Dissertations / Theses on the topic 'Viral Drug Resistance'
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Lin, Kuan-Hung. "Viral Proteases as Drug Targets and the Mechanisms of Drug Resistance: A Dissertation." eScholarship@UMMS, 2009. http://escholarship.umassmed.edu/gsbs_diss/841.
Full textLin, Kuan-Hung. "Viral Proteases as Drug Targets and the Mechanisms of Drug Resistance: A Dissertation." eScholarship@UMMS, 2016. https://escholarship.umassmed.edu/gsbs_diss/841.
Full textWilbe, Karin. "Genetic dynamics of HIV-1: recombination, drug resistance and intrahost evolution /." Stockholm, 2004. http://diss.kib.ki.se/2004/91-7349-959-5/.
Full textOzen, Aysegul. "Structure and Dynamics of Viral Substrate Recognition and Drug Resistance: A Dissertation." eScholarship@UMMS, 2005. http://escholarship.umassmed.edu/gsbs_diss/677.
Full textOzen, Aysegul. "Structure and Dynamics of Viral Substrate Recognition and Drug Resistance: A Dissertation." eScholarship@UMMS, 2013. https://escholarship.umassmed.edu/gsbs_diss/677.
Full textLockbaum, Gordon J. "Molecular Mechanisms of Resistance and Structure-Based Drug Design in Homodimeric Viral Proteases." eScholarship@UMMS, 2020. https://escholarship.umassmed.edu/gsbs_diss/1072.
Full textSvedhem, Johansson Veronica. "Kinetics of HIV-1 drug resistance mutations in vivo /." Stockholm, 2006. http://diss.kib.ki.se/2006/91-7140-671-9/.
Full textPugach, Pavel. "The evolutionary response of the HIV-1 ENV complex to selection pressures in vitro /." Access full-text from WCMC:, 2007. http://proquest.umi.com/pqdweb?did=1428842531&sid=4&Fmt=2&clientId=8424&RQT=309&VName=PQD.
Full textZephyr, Jacqueto. "Robust Drug Design Strategies and Discovery Targeting Viral Proteases." eScholarship@UMMS, 2021. https://escholarship.umassmed.edu/gsbs_diss/1157.
Full textMalik, S. "The role of the HIV-1 reverse transcriptase mutation H208Y to drug resistance and viral fitness." Thesis, University College London (University of London), 2011. http://discovery.ucl.ac.uk/1207313/.
Full textFreeman, Mark. "Synchronization of Viral Lifecycle Length to Antiviral Drug Dosage Schedules and the Emergence of "Cryptic Resistance''." Thesis, Harvard University, 2015. http://nrs.harvard.edu/urn-3:HUL.InstRepos:17417584.
Full textApplied Mathematics
Okleberry, Kevin M. "Metabolism of Selected Antiviral Agents in Cells Infected with Drug-Resistant and Wild-Type Strains of Murine Cytomegalovirus." DigitalCommons@USU, 1995. https://digitalcommons.usu.edu/etd/4657.
Full textEriksen, Jaran. "Managing childhood malaria in rural Tanzania : focusing on drug use and resistance /." Stockholm, 2006. http://diss.kib.ki.se/2006/91-7140-678-6/.
Full textSoumana, Djade I. "Hepatitis C Virus: Structural Insights into Protease Inhibitor Efficacy and Drug Resistance: A Dissertation." eScholarship@UMMS, 2015. http://escholarship.umassmed.edu/gsbs_diss/803.
Full textMatthew, Ashley N. "Targeting Drug Resistance In HCV NS3/4A Protease: Mechanisms And Inhibitor Design Strategies." eScholarship@UMMS, 2018. https://escholarship.umassmed.edu/gsbs_diss/969.
Full textTo, Wai-chi Sabrina, and 杜維之. "Molecular characterization of HIV-1 in Hong Kong : a study of drug resistance mutations, tropism and viral evolution." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2014. http://hdl.handle.net/10722/207184.
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Microbiology
Doctoral
Doctor of Philosophy
Dolling, D. I. "HIV-1 viral load outcomes and the evolution of drug-resistance in low-income settings without virological monitoring." Thesis, University College London (University of London), 2017. http://discovery.ucl.ac.uk/1557352/.
Full textLindström, Anna. "Resistance to antiviral drugs in HIV and HBV /." Stockholm, 2005. http://diss.kib.ki.se/2005/91-7140-239-X/.
Full textRomano, Keith P. "Mechanisms of Substrate Recognition by HCV NS3/4A Protease Provide Insights Into Drug Resistance: A Dissertation." eScholarship@UMMS, 2011. https://escholarship.umassmed.edu/gsbs_diss/554.
Full textLIMA, Kledoaldo Oliveira De. "Características filogenéticas, epidemiológicas, laboratoriais e evolutivas dos subtipos B e não-B do HIV-1 em Pernambuco – Nordeste do Brasil." Universidade Federal de Pernambuco, 2015. https://repositorio.ufpe.br/handle/123456789/15666.
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CAPES
Uma grande heterogeneidade da epidemia pelo HIV-1 é observada no Brasil, onde prevalecem os subtipos B, F1 e C e os recombinantes BF e BC. O objetivo principal deste estudo foi caracterizar as cepas do HIV-1 circulantes no estado de Pernambuco, Nordeste do Brasil, através de análises filogenéticas, avaliando-se as características sociodemográficas, laboratoriais e evolutivas entre os subtipos B e não-B. As sequências da região pol do HIV-1, que totalizaram 169 amostras, foram obtidas de dois estudos anteriores. Todos os pacientes eram maiores de 18 anos e virgens de terapia antirretroviral. O Alinhamento e a edição manual das sequências foram realizados pelo CLUSTAL X e BioEdit software, respectivamente. Para as inferências filogenéticas e de recombinação gênica foram utilizados os softwares MEGA 5 e SIMPLOT, respectivamente. Pesquisas sorológicas para determinação das co-infecções foram realizadas para os seguintes agentes infecciosos: HBV, HCV, HTLV e sífilis, pelo método de quimiluminescência. Na região analisada (pol), os resultados mostraram uma grande frequência do subtipo F do HIV-1 (31.4%) e a circulação de uma cepa H e AG. As frequências dos subtipos B e C foram 60.9% e 1.2%, respectivamente. Foram identificados um recombinante BC e 8 recombinantes BF (4.7%), com estruturas genômicas diferenciadas. Co-infecção HIV-HBV foi mais frequente entre homens que fazem sexo com homens (HSH) portadores do subtipo B do HIV-1, enquanto que co-infecção HIV-sífilis foi associado a HSH com subtipos não-B. O subtipo B foi associado ao sexo masculino, a uma maior carga vira, maior escolaridade e menor contagem de células T CD4+. Houve uma baixa frequência de mutações de resistência transmitidas (2.96%). Códons sob pressão seletiva positiva são mais frequentes em contagem de células T CD4+ ≥ 200 e em mulheres heterossexuais. Nossos resultados demonstram que a epidemia do HIV-1 em Pernambuco se caracteriza por uma alta proporção de subtipos não-B circulantes, o que revela a importância no monitoramento e melhor conhecimento do papel destas variantes na epidemia, no tratamento antirretroviral, formulação de vacinas, progressão à doença e transmissibilidade.
