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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
BACKGROUND AND AIMS: We 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). P...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6411145/ https://www.ncbi.nlm.nih.gov/pubmed/30856186 http://dx.doi.org/10.1371/journal.pone.0213160 |
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author | Mengoli, Carlo Basso, Monica Andreis, Samantha Scaggiante, Renzo Cruciani, Mario Ferretto, Roberto Panese, Sandro Manfrin, Vinicio Francisci, Daniela Schiaroli, Elisabetta Maffongelli, Gaetano Sarmati, Loredana Andreoni, Massimo Baldelli, Franco Palu', Giorgio Parisi, Saverio Giuseppe |
author_facet | Mengoli, Carlo Basso, Monica Andreis, Samantha Scaggiante, Renzo Cruciani, Mario Ferretto, Roberto Panese, Sandro Manfrin, Vinicio Francisci, Daniela Schiaroli, Elisabetta Maffongelli, Gaetano Sarmati, Loredana Andreoni, Massimo Baldelli, Franco Palu', Giorgio Parisi, Saverio Giuseppe |
author_sort | Mengoli, Carlo |
collection | PubMed |
description | BACKGROUND AND AIMS: We 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. METHODS: Adult 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” (log(10) CD4+counts at T0 and after 6 months of cART, respectively), and “lrna0” (log(10) HIV RNA at T0). Regression tree and random forest analyses were applied. The predictive effect on lrna6 (log(10)-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). RESULTS: The 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. CONCLUSIONS: PA 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. |
format | Online Article Text |
id | pubmed-6411145 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64111452019-04-01 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 Mengoli, Carlo Basso, Monica Andreis, Samantha Scaggiante, Renzo Cruciani, Mario Ferretto, Roberto Panese, Sandro Manfrin, Vinicio Francisci, Daniela Schiaroli, Elisabetta Maffongelli, Gaetano Sarmati, Loredana Andreoni, Massimo Baldelli, Franco Palu', Giorgio Parisi, Saverio Giuseppe PLoS One Research Article BACKGROUND AND AIMS: We 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. METHODS: Adult 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” (log(10) CD4+counts at T0 and after 6 months of cART, respectively), and “lrna0” (log(10) HIV RNA at T0). Regression tree and random forest analyses were applied. The predictive effect on lrna6 (log(10)-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). RESULTS: The 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. CONCLUSIONS: PA 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. Public Library of Science 2019-03-11 /pmc/articles/PMC6411145/ /pubmed/30856186 http://dx.doi.org/10.1371/journal.pone.0213160 Text en © 2019 Mengoli et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Mengoli, Carlo Basso, Monica Andreis, Samantha Scaggiante, Renzo Cruciani, Mario Ferretto, Roberto Panese, Sandro Manfrin, Vinicio Francisci, Daniela Schiaroli, Elisabetta Maffongelli, Gaetano Sarmati, Loredana Andreoni, Massimo Baldelli, Franco Palu', Giorgio Parisi, Saverio Giuseppe 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 |
title | 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 |
title_full | 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 |
title_fullStr | 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 |
title_full_unstemmed | 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 |
title_short | 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 |
title_sort | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6411145/ https://www.ncbi.nlm.nih.gov/pubmed/30856186 http://dx.doi.org/10.1371/journal.pone.0213160 |
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