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Role of pretreatment variables on plasma HIV RNA value at the sixth month of antiretroviral therapy including all first line drugs in HIV naïve patients: A path analysis approach
- Source :
- PLoS ONE, PLoS ONE, Vol 14, Iss 3, p e0213160 (2019)
- Publication Year :
- 2019
- Publisher :
- Public Library of Science, 2019.
-
Abstract
- Background and aimsWe investigated the conditioning roles of viral tropism and other variables on plasma HIV RNA levels after 6 months of combination antiretroviral therapy (cART) in an HIV-infected Italian naïve population using regression tree, random forest regression, and path analysis (PA). Patients in this multicenter observational study were treated with all antiviral drugs that are currently recommended as first-line therapies.MethodsAdult patients with chronic HIV infection were enrolled at the beginning of first-line cART (T0). The main variables were age, gender, tropism, "lcd4_0" and "lcd4_6" (log10 CD4+counts at T0 and after 6 months of cART, respectively), and "lrna0" (log10 HIV RNA at T0). Regression tree and random forest analyses were applied. The predictive effect on lrna6 (log10-transformed plasma HIV RNA after 6 months of cART) was also investigated via PA (x4->lcd4_0->lrna0->lrna6) with a treatment selection step included as a dependent (mediator) variable for each third drug and, as predictive covariates, age, female, x4_10, x4_5, lcd4_0, and lrna0. Tropism was assessed in plasma using the Geno2pheno algorithm with 2 false positive rate (FPR) cut-offs: 5% (x4_5) and 10% (x4_10).ResultsThe study included 571 subjects (21% x4_10 and 10.7% x4_5). The only important predictor of lrna6 was lrna0, and a positive indirect effect of bearing X4 virus in plasma was suggested. A significant direct positive effect of protease inhibitors on lrna6 was found (p = 0.022), and a significant negative effect of integrase strand transfer inhibitor (INSTI) was also detected (p = 0.003 for FPR ≤ 5% and p = 0.01 for FPR < 10%). PA predicted mean residual viremias of 40 copies/mL without INSTI and 3 copies/mL with INSTI.ConclusionsPA indicated a possible indirect role of HIV tropism on lrna6 with both FPR < 10% and ≤ 5%. Patients treated with INSTI had a predicted residual viremia of 3 copies/mL.
- Subjects :
- RNA viruses
Male
0301 basic medicine
Oncology
Genetics and Molecular Biology (all)
Viral Diseases
Physiology
HIV Infections
Signal transduction
Pathology and Laboratory Medicine
Biochemistry
0302 clinical medicine
Immunodeficiency Viruses
Biochemistry, Genetics and Molecular Biology (all)
Agricultural and Biological Sciences (all)
Medicine and Health Sciences
Public and Occupational Health
030212 general & internal medicine
education.field_of_study
Multidisciplinary
Pharmaceutics
virus diseases
Middle Aged
Vaccination and Immunization
Body Fluids
Infectious Diseases
Blood
Treatment Outcome
Anti-Retroviral Agents
Medical Microbiology
Viral Pathogens
Viruses
Medicine
RNA, Viral
Regression Analysis
Female
Pathogens
Anatomy
Coreceptors
Algorithms
Research Article
Adult
Cart
Cell biology
medicine.medical_specialty
Genotype
Settore MED/17 - Malattie Infettive
Science
Immunology
030106 microbiology
Population
Antiretroviral Therapy
Viremia
Microbiology
Blood Plasma
Virus
03 medical and health sciences
Pharmacotherapy
Drug Therapy
Antiviral Therapy
Virology
Internal medicine
Retroviruses
HIV tropism
medicine
Humans
education
Microbial Pathogens
Tropism
business.industry
Lentivirus
Organisms
Biology and Life Sciences
HIV
CD coreceptors
medicine.disease
CD4 Lymphocyte Count
Viral Tropism
Chronic Disease
HIV-1
Tissue tropism
Preventive Medicine
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PLoS ONE, PLoS ONE, Vol 14, Iss 3, p e0213160 (2019)
- Accession number :
- edsair.doi.dedup.....931281c9d0427e1bd1f6843a33b4fd36