A great heterogeneity of HIV-1 epidemic is observed in Brazil, where subtypes B, F1 and C and recombinant forms BF prevails and BC. The aim of study was to characterize HIV-1 strains circulating in the state of Pernambuco, northeastern Brazil, through phylogenetic analysis, evaluating also the socio-demographic, laboratory and evolutionary characteristics between subtypes B and non-B. The sequences with pol region of HIV-1, totaling 169 samples were obtained from two previous studies. All patients were over 18 year old and antiretroviral naïve therapy. The alignment and manual editing of the sequences were performed by CLUSTAL X and BioEdit software, respectively. For the phylogenetic and genetic recombination inferences were used MEGA 5 and SIMPLOT software, respectively. Serological assaus of co-infections were performed for the following infectious agents: HBV, HCV, HTLV, and syphilis by chemiluminescence. In the analyzed region (pol), the results showed a high frequency of the HIV-1 subtype F (31.4%) and a strain H and AG. The frequency of the subtypes B and C were 60.9% and 1.2%, respectively. They identified a recombinant BC and eight BF recombinant (4.7%) with different genomic structures. Co-infection HIV-HBV was more frequent among men who have sex with men (MSM) with HIV-1 subtype B, while co-infection HIV-syphilis was associated with MSM with subtypes non-B. The subtype B was associated with male gender, higher viral load, higher education and lower T cells count. There was a low frequency of transmitted resistance mutations (2.96%). Codons under positive selection pressure are more common in T cells count ≥ 200 and heterosexual women. Our results demonstrate that the HIV-1 epidemic in Pernambuco is characterized by a high proportion of circulating non-B subtypes, which shows the importance of monitoring and better understanding of the role of these variants in epidemic in antiretroviral therapy, vaccine formulation, disease progression and transmissibility.
Nguyen, Albert Thu. "The molecular mechanism of action of bevirimat : a prototype HIV-1 maturation inhibitor /." Oklahoma City : [s.n.], 2009.
Find full textPrachanronarong, Kristina L. "Understanding Drug Resistance and Antibody Neutralization Escape in Antivirals: A Dissertation." eScholarship@UMMS, 2016. https://escholarship.umassmed.edu/gsbs_diss/840.
Full textAngelis, Daniela Souza Araujo de. "Avaliação do perfil de resistência genotípica aos anti-retrovirais de crianças infectadas pelo HIV-1 mantendo supressão viral prolongada em vigência de tratamento." Universidade de São Paulo, 2007. http://www.teses.usp.br/teses/disponiveis/5/5134/tde-21062007-154402/.
Full textTreatment of HIV1-infected individuals with antiretroviral therapy (ARV) can reduce plasma viremia to below the limits of detection of current assays in many patients, although it is difficult to happen to children in real life. Failure to achieve or maintain suppression of viral replication is often associated with the development of drug-resistant virus. We investigated genetic resistance profiles of low-level plasma HIV-1 in children with prolonged viral suppression (<400copies/mL of plasma HIV-1 RNA) while receiving ARV. We obtained 32 samples of peripheral-blood mononuclear cells (PBMC) from 16 children from CEADIPe - UNIFESP who had had undetectable viral load for 12 months or more, at two moments: first sample at the inclusion and second after a minimum 9-months follow-up time. Sequence analysis was performed on virus isolated from PBMC by \"ABI PRISM 377 sequencer\" (Applied Biosystems, USA). The main characteristics of the study population were: median age baseline = 11 (6-15 years); drug combinations = 2 nucleoside reverse transcriptase inhibitor (NRTI) + 1 protease inhibitor (PI) or 2 NRTI + 1 non-nucleoside reverse transcriptase (NNRTI) or 2 NRTI + 2 PI + 1 NNRTI or 2 NRTI + 2 PI or 2 NRTI; median CD4 cell count (cells/mm 3 ) = 1016 (347-2588) and 938 (440-3038) at first and second time points, respectively; clinic classification (CDC 1994): N = 1, A = 3, B = 6; and immune classification (IC): IC 1 = 4, IC 2 = 6, IC 3 = 6. The median follow-up time was 15 (9 - 27) months starting from the inclusion. Six (37,5%) and 7 (43,75%) of the 16 patients showed at least one NRTI-associated mutation, in the first and second samples, respectively. Two out of sixteen (12,5%) presented NNRTI-associated mutation at the first moment and 3/16 (18,75%) at the second. In addition, 14/16 (87,5%) showed at least one PI-associated mutation at both moments. Despite treatment with potent antiretroviral drugs and plasma HIV-1 RNA suppression to undetectable levels for several months, partial resistance to therapy may result primarily from archival or contemplate earlier sub optimal treatment conditions.
Van, Zyl Gert Uves. "The investigation of genotypic antiretroviral drug resistance in the context of the South African national antiretroviral roll-out programme." Thesis, Stellenbosch : Stellenbosch University, 2012. http://hdl.handle.net/10019.1/20254.
