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Liu H, Lin S, Chen PX, Min J, Liu XY, Guan T, Yang CY, Xiao XJ, Xiong DH, Sun SJ, Nie L, Gong H, Wu XS, He XF, Liu J. Integrated bioinformatics analysis to develop diagnostic models for malignant transformation of chronic proliferative diseases. BLOOD SCIENCE 2025; 7:e00226. [PMID: 40201199 PMCID: PMC11977743 DOI: 10.1097/bs9.0000000000000226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Accepted: 02/16/2025] [Indexed: 04/10/2025] Open
Abstract
The combined analysis of dual diseases can provide new insights into pathogenic mechanisms, identify novel biomarkers, and develop targeted therapeutic strategies. Polycythemia vera (PV) is a chronic myeloproliferative neoplasm associated with a risk of acute myeloid leukemia (AML) transformation. However, the chronic nature of disease transformation complicates longitudinal high-throughput sequencing studies of patients with PV before and after AML transformation. This study aimed to develop a diagnostic model for malignant transformation of chronic proliferative diseases, addressing the challenges of early detection and intervention. Integrated public datasets of PV and AML were analyzed to identify differentially expressed genes (DEGs) and construct a weighted correlation network. Machine-learning algorithms screen genes for potential biomarkers, leading to the development of diagnostic models. Clinical specimens were collected to validate gene expression. cMAP and molecular docking predicted potential drugs. In vitro experiments were performed to assess drug efficacy in PV and AML cells. CIBERSORT and single-cell RNA-sequencing (scRNA-seq) analyses were used to explore the impact of hub genes on the tumor microenvironment. We identified 24 genes shared between PV and AML, which were enriched in immune-related pathways. Lactoferrin (LTF) and G protein-coupled receptor 65 (GPR65) were integrated into a nomogram with a robust predictive power. The predicted drug vemurafenib inhibited proliferation and increased apoptosis in PV and AML cells. TME analysis has linked these biomarkers to macrophages. Clinical samples were used to confirm LTF and GPR65 expression levels. We identified shared genes between PV and AML and developed a diagnostic nomogram that offers a novel avenue for the diagnosis and clinical management of AML-related PV.
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Affiliation(s)
- Hua Liu
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Sheng Lin
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Pei-Xuan Chen
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Juan Min
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Xia-Yang Liu
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Ting Guan
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Chao-Ying Yang
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Xiao-Juan Xiao
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - De-Hui Xiong
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Sheng-Jie Sun
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Ling Nie
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410078, China
| | - Han Gong
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Xu-Sheng Wu
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Xiao-Feng He
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
| | - Jing Liu
- Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China
- Molecular Biology Research Center, School of Life Sciences, Hunan Province Key Laboratory of Basic and Applied Hematology, Central South University, Changsha 410013, China
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Gogineni V, Schinazi RF, Hamann MT. Role of Marine Natural Products in the Genesis of Antiviral Agents. Chem Rev 2015; 115:9655-706. [PMID: 26317854 PMCID: PMC4883660 DOI: 10.1021/cr4006318] [Citation(s) in RCA: 74] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Vedanjali Gogineni
- Department of Pharmacognosy, Pharmacology, Chemistry & Biochemistry, University of Mississippi, School of Pharmacy, University, Mississippi 38677, United States
| | - Raymond F. Schinazi
- Center for AIDS Research, Department of Pediatrics, Emory University/Veterans Affairs Medical Center, 1760 Haygood Drive NE, Atlanta, Georgia 30322, United States
| | - Mark T. Hamann
- Department of Pharmacognosy, Pharmacology, Chemistry & Biochemistry, University of Mississippi, School of Pharmacy, University, Mississippi 38677, United States
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Diketoacid chelating ligands as dual inhibitors of HIV-1 integration process. Eur J Med Chem 2014; 78:425-30. [DOI: 10.1016/j.ejmech.2014.03.070] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2013] [Revised: 03/07/2014] [Accepted: 03/24/2014] [Indexed: 02/07/2023]
