", have significant value in deriving biological meaning from the analysis of pooled drug concentration vs. time (CvT) datasets. However, the field lacks standardization for pharmacokinetic data description, requiring expert annotation to enable aggregate mining and sharing. These limitations impede data sharing and preservation as mandated by current NIH policies. To this end, we propose a minimum information standard for pharmacokinetic studies composed of three categories (Intervention, System, and Concentration). We implement this standard in the development of a web-based database: the HIV Pharmacology Data Repository (HIV PDR). We describe our technical approach for creating the HIV PDR, the protocols we established for standardized data deposition, and the current content of the database. We also demonstrate the utility of the HIV PDR for pharmacometrics research through computational modeling of CvT data extracted from this new database. Based on these efforts, we propose the HIV PDR as a standard to preserve and share pharmacokinetic data generated through preclinical and clinical HIV research.
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Affiliation(s)
- Lauren A R Tompkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Adrian Khoei
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Oleg Kapeljushnik
- Renaissance Computing Institute at UNC (RENCI), Chapel Hill, North Carolina, USA
| | - Julie Dumond
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Angela D M Kashuba
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Alexander Tropsha
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Renaissance Computing Institute at UNC (RENCI), Chapel Hill, North Carolina, USA
| | - Robert Hubal
- Renaissance Computing Institute at UNC (RENCI), Chapel Hill, North Carolina, USA
| | - Mackenzie L Cottrell
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Abduljalil K, De Sousa Mendes M, Salem F, Benaboud S, Gardner I. Application of a Physiologically Based Pharmacokinetic Approach to Predict Tenofovir Pharmacokinetics During Pregnancy. AAPS J 2025; 27:43. [PMID: 39939515 DOI: 10.1208/s12248-025-01031-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 01/27/2025] [Indexed: 02/14/2025] Open
Abstract
Pharmacotherapy during pregnancy requires a better understanding of the impact of changes in maternal physiology on the maternal and fetal drug exposure. The physiologically based pharmacokinetic (PBPK) modelling approach can be applied to predict maternal and fetal exposure. In vitro and in vivo PK data in non-pregnant individuals were compiled and used to develop and verify a PBPK model for tenofovir. The model was then used to predict the maternal and fetal tenofovir exposure during pregnancy, after incorporation of current knowledge on maternal and fetal physiological changes during pregnancy. Predicted concentrations and parameters from the PBPK model were compared to observed data. Predicted tenofovir PK agreed with observations in non-pregnant (13 studies) and pregnant (7 studies with differing gestational weeks) individuals. Observed concentrations fell within the PBPK 5th - 95th prediction intervals. Predicted PK parameters were within twofold of the reported parameters. The predicted tenofovir steady state cord-to-maternal exposure ratio at term was 0.85 (range: 0.62-0.98), which agrees with clinically observed ratios ranging between 0.60-1.00. A PBPK model for tenofovir was constructed and used to simulate the maternal and fetal exposure to tenofovir in virtual pregnant women population at different gestational weeks. Applying a similar approach to other drugs or chemicals may allow exposure prediction and risk assessment in the fetus following maternal administration of drugs or unintended exposure to environmental toxicants.
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Affiliation(s)
| | | | - Farzaneh Salem
- Certara Predictive Technologies, Sheffield, UK
- Drug Metabolism and Pharmacokinetics, GlaxoSmithKline, Stevenage, UK
| | - Sihem Benaboud
- 1 U1343, Pharmacologie Et Évaluations Thérapeutiques Chez L'enfant Et La Femme Enceinte, Inserm, Université Paris Cité, Paris, France
- Service de Pharmacologie Clinique, Hôpital Cochin, Hôpital Européen Georges Pompidou AP-HP, Groupe Hospitalier Paris Centre, Paris, France
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Todorović Z, Dragović G, Lukić R. Pharmacokinetic and toxicological considerations affecting antiretroviral drug dosing in pregnant women. Expert Opin Drug Metab Toxicol 2024; 20:419-437. [PMID: 38738389 DOI: 10.1080/17425255.2024.2353762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 05/07/2024] [Indexed: 05/14/2024]
Abstract
INTRODUCTION To prevent mother-to-child transmission (PMTCT) of the human immunodeficiency virus (HIV) during pregnancy, the appropriate dosing regimens of antiretroviral (ARV) drugs need to be determined. Reliable data about pharmacokinetic (PK) characteristics of ARVs from randomized clinical trials (RCTs) are lacking, and post-marketing observational studies may offer valuable, but sometimes insufficient data, especially in pregnant people living with HIV (PLWHIV). This review article is focused PK and toxicological considerations affecting ARV dosing in pregnant PLWHIV. AREAS COVERED In our search, we included studies focused on PKs of ARVs in pregnancy available on PubMed, abstracts from recent global conferences and data from modeling studies. There are no significant changes in PKs of nucleoside/nucleotide reverse transcriptase inhibitors and non-nucleoside reverse transcriptase inhibitors throughout pregnancy. In contrast, the PKs of PIs and INSTIs are more variable, especially in the second and third trimesters. EXPERT OPINION Pregnant women are left out of RCTs. To the greatest extent possible, future research should include pregnant persons in RCTs, including PK studies, strictly considering maternal and fetal safety. Alternative innovative approaches/models need to be developed to obtain reliable data about rational pharmacotherapy of ARVs in the effective PMTCT of HIV, with maximum safety.