Full textENGLISH ABSTRACT: Introduction: Since the South African public sector antiretroviral roll-out programme started in 2004, the success of antiretroviral combination therapy (cART) has been experienced in terms of survival, prevention of mother-to-child transmission (PMTCT) and quality of life. However, as the programme matures, viral resistance to the constituent drugs will increase. Monitoring antiretroviral drug resistance (ARVDR) should therefore be a priority in the public health approach to HIV treatment. Methods: A cross-sectional investigation of genotypic antiretroviral drug resistance in: a) HIV-infected mothers who were exposed to a PMTCT regimen of short course azidothymidine (AZT) with single dose nevirapine (NVP) during labour. b) HIV-infected adults and children who were cART-naïve (transmitted or initial resistance). c) HIV-infected adults and children who were failing cART (drug-induced or acquired resistance). In case of adults, this includes patients on a first-line, non-nucleoside reverse transcriptase (NNRTI)-based regimen, or on a second-line, protease inhibitor (PI)-based regimen, and in case of children, this includes patients on a first-line PI-based regimen. Results: In mothers who received a PMTCT-regimen that combined AZT and NVP the prevalence of NNRTI resistance mutations was 17.1% (95% CI: 8.7-25.6%). The prevalence of transmitted ARVDR in adults was low, as was initial ARVDR in young children (mostly PMTCT-exposed), except for NNRTI resistance in children who had received NVP as part of PMTCT. Drug-induced resistance was found in adults failing first-line NNRTI-based cART, with 83% having resistance to ≥1 drug. In contrast, adult patients failing second-line PI-based cART had a low prevalence of PI resistance; the predominant reason for failure was poor drug exposure, as detected by measuring lopinavir concentrations in blood plasma and hair samples. In contrast, PI resistance in children was not rare, largely due to historic exposure to un-boosted PIs. This resulted in extensive resistance to PIs and reverse transcriptase inhibitors (RTI) in some children. Conclusions: A combined regimen of short course AZT with intrapartum NVP for PMTCT may, in addition to reducing the risk of neonatal infection, also reduce the risk of NVP resistance in the mothers compared to a regimen of NVP only. In South Africa, the prevalence of transmitted ARVDR remains low relative to industrialised countries, probably as comparatively little time has elapsed since the scale-up of cART. Adults failing first-line cART are likely to respond to second-line cART, without failure due to resistance. However some children with PI and RTI resistance cannot be adequately treated with drugs currently available through the roll-out programme. This emphasizes the urgent need for a rational and science-based approach to managing cART-experienced children, including access to additional drugs to form a third-line paediatric cART regimen.
AFRIKAANSE OPSOMMING: Inleiding: Sedert die begin van die Suid Afrikaanse publieke sektor antiretrovirale uitrol program in 2004 is die sukses van antiretrovirale kombinasie-behandeling (k-ARB) ervaar in terme van oorlewing, voorkoming van moeder na kind oordrag (VMKO) en lewenskwaliteit. Nietemin, sal weerstandigheid teen die middels wat in die antiretrovirale program gebruik word toeneem soos wat die program gevestig raak. Die monitoring van antiretrovirale middel-weerstandigheid is derhalwe ‘n prioriteit in gemeenskap-gesondheid benadering tot MIV behandeling. Metodes: ‘n Deursnit ondersoek van genotipiese antiretrovirale middel-weerstandigheid in: a) MIV-geïnfekteerde moeders wat blootgestel is aan VMKO regimen bestaande uit ‘n kort kursus AZT met ‘n enkeldosis nevirapien (NVP) tydens kraam. b) MIV-geïnfekteerde volwassenes en kinders wat komibinasieterapie-naïef (oorgedraagde of inisiële weerstandigheid) is. c) MIV-geïnfekteerde volwassenes en kinders wat k-ARB faal (middel-geïnduseerde weerstandigheid). In geval van volwassenes, sluit dit pasiënte op ‘n eerste-linie, non-nucleosied tru-transkriptase inhibitor (NNRTI)-regimen, en tweede-linie protease inhibitor (PI)-gebaseerde regimen, en in geval van kinders, sluit dit pasiënte in op ‘n eerste-linie PI-gebaseerde regimen. Resultate: In moeders wat ‘n gekombineerde AZT en NVP VMKO-regimen ontvang het, was die voorkoms van NNRTI weerstandigheid 17.1% (95%-vertrouensinterval: 8.7-25.6%). Die voorkoms van oorgedraagde ARVMW in MIV-geïnfekteerde volwassenes en kinders wat kombinasieterapie-naïef is, was laag, so ook ARVMW in jong kinders (meestal VMKO-blootgestel), behalwe vir non-nukleosied tru-transkriptase inhibitor (NNRT) weerstandigheid in kinders wat NVP ontvang het deur VMKO. Middel-geïnduseerde weerstandigheid was gevind in volwassenes wat die eerste-linie NNRTI-gebaseerde k-ARB gefaal het, met 83% wat weerstandigheid teen ≥1 middel het. Volwassenes wat ‘n tweede-linie protease inhibitor (PI) –gebaseerde k-ARB gefaal het , het ‘n lae voorkoms van PI weerstandigheid, met die oorwegenede oorsaak, swak middel-bloostelling, soos bepaal deur van lopinavir-konsentrasies in bloed plasma en hare. In teenstelling hiermee was PI weerstandigheid nie skaars in kinders nie, hoofsaaklik weens historiese blootstelling an ongeskraagde PI-behandeling. Dit het tot uitgebreide weerstandigheid tot PIs en tru-transkritptase inhibitors (RTI) in sommige kinders gelei. Gevolgtrekkings: ‘n Gekombineerde regimen van ‘n kort kursus AZT met NVP tydens kraam vir VKMO, mag bykomend tot die vermindering die risiko van pasgebore infeksie, ook die kans vir weerstandigheid teen NVP in die moeders verlaag in vergelyking met ‘n regimen van NVP-alleen. Die voorkoms van oorgedraagde ARVMW is tans laag in vergelyking met geïndustrialiseerde lande, waarskynlik aangesien daar nog betreklik min tyd verloop het sedert k-ART wyd beskikbaar gemaak is. Volwassenes wat eerstelyn kombinasie terapie faal sal waarskynlik goed reageer op tweede-linie terapie, sonder terapie faling weens middelweerstandigheid. Daarenteen kan sommige kinders met protease inhibitor en tru-transkriptase weerstandigheid nie voldoende behandel word met die huidig-beskikbare middels in die uitrol program nie. Dit beklemtoon die dringende noodsaaklikheid van ‘n rasionele en wetenskaplike benadering tot k-ART in kinders, met ‘n lang terapie geskiedenis, wat toegang tot bykomende medikasie behels om `n derde-linie regimen saam te stel.
Shao, Xingwu. "Reverse transcriptase assays for analysis of resistance to anti-HIV drugs and their mechanism of action /." Stockholm, 2003. http://diss.kib.ki.se/2003/91-7349-489-5.
Full textBandaranayake, Rajintha M. "Exploring Molecular Mechanisms of Drug Resistance in HIV-1 Protease through Biochemical and Biophysical Studies: A Dissertation." eScholarship@UMMS, 2010. https://escholarship.umassmed.edu/gsbs_diss/487.
Full textCai, Yufeng. "Energetic and Dynamic Analysis of Inhibitor Binding to Drug-Resistant HIV-1 Proteases: A Dissertation." eScholarship@UMMS, 2009. https://escholarship.umassmed.edu/gsbs_diss/448.
Full textAbreu, Rodrigo Martins. "Avaliação dos desfechos virológicos e de adesão ao tratamento antiviral em pacientes portadores de hepatite B crônica." Universidade de São Paulo, 2017. http://www.teses.usp.br/teses/disponiveis/5/5168/tde-05102017-101708/.
