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Rauch DA, Ramos PV, Khanfar M, Harding J, Joseph A, Griffith O, Griffith M, Ratner L. Single-Cell Transcriptomic Analysis of Kaposi Sarcoma. bioRxiv 2024:2024.05.01.592010. [PMID: 38746135 PMCID: PMC11092626 DOI: 10.1101/2024.05.01.592010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Kaposi Sarcoma (KS) is a complex tumor caused by KS-associated herpesvirus 8 (KSHV). Histological analysis reveals a mixture of "spindle cells", vascular-like spaces, extravasated erythrocytes, and immune cells. In order to elucidate the infected and uninfected cell types in KS tumors, we examined skin and blood samples from twelve subjects by single cell RNA sequence analyses. Two populations of KSHV-infected cells were identified, one of which represented a proliferative fraction of lymphatic endothelial cells, and the second represented an angiogenic population of vascular endothelial tip cells. Both infected clusters contained cells expressing lytic and latent KSHV genes. Novel cellular biomarkers were identified in the KSHV infected cells, including the sodium channel SCN9A. The number of KSHV positive tumor cells was found to be in the 6% range in HIV-associated KS, correlated inversely with tumor-infiltrating immune cells, and was reduced in biopsies from HIV-negative individuals. T-cell receptor clones were expanded in KS tumors and blood, although in differing magnitudes. Changes in cellular composition in KS tumors were identified in subjects treated with antiretroviral therapy alone, or immunotherapy. These studies demonstrate the feasibility of single cell analyses to identify prognostic and predictive biomarkers. Author Summary Kaposi sarcoma (KS) is a malignancy caused by the KS-associated herpesvirus (KSHV) that causes skin lesions, and may also be found in lymph nodes, lungs, gastrointestinal tract, and other organs in immunosuppressed individuals more commonly than immunocompetent subjects. The current study examined gene expression in single cells from the tumor and blood of these subjects, and identified the characteristics of the complex mixtures of cells in the tumor. This method also identified differences in KSHV gene expression in different cell types and associated cellular genes expressed in KSHV infected cells. In addition, changes in the cellular composition could be elucidated with therapeutic interventions.
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Abdulhaqq S, Ventura AB, Reed JS, Bashirova AA, Bateman KB, McDonald E, Wu HL, Greene JM, Schell JB, Morrow D, Wisskirchen K, Martin JN, Deeks SG, Carrington M, Protzer U, Früh K, Hansen SG, Picker LJ, Sacha JB, Bimber BN. Identification and Characterization of Antigen-Specific CD8 + T Cells Using Surface-Trapped TNF-α and Single-Cell Sequencing. J Immunol 2021; 207:2913-2921. [PMID: 34810222 DOI: 10.4049/jimmunol.2100535] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 10/15/2021] [Indexed: 12/31/2022]
Abstract
CD8+ T cells are key mediators of antiviral and antitumor immunity. The isolation and study of Ag-specific CD8+ T cells, as well as mapping of their MHC restriction, has practical importance to the study of disease and the development of therapeutics. Unfortunately, most experimental approaches are cumbersome, owing to the highly variable and donor-specific nature of MHC-bound peptide/TCR interactions. Here we present a novel system for rapid identification and characterization of Ag-specific CD8+ T cells, particularly well suited for samples with limited primary cells. Cells are stimulated ex vivo with Ag of interest, followed by live cell sorting based on surface-trapped TNF-α. We take advantage of major advances in single-cell sequencing to generate full-length sequence data from the paired TCR α- and β-chains from these Ag-specific cells. The paired TCR chains are cloned into retroviral vectors and used to transduce donor CD8+ T cells. These TCR transductants provide a virtually unlimited experimental reagent, which can be used for further characterization, such as minimal epitope mapping or identification of MHC restriction, without depleting primary cells. We validated this system using CMV-specific CD8+ T cells from rhesus macaques, characterizing an immunodominant Mamu-A1*002:01-restricted epitope. We further demonstrated the utility of this system by mapping a novel HLA-A*68:02-restricted HIV Gag epitope from an HIV-infected donor. Collectively, these data validate a new strategy to rapidly identify novel Ags and characterize Ag-specific CD8+ T cells, with applications ranging from the study of infectious disease to immunotherapeutics and precision medicine.
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Affiliation(s)
- Shaheed Abdulhaqq
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Abigail B Ventura
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Jason S Reed
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Arman A Bashirova
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD.,Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD
| | - Katherine B Bateman
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Eric McDonald
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Helen L Wu
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Justin M Greene
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - John B Schell
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - David Morrow
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Karin Wisskirchen
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum Munich, Munich, Germany
| | - Jeffrey N Martin
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Steven G Deeks
- HIV/AIDS Program, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Mary Carrington
- Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD.,Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD.,Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA; and
| | - Ulrike Protzer
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum Munich, Munich, Germany
| | - Klaus Früh
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Scott G Hansen
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Louis J Picker
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR
| | - Jonah B Sacha
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR; .,Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR
| | - Benjamin N Bimber
- Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR
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