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[Consensus Statement by GeSIDA/National AIDS Plan Secretariat on antiretroviral treatment in adults infected by the human immunodeficiency virus (Updated January 2013)]. Enferm Infecc Microbiol Clin 2013; 31:602.e1-602.e98. [PMID: 24161378 DOI: 10.1016/j.eimc.2013.04.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2013] [Accepted: 04/08/2013] [Indexed: 02/08/2023]
Abstract
OBJECTIVE This consensus document is an update of combined antiretroviral therapy (cART) guidelines for HIV-1 infected adult patients. METHODS To formulate these recommendations a panel composed of members of the GeSIDA/National AIDS Plan Secretariat (Grupo de Estudio de Sida and the Secretaría del Plan Nacional sobre el Sida) reviewed the efficacy and safety advances in clinical trials, cohort and pharmacokinetic studies published in medical journals (PubMed and Embase) or presented in medical scientific meetings. The strength of the recommendations and the evidence which support them are based on a modification of the criteria of Infectious Diseases Society of America. RESULTS cART is recommended in patients with symptoms of HIV infection, in pregnant women, in serodiscordant couples with high risk of transmission, in hepatitisB co-infection requiring treatment, and in HIV nephropathy. cART is recommended in asymptomatic patients if CD4 is <500cells/μl. If CD4 are >500cells/μl cART should be considered in the case of chronic hepatitisC, cirrhosis, high cardiovascular risk, plasma viral load >100.000 copies/ml, proportion of CD4 cells <14%, neurocognitive deficits, and in people aged >55years. The objective of cART is to achieve an undetectable viral load. The first cART should include 2 reverse transcriptase inhibitors (RTI) nucleoside analogs and a third drug (a non-analog RTI, a ritonavir boosted protease inhibitor, or an integrase inhibitor). The panel has consensually selected some drug combinations, for the first cART and specific criteria for cART in acute HIV infection, in tuberculosis and other HIV related opportunistic infections, for the women and in pregnancy, in hepatitisB or C co-infection, in HIV-2 infection, and in post-exposure prophylaxis. CONCLUSIONS These new guidelines update previous recommendations related to first cART (when to begin and what drugs should be used), how to monitor, and what to do in case of viral failure or adverse drug reactions. cART specific criteria in comorbid patients and special situations are similarly updated.
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Rusconi S, Vitiello P, Adorni F, Bruzzone B, De Luca A, Micheli V, Meraviglia P, Maserati R, Di Pietro M, Colao G, Penco G, Di Biagio A, Punzi G, Monno L, Zazzi M. Factors associated with virological success with raltegravir-containing regimens and prevalence of raltegravir-resistance-associated mutations at failure in the ARCA database. Clin Microbiol Infect 2013; 19:936-42. [PMID: 23289841 DOI: 10.1111/1469-0691.12100] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2012] [Revised: 09/27/2012] [Accepted: 11/04/2012] [Indexed: 02/03/2023]
Abstract
Raltegravir (RAL) is the only licensed human immunodeficiency virus (HIV) integrase inhibitor. The factors associated with the virological response to RAL-containing regimens and the prevalence of integrase mutations associated with RAL failure deserve further investigation. From the Antiretroviral Resistance Cohort Analysis database, we selected triple-class-experienced subjects failing their current treatment with complete treatment history available. Selection criteria included HIV-RNA, CD4 count and HIV genotype within 3 months of RAL initiation. Factors associated with 24-week response were analysed; genotypic sensitivity scores (GSS) and weighted-GSS were evaluated. Virological response was achieved in 74.3% of 105 subjects. Mutations associated with RAL failure were detected in 12/24 subjects with an integrase genotype, with the prevalence of Q148H + G140S. Each extra unit of GSS (p 0.05, OR 2.62; 95% CI 1.00-6.87). was found to be a associated with response. Weighted-GSS had borderline statistical significance (p 0.063, OR 2.04; 95% CI 0.96-4.33) When stratifying for different cut-offs (<1 as reference, 1-1.49, ≥1.5), a borderline significant increase in the probability of response appeared for GSS ≥1.5 (p 0.053, OR 4.00; 95% CI 0.98-16.25). GSS ≥1 showed the highest sensitivity, 82.6%. Receiver operating characteristic curves depicted the widest area under the curve (0.663, p 0.054) of GSS ≥1. Unresponsiveness to RAL-containing regimens among triple-class-experienced subjects was low. The activity of the background regimen was strongly associated with response. Although few integrase genotypes were available at failure, half of these were without integrase resistance mutations. The substantial rate of RAL failure in the absence of known RAL-resistance mutations may be associated with adherence issues and this issue warrants further analysis in longer observations.