Full textBackground: Chronic hepatitis B (CHB) real-life treatment adherence has been poorly studied worldwide. In this study, it was evaluated long term virological and adherence outcomes regarding antiviral treatment in monoinfected CHB patients. Methods: A prospective cohort study with CHB patients (n=183) treated with adefovir, entecavir, lamivudine and / or tenofovir was performed in a Brazilian reference tertiary center. Treatment adherence was evaluated by a validate questionnaire named CEAT-HBV within three year-periods (2010/2011, 2013/2014 and 2014/2015). HBV drug resistance variants and single-dose pharmacokinetics were determined by sequencing and LC-MS/MS, respectively. Results: CEAT-HBV identified 79/183 (43%) patients with non-adherence to antiviral treatment and among them, 53/79 (67%) were more frequently viral load positive. However, 38% (70/183) had positive viral loads suggesting treatment non-response. Most frequent antiviral resistance variants were M204I/V (78%), L180M (59%), L80I (15%), V173L (7%) and Q215H (6%). The main causes associated with nonresponse to antiviral treatment were drug resistance variants (39%), drug resistance variants and nonadherence together (23%), non-adherence (13%), insufficient treatment duration (10%), and undetermined (16%). Single-dose pharmacokinetics indicated 48% (31/65) antiviral non-adherence. Two years after the first assessment, the CEATHBV indicated that 101/143 (71%) patients were adhered treatment, on basis of an analysis of the per-protocol population. However, 21% (40/183) of the patients could not be evaluated and were excluded. The main reasons for exclusion were death (20/183), 11 out 20 deaths due to hepatocellular carcinoma, loss to follow up (16/183) and others (4/183). HBV booklet was used for medical education. The third CEAT-HBV assessment (2014/2015) showed that 112/135 (83%) patients were on treatment adherence (per-protocol population) and 8/143 (6%) were excluded. Longterm evaluation showed that adherence rate based on CEAT-HBV continue to increase after 4-years (p < 0.001). Conclusions: Our data highlights the importance of CHB therapy adherence assessment monitoring. Long-term adherence outcomes may be dynamic and it is possible to increase the migration rate to adherence/HBV DNA negative group
Bismara, Beatriz Aparecida Passos. "Padronização de tecnicas moleculares para o estudo da resistencia a drogas antiretrovirais em crianças infectadas pelo virus da imunodeficiencia humana tipo 1 (HIV-1) via perinatal." [s.n.], 2006. http://repositorio.unicamp.br/jspui/handle/REPOSIP/313491.
Full textDissertação (mestrado) - Universidade Estadual de Campinas, Faculdade de Ciencias Medicas
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Resumo: Investigamos a presença de mutações em crianças infectadas verticalmente pelo vírus da Imunodeficiência Humana tipo 1 (HIV-1) que conferem resistência aos agentes antiretrovirais. Amostras de sangue periférico foram coletadas de sessenta e seis pacientes em seguimento no do Ambulatório de Pediatria do Hospital das Clínicas da Universidade Estadual de Campinas. A partir de leucócitos destas amostras foi extraído o DNA, após diversas lavagens e precipitações. Foi preparado um Mix para 20 reações contendo 100µl de Buffer (50 mM de cloreto de potássio; 20 mM de Tris-HCl - pH 8,4); 100 µl de cloreto de magnésio (25mM); 12µl da mistura desoxirribonucléica - dNTPs (dATP, dGTP, dCTP; dTTP) a 25mM, 10µl de cada ¿primer¿ (25pmoles/µl); 0,5µl de Taq DNA polimerase e 0,5 µl do DNA a ser estudado, para a realização da PCR. As condições da reação foram: Desnaturação: 95ºC - 3 minutos; Anelamento: 55ºC ¿ 1 minuto; Extensão: 72ºC - 1 minuto (3 ciclos). Desnaturação: 95ºC ¿ 1 minuto; Anelamento: 55ºC ¿ 45 segundos; Extensão: 72ºC ¿ 1 minuto e Extensão final: 72ºC por 10 minutos (35 ciclos). As bandas foram visulizadas em gel de agarose 1%, obtendo-se uma banda de 1008 pares de bases. Os produtos selecionados foram submetidos a seguinte reação de seqüenciamento: 1,0 µl do produto da PCR; 4,0 µl de Premix (Amersham); 1,0 µl de primer 5 µM; Completar com dH2O para 10,0 µl de reação. Após a amplificação, os fragmentos foram analisados pelo Software MegaBACE¿ Sequence Analyzer, em seguida alinhados e comparados com o banco de dados público (GenBank), com o vírus selvagem, e com o programa Phred, Phrap, Consed. As principais mutações encontradas no gene da Transcriptase reversa foram: M184V(42,6%), M41L (39,3%), D67N (27,9%), T215Y (26,2%) e K70R (18%). No gene da Protease as principais encontradas foram: L63P (42,6%), L90M e M36I (32,8%), V77I (29,5%), I93L (24,6%), V82A (16,4%), I54V (14,8%) e K20R (13,1%). Concluímos que este método é muito eficaz para análise das seqüências, auxiliando na observação das mutações. Este exame deveria ser implantado na rotina para os pacientes portadores deste vírus, pois auxiliaria os clínicos na escolha de uma terapia ideal para cada paciente. As crianças que apresentavam estas mutações associadas às drogas antiretrovirais estavam com o quadro clínico afetado e a maioria dos esquemas terapêuticos não reduziam a carga viral em níveis desejáveis
Abstract: In this work our purpose was to determine the subtype, prevalence of drug-resistance mutations, and assess genotypic profiles in HIV-1 infected children under antiretroviral treatment, from Campinas, São Paulo, Brazil. Blood samples from sixty six vertically human immunodeficiency virus type 1 (HIV-1) infected Brazilian children were studied for antiretroviral drug resistance. Combination therapy with protease (PR) and reverse transcriptase (RT) inhibitors can efficiently supress human immunodeficiency virus (HIV) replication, but the emergence of drug resistance variants correlates strongly with therapeutic failure1. DNA was extracted from peripheral blood mononuclear cells (PBMc) samples, and a 1.0 kb fragment containing HIV-1PR and RT-coding sequence were amplified by Nested Polymerase Chain Reaction, sequencing and subtyping. The HIV-1 subtyping based on the polymerase (pol) gene sequences (protease and reverse transcriptase-RT regions) was as follow: subtype B (83,6%), subtype F (9,8%) and B/F viral recombinant forms (6,6%). We found fifty five sequences presented significant mutations and thirty five presented common polymorphism conferring resistance to protease inhibitors (PIs). Forty one presented mutations associated with resistant to nucleoside reverse transcriptase inhibitors (NRTIs). The entire viral protease and codons 1 to 219 of the reverse transcriptase gene from 61 HIV-1 isolates were amplified and sequenced for genotyping. Two major protease inhibitor-resistance associated mutations, M36I and L90M, were most prevalent in our samples (32,8%) and the polymorphism L69P (42,6%). Minor mutation were also found at the protease gene: V77I (29,5%), V82A (16,4%), I93L (24,6%), I54V (14,8%), K20R (13,1%). Many mutations associated with reduced susceptibility to nucleoside or non-nucleoside reverse transcriptase inhibitors were detected: M41L (39,3%), M184V (42,6%), D67N (27,9%), T215Y (26,2%), L210W (21%), K70R (18%) and E44D (11,5%). This study demonstrated that 98,3% of the studied population from the Campinas, showing evidences of therapy failure, presented viral genomic mutations associated with drug resistance. The main antiretroviral to which this population showed resistance were PI nelfinavir (54%), and ritonavir with lopinavir (18%), and the NNRTIs efavirenz (18%) and nevirapine (3,2%), and the NRTIs zidovudine (60,6%), didanosine (47,5%), lamivudine (45,9%). Ninety-eight percent of patients under antiretroviral therapy and with high viral load counts showed resistance to at least one of the antiretroviral analyzed.