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Affiliation(s)
- Zoran Todorović
- Faculty of Medicine, Department of Pharmacology, Clinical Pharmacology and Toxicology, University of Belgrade, Belgrade, Serbia
| | - Gordana Dragović
- Faculty of Medicine, Department of Pharmacology, Clinical Pharmacology and Toxicology, University of Belgrade, Belgrade, Serbia
| | - Relja Lukić
- Faculty of Medicine, Obstetrics and Gynaecology Clinic GAK "Narodni Front", University of Belgrade, Belgrade, Serbia
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West RE, Oberly PJ, Riddler SA, Nolin TD, Devanathan AS. Development and validation of an ultra-high performance liquid chromatography-tandem mass spectrometry method to quantify antiretroviral drug concentrations in human plasma for therapeutic monitoring. J Pharm Biomed Anal 2024; 240:115932. [PMID: 38198884 PMCID: PMC10922569 DOI: 10.1016/j.jpba.2023.115932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 12/18/2023] [Accepted: 12/21/2023] [Indexed: 01/12/2024]
Abstract
Antiretroviral therapy (ART) is highly effective for the treatment of HIV-1 infection. ART previously consisted of concomitant administration of many drugs, multiple times per day. Currently, ART generally consists of two- or three-drug regimens once daily as fixed-dose combinations. Drug monitoring may be necessary to ensure adequate concentrations are achieved in the plasma over the dosing interval and prevent further HIV resistance formation. Additionally, nonadherence remains an issue, highlighting the need to ensure sufficient ART exposure. Towards this effort, we developed and validated a highly selective ultra performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) method for the simultaneous quantification of a panel of nine antiretrovirals: abacavir, bictegravir, cabotegravir, dolutegravir, doravirine, emtricitabine, lamivudine, raltegravir, and tenofovir in human plasma. Using only 50 µL of plasma, a simple protein precipitation with acetonitrile with internal standards followed by reconstitution in 50 uL (high) or 400 uL (low) was performed. Analyte separation was achieved using a multistep UPLC gradient mixture of (A: 0.1% formic acid in water and B: acetonitrile) and a Waters CORTECS T3 (2.1 ×100 mm) column. The method was comprehensively validated according to the United States Food and Drug Administration Bioanalytical Guidelines over two clinically relevant ranges (1-250 ng/mL and 100-5000 ng/mL) with excellent linearity (R2 > 0.99 for all). The assay run time was 7.5 min. This method achieves acceptable performance of trueness (89.7-104.1%), repeatability, and precision (CV <15%), and allows for simultaneous quantification of guideline-recommended ART regimens. This method can be utilized for the therapeutic monitoring of antiretrovirals in human plasma.
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Affiliation(s)
- Raymond E West
- Center for Clinical Pharmaceutical Sciences, Department of Pharmacy & Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Patrick J Oberly
- Center for Clinical Pharmaceutical Sciences, Department of Pharmacy & Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Sharon A Riddler
- Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Thomas D Nolin
- Center for Clinical Pharmaceutical Sciences, Department of Pharmacy & Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Aaron S Devanathan
- Center for Clinical Pharmaceutical Sciences, Department of Pharmacy & Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA.