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Affiliation(s)
- S Rusconi
- Divisione Clinicizzata di Malattie Infettive, Dipartimento di Scienze Biomediche e Cliniche "Luigi Sacco", Universita' degli Studi di Milano, Milano, Italy
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Viral enzymes containing magnesium: Metal binding as a successful strategy in drug design. Coord Chem Rev 2012. [DOI: 10.1016/j.ccr.2012.07.006] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Ceccarelli L, Salpini R, Moudourou S, Cento V, Santoro MM, Fokam J, Takou D, Nanfack A, Dori L, Torimiro J, Sarmati L, Andreoni M, Perno CF, Colizzi V, Cappelli G. Characterization of drug resistance mutations in naïve and ART-treated patients infected with HIV-1 in Yaounde, Cameroon. J Med Virol 2012; 84:721-7. [PMID: 22431019 DOI: 10.1002/jmv.23244] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Currently the prevalence of HIV-1 infection in Cameroon is 5.1%, CRF02_AG subtype is responsible for about 50% of infections. Since an HIV-1 drug resistance test is not yet available widely, accurate data on the prevalence of resistant viral strains are missing. The objective of this study was to determine HIV-1 genetic diversity and to characterize HIV-1 mutations conferring drug resistance among antiretroviral therapy (ART)-naïve and ART-treated patients. A cohort of 239 patients infected with HIV were followed-up between January 2007 and July 2010 in Cameroon. Two hundred and sixteen plasma samples were sequenced for phylogenetic analysis and identification of drug resistance mutations in the HIV-1 pol region. A significant genetic diversity was found: Seven pure subtypes (A1, A3, D, F1, F2, G, H), nine circulating recombinant forms (CRFs: 01_AE, 02_AG, 06cpx, 09cpx, 11cpx, 13cpx, 16cpx, 18cpx, 37cpx) and one new unique recombinant form (URF) (G/F2). The rate of transmitted drug resistance (TDR) in naïve patients was 8.2% (4/49). Around 80% of patients failing a first-line ART harbored a virus with at least one resistance mutation to two antiretroviral (ARV) classes, and 36% of those failing a second-line regimen carried a virus with at least one resistant mutation to three ARV classes. The high level of drug resistance observed in the cohort is alarming because this occurred as a result of only few years of treatment. Adherence to therapy, adequate education of physicians, and the appropriate use of genotypic resistance assay are critical points of intervention for the improvement of patient care.
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Affiliation(s)
- Laura Ceccarelli
- Clinical Infectious Disease, Tor Vergata University Hospital, Rome, Italy.
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[Consensus document of Gesida and Spanish Secretariat for the National Plan on AIDS (SPNS) regarding combined antiretroviral treatment in adults infected by the human immunodeficiency virus (January 2012)]. Enferm Infecc Microbiol Clin 2012; 30:e1-89. [PMID: 22633764 DOI: 10.1016/j.eimc.2012.03.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2012] [Accepted: 03/19/2012] [Indexed: 11/20/2022]
Abstract
This consensus document has been prepared by a panel consisting of members of the AIDS Study Group (Gesida) and the Spanish Secretariat for the National Plan on AIDS (SPNS) after reviewing the efficacy and safety results of clinical trials, cohort and pharmacokinetic studies published in medical journals, or presented in medical scientific meetings. Gesida has prepared an objective and structured method to prioritise combined antiretroviral treatment (cART) in naïve patients. Recommendations strength (A, B, C) and the evidence which supports them (I, II, III) are based on a modification of the Infectious Diseases Society of America criteria. The current antiretroviral treatment (ART) of choice for chronic HIV infection is the combination of three drugs. ART is recommended in patients with symptomatic HIV infection, in pregnancy, in serodiscordant couples with high transmission risk, hepatitis B fulfilling treatment criteria, and HIV nephropathy. Guidelines on ART treatment in patients with concurrent diagnosis of HIV infection and an opportunistic type C infection are included. In asymptomatic patients ART is recommended on the basis of CD4 lymphocyte counts, plasma viral load and patient co-morbidities, as follows: 1) therapy should be started in patients with CD4 counts <350 cells/μL; 2) when CD4 counts are between 350 and 500 cells/μL, therapy will be recommended and only delayed if patient is reluctant to take it, the CD4 are stabilised, and the plasma viral load is low; 3) therapy could be deferred when CD4 counts are above 500 cells/μL, but should be considered in cases of cirrhosis, chronic hepatitis C, high cardiovascular risk, plasma viral load >10(5) copies/mL, proportion of CD4 cells <14%, and in people aged >55 years. ART should include 2 reverse transcriptase inhibitors nucleoside analogues and a third drug (non-analogue reverse transcriptase inhibitor, ritonavir boosted protease inhibitor or integrase inhibitor). The panel has consensually selected and given priority to using the Gesida score for some drug combinations, some of them co-formulated. The objective of ART is to achieve an undetectable viral load. Adherence to therapy plays an essential role in maintaining antiviral response. Therapeutic options are limited after ART failures, but an undetectable viral load may be possible nowadays. Adverse events are a fading problem of ART. Guidelines in acute HIV infection, in women, in pregnancy, and to prevent mother-to-child transmission and pre- and post-exposition prophylaxis are commented upon. Management of hepatitis B or C co-infection, other co-morbidities, and the characteristics of ART in HIV-2 infection are included.