Mestrado
Mestre em Farmacologia
Cantrell, Ronald Alexander. "Diagnosing antiretroviral treatment failure in resource-limited settings." Thesis, Birmingham, Ala. : University of Alabama at Birmingham, 2008. https://www.mhsl.uab.edu/dt/2008p/cantrell.pdf.
Full textKalmar, Erika Maria do Nascimento. "Avaliação da resistência do HIV-1 às drogas anti-retrovirais em 150 pacientes em interrupção terapêutica por mais de seis meses." Universidade de São Paulo, 2007. http://www.teses.usp.br/teses/disponiveis/5/5134/tde-23102007-140855/.
Full textINTRODUCTION: Changes in guidelines for antiretroviral introduction and difficulties in maintaining Highly Active Antiretroviral Therapy have lead some physicians in Brazil to interrupt for long periods of time the treatment in some Human Immunodeficiency Virus-1 (HIV-1) infected patients. The objective of this study was to evaluate the causes that influenced long term treatment interruption and to determine the frequency of resistant strains among these patients. METHODS: A total of 150 patients, previously treated with antiretroviral therapy and under treatment interruption TI for at least 6 months, were recruited from two HIV outpatients clinics in São Paulo city. Patients responded to a questionnaire and the medical records were also analyzed. Plasma samples were obtained to HIV-1 genotypic resistance test. DNA was amplified for the protease and reverse transcriptase gene. Sequences were analyzed using Stanford algorithm; samples were considered resistant if they resulted in partial or complete resistance to at least one drug. RESULTS: One hundred thirty seven of the 150 samples had their DNA amplified, 38 (27.7%) of them harboring a resistant strain. Nucleoside reverse-transcripatse inhibitors, nonnucleoside reverse- transcripatse inhibitors and protease inhibitors associated mutations were present in 29 (76.3), 15 (39.4%) and 5 (13.1%) samples respectively. We could only associate presence of resistance to viral load detection before TI.. Of the 150 patients, 110 (73.3%) had interrupted treatment following medical advice, the remaining stopped by their own decision. The reasons for TI were: 58 (38.7%) had ARV-related side-effects, 45 (30.0%) had good laboratory parameter and/or started therapy based on criteria that were no longer used, 30 (20.0 %) had poor adhesion. During the 12 months prior to the study, there were 56 (37.3%) who had unprotected sexual relations and 130 (86.7%) had had sex with two or more partners. CONCLUSION: The frequency of drug resistance strains in this group of patients was high. These strains seem to have a good fitness because they were present after 6 months of drug interruption. The high viral load associated to non sexual protection in this group of patients may lead to increase in transmission of drug resistance strains.This highlights the need of prevention measures in this special group.
Colomer, Lluch Marta. "Antibiotic resistance genes in the viral DNA fraction of environmental samples = Gens de resistència a antibiòtics en el DNA de la fracció vírica de mostres ambientals." Doctoral thesis, Universitat de Barcelona, 2014. http://hdl.handle.net/10803/144525.
Full textLa tesi doctoral que es presenta a continuació té com a objectiu principal l’estudi de gens de resistència a antibiòtics de rellevància clínica en la fracció de DNA de partícules de bacteriòfags aïllades de diferents tipus de mostres ambientals per tal de determinar la importància dels bacteriòfags com a vehicles de mobilització de gens de resistència a antibiòtics entre bacteris. S’ha estudiat un ampli espectre de gens de resistència a antibiòtics com a representants dels grups principals descrits actualment en la nostra àrea geogràfica corresponent a tres β-lactamases (blaTEM, blaCTXM-1 i blaCTX-M-9), el gen mecA de resistència a meticil•lina en estafilococs, i els gens de resistència a quinolones qnrA i qnrS. Per això s’han analitzat diversos tipus de mostres procedents d’aigua residual municipal, d’aigua de riu i d’aigua residual amb contaminació fecal animal per tal de quantificar els gens de resistència a antibiòtics d’interès en DNA aïllat de bacteriòfags. Durant els diferents estudis s’ha intentat optimitzar la metodologia d’extracció de DNA de bacteriòfags així com els controls corresponents per garantir l’amplificació de DNA encapsidat i l’eliminació de qualsevol DNA lliure present a les mostres i de qualsevol possible vesícula amb DNA al seu interior. Per altra banda, també s’ha determinat la capacitat funcional dels gens de resistència detectats en DNA de fags i per això s’han realitzat experiments de transformació a partir de soques bacterianes sensibles a un determinat antibiòtic amb l’objectiu d’incorporar la resistència i per tant, esdevenir resistents a l’antibiòtic en qüestió. També, s’ha estudiat la influència de determinats compostos implicats en la inducció del cicle lític de bacteriòfags temperats, en l’augment en el nombre de còpies de gens de resistència a antibiòtics en DNA present en la fracció de fags de l’aigua residual. Finalment, degut a la importància de la transferència horitzontal de gens com a mecanisme de dispersió de la resistència a antibiòtics en el medi ambient i en clínica s’han dut a terme experiments de transducció per tal d’intentar reproduir in vitro el procés que tindria lloc de manera natural.
Lange, C. M. "Population and single genome kinetics driving the evolution of multiple linked multiclass drug resistance mutations in the viral protease and reverse transcriptase of HIV-1 subtype C in children receiving early protease inhibitor based combination therapy." Thesis, University College London (University of London), 2015. http://discovery.ucl.ac.uk/1469608/.
Full textKolli, Madhavi. "Co-evolution of HIV-1 Protease and its Substrates: A Dissertation." eScholarship@UMMS, 2009. https://escholarship.umassmed.edu/gsbs_diss/455.