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Leung E, Cottrell ML, Sykes C, White N, Kashuba ADM, Dumond JB. A multicompartment population PK model to predict tenofovir and emtricitabine mucosal tissue concentrations for HIV prevention. CPT Pharmacometrics Syst Pharmacol 2023; 12:1922-1930. [PMID: 37814498 PMCID: PMC10725258 DOI: 10.1002/psp4.13042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 08/02/2023] [Accepted: 08/28/2023] [Indexed: 10/11/2023] Open
Abstract
A priori use of mathematical modeling and simulation to predict outcomes from incomplete adherence or reduced frequency dosing strategies may mitigate the risk of clinical trial failure with HIV pre-exposure prophylaxis regimens. We developed a semi-physiologic population pharmacokinetic model for two antiretrovirals and their active intracellular metabolites in three mucosal tissues using pharmacokinetic data from a phase I, dose-ranging study. Healthy female volunteers were given a single oral dose of tenofovir disoproxil fumarate (150, 300, or 600 mg) or emtricitabine (100, 200, or 400 mg). Simultaneous co-modeling of all data was performed on a Linux cluster. A 16 compartment, bolus input, linear kinetic model best described the data, containing 986 observations in 23 individuals across three matrices and four analytes. Combined with a defined efficacious concentration target in mucosal tissues, this model can be used to optimize the dose and dosing frequency through Monte-Carlo simulations.
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Affiliation(s)
- Erick Leung
- Division of Pharmacotherapy and Experimental TherapeuticsUniversity of North Carolina UNC Eshelman School of PharmacyChapel HillNorth CarolinaUSA
- Present address:
Certara, Inc.PrincetonNew JerseyUSA
| | - Mackenzie L. Cottrell
- Division of Pharmacotherapy and Experimental TherapeuticsUniversity of North Carolina UNC Eshelman School of PharmacyChapel HillNorth CarolinaUSA
| | - Craig Sykes
- Division of Pharmacotherapy and Experimental TherapeuticsUniversity of North Carolina UNC Eshelman School of PharmacyChapel HillNorth CarolinaUSA
| | - Nicole White
- University of North Carolina School of MedicineChapel HillNorth CarolinaUSA
| | - Angela D. M. Kashuba
- Division of Pharmacotherapy and Experimental TherapeuticsUniversity of North Carolina UNC Eshelman School of PharmacyChapel HillNorth CarolinaUSA
- University of North Carolina School of MedicineChapel HillNorth CarolinaUSA
| | - Julie B. Dumond
- Division of Pharmacotherapy and Experimental TherapeuticsUniversity of North Carolina UNC Eshelman School of PharmacyChapel HillNorth CarolinaUSA
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Thoueille P, Alves Saldanha S, Desfontaine V, Kusejko K, Courlet P, Andre P, Cavassini M, Decosterd LA, Buclin T, Guidi M, the Swiss HIV Cohort Study. Population pharmacokinetic modelling to characterize the effect of chronic kidney disease on tenofovir exposure after tenofovir alafenamide administration. J Antimicrob Chemother 2023; 78:1433-1443. [PMID: 37042359 PMCID: PMC10232258 DOI: 10.1093/jac/dkad103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 03/17/2023] [Indexed: 04/13/2023] Open
Abstract
BACKGROUND Tenofovir alafenamide is gradually replacing tenofovir disoproxil fumarate, both prodrugs of tenofovir, in HIV prevention and treatment. There is thus an interest in describing tenofovir pharmacokinetics (PK) and its variability in people living with HIV (PLWH) under tenofovir alafenamide in a real-life setting. OBJECTIVES To characterize the usual range of tenofovir exposure in PLWH receiving tenofovir alafenamide, while assessing the impact of chronic kidney disease (CKD). METHODS We conducted a population PK analysis (NONMEM®) on 877 tenofovir and 100 tenofovir alafenamide concentrations measured in 569 PLWH. Model-based simulations allowed prediction of tenofovir trough concentrations (Cmin) in patients having various levels of renal function. RESULTS Tenofovir PK was best described using a one-compartment model with linear absorption and elimination. Creatinine clearance (CLCR, estimated according to Cockcroft and Gault), age, ethnicity and potent P-glycoprotein inhibitors were statistically significantly associated with tenofovir clearance. However, only CLCR appeared clinically relevant. Model-based simulations revealed 294% and 515% increases of median tenofovir Cmin in patients with CLCR of 15-29 mL/min (CKD stage 3), and less than 15 mL/min (stage 4), respectively, compared with normal renal function (CLCR = 90-149 mL/min). Conversely, patients with augmented renal function (CLCR > 149 mL/min) had a 36% decrease of median tenofovir Cmin. CONCLUSIONS Kidney function markedly affects circulating tenofovir exposure after tenofovir alafenamide administration in PLWH. However, considering its rapid uptake into target cells, we suggest only a cautious increase of tenofovir alafenamide dosage intervals to 2 or 3 days only in case of moderate or severe CKD, respectively.
