A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression

Cytotoxic and noncytotoxic CD8+ T lymphocyte responses are essential for the control of HIV infection. Understanding the mechanisms underlying HIV control in elite controllers (ECs), which maintain undetectable viral load in the absence of antiretroviral therapy, may facilitate the development of ne...

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Main Authors: Sergey Ivanov, Dmitry Filimonov, Olga Tarasova
Format: Article
Language:English
Published: Elsevier 2021-01-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037021001689
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spelling doaj-f0be923293074d34adddea355ffcc0ef2021-05-06T04:22:38ZengElsevierComputational and Structural Biotechnology Journal2001-03702021-01-011924472459A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progressionSergey Ivanov0Dmitry Filimonov1Olga Tarasova2Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia; Department of Bioinformatics, Pirogov Russian National Research Medical University, Moscow, Russia; Corresponding author at: Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia.Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, RussiaDepartment of Bioinformatics, Institute of Biomedical Chemistry, Moscow, RussiaCytotoxic and noncytotoxic CD8+ T lymphocyte responses are essential for the control of HIV infection. Understanding the mechanisms underlying HIV control in elite controllers (ECs), which maintain undetectable viral load in the absence of antiretroviral therapy, may facilitate the development of new effective therapeutic strategies.We developed an original pipeline for an analysis of the transcriptional profiles of CD8+ cells from ECs, treated and untreated progressors. Hierarchical cluster analysis of CD8+ cells’ transcription profiles allowed us to identify five distinct groups (EC groups 1–5) of ECs. The transcriptional profiles of EC group 1 were opposite to those of groups 2–4 and similar to those of the treated progressors, which can be associated with residual activation and dysfunction of CD8+ T-lymphocytes. The profiles of groups 2–4 were associated with different numbers of differentially expressed genes compared to healthy controls, but the corresponding genes shared the same cellular processes. These three groups were associated with increased metabolism, survival, proliferation, and the absence of an “exhausted” phenotype, compared to both untreated progressors and healthy controls. The CD8+ lymphocytes from these groups of ECs may contribute to the control under HIV replication and slower disease progression. The EC group 5 was indistinguishable from normal.Application of master regulator analysis allowed us to identify 22 receptors, including interferon-gamma, interleukin-2, and androgen receptors, which may be responsible for the observed expression changes and the functional states of CD8+ cells from ECs. These receptors can be considered potential targets of therapeutic intervention, which may decelerate disease progression.http://www.sciencedirect.com/science/article/pii/S2001037021001689Human immunodeficiency virusElite controllersCD8+ T lymphocytesGene expressionCluster analysisMaster regulators
collection DOAJ
language English
format Article
sources DOAJ
author Sergey Ivanov
Dmitry Filimonov
Olga Tarasova
spellingShingle Sergey Ivanov
Dmitry Filimonov
Olga Tarasova
A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
Computational and Structural Biotechnology Journal
Human immunodeficiency virus
Elite controllers
CD8+ T lymphocytes
Gene expression
Cluster analysis
Master regulators
author_facet Sergey Ivanov
Dmitry Filimonov
Olga Tarasova
author_sort Sergey Ivanov
title A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
title_short A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
title_full A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
title_fullStr A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
title_full_unstemmed A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression
title_sort computational analysis of transcriptional profiles from cd8(+) t lymphocytes reveals potential mechanisms of hiv/aids control and progression
publisher Elsevier
series Computational and Structural Biotechnology Journal
issn 2001-0370
publishDate 2021-01-01
description Cytotoxic and noncytotoxic CD8+ T lymphocyte responses are essential for the control of HIV infection. Understanding the mechanisms underlying HIV control in elite controllers (ECs), which maintain undetectable viral load in the absence of antiretroviral therapy, may facilitate the development of new effective therapeutic strategies.We developed an original pipeline for an analysis of the transcriptional profiles of CD8+ cells from ECs, treated and untreated progressors. Hierarchical cluster analysis of CD8+ cells’ transcription profiles allowed us to identify five distinct groups (EC groups 1–5) of ECs. The transcriptional profiles of EC group 1 were opposite to those of groups 2–4 and similar to those of the treated progressors, which can be associated with residual activation and dysfunction of CD8+ T-lymphocytes. The profiles of groups 2–4 were associated with different numbers of differentially expressed genes compared to healthy controls, but the corresponding genes shared the same cellular processes. These three groups were associated with increased metabolism, survival, proliferation, and the absence of an “exhausted” phenotype, compared to both untreated progressors and healthy controls. The CD8+ lymphocytes from these groups of ECs may contribute to the control under HIV replication and slower disease progression. The EC group 5 was indistinguishable from normal.Application of master regulator analysis allowed us to identify 22 receptors, including interferon-gamma, interleukin-2, and androgen receptors, which may be responsible for the observed expression changes and the functional states of CD8+ cells from ECs. These receptors can be considered potential targets of therapeutic intervention, which may decelerate disease progression.
topic Human immunodeficiency virus
Elite controllers
CD8+ T lymphocytes
Gene expression
Cluster analysis
Master regulators
url http://www.sciencedirect.com/science/article/pii/S2001037021001689
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