Full textBrice, Joséphine. "Caractérisation du réservoir viral et des anticorps chez des enfants infectés par le VIH en suppression virologique au Mali." Electronic Thesis or Diss., Sorbonne université, 2019. http://www.theses.fr/2019SORUS506.
Full textAbsence of detectable HIV viremia treatment cessation in 3 children suggests that very early could lead to functional cure. The main objective is to qualitatively and quantitatively characterize viral reservoir and anti-HIV-1 antibodies virologically suppressed children in order to identify factors associated with their decrease. This is a prospective cross-sectional study included 97 children at the Gabriel Touré University Hospital (Bamako, Mali). They had a median age of 9.8 years at time of inclusion and 3.3 years at treatment initiation with a median HAART duration of 5.4 years. The median total HIV-DNA level was 445 copies/106 PBMCs, the median anti-gp41 antibodies activity was 0.29 optical density and the median HIV antibody level was 14.1 S/CO. We showed a high prevalence of HIV-1 resistance in HIV-DNA. Eight seroreversions were identified. A low anti-gp41 antibody activity was associated with both a younger age at HAART initiation and a lower level of anti-HIV antibodies. A lower anti-HIV antibodies level was associated with a younger age at HAART initiation. A significant proportion of virologically suppressed VHIV children who initiated HAART before the age of 2 years stopped to produce and/or progressively lost the HIV antibodies
Mittal, Seema. "Role of Protein Flexibility in Function, Resistance Pathways and Substrate Recognition Specificity in HIV-1 Protease: A Dissertation." eScholarship@UMMS, 2011. https://escholarship.umassmed.edu/gsbs_diss/573.
Full textNeto, Gaspar Lisbôa. "Identificação de polimorfismos e mutações primárias de resistência aos inibidores de protease (NS3/NS4A) no vírus da hepatite C em pacientes com hepatite C crônica monoinfectados e coinfectados pelo vírus da imunodeficiência humana." Universidade de São Paulo, 2017. http://www.teses.usp.br/teses/disponiveis/5/5134/tde-31072017-150758/.
Full textINTRODUCTION: Chronic hepatitis C is a major cause of liver disease worldwide. Hepatitis C vírus (HCV) and HIV coinfection is not uncommon due to similar transmission routes. Recently developed direct-acting antivirals drugs (DAAs) have increased the rate of SVR even in coinfected patients. HCV has a high replication rate and a lack of proofreading activity, leading to a greatly diverse viral population. Baseline spontaneously occurring resistance substitutions in the protease region may impair the rate of success in some protease inhibitors (PI) based regimens. OBJECTIVE: to determine the prevalence of naturally occurring polymorphisms and resistance associated variants to HCV PIs in mono and coinfected HCV HIV patients and to evaluate potential associations between amino acid substitutions in protease domain and clinical / virological features of those patients. METHODS: Clinical and epidemiological data were retrieved from medical records of 247 subjects in Brazil (135 HCV monoinfected and 112 HIV HCV coinfected patients). HCV-RNA was extracted from plasma and a fragment of 765 base pairs from the NS3 region was amplified and sequenced with Sanger-based technology. Fibrosis staging was assessed by non invasive score (FIB-4). RESULTS: Overall, 54 patients (21.9%) had at least one amino acid substitution in the NS3 region; only 14 patients (5.7%) harboured at least one resistance mutation (T54S, V55A, Q80R). Q80K mutation was not found in any sample. There was no difference between monoinfected and coinfected patients regarding the frequency of natural polymorphisms and resistance mutations. Variables independently associated with amino acid substitution were HCV subtype 1b, total bilirubin level > 1.5 ULN and albumin level < 3.5 g/dL. Advanced liver fibrosis (FIB-4 > 3.25) was not related to NS3 polymorphisms nor resistance associated variants. Examination of HCV protease nucleotide diversity revealed greater heterogeneity in subtype 1b than subtype 1a. Analysis of selective pressure did not reveal a greater quasispecies variability in advanced liver fibrosis group, being such finding consistent with a relatively conserved gene in this setting. CONCLUSION: Baseline HCV NS3 amino acid substitutions depicted herein were considered mostly natural polymorphisms with no clinical impact in a PI based therapy. The prevalence of resistance-associated substitutions was low and compatible with values reported by most national and international studies. HIV coinfection was not associated with a greater frequency of such substitutions in the studied sample. The NS3 region of genotype 1b was highly variable in relation to genotype 1a, highlighting geographic differences concerning HCV genetic profile
Soares, Celina Maria Pereira de Moraes [UNIFESP]. "Prevalência de resistência transmitida do HIV-1 aos antirretrovirais no Brasil, pré- início de tratamento." Universidade Federal de São Paulo (UNIFESP), 2011. http://repositorio.unifesp.br/handle/11600/9962.
Full textA seleção de mutações de resistência aos medicamentos antirretrovirais pós-falha terapêutica representam um grande desafio para a tomada de decisão de novos esquemas de tratamento na pandemia global. A elevada variabilidade genética do HIV-1 e a seleção de mutações de resistência transmitida a pacientes infectados cronicamente, sem que tenham participado de qualquer esquema terapêutico, tem sido objeto de vários estudos no mundo. Os padrões de resistência são estudados principalmente em países da Europa e Estados Unidos, que apresentam prevalência majoritária do subtipo B. Contudo, estudos que direcionam a seleção de mutações transmitidas aos medicamentos antirretrovirais e em subtipos não-B, assim como em suas formas recombinantes, tem aumentado significativamente em várias regiões do mundo. No Brasil, esses estudos são realizados esporadicamente e em regiões distintas do país e, principalmente, em pacientes recém-infectados. A alta variabilidade genética do HIV-1 no nosso país é representada de forma diversificada, com a presença do subtipo B, seguida do F, e especificamente na região Sul a importante prevalência do subtipo C. O objetivo principal deste estudo está embasado nas características de mutações de resistência transmitida aos medicamentos antirretrovirais pelo HIV-1 no gene pol, frações da transcriptase reversa e protease, com análise do perfil mutacional por grupos populacionais de pacientes cronicamente infectados pelo HIV-1 e não tratados, porém com indicação de início imediato de tratamento. Foram avaliados os pacientes representados nas regiões demográficas do Brasil. A prevalência nacional, resultou em 12,1% de mutações de resistência transmitida aos antirretrovirais pelo HIV-1 (grau intermediário de 5 a 15%) e 70,8% de subtipo B; 15,5% C; 6,4% F; 4,0% BF e 3,0% BC na classificação dos subtipos do HIV-1. Além disso, foram classificadas as prevalências de mutações transmitidas, dos subtipos do HIV-1 e características sociodemográficas, laboratoriais e os dados comportamentais na população HIV positiva pré-terapia por cidade nas cinco regiões brasileiras.