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Affiliation(s)
- Paul Thoueille
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Susana Alves Saldanha
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Vincent Desfontaine
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Katharina Kusejko
- Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
- Institute of Medical Virology, University of Zurich, Zurich, Switzerland
| | - Perrine Courlet
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Pascal Andre
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Matthias Cavassini
- Service of Infectious Diseases, Department of Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Laurent A Decosterd
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Thierry Buclin
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Monia Guidi
- Service and Laboratory of Clinical Pharmacology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- Centre for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland
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Kawuma AN, Wasmann RE, Sinxadi P, Sokhela SM, Chandiwana N, Venter WDF, Wiesner L, Maartens G, Denti P. Population pharmacokinetics of tenofovir given as either tenofovir disoproxil fumarate or tenofovir alafenamide in an African population. CPT Pharmacometrics Syst Pharmacol 2023; 12:821-830. [PMID: 37013631 PMCID: PMC10272303 DOI: 10.1002/psp4.12955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 02/13/2023] [Accepted: 02/20/2023] [Indexed: 04/05/2023] Open
Abstract
Tenofovir disoproxil fumarate (TDF) and tenofovir alafenamide (TAF) are prodrugs of the nucleotide analogue tenofovir, which acts intracellularly to inhibit HIV replication. Whereas TDF converts to tenofovir in plasma and may cause kidney and bone toxicity, TAF mostly converts to tenofovir intracellularly, so it can be administered at lower doses. TAF leads to lower tenofovir plasma concentrations and lower toxicity, but there are limited data on its use in Africa. We used data from 41 South African adults living with HIV from the ADVANCE trial and described, with a joint model, the population pharmacokinetics of tenofovir given as TAF or TDF. The TDF was modeled to appear in plasma as tenofovir with a simple first-order process. Instead, two parallel pathways were used for a TAF dose: an estimated 32.4% quickly appeared as tenofovir into the systemic circulation with first-order absorption, whereas the rest was sequestered intracellularly and released into the systemic circulation as tenofovir slowly. Once in plasma (from either TAF or TDF), tenofovir disposition followed two-compartment kinetics and had a clearance of 44.7 L/h (40.2-49.5), for a typical 70-kg individual. This semimechanistic model describes the population pharmacokinetics of tenofovir when dosed as either TDF or TAF in an African population living with HIV and can be used as a tool for exposure prediction in patients, and to simulate alternative regimes to inform further clinical trials.
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Affiliation(s)
- Aida N. Kawuma
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
- Infectious Diseases InstituteMakerere University College of Health SciencesKampalaUganda
| | - Roeland E. Wasmann
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
| | - Phumla Sinxadi
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
| | - Simiso M. Sokhela
- Ezintsha, Faculty of Health SciencesUniversity of the WitwatersrandJohannesburgSouth Africa
| | - Nomathemba Chandiwana
- Ezintsha, Faculty of Health SciencesUniversity of the WitwatersrandJohannesburgSouth Africa
| | - Willem D. F. Venter
- Ezintsha, Faculty of Health SciencesUniversity of the WitwatersrandJohannesburgSouth Africa
| | - Lubbe Wiesner
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
| | - Gary Maartens
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
| | - Paolo Denti
- Division of Clinical Pharmacology, Department of MedicineUniversity of Cape TownCape TownSouth Africa
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Abstract
Acquired immunodeficiency syndrome (AIDS), caused by the human immunodeficiency virus (HIV), has become a heavy burden of disease and an important public health problem in the world. Although current antiretroviral therapy (ART) is effective at suppressing the virus in the blood, HIV still remains in two different types of reservoirs-the latently infected cells (represented by CD4+ T cells) and the tissues containing those cells, which may block access to ART, HIV-neutralizing antibodies and latency-reversing agents. The latter is the focus of our review, as blood viral load drops below detectable levels after ART, a deeper and more systematic understanding of the HIV tissue reservoirs is imperative. In this review, we take the lymphoid system (including lymph nodes, gut-associated lymphoid tissue, spleen and bone marrow), nervous system, respiratory system, reproductive system (divided into male and female), urinary system as the order, focusing on the particularity and importance of each tissue in HIV infection, the infection target cell types of each tissue, the specific infection situation of each tissue quantified by HIV DNA or HIV RNA and the evidence of compartmentalization and pharmacokinetics. In summary, we found that the present state of HIV in different tissues has both similarities and differences. In the future, the therapeutic principle we need to follow is to respect the discrepancy on the basis of grasping the commonality. The measures taken to completely eliminate the virus in the whole body cannot be generalized. It is necessary to formulate personalized treatment strategies according to the different characteristics of the HIV in the various tissues, so as to realize the prospect of curing AIDS as soon as possible.