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Métifiot M, Marchand C, Maddali K, Pommier Y. Resistance to integrase inhibitors. Viruses 2010; 2:1347-66. [PMID: 20706558 PMCID: PMC2920056 DOI: 10.3390/v2071347] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2010] [Revised: 06/17/2010] [Accepted: 06/19/2010] [Indexed: 01/26/2023] Open
Abstract
Integrase (IN) is a clinically validated target for the treatment of human immunodeficiency virus infections and raltegravir exhibits remarkable clinical activity. The next most advanced IN inhibitor is elvitegravir. However, mutant viruses lead to treatment failure and mutations within the IN coding sequence appear to confer cross-resistance. The characterization of those mutations is critical for the development of second generation IN inhibitors to overcome resistance. This review focuses on IN resistance based on structural and biochemical data, and on the role of the IN flexible loop i.e., between residues G140-G149 in drug action and resistance.
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Affiliation(s)
- Mathieu Métifiot
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, MD 20892, USA; E-Mails: (M.M.); (C.M.); (K.M.)
| | - Christophe Marchand
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, MD 20892, USA; E-Mails: (M.M.); (C.M.); (K.M.)
| | - Kasthuraiah Maddali
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, MD 20892, USA; E-Mails: (M.M.); (C.M.); (K.M.)
| | - Yves Pommier
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, MD 20892, USA; E-Mails: (M.M.); (C.M.); (K.M.)
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Métifiot M, Maddali K, Naumova A, Zhang X, Marchand C, Pommier Y. Biochemical and pharmacological analyses of HIV-1 integrase flexible loop mutants resistant to raltegravir. Biochemistry 2010; 49:3715-22. [PMID: 20334344 PMCID: PMC2866738 DOI: 10.1021/bi100130f] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Resistance to raltegravir (RAL), the first HIV-1 integrase (IN) inhibitor approved by the FDA, involves three genetic pathways: IN mutations N155H, Q148H/R/K, and Y143H/R/C. Those mutations are generally associated with secondary point mutations. The resulting mutant viruses show a high degree of resistance against RAL but somehow are affected in their replication capacity. Clinical and virological data indicate the high relevance of the combination G140S + Q148H because of its limited impact on HIV replication and very high resistance to RAL. Here, we report how mutations at the amino acid residues 140, 148, and 155 affect IN enzymatic activity and RAL resistance. We show that single mutations at position 140 have limited impact on 3'-processing (3'-P) but severely inactivate strand transfer (ST). On the other hand, single mutations at position 148 have a more profound effect and inactivate both 3'-P and ST. By examining systematically all of the double mutants at the 140 and 148 positions, we demonstrate that only the combination G140S + Q148H is able to restore the catalytic properties of IN. This rescue only operates in cis when both the 140S and 148H mutations are in the same IN polypeptide flexible loop. Finally, we show that the G140S-Q148H double mutant exhibits the highest resistance to RAL. It also confers cross-resistance to elvitegravir but less to G-quadraduplex inhibitors such as zintevir. Our results demonstrate that IN mutations at positions 140 and 148 in the IN flexible loop can account for the phenotype of RAL-resistant viruses.
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Affiliation(s)
- Mathieu Métifiot
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
| | - Kasthuraiah Maddali
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
| | - Alena Naumova
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
| | - Xuemin Zhang
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
| | - Christophe Marchand
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
| | - Yves Pommier
- Laboratory of Molecular Pharmacology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 37 Convent Drive, Bethesda, Maryland 20892
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Ghosn J, Carosi G, Moreno S, Pokrovsky V, Lazzarin A, Pialoux G, Sanz-Moreno J, Balogh A, Vandeloise E, Biguenet S, Leleu G, Delfraissy JF. Unboosted atazanavir-based therapy maintains control of HIV type-1 replication as effectively as a ritonavir-boosted regimen. Antivir Ther 2010; 15:993-1002. [DOI: 10.3851/imp1666] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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