The selection of resistance mutations to antiretroviral drugs after failure of antiretroviral therapy represents a major challenge for decision-making of new therapeutic regimens in the global pandemic. The high genetic variability of HIV- 1and the selection of resistance mutations trasmitted to patients chronically infected without having participated in the regimen has been the subject of several studies in the world. Resistance patterns are studied mainly in European countries and the United States, wich have majority prevalence of subtype B. However, studies that guide the selection of transmitted mutants to antiretroviral drugs and non-B subtypes, and in their recombinant forms, has increased significantly in the several regions of the world. In Brazil, these studies are conducted sporadically and in different regions of the country and specially in newly infected patients. The high genetic variability of HIV-1 is represented in our country so diverse, with the presence of subtype B, followed by F, and specifically in the South region, the prevalence of subtype C. In addition, coexist the prevalence of recombinant forms, where the principal is the subtype BF, followed by BC. The main objective of this study estimate the characteristics of transmitted resistance mutations to antiretroviral drugs in HIV-1 ol gene, fractions of reverse transcriptase and protease, with mutational analysis of the profile by a population patients chronically infected with HIV-1 and not treated, but with indication of immediate initiation of treatment. We evaluated the patients represented in the demographic regions of Brazil. The national prevalence resulted in 12.1% of transmitted resistance mutations to antiretroviral (intermediate grade 5% to 15%) and 70.8%, 15.5% C, 6.4% F, 4.0% BF and 3.0% BC in the classification of subtypes of HIV-1. In addition, the prevalence of transmitted mutations, the subtypes of HIV-1 and sociodemographic characteristics, laboratory parameters and behavior data in population HIV-1 positive pre-treatment were classified by the cities in five Brazilian regions.
TEDE
BV UNIFESP: Teses e dissertações
Franke, Christina E. "Tobacco Mosaic Virus Nanocarrier for Restored Cisplatin Efficacy in Platinum-Resistant Ovarian Cancer." Case Western Reserve University School of Graduate Studies / OhioLINK, 2017. http://rave.ohiolink.edu/etdc/view?acc_num=case1493810190306879.
Full textDiouara, Abou Abdallah Malick. "Réponse virologique au traitement antirétroviral chez les patients infectés par le VIH-1, suivis en milieux décentralisés en Afrique de l’Ouest (Sénégal, Mali et Guinée Conakry)." Thesis, Montpellier 1, 2014. http://www.theses.fr/2014MON1T013/document.
Full textOne of the major barriers to the optimal care of patients undergoing antiretroviral therapy is the limited access to viral load (VL) and genotyping tests, especially in remote areas. These technologies are usually available only at central health facilities in larger cities and plasma is the reference sample. However, plasma or whole blood samples shipment from remote areas to reference lab faces several constraints or even impossible. In order to bring closer patients to reference lab, we have demonstrated the ability of DBS (Dried Blood Spots) collected and shipped in field conditions to provide complete virological monitoring (VL and genotyping). We also documented for the first time, virological outcome of ART and HIV-1 genetic diversity in adult patients followed up in decentralized settings in Senegal, Mali and Guinea Conakry. Overall, despite the low treatment adherence noted sometimes, our findings show no significant differences in the occurrence of virological failure among patients followed up in the central and peripheral health facilities, whatever the country. In Senegal, no integrase inhibitors associated DRM has been found despite the high rate of resistance in patients failing first and second-line treatment. Furthermore, among children born to HIV infected mothers, NNRTI-associated drug resistant mutations (DRM) were more predominant, probably because of systematic use of Nevirapine in MTCT. Our studies also confirm the high genetic diversity of viral subtypes, with the dominance of CRF02_AG in West Africa. This work presented here highlights the feasibility and relevance of DBS as support for the virological monitoring of patients in decentralized settings in West Africa. Furthermore, its use showed high rate of virological failure indicating the need to reinforce adherence to treatment. Finally, our results highlight the utility to considering carefully drug resistance patterns before switching to another ART regimen
Schilb, Andrew L. "OPTIMIZATION OF NON-VIRAL GENE DELIVERY SYSTEM FOR IMAGE-GUIDED THERAPY FOR TRIPLE NEGATIVE BREAST CANCER." Case Western Reserve University School of Graduate Studies / OhioLINK, 2021. http://rave.ohiolink.edu/etdc/view?acc_num=case1627484657204883.
Full textNguyen, Hai Le. "HIV-1 minority variants associated with drug resistance to reverse transcriptase and integrase inhibitors and genetic barrier for the development of resistance to integrase inhibitors." Paris 7, 2012. http://www.theses.fr/2012PA077051.
Full textMinority HIV-1 drug resistance bas not been studied in Thailand. Two groups of patients, whose conventional genotyping results showed no drug resistance-associated mutations, were investigated: 104 homosexual men recently infected with HIV-1, naive to antiretroviral treatment and 22 first-line NNRTI-based failures. Pyrosequencing assay was developed to detect and quantify minority Y181C and M184V variants from the patients' plasma samples. 1/104 (0. 96%) and 3/101 (3%) samples were found harboring Y181C and M184V in the group of homosexual men. In patients with first-line treatment failure, one harbored minority Ml84V mutants (4. 5%). Thus, due to such a low prevalence, minority drug résistance test may not be cost-effective for implementing in Thailand. The mechanism of raltegravir (RAL)-resistant evolutions has not been completely elucidated. Because of the emergence of RAL résistance usually initiated with the N155H mutant, we assessed the role of minority N155H-mutated variants in circulating RNA and archived DNA in 5 heavily treated patients experiencing RAL failure and harboring 3 different résistance profiles. No minority N155H-mutated variant was found by allele specific PCR (AS-PCR) in both plasma and whole blood samples collected at baseline and after RAL withdrawal in ail 5 patients. During RAL failure, the mutation N155H was detected at different levels in 3 patients displaying the N155H pathway and gradually declined when the double mutant Q148H+G140S was selected in one patient. In two patients with the Q148H résistance pathway, no N155H variant was identified by AS-PCR in both viral RNA and DNA. The N155H mutants might not play a role in determining different résistance profiles. The genetic barrier, defined by the accumulative number of drug-associated mutations required for the virus to escape drug-selective pressure, is a crucial factor in the development of drug résistance. There are limited data on subtype CRJF01_AE, a predominant isolate in Southeast Asia. The genetic barrier for the evolution of integrase inhibitors (INIs) including RAL, elvitegravir (EVG), and dolutegravir (DTG) résistance was compared between HIV-1 subtypes B and CRF01_AE by analyzing of 66 substitutions associated with INI résistance at 41 amino acid positions in 144 nucleotide sequences (109 HIV-1 subtype CRF01_AE and 35 HIV-1 subtype B) of IN gene derived from INI-naïve patients. Most studied amino acid positions including ail corresponding to RAL and EVG primary mutations show a high degree of conservation, indicating the same genetic barrier between subtypes CRF01_AE and B. Nevertheless, different genetic barriers were observed in two mutations described to be associated with DTG résistance (L101I, A124T) and other five RAL and EVG secondary mutations (V72I, T125K, G140C/S, V201I), which could have an impact on the development of résistance to RAL, EVG, and DTG
Neto, Jadir Rodrigues Fagundes. "Acompanhamento clínico-laboratorial da utilização de Enfuvirtida em pacientes HIV soropositivos multiexperimentados atendidos nos ambulatórios do Hospital Universitário Pedro Ernesto." Universidade do Estado do Rio de Janeiro, 2012. http://www.bdtd.uerj.br/tde_busca/arquivo.php?codArquivo=5973.