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Affiliation(s)
- Kangpeng Li
- Department of Orthopedics, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Bo Liu
- Department of Orthopedics, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Rui Ma
- Department of Orthopedics, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Qiang Zhang
- Department of Orthopedics, Beijing Ditan Hospital, Capital Medical University, Beijing, China
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Devanathan AS, Dumond JB, Anderson DJC, Moody K, Poliseno AJ, Schauer AP, Sykes C, Gay CL, Rosen EP, Kashuba ADM, Cottrell ML. A Novel Algorithm to Improve PrEP Adherence Monitoring Using Dried Blood Spots. Clin Pharmacol Ther 2023; 113:896-903. [PMID: 36622798 PMCID: PMC10023501 DOI: 10.1002/cpt.2845] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 01/03/2023] [Indexed: 01/10/2023]
Abstract
Tenofovir diphosphate (TFVdp; an active metabolite of oral HIV pre-exposure prophylaxis (PrEP)) is measured in dried blood spots (DBS) to estimate adherence. However, TFVdp's long half-life in whole blood may lead to misclassification following a recent change in adherence. PrEP's other metabolite, emtricitabine triphosphate (FTCtp), has a shorter half-life in whole blood but adherence thresholds are undefined. We characterized DBS TFVdp and FTCtp concentrations across many dosing scenarios. Population pharmacokinetic models were fit to TFVdp and FTCtp DBS concentrations from a directly observed therapy study (NCT03218592). Concentrations were simulated for 90 days of daily dosing followed by 90 days of 1 to 7 doses/week and for event-driven PrEP (edPrEP) scenarios. Thresholds of 1,000 and 200 fmol/punch, for TFVdp and FTCtp, respectively, were reflective of taking 4 doses/week (a minimum target for effective PrEP in men). TFVdp was < 1,000 fmol/punch for 17 days after initiating daily PrEP and > 1,000 fmol/punch for 62 days after decreasing to 3 doses/week. Respectively, FTCtp was < 200 fmol/punch for 4 days and > 200 fmol/punch for 6 days. Accuracy of edPrEP adherence classification depended on duration between last sex act and DBS sampling for both measures with misclassification ranging from 9-100%. These data demonstrate adherence misclassification by DBS TFVdp for 2 months following a decline in adherence, elucidating the need for FTCtp to estimate recent adherence. We provide proof of principle that individualized interpretation is needed to support edPrEP adherence monitoring. Our collective approach facilitates clinicians' ability to interpret DBS results and administer patient-centric interventions.
