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Article

Description of T-Cell and Monocyte Populations in the Circulation of People with HIV Prior to AIDS-NHL Diagnosis

by
Laura E. Martínez
1,2,
Begoña Comin-Anduix
3,4,5,
Miriam Güemes-Aragon
3,6,
Javier Ibarrondo
1,
Roger Detels
7,
Matthew J. Mimiaga
7 and
Marta Epeldegui
1,2,3,*
1
UCLA AIDS Institute, University of California, Los Angeles, CA 90095, USA
2
Department of Obstetrics and Gynecology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
3
Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA 90095, USA
4
Ahmanson Translational Theranostics Division, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, CA 90095, USA
5
Division of Surgical Oncology, Department of Surgery, University of California, Los Angeles, CA 90095, USA
6
Department of Hematology and Oncology, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
7
Department of Epidemiology, Fielding School of Public Health, University of California, Los Angeles, CA 90095, USA
*
Author to whom correspondence should be addressed.
Cells 2025, 14(20), 1608; https://doi.org/10.3390/cells14201608
Submission received: 1 September 2025 / Revised: 2 October 2025 / Accepted: 11 October 2025 / Published: 16 October 2025
(This article belongs to the Special Issue Immune Response in HIV Infection, Pathogenesis and Persistence)

Abstract

People with HIV (PWH) are at an increased risk for AIDS-associated non-Hodgkin lymphoma (AIDS-NHL); however, the immune signatures underlying this risk are not well understood. In this study, we utilized mass cytometry by time-of-flight (CyTOF) to analyze T-cells and monocytes in the PBMCs of treatment-naïve PWH, including those 3 to 36 months before an AIDS-NHL diagnosis (HIV-positive pre-NHL), as well as people without HIV (PWoH). Mass cytometry is an advanced single-cell analysis platform that combines flow cytometry principles with mass spectrometry. Unlike conventional flow cytometry, this technology employs antibodies conjugated to unique metal isotopes instead of fluorescent markers, enabling simultaneous measurement of over 40 distinct cellular markers per individual cell without spectral overlap limitations. Participants were enrolled at the Los Angeles site of the MACS/WIHS Combined Cohort Study (MWCCS). Unsupervised clustering and Uniform Manifold Approximation and Projection (UMAP) analysis identified CD3+ T-cell and CD14+ monocyte metaclusters, and Spearman’s rank correlation assessed their relationships with B-cell subsets exhibiting aberrant phenotypes. We observed elevated levels of CD8+CD20+ T-cells, CD8+CD14+ T-cells, and M2-like CD14+CD163+ monocytes in HIV-positive pre-NHL individuals compared to HIV-negative controls. Positive correlations were found between CD19+ AICDA+ cMYC+ B-cells and M1-like CD14+cMYC+ monocytes (metacluster, MC02), and between metaclusters of CD8+PD-1+CD27+CXCR4 T-cells (MC05) and CD4+FoxP3+PD-1+CD27+CD28+CXCR4 ICOS+ T-cells (MC08). In addition, a different CD19+ B-cell metacluster (FoxP3+AICDA+cMYC+) was positively associated with a metacluster of CD8+PD-1+CD27+CD28+CXCR4+ T-cells (MC03). Moreover, the metacluster of CD8+PD-1+CD27+CXCR4 T-cells (MC05) negatively correlated with M2-like CD14+CD163+ monocytes (MC06), while CD8+CD14+ T-cells positively correlated with AICDA+ Bregs and IL-10+ B-regs in HIV-positive pre-NHL individuals. Unsupervised analysis revealed increased frequencies of CD8+CD20+ T-cells in HIV-positive individuals compared to HIV-negative controls. These immune alterations provide valuable insights into potential biomarkers for early detection, monitoring, and therapeutic strategies for AIDS-NHL.
Keywords: HIV; unsupervised clustering analysis; CD20+ T-cells; CD14+ monocytes; pre-lymphoma; AIDS-NHL HIV; unsupervised clustering analysis; CD20+ T-cells; CD14+ monocytes; pre-lymphoma; AIDS-NHL

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MDPI and ACS Style

Martínez, L.E.; Comin-Anduix, B.; Güemes-Aragon, M.; Ibarrondo, J.; Detels, R.; Mimiaga, M.J.; Epeldegui, M. Description of T-Cell and Monocyte Populations in the Circulation of People with HIV Prior to AIDS-NHL Diagnosis. Cells 2025, 14, 1608. https://doi.org/10.3390/cells14201608

AMA Style

Martínez LE, Comin-Anduix B, Güemes-Aragon M, Ibarrondo J, Detels R, Mimiaga MJ, Epeldegui M. Description of T-Cell and Monocyte Populations in the Circulation of People with HIV Prior to AIDS-NHL Diagnosis. Cells. 2025; 14(20):1608. https://doi.org/10.3390/cells14201608

Chicago/Turabian Style

Martínez, Laura E., Begoña Comin-Anduix, Miriam Güemes-Aragon, Javier Ibarrondo, Roger Detels, Matthew J. Mimiaga, and Marta Epeldegui. 2025. "Description of T-Cell and Monocyte Populations in the Circulation of People with HIV Prior to AIDS-NHL Diagnosis" Cells 14, no. 20: 1608. https://doi.org/10.3390/cells14201608

APA Style

Martínez, L. E., Comin-Anduix, B., Güemes-Aragon, M., Ibarrondo, J., Detels, R., Mimiaga, M. J., & Epeldegui, M. (2025). Description of T-Cell and Monocyte Populations in the Circulation of People with HIV Prior to AIDS-NHL Diagnosis. Cells, 14(20), 1608. https://doi.org/10.3390/cells14201608

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