Full textEnfuvirtide (ENF) is the only fusion inhibitor available. It is an interesting option for patients with HIV infection when used in combination with other antiretroviral drugs, especially in the treatment of multi-experienced patients with virological failure and few therapeutic options. Its effectiveness confirmed in clinical trials finds the barriers in its parenteral administration. Using these data, we evaluated, for 48 weeks, the virological response, evolution of CD4 T cells, the possible primary resistance to ENF and the impact to the subcutaneous use of the drug in ten patients undergoing outpatient monitoring at Hospital Universitário Pedro Ernesto with a history of more than ten years of HIV infection and use of ENF in their therapy, as suggested by resistance testing. All patients have successfully completed the therapy by the end of follow-up with an undetected viral load and a significant average increase of CD4 T lymphocytes. As for a possible primary resistance, neither the genotyping nor the glycoprotein 41 revealed natural mutations that could diminish the effect of ENF. Concerning the management, preparation and application of the drug, we found that a multidisciplinary support is essential to avoid that the drug be discontinued
Rath, Barbara. "La mégère apprivoisée : élaborer des stratégies pour la gestion de la résistance aux médicaments dans la grippe et l'infection par le virus de l'immunodéficience humaine." Thesis, Besançon, 2012. http://www.theses.fr/2012BESA3012/document.
Full textThe development or efficacious drugs against the human immunodeficiency virus is one of the greatest success stories in the recent medical history: when combination therapy became standard of care after the Vancouver Conference in 1996, a deadly disease was gradually turned into a manageable chronic condition. The following decades have been dedicated to developing consolidated treatment regimens for both adults and children, to the prevention of mother-to-child transmission and to expanding access to antiretroviral therapy (AR1) in developing countries. Subsequently, the success story of antiviral treatment of Hl V infection has become a model for tl1e development of successful treatment strategies for other viral diseases, such as hepatitis and infections with herpesviridae, enteroviridae and influenza A and B. This thesis aims to draw a continuous line from: (1) new in vitro models to simulate comhination therapy against multidrug-resistant HIV-1 promoting the selection of the most sustainable regimen in salvage patients, to (2) a cost-effective approach to monitoring drug resistance in treatment cohorts in low-resource settings, and finally to (3) a translational approach to managing influenza therapy and predicting the development of drug resistant influenza in children. The work presented herein aims to provide a comprehensive view of the lessons learned in optimizing antiviral treatment strategies against HIV and influenza virus in adults and children
Araya, Seare Tesfamichael. "Support vector machine prediction of HIV-1 drug resistance using The Viral Nucleotide patterns." Thesis, 2007. http://hdl.handle.net/10539/2104.
Full textDrug resistance of the HI virus due to its fast replication and error-prone mutation is a key factor in the failure to combat the HIV epidemic. For this reason, performing pre-therapy drug resistance testing and administering appropriate drugs or combination of drugs accordingly is very useful. There are two approaches to HIV drug resistance testing: phenotypic (clinical) and genotypic (based on the particular virus’s DNA). Genotyping tests HIV drug resistance by detecting specific mutations known to confer drug resistance. It is cheaper and can be computerised. However, it requires being able to know or learn what mutations confer drug resistance. Previous research using pattern recognition techniques has been promising, but the performance needs to be improved. It is also important for techniques that can quickly learn new rules when faced with new mutations or drugs. A relatively recent addition to these techniques is the Support Vector Machines (SVMs). SVMs have proved very successful in many benchmark applications such as face recognition, text recognition, and have also performed well in many computational biology problems where the number of features targeted is large compared to the number of available samples. This paper explores the use of SVMs in predicting the drug resistance of an HIV strain extracted from a patient based on the genetic sequence of those parts of the viral DNA encoding for the two enzymes, Reverse Transcriptase or Protease, which are critical for the replication of the HIV virus. In particular, it is the aim of this reseach to design the model without incorporating the biological knowledge at hand to enable the resulting classifier accommodate new drugs and mutations. To evaluate the performance of SVMs we used cross validation technique to measure the unbiased estimate on 2045 data points. The accuracy of classification and the area under the receiver operating characteristics curve (AUC) was used as a performance measure. Furthermore, to compare the performance of our SVMs model we also developed other prediction models based on popular classification algorithms, namely neural networks, decision trees and logistic regressions. The results show that SVMs are a highly successful classifier and out-perform other techniques with performance ranging between (94.13%–96.33%) accuracy and (81.26% - 97.49%) AUC. Decision trees were rated second and logistic regression performed the worst.
Bronze, Michelle Saltao. "In vitro HIV-1 drug resistance phenotyping, genotyping and novel virological failure detection tools for clinical patient management." Thesis, 2014.
Find full textGiandhari, Jennifer. "The role of the protease cleavage sites in viral fitness and drug resistance in HIV-1 subtype C." Thesis, 2010. http://hdl.handle.net/10413/9956.
Full textThesis (M.Med.Sc.)-University of KwaZulu-Natal, Durban, 2010.
Gammon, Donald Brad. "Vaccinia virus DNA polymerase and ribonucleotide reductase their role in replication, recombination and drug resistance /." 2010. http://hdl.handle.net/10048/860.
Full textA thesis submitted to the Faculty of Graduate Studies and Research in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Virology, Medical Microbiology and Immunology. Title from pdf file main screen (viewed on January 10, 2010). Includes bibliographical references.
Gordon, Michelle Lucille. "Molecular characterization of HIV-1 Subtype C strains from KwaZulu-Natal, South Africa, with a special emphasis on viral fitness and drug resistance." Thesis, 2004. http://hdl.handle.net/10413/2533.
Full textThesis (Ph.D.)-University of KwaZulu-Natal, Durban, 2004.
Phathagi, Muendi Tshililelwa. "Construction of an HIV-1 subtype C ventor system for phenotypic drug resistance studies." Diss., 2015. http://hdl.handle.net/11602/301.
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