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Affiliation(s)
- Aaron S. Devanathan
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Julie B. Dumond
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Daijha JC Anderson
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Kristen Moody
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Amanda J. Poliseno
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Amanda P. Schauer
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Craig Sykes
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Cynthia L. Gay
- University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Elias P. Rosen
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Angela DM Kashuba
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
- University of North Carolina School of Medicine, Chapel Hill, NC, USA
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10
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Tanaudommongkon A, Chaturvedula A, Hendrix CW, Fuchs EJ, Shieh E, Bakshi RP, Marzinke MA. Population pharmacokinetics of tenofovir, emtricitabine and intracellular metabolites in transgender women. Br J Clin Pharmacol 2022; 88:3674-3682. [PMID: 35285974 PMCID: PMC9296590 DOI: 10.1111/bcp.15310] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 02/07/2022] [Accepted: 03/02/2022] [Indexed: 11/03/2022] Open
Abstract
Aims Transgender women (TGW) have been underrepresented in trials and use gender‐affirming hormonal therapies (GAHT) that may alter renal function by significantly increasing creatinine clearance. Population pharmacokinetic (popPK) models and simulations would aid in understanding potential differences in emtricitabine/tenofovir disproxil fumarate (F/TDF) parent–metabolite concentrations in TGW on GAHT when compared to cisgender men (CGM) not exposed to GAHT. Methods Pharmacokinetic (PK) data from a Phase 1, open‐label clinical trial with directly observed therapy of daily F/TDF consisting of 8 TGW and 8 CGM was utilized for model building. PopPK analysis was performed using nonlinear mixed effects modelling (NONMEM 7.5.0). Covariates of body weight, creatinine clearance, and gender were evaluated. Final models were subjected to Monte Carlo simulations to compare drug exposure following once daily and on‐demand (IPERGAY 2 + 1 + 1) dosing of F/TDF. Results Tenofovir (TFV) and emtricitabine PK were best described by a 2‐compartment model, first‐order absorption/elimination with absorption lag time. Parent models were linked to their metabolites by first order formation and elimination. Creatinine clearance was a significant covariate influencing clearance in both models. Simulations demonstrated that at least 2, weekly 2 + 1 + 1 cycles of on‐demand dosing in TGW on GAHT is necessary for TFV‐diphosphate to reach similar exposure after the initial week of on‐demand dosing in CGM not on GAHT. Conclusion PopPK models of TFV, emtricitabine and intracellular metabolites in TGW were established. Dose simulations revealed that TGW should be treated for at least 2 weeks to have comparable exposures to CGM.
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Affiliation(s)
- Asama Tanaudommongkon
- College of Pharmacy, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Ayyappa Chaturvedula
- College of Pharmacy, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Craig W Hendrix
- Division of Clinical Pharmacology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Edward J Fuchs
- Division of Clinical Pharmacology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Eugenie Shieh
- Division of Clinical Pharmacology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Rahul P Bakshi
- Division of Clinical Pharmacology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mark A Marzinke
- Division of Clinical Pharmacology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Maudsley S, Leysen H, van Gastel J, Martin B. Systems Pharmacology: Enabling Multidimensional Therapeutics. COMPREHENSIVE PHARMACOLOGY 2022:725-769. [DOI: 10.1016/b978-0-12-820472-6.00017-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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Eke AC, Shoji K, Best BM, Momper JD, Stek AM, Cressey TR, Mirochnick M, Capparelli EV. Population Pharmacokinetics of Tenofovir in Pregnant and Postpartum Women Using Tenofovir Disoproxil Fumarate. Antimicrob Agents Chemother 2021; 65:e02168-20. [PMID: 33318014 PMCID: PMC8092509 DOI: 10.1128/aac.02168-20] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 12/05/2020] [Indexed: 02/06/2023] Open
Abstract
Pharmacokinetics of drugs can be affected by physiologic changes during pregnancy. Our aim was to assess the influence of covariates on tenofovir (TFV) pharmacokinetics in pregnant and postpartum women receiving tenofovir disoproxil fumarate (TDF). Population pharmacokinetic parameter estimates and the influence of covariates were assessed using nonlinear mixed-effects modeling (NONMEM 7.4). Forty-six women had intensive pharmacokinetic evaluations during the second and third trimesters of pregnancy, with another evaluation postpartum. A two-compartment pharmacokinetic model with allometric scaling for body weight and first-order absorption best described the tenofovir plasma concentration data. Apparent oral clearance (CL/F) and volume of distribution at steady state (Vss/F) were increased during pregnancy. Weight, serum creatinine (SCr), pregnancy, albumin, and age were associated with TFV CL/F during univariate assessment, but in the multivariate analysis, changes in CL/F and Vss/F were only associated with increased body weight and enhanced renal function. Due to greater weight and lower SCr during pregnancy, CL/F was 28% higher during pregnancy than postpartum. In the final model, CL/F (liters per hour) was described as 2.07 × (SCr/0.6)0.65 × weight0.75, with a low between-subject variability (BSV) of 24%. The probability of target attainment (proportion exceeding area under the concentration-time curve of >1.99 μg·h/ml, the 10th percentile of average TFV exposure for nonpregnant historical controls) was 68%, 80%, 87%, and 93% above the target with 300 mg, 350 mg, 400 mg, and 450 mg of TDF, respectively, during pregnancy and 88%, 92%, 96%, and 98% above the target with same doses in postpartum women. Dose adjustment of TDF during pregnancy is not generally warranted, but any modification should be based on weight and renal function. (This study has been registered at ClinicalTrials.gov under identifier NCT00042289.).
