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Updated: Aug 5, 2026

Exploring m6A and m5C Epitranscriptomes upon Viral Infection: an Example with HIV
Published on: March 5, 2022
Distinct Transcriptomic Profiles in ART-Treated People with HIV Are Associated with NF-κB-regulated Gene Expression
Yingfan Wang1, German G Gornalusse2,3, Urja Bhatt4
1Department of Computer Science, Duke University, Durham, North Carolina, United States of America.
Objective:
Despite effective antiretroviral therapy (ART), people with HIV (PWH) continue to experience elevated morbidity, potentially driven by persistent immune dysregulation. This study aimed to define transcriptomic heterogeneity in peripheral CD4+ T cells and identify immune signatures associated with clinical stratification in ART-treated PWH.
Design:
We analyzed transcriptomic and immunologic (plasma cytokine) data from a well-characterized cohort of ART-suppressed PWH to identify biologically meaningful subgroups.
Methods:
Bulk RNA sequencing was performed on peripheral CD4+ T cells from 154 ART-treated PWH. Plasma levels of immune mediators were also quantified. We applied Pairwise Controlled Manifold Approximation (PaCMAP), a novel dimensionality reduction technique, to identify transcriptomic clusters and assessed their associations with clinical and immunological parameters, including CD4:CD8 ratio and cell-associated HIV DNA/RNA.
Results:
PaCMAP identified three distinct transcriptomic clusters among PWH. These clusters were enriched for differential expression of genes regulated by NF-κB, suggesting a role for chronic immune activation and inflammation. While clustering was not associated with HIV reservoir size, there was a modest association with CD4:CD8 ratio, a key marker of immune recovery. Additionally, plasma levels of IL-1β, TNF-α, and G-CSF differed across clusters, supporting a link between plasma cytokines and CD4+ T cell transcriptomic diversity.
Conclusions:
Our findings define transcriptomic subgroups in ART-treated PWH that are characterized by NF-κB-driven gene expression and distinct inflammatory cytokine profiles. These immune signatures may serve as biomarkers for immunological stratification and provide insight into persistent immune dysfunction despite viral suppression.