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Affiliation(s)
- Ahizechukwu C Eke
- Division of Maternal Fetal Medicine, Department of Gynecology & Obstetrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Doctoral Training Program (PhD), Graduate Training Program in Clinical Investigation (GTPCI), Johns Hopkins University School of Public Health, Baltimore, Maryland, USA
| | - Kensuke Shoji
- Division of Infectious Diseases, Department of Medical Subspecialties, National Center for Child Health and Development, Tokyo, Japan
| | - Brookie M Best
- University of California San Diego Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, California, USA
- Pediatrics Department, University of California San Diego-Rady Children's Hospital San Diego, San Diego, California, USA
| | - Jeremiah D Momper
- University of California San Diego Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, California, USA
| | - Alice M Stek
- Division of Maternal Fetal Medicine, Department of Obstetrics & Gynecology, University of Southern California School of Medicine, Los Angeles, California, USA
| | - Tim R Cressey
- PHPT/IRD UMI 174, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai, Thailand
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Mark Mirochnick
- Division of Neonatology, Department of Pediatrics, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Edmund V Capparelli
- University of California San Diego Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, California, USA
- Pediatrics Department, University of California San Diego-Rady Children's Hospital San Diego, San Diego, California, USA
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13
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Petrakis V, Panagopoulos P, Papachristou S, Papanas N, Terzi I, Trypsianis G, Papazoglou D. Tenofovir Alafenamide Fumarate Therapy for HIV Treatment: Cardiometabolic and Renal Safety. AIDS Res Hum Retroviruses 2020; 36:697-702. [PMID: 32527142 DOI: 10.1089/aid.2019.0280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Antiretroviral treatment based on tenofovir alafenamide fumarate (TAF) is increasingly recommended, as it maintains the viral suppression and improves renal function and bone density in comparison with tenofovir disoproxil fumarate (TDF). We carried out a retrospective cohort study including experienced patients who switched treatment from TDF to TAF. Serum lipids and glucose, renal function, body mass index (BMI), and cardiovascular risk were evaluated before and 3 and 6 months after the initiation of TAF-based treatment. We identified 85 patients on TAF-based treatment. The majority were men (82.9%), smokers (70%), and older than 40 years. Significant increases in lipids and BMI were noted, but cardiovascular risk remained <7.5%. Renal function remained normal with a notable improvement among patients with renal impairment. These results suggest that TAF has no significant effect on glucose and does not meaningfully increase cardiovascular risk, despite an elevation in serum lipids. It also exhibits renal safety. However, the increase of BMI was significant. Further studies are needed to confirm these findings in larger patient series and over longer follow-up periods.
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Affiliation(s)
- Vasilis Petrakis
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
| | - Periklis Panagopoulos
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
| | - Stella Papachristou
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
| | - Nikolaos Papanas
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
| | - Irene Terzi
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
| | - Grigorios Trypsianis
- Department of Medical Statistics, Democritus University of Thrace, Alexandroupoli, Greece
| | - Dimitrios Papazoglou
- HIV Unit, Democritus University of Thrace, University General Hospital of Alexandroupolis, Alexandroupoli, Greece
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Yager J, Castillo-Mancilla J, Ibrahim ME, Brooks KM, McHugh C, Morrow M, McCallister S, Bushman LR, MaWhinney S, Kiser JJ, Anderson PL. Intracellular Tenofovir-Diphosphate and Emtricitabine-Triphosphate in Dried Blood Spots Following Tenofovir Alafenamide: The TAF-DBS Study. J Acquir Immune Defic Syndr 2020; 84:323-330. [PMID: 32539288 DOI: 10.1097/qai.0000000000002354] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND Tenofovir alafenamide (TAF), in combination with FTC, was recently approved for PrEP in the United States. The objective of this study was to assess the relationship between tenofovir-diphosphate (TFV-DP) and emtricitabine-triphosphate (FTC-TP) in dried blood spots (DBS) with adherence to TAF/FTC. METHODS TAF-DBS was a randomized, crossover clinical study of TFV-DP in DBS, following directly observed dosing of 33%, 67%, or 100% of daily TAF (25 mg)/FTC (200 mg). Healthy volunteers were randomized to 2 different, 12-week dosing regimens, separated by a 12-week washout. DBS were collected weekly. TFV-DP and FTC-TP were extracted from two 7-mm punches and assayed with LC-MS/MS. RESULTS Thirty-seven participants (17 female, 7 African American, and 6 Hispanic) were included. TFV-DP exhibited a mean half-life of 20.8 days (95% confidence interval: 19.3 to 21.3). The slope for TFV-DP versus dosing arm was 1.14 (90% confidence interval: 1.07 to 1.21). The mean (SD) TFV-DP after 12 weeks was 657 (186), 1451 (501), and 2381 (601) fmol/2 7-mm punches for the 33%, 67%, and 100% arms. The following adherence interpretations are proposed: <450 fmol/punches, <2 doses/wk; 450-949 fmol/punches, 2-3 doses/wk; 950-1799 fmol/punches, 4-6 doses/wk; and ≥1800 fmol/punches, 7 doses/wk. FTC-TP was quantifiable for 1 week after drug cessation in 50%, 92%, and 100% of participants in the 33%, 67%, and 100% arms, respectively. CONCLUSION TFV-DP in DBS after TAF/FTC exhibited a long half-life and was linearly associated with dosing, similar to its predecessor tenofovir disoproxil fumarate. FTC-TP was quantifiable for up to 1 week after drug cessation. Together, these moieties provide complementary measures of cumulative adherence and recent dosing for TAF/FTC.
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Affiliation(s)
- Jenna Yager
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Jose Castillo-Mancilla
- Division of Infectious Diseases, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Mustafa E Ibrahim
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Kristina M Brooks
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Cricket McHugh
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Mary Morrow
- Department of Biostatistics and Bioinformatics, Colorado School of Public Health, Aurora, CO; and
| | | | - Lane R Bushman
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Samantha MaWhinney
- Department of Biostatistics and Bioinformatics, Colorado School of Public Health, Aurora, CO; and
| | - Jennifer J Kiser
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Peter L Anderson
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO
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Eke AC, Brooks KM, Gebreyohannes RD, Sheffield JS, Dooley KE, Mirochnick M. Tenofovir alafenamide use in pregnant and lactating women living with HIV. Expert Opin Drug Metab Toxicol 2020; 16:333-342. [PMID: 32125906 PMCID: PMC9214649 DOI: 10.1080/17425255.2020.1738384] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 03/02/2020] [Indexed: 12/23/2022]
Abstract
Introduction: Tenofovir alafenamide (TAF)-containing fixed-dose drug combinations (FDCs) are increasingly being used in managing pregnant women living with HIV. However, TAF is not currently recommended during pregnancy due to limited pharmacokinetic and safety data. TAF, a newer nucleotide phosphonamidate prodrug of tenofovir (TFV), achieves high levels of tenofovir-diphosphate in lymphoid cells and hepatocytes, and 90% lower systemic concentrations of TFV compared to tenofovir disoproxil fumarate (TDF), thereby maximizing TAF's antiviral efficacy, potency and clinical safety.Areas covered: This review discusses the currently available information on the pharmacology of TAF in pregnant women living with HIV. Pharmacokinetic studies with TAF during pregnancy have yielded varying results compared to postpartum, but TAF exposures during pregnancy have been within the range of those typically observed in non-pregnant adults. The efficacy and safety of TAF in treatment-naïve pregnant women living with HIV is currently being evaluated in the VESTED study, a phase-III NIH randomized clinical trial.Expert opinion: Initial pregnancy data suggest that TAF-based FDCs have high efficacy and low risk of adverse effects during pregnancy. TAF is likely to become part of first-line regimens for use in pregnant women living with HIV once additional pregnancy data from phase III trials are available.
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Affiliation(s)
- Ahizechukwu C. Eke
- Division of Maternal Fetal Medicine & Clinical Pharmacology, Department of Gynecology & Obstetrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Doctoral Training Program (Phd), Graduate Training Program in Clinical Investigation (GTPCI), Johns Hopkins University School of Public Health, Baltimore, MD, USA
| | - Kristina M. Brooks
- Department of Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Rahel D. Gebreyohannes
- Department of Obstetrics & Gynecology, Addis Ababa University College of Health Science, Addis Ababa, Ethiopia
| | - Jeanne S. Sheffield
- Division of Maternal Fetal Medicine & Clinical Pharmacology, Department of Gynecology & Obstetrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Kelly E. Dooley
- Division of Clinical Pharmacology & Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mark Mirochnick
- Division of Neonatology, Department of Pediatrics, Boston University School of Medicine, Boston, MA, USA
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